id
stringlengths 9
10
| submitter
stringlengths 1
64
⌀ | authors
stringlengths 4
23.3k
| title
stringlengths 1
294
| comments
stringlengths 1
658
⌀ | journal-ref
stringlengths 1
557
⌀ | doi
stringlengths 10
153
⌀ | report-no
stringlengths 2
479
⌀ | categories
stringlengths 5
102
| license
stringclasses 9
values | abstract
stringlengths 6
5.09k
| versions
list | update_date
stringlengths 10
10
| authors_parsed
list | embeddings
list | paper_title
stringlengths 4
229
⌀ | paper_url_abs
stringlengths 32
35
⌀ | paper_url_pdf
stringlengths 36
39
⌀ | repo_url
stringlengths 26
195
⌀ | is_official
bool 2
classes | mentioned_in_paper
bool 2
classes | pwc_url
stringlengths 40
81
⌀ | abs_enc
list |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1401.4317
|
Chang-Yong Lee
|
Chang-Yong Lee and Dongju Lee
|
An efficient method for solving a correlated multi-item inventory system
|
13 pages and 4 figures
| null | null | null |
physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose an efficient method of finding an optimal solution for a
multi-item continuous review inventory model in which a bivariate Gaussian
probability distribution represents a correlation between the demands of
different items. By utilizing appropriate normalizations of the demands, we
show that the normalized demands are uncorrelated. Furthermore, the set of
equations coupled with different items can be decoupled in such a way that the
order quantity and reorder point for each item can be evaluated independently
from those of the other. As a result, in contrast to conventional methods, the
solution procedure for the proposed method can be much simpler and more
accurate without any approximation. To demonstrate the advantage of the
proposed method, we present a solution scheme for a multi-item continuous
review inventory model in which the demand of optional components depend on
that of a "vanilla box", representing the customer's stochastic demand, under
stochastic payment and budget constraints. We also perform a sensitivity
analysis to investigate the dependence of order quantities and reorder points
on the correlation coefficient.
|
[
{
"created": "Fri, 17 Jan 2014 12:13:30 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Lee",
"Chang-Yong",
""
],
[
"Lee",
"Dongju",
""
]
] |
[
0.005986104719340801,
0.001578200259245932,
-0.03450571000576019,
0.012979273684322834,
-0.048415638506412506,
0.0531374029815197,
0.036368586122989655,
-0.06513170152902603,
0.03678717464208603,
0.04326358065009117,
0.06532739102840424,
0.009596440941095352,
0.02968229167163372,
0.030407313257455826,
-0.0014714804710820317,
-0.02406701259315014,
0.12385880947113037,
-0.03830685466527939,
-0.052171897143125534,
0.03401418775320053,
-0.00884090457111597,
0.03844839334487915,
0.025211602449417114,
0.002153249690309167,
-0.015180801972746849,
-0.04321921244263649,
0.025582388043403625,
0.025492923334240913,
-0.025045685470104218,
-0.05998498573899269,
0.05540350452065468,
-0.009612150490283966,
0.07796771079301834,
0.024297894909977913,
-0.04323628172278404,
-0.03290445730090141,
-0.04414862021803856,
-0.052515074610710144,
-0.031301721930503845,
0.05292040482163429,
-0.06144173443317413,
0.04435805603861809,
-0.06381683051586151,
-0.002985059516504407,
0.043362122029066086,
-0.019503001123666763,
-0.0007541481172665954,
-0.06120874732732773,
0.07862779498100281,
0.08141296356916428,
0.04536335542798042,
0.006160074844956398,
-0.029262017458677292,
-0.015964271500706673,
0.018039386719465256,
0.01762613095343113,
0.017118943855166435,
-0.0521320104598999,
0.01392420008778572,
0.016752202063798904,
0.021903852000832558,
-0.015042314305901527,
-0.018459808081388474,
-0.02916225790977478,
0.0357968807220459,
0.03893756493926048,
-0.08243001252412796,
0.04120415821671486,
-0.13006632030010223,
0.08096779882907867,
-0.02297060564160347,
0.03617226704955101,
0.01731063798069954,
-0.014703533612191677,
-0.0016218986129388213,
0.059539180248975754,
0.03798386827111244,
-0.10468452423810959,
-0.06009966507554054,
0.0023357137106359005,
-0.08150040358304977,
0.06108243763446808,
0.016714805737137794,
-0.05572209507226944,
0.07032249867916107,
-0.03714320808649063,
0.039512455463409424,
0.07069893926382065,
0.011757700704038143,
-0.029949728399515152,
0.028965624049305916,
0.07558039575815201,
0.044013556092977524,
-0.06691218912601471,
-0.01255074329674244,
-0.015293617732822895,
-0.0027978525031358004,
-0.03597600758075714,
0.022234994918107986,
-0.00933180470019579,
0.09802722930908203,
0.031137686222791672,
0.1054176315665245,
-0.05503210797905922,
-0.011113339103758335,
-0.09970360994338989,
0.006146078463643789,
0.019827937707304955,
0.01680869795382023,
-0.024928167462348938,
-0.06533591449260712,
0.016640275716781616,
-0.024755924940109253,
-0.034502025693655014,
-0.039850931614637375,
0.08791829645633698,
0.062389880418777466,
0.016090163961052895,
0.010718605481088161,
0.0014025821583345532,
-0.016765419393777847,
0.019667379558086395,
0.054536592215299606,
-0.013203844428062439,
0.007515402045100927,
0.13592736423015594,
0.09185130894184113,
1.613217406670806e-33,
-0.03604818880558014,
-0.06284767389297485,
0.015479711815714836,
-0.0000121661769298953,
0.017471684142947197,
0.004200451076030731,
0.03617166727781296,
0.057256922125816345,
-0.06707943230867386,
0.022603526711463928,
0.021569518372416496,
0.090757355093956,
-0.07018011063337326,
0.06382746249437332,
0.0371529720723629,
-0.012668811716139317,
-0.03258407115936279,
0.08250942081212997,
0.1086796447634697,
-0.07422603666782379,
-0.0433337539434433,
-0.12248870730400085,
-0.02170013077557087,
0.026067331433296204,
0.03336884826421738,
-0.06439649313688278,
0.047996606677770615,
0.038183096796274185,
-0.07025272399187088,
-0.036605458706617355,
-0.05134563520550728,
0.0014445529086515307,
0.009535429067909718,
-0.017277000471949577,
-0.051271889358758926,
-0.05263349041342735,
-0.03869808092713356,
0.019927561283111572,
-0.02249075658619404,
-0.11612489074468613,
0.004499753937125206,
0.00401946809142828,
0.015768004581332207,
0.031843192875385284,
-0.053881675004959106,
0.055059466511011124,
0.02552448771893978,
-0.08528545498847961,
-0.014252376742661,
-0.027130132541060448,
-0.029139947146177292,
-0.00034042555489577353,
0.04459981247782707,
0.026184596121311188,
-0.15898850560188293,
-0.09049960225820541,
0.013330545276403427,
-0.10340006649494171,
0.026659738272428513,
-0.052359603345394135,
-0.043907374143600464,
0.06785466521978378,
0.05690756440162659,
0.02639542520046234,
0.03771347925066948,
0.0811086893081665,
-0.03649119287729263,
-0.005726420786231756,
0.05893838033080101,
0.038285914808511734,
-0.005466911010444164,
-0.03293617442250252,
0.04190768301486969,
-0.1323213279247284,
0.0411999337375164,
0.005506257526576519,
-0.059285469353199005,
-0.05386445298790932,
-0.0033010898623615503,
-0.03914331644773483,
-0.04560660198330879,
0.012118780054152012,
-0.00595408771187067,
0.005873525980859995,
-0.005202725995332003,
0.026939604431390762,
0.021683523431420326,
-0.026934634894132614,
-0.021109575405716896,
-0.06905311346054077,
-0.035034600645303726,
0.10946287959814072,
-0.0234103761613369,
0.007874483242630959,
0.1415608525276184,
-2.9397080476180473e-33,
0.012293529696762562,
0.03902252018451691,
0.03423692286014557,
0.02735198475420475,
0.03917568922042847,
-0.03464238718152046,
-0.04509098455309868,
-0.06342599540948868,
0.022755565121769905,
0.005105918738991022,
-0.05408842861652374,
-0.11410634219646454,
-0.023015553131699562,
0.013346325606107712,
0.05287676304578781,
0.05299760028719902,
-0.06888416409492493,
0.008738490752875805,
0.08028791844844818,
-0.04344695806503296,
0.022105472162365913,
0.04601765424013138,
0.004554179031401873,
-0.03598751872777939,
-0.02475319802761078,
0.06285266578197479,
0.025212598964571953,
-0.0104918722063303,
-0.051923107355833054,
0.012194527313113213,
0.012883930467069149,
-0.023237114772200584,
0.0868624821305275,
0.03720618784427643,
-0.017390798777341843,
-0.02132219262421131,
-0.018867185339331627,
0.09781879186630249,
0.05440502613782883,
0.016789624467492104,
0.04933347553014755,
-0.008743627928197384,
0.021377434954047203,
-0.01190031599253416,
0.04288674518465996,
-0.0441836453974247,
0.08652583509683609,
-0.016571344807744026,
0.00010165274579776451,
0.03894534334540367,
-0.13172489404678345,
0.03240835666656494,
-0.08715873956680298,
0.05950542166829109,
-0.10166436433792114,
0.06458120048046112,
-0.11731008440256119,
-0.07672487944364548,
0.06902975589036942,
-0.008434051647782326,
0.006123980041593313,
0.06711950153112411,
0.051891639828681946,
-0.06265407800674438,
0.0317399725317955,
-0.04675399139523506,
0.13337501883506775,
-0.036099404096603394,
0.022202687337994576,
-0.015940804034471512,
-0.025003550574183464,
0.01344295870512724,
0.12628008425235748,
0.04061201214790344,
-0.017367077991366386,
0.02443915419280529,
0.050185639411211014,
-0.04149654507637024,
-0.027281222864985466,
0.05420433357357979,
0.01049000583589077,
-0.004124172497540712,
0.04859837517142296,
0.03818969056010246,
-0.07039403170347214,
-0.09054823219776154,
-0.006506740115582943,
-0.047221589833498,
0.06432591378688812,
-0.036629267036914825,
-0.025199104100465775,
-0.015493996441364288,
0.05594515800476074,
0.0099265668541193,
-0.032044827938079834,
-4.853624702150228e-8,
-0.03488737717270851,
-0.053115103393793106,
0.010764148086309433,
0.03707820177078247,
0.09695527702569962,
-0.06142403930425644,
0.01435808651149273,
0.015026961453258991,
-0.022815832868218422,
0.006472230423241854,
0.044506512582302094,
-0.017603129148483276,
-0.10105502605438232,
-0.03173847123980522,
-0.09121493250131607,
-0.021198861300945282,
-0.012329678051173687,
0.029849475249648094,
0.012507385574281216,
-0.05337964743375778,
0.031042661517858505,
-0.009587613865733147,
0.05242270231246948,
0.046078164130449295,
-0.04637167602777481,
0.021941255778074265,
0.01357205118983984,
0.013099835254251957,
0.11620952934026718,
0.07346602529287338,
0.04285706207156181,
0.005981055554002523,
0.014404243789613247,
-0.008061673492193222,
-0.01932789571583271,
-0.0777038186788559,
-0.018176304176449776,
0.0200467761605978,
-0.022339804098010063,
-0.05196153372526169,
0.030267558991909027,
-0.0926390066742897,
-0.10725609958171844,
0.0049649691209197044,
0.027065100148320198,
0.021988268941640854,
-0.11132216453552246,
-0.09088412672281265,
0.031106242910027504,
0.01540318876504898,
0.008019216358661652,
-0.05139307677745819,
0.08891350775957108,
0.07497841119766235,
0.01436405349522829,
-0.0687299370765686,
-0.0024005030281841755,
-0.021827038377523422,
0.03919205069541931,
-0.052015360444784164,
0.03327561914920807,
-0.027641283348202705,
-0.016565393656492233,
0.014405728317797184
] | null | null | null | null | null | null | null |
[
0.005986104719340801,
0.001578200259245932,
-0.03450571000576019,
0.012979273684322834,
-0.048415638506412506,
0.0531374029815197,
0.036368586122989655,
-0.06513170152902603,
0.03678717464208603,
0.04326358065009117,
0.06532739102840424,
0.009596440941095352,
0.02968229167163372,
0.030407313257455826,
-0.0014714804710820317,
-0.02406701259315014,
0.12385880947113037,
-0.03830685466527939,
-0.052171897143125534,
0.03401418775320053,
-0.00884090457111597,
0.03844839334487915,
0.025211602449417114,
0.002153249690309167,
-0.015180801972746849,
-0.04321921244263649,
0.025582388043403625,
0.025492923334240913,
-0.025045685470104218,
-0.05998498573899269,
0.05540350452065468,
-0.009612150490283966,
0.07796771079301834,
0.024297894909977913,
-0.04323628172278404,
-0.03290445730090141,
-0.04414862021803856,
-0.052515074610710144,
-0.031301721930503845,
0.05292040482163429,
-0.06144173443317413,
0.04435805603861809,
-0.06381683051586151,
-0.002985059516504407,
0.043362122029066086,
-0.019503001123666763,
-0.0007541481172665954,
-0.06120874732732773,
0.07862779498100281,
0.08141296356916428,
0.04536335542798042,
0.006160074844956398,
-0.029262017458677292,
-0.015964271500706673,
0.018039386719465256,
0.01762613095343113,
0.017118943855166435,
-0.0521320104598999,
0.01392420008778572,
0.016752202063798904,
0.021903852000832558,
-0.015042314305901527,
-0.018459808081388474,
-0.02916225790977478,
0.0357968807220459,
0.03893756493926048,
-0.08243001252412796,
0.04120415821671486,
-0.13006632030010223,
0.08096779882907867,
-0.02297060564160347,
0.03617226704955101,
0.01731063798069954,
-0.014703533612191677,
-0.0016218986129388213,
0.059539180248975754,
0.03798386827111244,
-0.10468452423810959,
-0.06009966507554054,
0.0023357137106359005,
-0.08150040358304977,
0.06108243763446808,
0.016714805737137794,
-0.05572209507226944,
0.07032249867916107,
-0.03714320808649063,
0.039512455463409424,
0.07069893926382065,
0.011757700704038143,
-0.029949728399515152,
0.028965624049305916,
0.07558039575815201,
0.044013556092977524,
-0.06691218912601471,
-0.01255074329674244,
-0.015293617732822895,
-0.0027978525031358004,
-0.03597600758075714,
0.022234994918107986,
-0.00933180470019579,
0.09802722930908203,
0.031137686222791672,
0.1054176315665245,
-0.05503210797905922,
-0.011113339103758335,
-0.09970360994338989,
0.006146078463643789,
0.019827937707304955,
0.01680869795382023,
-0.024928167462348938,
-0.06533591449260712,
0.016640275716781616,
-0.024755924940109253,
-0.034502025693655014,
-0.039850931614637375,
0.08791829645633698,
0.062389880418777466,
0.016090163961052895,
0.010718605481088161,
0.0014025821583345532,
-0.016765419393777847,
0.019667379558086395,
0.054536592215299606,
-0.013203844428062439,
0.007515402045100927,
0.13592736423015594,
0.09185130894184113,
1.613217406670806e-33,
-0.03604818880558014,
-0.06284767389297485,
0.015479711815714836,
-0.0000121661769298953,
0.017471684142947197,
0.004200451076030731,
0.03617166727781296,
0.057256922125816345,
-0.06707943230867386,
0.022603526711463928,
0.021569518372416496,
0.090757355093956,
-0.07018011063337326,
0.06382746249437332,
0.0371529720723629,
-0.012668811716139317,
-0.03258407115936279,
0.08250942081212997,
0.1086796447634697,
-0.07422603666782379,
-0.0433337539434433,
-0.12248870730400085,
-0.02170013077557087,
0.026067331433296204,
0.03336884826421738,
-0.06439649313688278,
0.047996606677770615,
0.038183096796274185,
-0.07025272399187088,
-0.036605458706617355,
-0.05134563520550728,
0.0014445529086515307,
0.009535429067909718,
-0.017277000471949577,
-0.051271889358758926,
-0.05263349041342735,
-0.03869808092713356,
0.019927561283111572,
-0.02249075658619404,
-0.11612489074468613,
0.004499753937125206,
0.00401946809142828,
0.015768004581332207,
0.031843192875385284,
-0.053881675004959106,
0.055059466511011124,
0.02552448771893978,
-0.08528545498847961,
-0.014252376742661,
-0.027130132541060448,
-0.029139947146177292,
-0.00034042555489577353,
0.04459981247782707,
0.026184596121311188,
-0.15898850560188293,
-0.09049960225820541,
0.013330545276403427,
-0.10340006649494171,
0.026659738272428513,
-0.052359603345394135,
-0.043907374143600464,
0.06785466521978378,
0.05690756440162659,
0.02639542520046234,
0.03771347925066948,
0.0811086893081665,
-0.03649119287729263,
-0.005726420786231756,
0.05893838033080101,
0.038285914808511734,
-0.005466911010444164,
-0.03293617442250252,
0.04190768301486969,
-0.1323213279247284,
0.0411999337375164,
0.005506257526576519,
-0.059285469353199005,
-0.05386445298790932,
-0.0033010898623615503,
-0.03914331644773483,
-0.04560660198330879,
0.012118780054152012,
-0.00595408771187067,
0.005873525980859995,
-0.005202725995332003,
0.026939604431390762,
0.021683523431420326,
-0.026934634894132614,
-0.021109575405716896,
-0.06905311346054077,
-0.035034600645303726,
0.10946287959814072,
-0.0234103761613369,
0.007874483242630959,
0.1415608525276184,
-2.9397080476180473e-33,
0.012293529696762562,
0.03902252018451691,
0.03423692286014557,
0.02735198475420475,
0.03917568922042847,
-0.03464238718152046,
-0.04509098455309868,
-0.06342599540948868,
0.022755565121769905,
0.005105918738991022,
-0.05408842861652374,
-0.11410634219646454,
-0.023015553131699562,
0.013346325606107712,
0.05287676304578781,
0.05299760028719902,
-0.06888416409492493,
0.008738490752875805,
0.08028791844844818,
-0.04344695806503296,
0.022105472162365913,
0.04601765424013138,
0.004554179031401873,
-0.03598751872777939,
-0.02475319802761078,
0.06285266578197479,
0.025212598964571953,
-0.0104918722063303,
-0.051923107355833054,
0.012194527313113213,
0.012883930467069149,
-0.023237114772200584,
0.0868624821305275,
0.03720618784427643,
-0.017390798777341843,
-0.02132219262421131,
-0.018867185339331627,
0.09781879186630249,
0.05440502613782883,
0.016789624467492104,
0.04933347553014755,
-0.008743627928197384,
0.021377434954047203,
-0.01190031599253416,
0.04288674518465996,
-0.0441836453974247,
0.08652583509683609,
-0.016571344807744026,
0.00010165274579776451,
0.03894534334540367,
-0.13172489404678345,
0.03240835666656494,
-0.08715873956680298,
0.05950542166829109,
-0.10166436433792114,
0.06458120048046112,
-0.11731008440256119,
-0.07672487944364548,
0.06902975589036942,
-0.008434051647782326,
0.006123980041593313,
0.06711950153112411,
0.051891639828681946,
-0.06265407800674438,
0.0317399725317955,
-0.04675399139523506,
0.13337501883506775,
-0.036099404096603394,
0.022202687337994576,
-0.015940804034471512,
-0.025003550574183464,
0.01344295870512724,
0.12628008425235748,
0.04061201214790344,
-0.017367077991366386,
0.02443915419280529,
0.050185639411211014,
-0.04149654507637024,
-0.027281222864985466,
0.05420433357357979,
0.01049000583589077,
-0.004124172497540712,
0.04859837517142296,
0.03818969056010246,
-0.07039403170347214,
-0.09054823219776154,
-0.006506740115582943,
-0.047221589833498,
0.06432591378688812,
-0.036629267036914825,
-0.025199104100465775,
-0.015493996441364288,
0.05594515800476074,
0.0099265668541193,
-0.032044827938079834,
-4.853624702150228e-8,
-0.03488737717270851,
-0.053115103393793106,
0.010764148086309433,
0.03707820177078247,
0.09695527702569962,
-0.06142403930425644,
0.01435808651149273,
0.015026961453258991,
-0.022815832868218422,
0.006472230423241854,
0.044506512582302094,
-0.017603129148483276,
-0.10105502605438232,
-0.03173847123980522,
-0.09121493250131607,
-0.021198861300945282,
-0.012329678051173687,
0.029849475249648094,
0.012507385574281216,
-0.05337964743375778,
0.031042661517858505,
-0.009587613865733147,
0.05242270231246948,
0.046078164130449295,
-0.04637167602777481,
0.021941255778074265,
0.01357205118983984,
0.013099835254251957,
0.11620952934026718,
0.07346602529287338,
0.04285706207156181,
0.005981055554002523,
0.014404243789613247,
-0.008061673492193222,
-0.01932789571583271,
-0.0777038186788559,
-0.018176304176449776,
0.0200467761605978,
-0.022339804098010063,
-0.05196153372526169,
0.030267558991909027,
-0.0926390066742897,
-0.10725609958171844,
0.0049649691209197044,
0.027065100148320198,
0.021988268941640854,
-0.11132216453552246,
-0.09088412672281265,
0.031106242910027504,
0.01540318876504898,
0.008019216358661652,
-0.05139307677745819,
0.08891350775957108,
0.07497841119766235,
0.01436405349522829,
-0.0687299370765686,
-0.0024005030281841755,
-0.021827038377523422,
0.03919205069541931,
-0.052015360444784164,
0.03327561914920807,
-0.027641283348202705,
-0.016565393656492233,
0.014405728317797184
] |
1401.4318
|
Gabriela Barrreto Lemos
|
Gabriela B. Lemos, Victoria Borish, Garrett D. Cole, Sven Ramelow,
Radek Lapkiewicz and Anton Zeilinger
|
Quantum Imaging with Undetected Photons
|
Comments welcome
|
Nature 512, 409 (2014)
|
10.1038/nature13586
| null |
quant-ph physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Indistinguishable quantum states interfere, but the mere possibility of
obtaining information that could distinguish between overlapping states
inhibits quantum interference. Quantum interference imaging can outperform
classical imaging or even have entirely new features. Here, we introduce and
experimentally demonstrate a quantum imaging concept that relies on the
indistinguishability of the possible sources of a photon that remains
undetected. Our experiment uses pair creation in two separate down-conversion
crystals. While the photons passing through the object are never detected, we
obtain images exclusively with the sister photons that do not interact with the
object. Therefore the object to be imaged can be either opaque or invisible to
the detected photons. Moreover, our technique allows the probe wavelength to be
chosen in a range for which suitable sources and/or detectors are unavailable.
Our experiment is a prototype in quantum information where knowledge can be
extracted by and about a photon that is never detected.
|
[
{
"created": "Fri, 17 Jan 2014 12:19:16 GMT",
"version": "v1"
},
{
"created": "Mon, 27 Jan 2014 18:21:46 GMT",
"version": "v2"
}
] |
2014-09-23
|
[
[
"Lemos",
"Gabriela B.",
""
],
[
"Borish",
"Victoria",
""
],
[
"Cole",
"Garrett D.",
""
],
[
"Ramelow",
"Sven",
""
],
[
"Lapkiewicz",
"Radek",
""
],
[
"Zeilinger",
"Anton",
""
]
] |
[
-0.028082506731152534,
0.04547443613409996,
-0.047262873500585556,
0.04135376960039139,
0.0233889352530241,
-0.06411205977201462,
0.02974724769592285,
-0.1245284378528595,
0.018010098487138748,
-0.03509697690606117,
0.017372995615005493,
-0.04341195523738861,
0.010096791200339794,
0.015399460680782795,
-0.02247752621769905,
0.023437190800905228,
0.03997562825679779,
-0.003675829153507948,
-0.03560218587517738,
0.020600687712430954,
0.0260463934391737,
-0.06114509329199791,
-0.01441806647926569,
-0.017818477004766464,
0.02339918725192547,
0.0056744227185845375,
0.03320528566837311,
-0.04967837035655975,
0.019167698919773102,
-0.04088517278432846,
0.021289393305778503,
-0.052279744297266006,
-0.10982202738523483,
-0.029772188514471054,
0.019118675962090492,
-0.03123784251511097,
0.07613808661699295,
0.030924297869205475,
0.05379660055041313,
-0.03201960027217865,
0.020046135410666466,
0.08311088383197784,
-0.04999618977308273,
-0.02666640654206276,
-0.016889560967683792,
0.07657384127378464,
0.06634830683469772,
0.004670297261327505,
-0.017586560919880867,
-0.09958094358444214,
-0.052896615117788315,
0.0919976755976677,
-0.012764468789100647,
0.024705776944756508,
0.07707202434539795,
0.06756820529699326,
-0.001376625383272767,
-0.07870570570230484,
-0.0894562229514122,
-0.002583455527201295,
-0.05790654197335243,
0.05998547747731209,
-0.04338477924466133,
0.01098792627453804,
0.027576003223657608,
0.05733278766274452,
-0.06937985122203827,
0.011309759691357613,
0.043144918978214264,
-0.012228522449731827,
0.0087119210511446,
0.03204219043254852,
0.008207429200410843,
-0.0002473626227583736,
0.04741554334759712,
0.0051558418199419975,
0.00316252582706511,
0.04327672719955444,
0.03867563232779503,
-0.0005532294744625688,
-0.0032398796174675226,
-0.0828208327293396,
-0.02221008390188217,
0.04314132034778595,
0.04831373691558838,
0.0354369655251503,
-0.007267224136739969,
0.06345349550247192,
-0.02759494073688984,
-0.0684942901134491,
-0.1270429790019989,
-0.1367834061384201,
0.01322904508560896,
-0.019097965210676193,
0.012570132501423359,
-0.03319535776972771,
0.13058426976203918,
-0.03135756403207779,
0.05256958678364754,
0.04103807732462883,
0.08024799823760986,
0.0010675200028344989,
0.018338393419981003,
0.00412828428670764,
-0.08853032439947128,
-0.023449040949344635,
0.02238444611430168,
-0.04875608906149864,
0.01616484299302101,
-0.0001557336508994922,
0.07129570841789246,
0.022644422948360443,
-0.01858239807188511,
0.04949098080396652,
-0.040573690086603165,
0.06704395264387131,
0.06585755199193954,
0.09680705517530441,
-0.018835127353668213,
-0.022195912897586823,
-0.012361555360257626,
-0.010842734016478062,
0.0027018538676202297,
0.06558848917484283,
0.0384407602250576,
-0.03840170428156853,
-0.07635936141014099,
2.6123413197796867e-33,
-0.024644795805215836,
-0.01562575250864029,
0.0004600007669068873,
0.10024764388799667,
0.06838499009609222,
0.04854576662182808,
-0.01699857972562313,
-0.03350888192653656,
0.02831033430993557,
0.04663607105612755,
0.03483779728412628,
-0.014489413239061832,
0.0278789009898901,
0.008229242637753487,
0.08282426744699478,
0.013117619790136814,
0.000001991405042645056,
0.013757653534412384,
0.033353012055158615,
-0.008382108993828297,
0.012659245170652866,
0.0025219235103577375,
-0.10595036298036575,
0.017072686925530434,
-0.03176111355423927,
-0.011520296335220337,
0.07831507921218872,
-0.04426787048578262,
0.0947440043091774,
-0.01964086852967739,
-0.04694544896483421,
0.14131303131580353,
0.06326350569725037,
0.089825339615345,
0.05807211250066757,
-0.030671946704387665,
-0.040927235037088394,
0.024431850761175156,
-0.0393989123404026,
-0.016315529122948647,
0.05866164341568947,
-0.007877102121710777,
0.026896698400378227,
-0.0031421927269548178,
0.07271835207939148,
-0.0686451867222786,
-0.04000524803996086,
-0.0007434969302266836,
-0.08996635675430298,
-0.010989842005074024,
0.013854254968464375,
-0.06266433745622635,
-0.03257357329130173,
-0.0421217605471611,
-0.03372756019234657,
-0.06564543396234512,
0.004529580939561129,
-0.08376774191856384,
-0.013029961846768856,
-0.05888916552066803,
0.009649951942265034,
-0.05976105481386185,
0.03871285170316696,
0.05378936603665352,
-0.030251534655690193,
0.028392167761921883,
-0.10149307548999786,
-0.07837168872356415,
-0.08952727913856506,
0.11430144309997559,
-0.07667051255702972,
0.03605104237794876,
-0.006485550198704004,
-0.07307891547679901,
0.06269846111536026,
0.0018863806035369635,
-0.010872061364352703,
-0.015044588595628738,
0.08057423681020737,
0.04590839520096779,
0.01658623293042183,
-0.07532048225402832,
-0.025665003806352615,
-0.06107652559876442,
-0.07761427760124207,
0.0025146901607513428,
-0.09221190214157104,
-0.07458887249231339,
-0.0870031788945198,
-0.0037578807678073645,
-0.023102952167391777,
0.019660810008645058,
-0.0487748458981514,
-0.030024897307157516,
-0.05702940374612808,
-4.252778032827752e-33,
-0.013088580220937729,
-0.00830912310630083,
0.06055203825235367,
-0.004683100618422031,
0.058343689888715744,
-0.006209449376910925,
0.06367176026105881,
-0.03248182684183121,
0.02809647098183632,
-0.018383046612143517,
-0.005711378995329142,
0.05440029874444008,
0.009631725028157234,
-0.02760741487145424,
-0.1267336905002594,
0.04161124676465988,
0.08012372255325317,
-0.012482404708862305,
0.02898445539176464,
0.020804723724722862,
-0.011784068308770657,
0.01981114037334919,
0.035561703145504,
-0.0313776470720768,
0.05284068360924721,
0.12596556544303894,
0.04314160719513893,
0.008477035909891129,
0.004163769539445639,
-0.006717359647154808,
-0.03153582662343979,
-0.07162665575742722,
0.050084974616765976,
-0.07954414933919907,
-0.05464399978518486,
0.06203595921397209,
0.046220291405916214,
0.0011267679510638118,
-0.07188153266906738,
-0.034893184900283813,
0.00499058049172163,
0.0017255762359127402,
-0.10488656163215637,
0.062260884791612625,
0.009529098868370056,
-0.059927698224782944,
-0.06840641796588898,
-0.007365287747234106,
-0.04653181880712509,
0.03990583121776581,
-0.026449494063854218,
0.040637195110321045,
-0.015553007833659649,
0.001514095114544034,
-0.06308994442224503,
0.0009707551216706634,
-0.022572625428438187,
0.08289295434951782,
0.08606692403554916,
0.14581996202468872,
0.005727718584239483,
-0.012489257380366325,
-0.046852320432662964,
0.039932217448949814,
0.011479982174932957,
0.03863731026649475,
-0.03034018911421299,
0.0776468813419342,
0.016079630702733994,
0.09383630752563477,
-0.027930211275815964,
-0.0219890009611845,
0.005492583382874727,
-0.010552622377872467,
0.10444684326648712,
0.026412900537252426,
-0.010760815814137459,
-0.03228690102696419,
0.019171763211488724,
0.033754199743270874,
-0.02611657790839672,
-0.028714455664157867,
-0.027446769177913666,
0.06739059090614319,
0.06918781250715256,
0.013816332444548607,
-0.06584464013576508,
-0.021347133442759514,
0.0006523212650790811,
-0.024335499852895737,
0.03229963034391403,
0.021408023312687874,
-0.017158733680844307,
-0.05830336734652519,
0.12495648115873337,
-4.489209715075049e-8,
0.06075134873390198,
-0.0016837252769619226,
-0.02651577815413475,
-0.048003166913986206,
-0.018955260515213013,
-0.07248695939779282,
-0.02347194030880928,
-0.035402245819568634,
-0.04417019709944725,
-0.16279256343841553,
-0.017361609265208244,
-0.024768026545643806,
-0.05789941921830177,
0.04140773043036461,
0.07012297213077545,
0.02418568544089794,
-0.048533592373132706,
-0.0587913803756237,
-0.027650369331240654,
-0.021163493394851685,
-0.007801325526088476,
-0.03203403577208519,
0.006233818829059601,
0.032768137753009796,
-0.0378141850233078,
0.01948513463139534,
-0.06793016195297241,
-0.014581555500626564,
0.016235075891017914,
-0.01158931478857994,
0.05233725905418396,
-0.0047228033654391766,
0.04437777400016785,
0.07104279845952988,
-0.054438576102256775,
0.0030093712266534567,
-0.1064683124423027,
-0.03430015221238136,
-0.03871908411383629,
-0.030681008473038673,
-0.00981183722615242,
-0.0037203740794211626,
-0.08852896094322205,
0.09593210369348526,
0.06333595514297485,
0.0003894575056619942,
0.052993904799222946,
-0.032004863023757935,
-0.022091582417488098,
0.11882290989160538,
-0.01220204308629036,
0.0542973130941391,
0.06557765603065491,
-0.04593062400817871,
-0.06306424736976624,
-0.023788856342434883,
0.08017321676015854,
-0.014506739564239979,
-0.0513826459646225,
0.0767882764339447,
0.05747237056493759,
-0.050890933722257614,
-0.03287190571427345,
0.02086985670030117
] | null | null | null | null | null | null | null |
[
-0.028082506731152534,
0.04547443613409996,
-0.047262873500585556,
0.04135376960039139,
0.0233889352530241,
-0.06411205977201462,
0.02974724769592285,
-0.1245284378528595,
0.018010098487138748,
-0.03509697690606117,
0.017372995615005493,
-0.04341195523738861,
0.010096791200339794,
0.015399460680782795,
-0.02247752621769905,
0.023437190800905228,
0.03997562825679779,
-0.003675829153507948,
-0.03560218587517738,
0.020600687712430954,
0.0260463934391737,
-0.06114509329199791,
-0.01441806647926569,
-0.017818477004766464,
0.02339918725192547,
0.0056744227185845375,
0.03320528566837311,
-0.04967837035655975,
0.019167698919773102,
-0.04088517278432846,
0.021289393305778503,
-0.052279744297266006,
-0.10982202738523483,
-0.029772188514471054,
0.019118675962090492,
-0.03123784251511097,
0.07613808661699295,
0.030924297869205475,
0.05379660055041313,
-0.03201960027217865,
0.020046135410666466,
0.08311088383197784,
-0.04999618977308273,
-0.02666640654206276,
-0.016889560967683792,
0.07657384127378464,
0.06634830683469772,
0.004670297261327505,
-0.017586560919880867,
-0.09958094358444214,
-0.052896615117788315,
0.0919976755976677,
-0.012764468789100647,
0.024705776944756508,
0.07707202434539795,
0.06756820529699326,
-0.001376625383272767,
-0.07870570570230484,
-0.0894562229514122,
-0.002583455527201295,
-0.05790654197335243,
0.05998547747731209,
-0.04338477924466133,
0.01098792627453804,
0.027576003223657608,
0.05733278766274452,
-0.06937985122203827,
0.011309759691357613,
0.043144918978214264,
-0.012228522449731827,
0.0087119210511446,
0.03204219043254852,
0.008207429200410843,
-0.0002473626227583736,
0.04741554334759712,
0.0051558418199419975,
0.00316252582706511,
0.04327672719955444,
0.03867563232779503,
-0.0005532294744625688,
-0.0032398796174675226,
-0.0828208327293396,
-0.02221008390188217,
0.04314132034778595,
0.04831373691558838,
0.0354369655251503,
-0.007267224136739969,
0.06345349550247192,
-0.02759494073688984,
-0.0684942901134491,
-0.1270429790019989,
-0.1367834061384201,
0.01322904508560896,
-0.019097965210676193,
0.012570132501423359,
-0.03319535776972771,
0.13058426976203918,
-0.03135756403207779,
0.05256958678364754,
0.04103807732462883,
0.08024799823760986,
0.0010675200028344989,
0.018338393419981003,
0.00412828428670764,
-0.08853032439947128,
-0.023449040949344635,
0.02238444611430168,
-0.04875608906149864,
0.01616484299302101,
-0.0001557336508994922,
0.07129570841789246,
0.022644422948360443,
-0.01858239807188511,
0.04949098080396652,
-0.040573690086603165,
0.06704395264387131,
0.06585755199193954,
0.09680705517530441,
-0.018835127353668213,
-0.022195912897586823,
-0.012361555360257626,
-0.010842734016478062,
0.0027018538676202297,
0.06558848917484283,
0.0384407602250576,
-0.03840170428156853,
-0.07635936141014099,
2.6123413197796867e-33,
-0.024644795805215836,
-0.01562575250864029,
0.0004600007669068873,
0.10024764388799667,
0.06838499009609222,
0.04854576662182808,
-0.01699857972562313,
-0.03350888192653656,
0.02831033430993557,
0.04663607105612755,
0.03483779728412628,
-0.014489413239061832,
0.0278789009898901,
0.008229242637753487,
0.08282426744699478,
0.013117619790136814,
0.000001991405042645056,
0.013757653534412384,
0.033353012055158615,
-0.008382108993828297,
0.012659245170652866,
0.0025219235103577375,
-0.10595036298036575,
0.017072686925530434,
-0.03176111355423927,
-0.011520296335220337,
0.07831507921218872,
-0.04426787048578262,
0.0947440043091774,
-0.01964086852967739,
-0.04694544896483421,
0.14131303131580353,
0.06326350569725037,
0.089825339615345,
0.05807211250066757,
-0.030671946704387665,
-0.040927235037088394,
0.024431850761175156,
-0.0393989123404026,
-0.016315529122948647,
0.05866164341568947,
-0.007877102121710777,
0.026896698400378227,
-0.0031421927269548178,
0.07271835207939148,
-0.0686451867222786,
-0.04000524803996086,
-0.0007434969302266836,
-0.08996635675430298,
-0.010989842005074024,
0.013854254968464375,
-0.06266433745622635,
-0.03257357329130173,
-0.0421217605471611,
-0.03372756019234657,
-0.06564543396234512,
0.004529580939561129,
-0.08376774191856384,
-0.013029961846768856,
-0.05888916552066803,
0.009649951942265034,
-0.05976105481386185,
0.03871285170316696,
0.05378936603665352,
-0.030251534655690193,
0.028392167761921883,
-0.10149307548999786,
-0.07837168872356415,
-0.08952727913856506,
0.11430144309997559,
-0.07667051255702972,
0.03605104237794876,
-0.006485550198704004,
-0.07307891547679901,
0.06269846111536026,
0.0018863806035369635,
-0.010872061364352703,
-0.015044588595628738,
0.08057423681020737,
0.04590839520096779,
0.01658623293042183,
-0.07532048225402832,
-0.025665003806352615,
-0.06107652559876442,
-0.07761427760124207,
0.0025146901607513428,
-0.09221190214157104,
-0.07458887249231339,
-0.0870031788945198,
-0.0037578807678073645,
-0.023102952167391777,
0.019660810008645058,
-0.0487748458981514,
-0.030024897307157516,
-0.05702940374612808,
-4.252778032827752e-33,
-0.013088580220937729,
-0.00830912310630083,
0.06055203825235367,
-0.004683100618422031,
0.058343689888715744,
-0.006209449376910925,
0.06367176026105881,
-0.03248182684183121,
0.02809647098183632,
-0.018383046612143517,
-0.005711378995329142,
0.05440029874444008,
0.009631725028157234,
-0.02760741487145424,
-0.1267336905002594,
0.04161124676465988,
0.08012372255325317,
-0.012482404708862305,
0.02898445539176464,
0.020804723724722862,
-0.011784068308770657,
0.01981114037334919,
0.035561703145504,
-0.0313776470720768,
0.05284068360924721,
0.12596556544303894,
0.04314160719513893,
0.008477035909891129,
0.004163769539445639,
-0.006717359647154808,
-0.03153582662343979,
-0.07162665575742722,
0.050084974616765976,
-0.07954414933919907,
-0.05464399978518486,
0.06203595921397209,
0.046220291405916214,
0.0011267679510638118,
-0.07188153266906738,
-0.034893184900283813,
0.00499058049172163,
0.0017255762359127402,
-0.10488656163215637,
0.062260884791612625,
0.009529098868370056,
-0.059927698224782944,
-0.06840641796588898,
-0.007365287747234106,
-0.04653181880712509,
0.03990583121776581,
-0.026449494063854218,
0.040637195110321045,
-0.015553007833659649,
0.001514095114544034,
-0.06308994442224503,
0.0009707551216706634,
-0.022572625428438187,
0.08289295434951782,
0.08606692403554916,
0.14581996202468872,
0.005727718584239483,
-0.012489257380366325,
-0.046852320432662964,
0.039932217448949814,
0.011479982174932957,
0.03863731026649475,
-0.03034018911421299,
0.0776468813419342,
0.016079630702733994,
0.09383630752563477,
-0.027930211275815964,
-0.0219890009611845,
0.005492583382874727,
-0.010552622377872467,
0.10444684326648712,
0.026412900537252426,
-0.010760815814137459,
-0.03228690102696419,
0.019171763211488724,
0.033754199743270874,
-0.02611657790839672,
-0.028714455664157867,
-0.027446769177913666,
0.06739059090614319,
0.06918781250715256,
0.013816332444548607,
-0.06584464013576508,
-0.021347133442759514,
0.0006523212650790811,
-0.024335499852895737,
0.03229963034391403,
0.021408023312687874,
-0.017158733680844307,
-0.05830336734652519,
0.12495648115873337,
-4.489209715075049e-8,
0.06075134873390198,
-0.0016837252769619226,
-0.02651577815413475,
-0.048003166913986206,
-0.018955260515213013,
-0.07248695939779282,
-0.02347194030880928,
-0.035402245819568634,
-0.04417019709944725,
-0.16279256343841553,
-0.017361609265208244,
-0.024768026545643806,
-0.05789941921830177,
0.04140773043036461,
0.07012297213077545,
0.02418568544089794,
-0.048533592373132706,
-0.0587913803756237,
-0.027650369331240654,
-0.021163493394851685,
-0.007801325526088476,
-0.03203403577208519,
0.006233818829059601,
0.032768137753009796,
-0.0378141850233078,
0.01948513463139534,
-0.06793016195297241,
-0.014581555500626564,
0.016235075891017914,
-0.01158931478857994,
0.05233725905418396,
-0.0047228033654391766,
0.04437777400016785,
0.07104279845952988,
-0.054438576102256775,
0.0030093712266534567,
-0.1064683124423027,
-0.03430015221238136,
-0.03871908411383629,
-0.030681008473038673,
-0.00981183722615242,
-0.0037203740794211626,
-0.08852896094322205,
0.09593210369348526,
0.06333595514297485,
0.0003894575056619942,
0.052993904799222946,
-0.032004863023757935,
-0.022091582417488098,
0.11882290989160538,
-0.01220204308629036,
0.0542973130941391,
0.06557765603065491,
-0.04593062400817871,
-0.06306424736976624,
-0.023788856342434883,
0.08017321676015854,
-0.014506739564239979,
-0.0513826459646225,
0.0767882764339447,
0.05747237056493759,
-0.050890933722257614,
-0.03287190571427345,
0.02086985670030117
] |
1401.4321
|
Rodrigo Costas
|
Rodrigo Costas, Zohreh Zahedi, Paul Wouters
|
Do altmetrics correlate with citations? Extensive comparison of
altmetric indicators with citations from a multidisciplinary perspective
| null | null |
10.1002/asi.23309
| null |
cs.DL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
An extensive analysis of the presence of different altmetric indicators
provided by Altmetric.com across scientific fields is presented, particularly
focusing on their relationship with citations. Our results confirm that the
presence and density of social media altmetric counts are still very low and
not very frequent among scientific publications, with 15%-24% of the
publications presenting some altmetric activity and concentrating in the most
recent publications, although their presence is increasing over time.
Publications from the social sciences, humanities and the medical and life
sciences show the highest presence of altmetrics, indicating their potential
value and interest for these fields. The analysis of the relationships between
altmetrics and citations confirms previous claims of positive correlations but
relatively weak, thus supporting the idea that altmetrics do not reflect the
same concept of impact as citations. Also, altmetric counts do not always
present a better filtering of highly cited publications than journal citation
scores. Altmetrics scores (particularly mentions in blogs) are able to identify
highly cited publications with higher levels of precision than journal citation
scores (JCS), but they have a lower level of recall. The value of altmetrics as
a complementary tool of citation analysis is highlighted, although more
research is suggested to disentangle the potential meaning and value of
altmetric indicators for research evaluation.
|
[
{
"created": "Fri, 17 Jan 2014 12:35:08 GMT",
"version": "v1"
}
] |
2014-08-04
|
[
[
"Costas",
"Rodrigo",
""
],
[
"Zahedi",
"Zohreh",
""
],
[
"Wouters",
"Paul",
""
]
] |
[
-0.00557649927213788,
-0.044492680579423904,
-0.07617294788360596,
0.025455309078097343,
0.03286639600992203,
0.02559414505958557,
-0.013152006082236767,
0.08013823628425598,
0.09718575328588486,
0.004687465727329254,
0.0001994697959162295,
0.037739258259534836,
0.06670750677585602,
0.002076673787087202,
0.009039702825248241,
0.03575875982642174,
0.02573004551231861,
-0.021502725780010223,
-0.02032633312046528,
0.03012010082602501,
-0.04570300504565239,
-0.022877881303429604,
0.04292040690779686,
-0.03333937004208565,
0.04569549486041069,
-0.04324525222182274,
-0.08069227635860443,
-0.022406643256545067,
-0.06903970241546631,
0.034396324306726456,
-0.024427516385912895,
0.11230991035699844,
0.038134682923555374,
0.007497608661651611,
-0.09341687709093094,
0.017316078767180443,
0.02637949399650097,
0.08000698685646057,
0.04872608929872513,
0.019498193636536598,
-0.05982346460223198,
-0.07229503244161606,
0.006685514934360981,
-0.03902881219983101,
-0.0008058917010203004,
-0.04677898809313774,
-0.07073217630386353,
-0.05195946246385574,
-0.07773154973983765,
0.10918828099966049,
-0.10770069062709808,
0.03567717224359512,
-0.02095726877450943,
-0.014467309229075909,
0.042073141783475876,
-0.016490058973431587,
0.03230312839150429,
-0.011833015829324722,
-0.04470009729266167,
-0.014444769360125065,
0.047416262328624725,
-0.11093641072511673,
-0.08594042807817459,
-0.025217000395059586,
0.02947462536394596,
-0.03470414876937866,
0.03142235055565834,
0.003278343705460429,
-0.008866803720593452,
0.04917732998728752,
0.051720235496759415,
0.0035470211878418922,
-0.019615957513451576,
0.02527002990245819,
-0.027648739516735077,
0.02315307967364788,
0.01916526071727276,
0.02161421626806259,
0.04387720301747322,
-0.08340486884117126,
0.062236882746219635,
0.039965588599443436,
-0.04213190823793411,
0.0077511342242360115,
0.07347936183214188,
0.032743651419878006,
0.006657075136899948,
0.016803821548819542,
-0.06530503183603287,
0.07222197949886322,
0.0002918477402999997,
-0.023535722866654396,
0.05725307762622833,
-0.10171152651309967,
0.05868007242679596,
-0.03729739785194397,
-0.029472166672348976,
-0.059331029653549194,
0.030290622264146805,
0.025672225281596184,
0.0032774237915873528,
0.07122517377138138,
-0.009104027412831783,
0.0005583674064837396,
0.07860822975635529,
-0.027348028495907784,
0.030081836506724358,
-0.0035402216017246246,
0.047334711998701096,
0.030086303129792213,
-0.028541723266243935,
0.04107880964875221,
0.037767600268125534,
0.01879945956170559,
0.04963464289903641,
0.02454533241689205,
0.0748191550374031,
0.04977770149707794,
0.04714451730251312,
0.05903732404112816,
-0.04450450465083122,
0.08624231070280075,
0.012776173651218414,
-0.07691191136837006,
0.04614606872200966,
0.05560554191470146,
0.004214943386614323,
5.164323208696557e-33,
0.09078025817871094,
0.03498690947890282,
0.07396599650382996,
0.017978858202695847,
-0.026973528787493706,
0.018632404506206512,
-0.13514195382595062,
-0.02965501882135868,
-0.06241945922374725,
-0.07294595241546631,
0.003115074010565877,
0.16792097687721252,
0.062013573944568634,
0.06224676966667175,
-0.04444422572851181,
0.028968743979930878,
-0.04997105523943901,
0.05018172785639763,
-0.024655213579535484,
-0.06709779053926468,
-0.01950182393193245,
-0.1468375325202942,
0.028850829228758812,
0.019339120015501976,
-0.04124097526073456,
-0.07694393396377563,
-0.0014536259695887566,
-0.02036810852587223,
-0.07376592606306076,
0.022108169272542,
-0.05131808668375015,
0.02980532869696617,
0.026878545060753822,
-0.11184415966272354,
0.08751293271780014,
-0.02829189971089363,
0.029352907091379166,
-0.026648415252566338,
0.043024592101573944,
-0.04881017655134201,
-0.02602054737508297,
0.0627036914229393,
-0.03113517537713051,
0.019730595871806145,
-0.032453883439302444,
0.050384800881147385,
0.01482273917645216,
-0.01641431450843811,
0.06269345432519913,
-0.06097117438912392,
0.04164544492959976,
-0.01994498260319233,
-0.017689883708953857,
0.02536286786198616,
0.004320515785366297,
0.04363522678613663,
-0.028700003400444984,
-0.004329429939389229,
-0.038456592708826065,
-0.009159781038761139,
0.03381161764264107,
0.0524369515478611,
-0.011022774502635002,
-0.03247347101569176,
0.04260476306080818,
0.08173833042383194,
-0.08699122071266174,
0.037599168717861176,
0.023516105487942696,
0.03372737392783165,
0.09035665541887283,
0.031506504863500595,
-0.09547684341669083,
0.006968677509576082,
-0.05283598229289055,
0.04214399680495262,
0.018574964255094528,
-0.07001467794179916,
0.027544058859348297,
0.03255237638950348,
-0.019330743700265884,
0.0008385024848394096,
0.005368754733353853,
-0.08024848252534866,
0.003000591415911913,
-0.008917097002267838,
0.010251304134726524,
-0.07233963906764984,
-0.0034837573766708374,
-0.014421293511986732,
-0.05322721228003502,
0.04222745820879936,
-0.09491097927093506,
-0.01653393916785717,
-0.06267113238573074,
-4.77271424521782e-33,
-0.11401595920324326,
-0.03147752210497856,
0.04306545481085777,
0.04348665848374367,
-0.041568949818611145,
0.06724192202091217,
-0.012956204824149609,
-0.048028819262981415,
-0.01576971262693405,
-0.004478558897972107,
0.05009840801358223,
-0.08147729933261871,
0.03589710220694542,
-0.06002885103225708,
0.06290717422962189,
-0.07519511878490448,
-0.05698312446475029,
-0.038444310426712036,
-0.06183110177516937,
0.04090825095772743,
0.05341191962361336,
-0.037386205047369,
-0.05210334062576294,
0.05556429550051689,
0.037817854434251785,
0.022570643573999405,
-0.04204994812607765,
-0.06284736096858978,
-0.05292468145489693,
-0.07601611316204071,
0.07824206352233887,
0.04852118715643883,
-0.019749928265810013,
0.015860173851251602,
-0.00095271976897493,
0.03354406729340553,
0.018335187807679176,
-0.010952322743833065,
-0.03566785156726837,
-0.034757763147354126,
-0.031839802861213684,
0.040038347244262695,
-0.014579343609511852,
-0.07632996886968613,
-0.012941631488502026,
-0.03301577642560005,
-0.04660693183541298,
0.03143524006009102,
-0.03355593606829643,
-0.030857613310217857,
0.04692384600639343,
-0.06326543539762497,
-0.03440207242965698,
0.040185943245887756,
-0.028366753831505775,
-0.060487087815999985,
-0.07004068046808243,
-0.04085342958569527,
0.016020724549889565,
0.04937104135751724,
0.009851790964603424,
0.12385181337594986,
-0.09470391273498535,
0.0894315242767334,
-0.04376712068915367,
-0.09605559706687927,
0.07020719349384308,
0.026916474103927612,
-0.10728339850902557,
-0.015275663696229458,
0.10255904495716095,
0.014286495745182037,
0.06783109158277512,
-0.07352674752473831,
0.0009262522798962891,
0.03662743791937828,
0.028708845376968384,
0.023204321041703224,
-0.05719974637031555,
-0.04429794102907181,
-0.002156910253688693,
-0.004446471109986305,
0.05102008953690529,
0.02490815334022045,
-0.09256188571453094,
0.02042843960225582,
-0.012988132424652576,
-0.021319817751646042,
-0.07291621714830399,
-0.005040414165705442,
-0.03533346951007843,
-0.018534518778324127,
-0.16498136520385742,
0.05219705402851105,
0.0869174674153328,
-4.176986578841024e-8,
0.017624881118535995,
0.03477340191602707,
-0.02500944212079048,
0.07954559475183487,
-0.045065030455589294,
0.008459812961518764,
0.023010550066828728,
0.08326641470193863,
-0.018031669780611992,
-0.0024639195762574673,
-0.007417815271764994,
-0.011416866444051266,
-0.09956974536180496,
0.006010170094668865,
0.015031999908387661,
-0.014632568694651127,
0.06975819170475006,
-0.021035483106970787,
0.010426010005176067,
-0.027176687493920326,
0.03539976105093956,
-0.004107830114662647,
0.06695709377527237,
-0.047804590314626694,
-0.018671104684472084,
-0.02465713955461979,
-0.007913321256637573,
-0.007642555516213179,
0.07135297358036041,
-0.05917593464255333,
0.04181955009698868,
-0.014099941588938236,
-0.015297459438443184,
-0.04994070529937744,
0.07035253942012787,
0.01492685079574585,
-0.0027670888230204582,
-0.02289564348757267,
0.00112336000893265,
0.11235214024782181,
0.027326351031661034,
0.011559788137674332,
-0.06273674219846725,
0.05578269064426422,
-0.0006622793735004961,
-0.025156725198030472,
0.01883454993367195,
0.07174289971590042,
0.02382626384496689,
-0.018752729520201683,
0.04412398487329483,
-0.07395754009485245,
0.09964748471975327,
0.014124734327197075,
-0.06646478176116943,
0.08470809459686279,
0.004956050775945187,
0.01820017583668232,
0.01382412388920784,
0.012387378141283989,
0.14119896292686462,
-0.047532081604003906,
-0.012494870461523533,
0.04656356945633888
] | null | null | null | null | null | null | null |
[
-0.00557649927213788,
-0.044492680579423904,
-0.07617294788360596,
0.025455309078097343,
0.03286639600992203,
0.02559414505958557,
-0.013152006082236767,
0.08013823628425598,
0.09718575328588486,
0.004687465727329254,
0.0001994697959162295,
0.037739258259534836,
0.06670750677585602,
0.002076673787087202,
0.009039702825248241,
0.03575875982642174,
0.02573004551231861,
-0.021502725780010223,
-0.02032633312046528,
0.03012010082602501,
-0.04570300504565239,
-0.022877881303429604,
0.04292040690779686,
-0.03333937004208565,
0.04569549486041069,
-0.04324525222182274,
-0.08069227635860443,
-0.022406643256545067,
-0.06903970241546631,
0.034396324306726456,
-0.024427516385912895,
0.11230991035699844,
0.038134682923555374,
0.007497608661651611,
-0.09341687709093094,
0.017316078767180443,
0.02637949399650097,
0.08000698685646057,
0.04872608929872513,
0.019498193636536598,
-0.05982346460223198,
-0.07229503244161606,
0.006685514934360981,
-0.03902881219983101,
-0.0008058917010203004,
-0.04677898809313774,
-0.07073217630386353,
-0.05195946246385574,
-0.07773154973983765,
0.10918828099966049,
-0.10770069062709808,
0.03567717224359512,
-0.02095726877450943,
-0.014467309229075909,
0.042073141783475876,
-0.016490058973431587,
0.03230312839150429,
-0.011833015829324722,
-0.04470009729266167,
-0.014444769360125065,
0.047416262328624725,
-0.11093641072511673,
-0.08594042807817459,
-0.025217000395059586,
0.02947462536394596,
-0.03470414876937866,
0.03142235055565834,
0.003278343705460429,
-0.008866803720593452,
0.04917732998728752,
0.051720235496759415,
0.0035470211878418922,
-0.019615957513451576,
0.02527002990245819,
-0.027648739516735077,
0.02315307967364788,
0.01916526071727276,
0.02161421626806259,
0.04387720301747322,
-0.08340486884117126,
0.062236882746219635,
0.039965588599443436,
-0.04213190823793411,
0.0077511342242360115,
0.07347936183214188,
0.032743651419878006,
0.006657075136899948,
0.016803821548819542,
-0.06530503183603287,
0.07222197949886322,
0.0002918477402999997,
-0.023535722866654396,
0.05725307762622833,
-0.10171152651309967,
0.05868007242679596,
-0.03729739785194397,
-0.029472166672348976,
-0.059331029653549194,
0.030290622264146805,
0.025672225281596184,
0.0032774237915873528,
0.07122517377138138,
-0.009104027412831783,
0.0005583674064837396,
0.07860822975635529,
-0.027348028495907784,
0.030081836506724358,
-0.0035402216017246246,
0.047334711998701096,
0.030086303129792213,
-0.028541723266243935,
0.04107880964875221,
0.037767600268125534,
0.01879945956170559,
0.04963464289903641,
0.02454533241689205,
0.0748191550374031,
0.04977770149707794,
0.04714451730251312,
0.05903732404112816,
-0.04450450465083122,
0.08624231070280075,
0.012776173651218414,
-0.07691191136837006,
0.04614606872200966,
0.05560554191470146,
0.004214943386614323,
5.164323208696557e-33,
0.09078025817871094,
0.03498690947890282,
0.07396599650382996,
0.017978858202695847,
-0.026973528787493706,
0.018632404506206512,
-0.13514195382595062,
-0.02965501882135868,
-0.06241945922374725,
-0.07294595241546631,
0.003115074010565877,
0.16792097687721252,
0.062013573944568634,
0.06224676966667175,
-0.04444422572851181,
0.028968743979930878,
-0.04997105523943901,
0.05018172785639763,
-0.024655213579535484,
-0.06709779053926468,
-0.01950182393193245,
-0.1468375325202942,
0.028850829228758812,
0.019339120015501976,
-0.04124097526073456,
-0.07694393396377563,
-0.0014536259695887566,
-0.02036810852587223,
-0.07376592606306076,
0.022108169272542,
-0.05131808668375015,
0.02980532869696617,
0.026878545060753822,
-0.11184415966272354,
0.08751293271780014,
-0.02829189971089363,
0.029352907091379166,
-0.026648415252566338,
0.043024592101573944,
-0.04881017655134201,
-0.02602054737508297,
0.0627036914229393,
-0.03113517537713051,
0.019730595871806145,
-0.032453883439302444,
0.050384800881147385,
0.01482273917645216,
-0.01641431450843811,
0.06269345432519913,
-0.06097117438912392,
0.04164544492959976,
-0.01994498260319233,
-0.017689883708953857,
0.02536286786198616,
0.004320515785366297,
0.04363522678613663,
-0.028700003400444984,
-0.004329429939389229,
-0.038456592708826065,
-0.009159781038761139,
0.03381161764264107,
0.0524369515478611,
-0.011022774502635002,
-0.03247347101569176,
0.04260476306080818,
0.08173833042383194,
-0.08699122071266174,
0.037599168717861176,
0.023516105487942696,
0.03372737392783165,
0.09035665541887283,
0.031506504863500595,
-0.09547684341669083,
0.006968677509576082,
-0.05283598229289055,
0.04214399680495262,
0.018574964255094528,
-0.07001467794179916,
0.027544058859348297,
0.03255237638950348,
-0.019330743700265884,
0.0008385024848394096,
0.005368754733353853,
-0.08024848252534866,
0.003000591415911913,
-0.008917097002267838,
0.010251304134726524,
-0.07233963906764984,
-0.0034837573766708374,
-0.014421293511986732,
-0.05322721228003502,
0.04222745820879936,
-0.09491097927093506,
-0.01653393916785717,
-0.06267113238573074,
-4.77271424521782e-33,
-0.11401595920324326,
-0.03147752210497856,
0.04306545481085777,
0.04348665848374367,
-0.041568949818611145,
0.06724192202091217,
-0.012956204824149609,
-0.048028819262981415,
-0.01576971262693405,
-0.004478558897972107,
0.05009840801358223,
-0.08147729933261871,
0.03589710220694542,
-0.06002885103225708,
0.06290717422962189,
-0.07519511878490448,
-0.05698312446475029,
-0.038444310426712036,
-0.06183110177516937,
0.04090825095772743,
0.05341191962361336,
-0.037386205047369,
-0.05210334062576294,
0.05556429550051689,
0.037817854434251785,
0.022570643573999405,
-0.04204994812607765,
-0.06284736096858978,
-0.05292468145489693,
-0.07601611316204071,
0.07824206352233887,
0.04852118715643883,
-0.019749928265810013,
0.015860173851251602,
-0.00095271976897493,
0.03354406729340553,
0.018335187807679176,
-0.010952322743833065,
-0.03566785156726837,
-0.034757763147354126,
-0.031839802861213684,
0.040038347244262695,
-0.014579343609511852,
-0.07632996886968613,
-0.012941631488502026,
-0.03301577642560005,
-0.04660693183541298,
0.03143524006009102,
-0.03355593606829643,
-0.030857613310217857,
0.04692384600639343,
-0.06326543539762497,
-0.03440207242965698,
0.040185943245887756,
-0.028366753831505775,
-0.060487087815999985,
-0.07004068046808243,
-0.04085342958569527,
0.016020724549889565,
0.04937104135751724,
0.009851790964603424,
0.12385181337594986,
-0.09470391273498535,
0.0894315242767334,
-0.04376712068915367,
-0.09605559706687927,
0.07020719349384308,
0.026916474103927612,
-0.10728339850902557,
-0.015275663696229458,
0.10255904495716095,
0.014286495745182037,
0.06783109158277512,
-0.07352674752473831,
0.0009262522798962891,
0.03662743791937828,
0.028708845376968384,
0.023204321041703224,
-0.05719974637031555,
-0.04429794102907181,
-0.002156910253688693,
-0.004446471109986305,
0.05102008953690529,
0.02490815334022045,
-0.09256188571453094,
0.02042843960225582,
-0.012988132424652576,
-0.021319817751646042,
-0.07291621714830399,
-0.005040414165705442,
-0.03533346951007843,
-0.018534518778324127,
-0.16498136520385742,
0.05219705402851105,
0.0869174674153328,
-4.176986578841024e-8,
0.017624881118535995,
0.03477340191602707,
-0.02500944212079048,
0.07954559475183487,
-0.045065030455589294,
0.008459812961518764,
0.023010550066828728,
0.08326641470193863,
-0.018031669780611992,
-0.0024639195762574673,
-0.007417815271764994,
-0.011416866444051266,
-0.09956974536180496,
0.006010170094668865,
0.015031999908387661,
-0.014632568694651127,
0.06975819170475006,
-0.021035483106970787,
0.010426010005176067,
-0.027176687493920326,
0.03539976105093956,
-0.004107830114662647,
0.06695709377527237,
-0.047804590314626694,
-0.018671104684472084,
-0.02465713955461979,
-0.007913321256637573,
-0.007642555516213179,
0.07135297358036041,
-0.05917593464255333,
0.04181955009698868,
-0.014099941588938236,
-0.015297459438443184,
-0.04994070529937744,
0.07035253942012787,
0.01492685079574585,
-0.0027670888230204582,
-0.02289564348757267,
0.00112336000893265,
0.11235214024782181,
0.027326351031661034,
0.011559788137674332,
-0.06273674219846725,
0.05578269064426422,
-0.0006622793735004961,
-0.025156725198030472,
0.01883454993367195,
0.07174289971590042,
0.02382626384496689,
-0.018752729520201683,
0.04412398487329483,
-0.07395754009485245,
0.09964748471975327,
0.014124734327197075,
-0.06646478176116943,
0.08470809459686279,
0.004956050775945187,
0.01820017583668232,
0.01382412388920784,
0.012387378141283989,
0.14119896292686462,
-0.047532081604003906,
-0.012494870461523533,
0.04656356945633888
] |
1401.4324
|
Frantisek Slanina
|
Frantisek Slanina
|
Dynamical phase transitions in Hegselmann-Krause model of opinion
dynamics and consensus
| null |
Eur. Phys. J. B 79, 99-106 (2011)
|
10.1140/epjb/e2010-10568-y
| null |
physics.soc-ph cond-mat.stat-mech
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The dynamics of the model of agents with limited confidence introduced by
Hegselmann and Krause exhibits multiple well-separated regimes characterised by
the number of distinct clusters in the stationary state. We present indications
that there are genuine dynamical phase transitions between these regimes. The
main indicator is the divergence of the average evolution time required to
reach the stationary state. The slowdown close to the transition is connected
with the emergence of the groups of mediator agents which are very small but
have decisive role in the process of social convergence. More detailed study
shows that the histogram of the evolution times is composed of several peaks.
These peaks are unambiguously interpreted as corresponding to mediator groups
consisting of one, two, three etc. agents. Detailed study reveals that each
transition possesses also an internal fine structure.
|
[
{
"created": "Fri, 17 Jan 2014 12:43:19 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Slanina",
"Frantisek",
""
]
] |
[
-0.010446485131978989,
-0.12365416437387466,
0.00326711218804121,
0.035179708153009415,
0.021749231964349747,
0.02762112207710743,
-0.026858830824494362,
-0.03127577155828476,
0.10466023534536362,
-0.03241335600614548,
0.07330206781625748,
-0.0237534549087286,
0.0015461600851267576,
-0.003066343255341053,
0.042801640927791595,
-0.07886376231908798,
-0.07374387234449387,
-0.04678706079721451,
-0.03450698032975197,
-0.011496943421661854,
0.0032658898271620274,
-0.03890909254550934,
-0.041358254849910736,
-0.0009308235603384674,
-0.05741279572248459,
0.03053843043744564,
0.0008596117841079831,
0.011785080656409264,
0.09426063299179077,
-0.04999068006873131,
0.08553449809551239,
0.0011083409190177917,
-0.021173538640141487,
0.025073906406760216,
0.04223887249827385,
0.07873637229204178,
-0.013117261230945587,
0.004501233343034983,
0.0038345367647707462,
0.06249317154288292,
0.06977483630180359,
-0.00321263843216002,
-0.01747916452586651,
-0.03734944015741348,
-0.04812324047088623,
0.008904685266315937,
-0.02823837473988533,
0.0010981070809066296,
-0.1392032653093338,
-0.057860445231199265,
-0.10712530463933945,
-0.03457212075591087,
0.031679343432188034,
0.043308891355991364,
0.006136173382401466,
-0.020007431507110596,
-0.00117968930862844,
0.017231514677405357,
0.06318769603967667,
-0.08404450118541718,
0.041654109954833984,
-0.010160695761442184,
-0.0025445865467190742,
0.02128615416586399,
0.08668424189090729,
0.10113227367401123,
-0.011342842131853104,
0.07474272698163986,
0.03890257328748703,
-0.009506648406386375,
0.009630896151065826,
-0.018225666135549545,
-0.023413388058543205,
-0.011335542425513268,
0.03359702602028847,
-0.07478046417236328,
-0.05844651162624359,
-0.0005754759185947478,
0.01864267885684967,
-0.012560122646391392,
-0.010226322337985039,
-0.025384491309523582,
-0.0012318853987380862,
0.0018813643837347627,
-0.10849489271640778,
-0.05923145264387131,
-0.010409082286059856,
-0.04381347820162773,
-0.00796644389629364,
0.014106123708188534,
-0.050165846943855286,
0.11596070975065231,
-0.08035837113857269,
-0.04726915434002876,
0.06072758883237839,
0.0542592890560627,
0.023758914321660995,
0.006581084802746773,
0.09859351813793182,
0.06503982841968536,
0.029092958196997643,
-0.022918561473488808,
0.014488534070551395,
0.051101282238960266,
-0.0018448581686243415,
-0.10311237722635269,
0.023596150800585747,
0.009381087496876717,
0.023962944746017456,
0.07559175044298172,
-0.061574507504701614,
-0.006084369961172342,
0.05346984788775444,
0.032077353447675705,
0.03152564540505409,
-0.07238086313009262,
-0.036502595990896225,
0.02959456294775009,
0.02559869922697544,
-0.012402809225022793,
0.15049883723258972,
-0.03732039034366608,
-0.03189236298203468,
0.03318091481924057,
0.0005914601497352123,
0.06558061391115189,
-0.08450200408697128,
3.75254898322922e-33,
0.018189337104558945,
-0.10551874339580536,
0.010610961355268955,
0.06497842073440552,
-0.05180030316114426,
-0.04823196306824684,
-0.05143821984529495,
-0.0519682839512825,
-0.02019844762980938,
-0.04602459818124771,
-0.021686052903532982,
0.06414739042520523,
-0.025729123502969742,
0.02758834697306156,
-0.028593476861715317,
-0.07469892501831055,
-0.055982839316129684,
0.05439067631959915,
0.01206144317984581,
-0.046346209943294525,
0.012699286453425884,
0.05933475121855736,
-0.002963452599942684,
0.00572018651291728,
-0.06958822160959244,
-0.0012941696913912892,
-0.01279588881880045,
-0.035459402948617935,
-0.036155056208372116,
0.0033501749858260155,
0.011183278635144234,
0.07704514265060425,
-0.1302647441625595,
0.06446641683578491,
-0.011102207936346531,
0.05359679460525513,
0.002049484523013234,
-0.08646073937416077,
0.03506556153297424,
-0.01835610158741474,
0.022022875025868416,
0.01624990813434124,
0.027733197435736656,
-0.02040896937251091,
0.029052216559648514,
-0.01789967529475689,
0.014561139978468418,
-0.007693079300224781,
-0.03871600329875946,
-0.06363530457019806,
-0.013680961914360523,
0.01789342239499092,
0.06107567250728607,
0.0006152036949060857,
0.03613908588886261,
0.09561583399772644,
0.01440116111189127,
0.04896695539355278,
-0.07193292677402496,
-0.02855774015188217,
0.042950719594955444,
0.008876760490238667,
0.012559294700622559,
0.007317283656448126,
0.06157982721924782,
0.044727832078933716,
-0.020791150629520416,
0.033746249973773956,
0.03448457270860672,
-0.011544514447450638,
0.04797518625855446,
0.03540865704417229,
-0.03953048214316368,
-0.036476392298936844,
0.05130479112267494,
-0.08502636104822159,
0.02789042331278324,
-0.01429613959044218,
-0.10080859810113907,
0.020873647183179855,
-0.05587657541036606,
-0.0732918381690979,
-0.11062240600585938,
-0.0022103157825767994,
-0.09610103815793991,
-0.03934323787689209,
0.057579997926950455,
-0.033069077879190445,
-0.06981707364320755,
0.05997365713119507,
-0.06329654902219772,
-0.01220595370978117,
0.059752240777015686,
0.10121642053127289,
-0.02818119339644909,
-7.436241180807117e-33,
-0.013340115547180176,
-0.07623627781867981,
-0.002429721876978874,
0.013216683641076088,
0.002120891585946083,
0.03537854179739952,
-0.06448065489530563,
0.09279788285493851,
0.025623653084039688,
-0.021059812977910042,
0.03992890194058418,
0.056093502789735794,
0.05131978541612625,
-0.06367451697587967,
-0.004931624513119459,
-0.07022209465503693,
0.16867731511592865,
0.04984910413622856,
0.13956116139888763,
-0.07098747789859772,
0.03035558946430683,
-0.049446627497673035,
0.007891387678682804,
0.021349547430872917,
0.05812399461865425,
0.020908119156956673,
-0.029026685282588005,
0.07783898711204529,
-0.02728508971631527,
0.06848833709955215,
-0.0044572120532393456,
-0.038914285600185394,
-0.005366250406950712,
0.04647450149059296,
-0.019944192841649055,
0.07978638261556625,
-0.1057509109377861,
0.005229948554188013,
0.01550145074725151,
-0.03500108793377876,
0.008020867593586445,
-0.053342293947935104,
0.01309166755527258,
0.004853494465351105,
0.024594416841864586,
0.014698135666549206,
0.036173153668642044,
0.049323830753564835,
-0.0951894000172615,
0.0006764198769815266,
-0.006151131819933653,
0.06950850039720535,
-0.014254788868129253,
-0.05180574208498001,
-0.07862841337919235,
0.07455563545227051,
0.03422817960381508,
-0.007687491364777088,
-0.026441916823387146,
-0.025382569059729576,
-0.029570644721388817,
0.009926975704729557,
-0.036271318793296814,
0.032707579433918,
-0.05199170112609863,
-0.041198719292879105,
-0.07176630198955536,
-0.09540064632892609,
0.09307664632797241,
0.007624020334333181,
0.04936426877975464,
-0.015064448118209839,
-0.026335161179304123,
0.016874758526682854,
0.06472574919462204,
-0.009480541571974754,
-0.08598505705595016,
-0.062300339341163635,
-0.030229611322283745,
-0.09996206313371658,
-0.12575438618659973,
0.059091467410326004,
-0.015153572894632816,
-0.08848457038402557,
-0.04758764058351517,
-0.037141669541597366,
-0.00698667299002409,
0.021799419075250626,
0.006048907991498709,
0.002971510635688901,
0.07474549859762192,
-0.08892505615949631,
0.053583644330501556,
-0.04163696616888046,
-0.08887417614459991,
-5.670294811466192e-8,
0.06190424785017967,
-0.005404619965702295,
0.10034211724996567,
0.005611863452941179,
0.04256721958518028,
0.042930468916893005,
0.056791532784700394,
-0.03457500413060188,
0.017708750441670418,
0.013939726166427135,
0.061507146805524826,
-0.023459745571017265,
0.08215676993131638,
-0.01764790341258049,
0.038146793842315674,
0.03122078999876976,
-0.01164643932133913,
-0.04239148646593094,
-0.05295195057988167,
-0.03785312548279762,
-0.04013985022902489,
-0.07503654062747955,
0.004415265284478664,
0.020601479336619377,
-0.08580245077610016,
0.031983163207769394,
-0.05271146446466446,
-0.01089702732861042,
-0.047576505690813065,
0.01397817861288786,
-0.0025834436528384686,
0.019342713057994843,
-0.00809642393141985,
0.04873739928007126,
-0.04607226699590683,
0.14268620312213898,
-0.10088356584310532,
-0.03352882340550423,
0.027510827407240868,
-0.034153468906879425,
0.005143915768712759,
-0.010086026042699814,
-0.02126600593328476,
0.022766340523958206,
0.02361864224076271,
0.0022025597281754017,
0.003581251949071884,
0.03651588410139084,
0.09715507179498672,
-0.049661412835121155,
-0.02650485932826996,
0.03856528922915459,
-0.10578800737857819,
-0.0026467861607670784,
0.001435495330952108,
-0.010868357494473457,
0.015350018627941608,
0.016307175159454346,
0.0672144815325737,
0.02740558609366417,
-0.008741749450564384,
0.0028663466218858957,
-0.028406109660863876,
-0.036489926278591156
] | null | null | null | null | null | null | null |
[
-0.010446485131978989,
-0.12365416437387466,
0.00326711218804121,
0.035179708153009415,
0.021749231964349747,
0.02762112207710743,
-0.026858830824494362,
-0.03127577155828476,
0.10466023534536362,
-0.03241335600614548,
0.07330206781625748,
-0.0237534549087286,
0.0015461600851267576,
-0.003066343255341053,
0.042801640927791595,
-0.07886376231908798,
-0.07374387234449387,
-0.04678706079721451,
-0.03450698032975197,
-0.011496943421661854,
0.0032658898271620274,
-0.03890909254550934,
-0.041358254849910736,
-0.0009308235603384674,
-0.05741279572248459,
0.03053843043744564,
0.0008596117841079831,
0.011785080656409264,
0.09426063299179077,
-0.04999068006873131,
0.08553449809551239,
0.0011083409190177917,
-0.021173538640141487,
0.025073906406760216,
0.04223887249827385,
0.07873637229204178,
-0.013117261230945587,
0.004501233343034983,
0.0038345367647707462,
0.06249317154288292,
0.06977483630180359,
-0.00321263843216002,
-0.01747916452586651,
-0.03734944015741348,
-0.04812324047088623,
0.008904685266315937,
-0.02823837473988533,
0.0010981070809066296,
-0.1392032653093338,
-0.057860445231199265,
-0.10712530463933945,
-0.03457212075591087,
0.031679343432188034,
0.043308891355991364,
0.006136173382401466,
-0.020007431507110596,
-0.00117968930862844,
0.017231514677405357,
0.06318769603967667,
-0.08404450118541718,
0.041654109954833984,
-0.010160695761442184,
-0.0025445865467190742,
0.02128615416586399,
0.08668424189090729,
0.10113227367401123,
-0.011342842131853104,
0.07474272698163986,
0.03890257328748703,
-0.009506648406386375,
0.009630896151065826,
-0.018225666135549545,
-0.023413388058543205,
-0.011335542425513268,
0.03359702602028847,
-0.07478046417236328,
-0.05844651162624359,
-0.0005754759185947478,
0.01864267885684967,
-0.012560122646391392,
-0.010226322337985039,
-0.025384491309523582,
-0.0012318853987380862,
0.0018813643837347627,
-0.10849489271640778,
-0.05923145264387131,
-0.010409082286059856,
-0.04381347820162773,
-0.00796644389629364,
0.014106123708188534,
-0.050165846943855286,
0.11596070975065231,
-0.08035837113857269,
-0.04726915434002876,
0.06072758883237839,
0.0542592890560627,
0.023758914321660995,
0.006581084802746773,
0.09859351813793182,
0.06503982841968536,
0.029092958196997643,
-0.022918561473488808,
0.014488534070551395,
0.051101282238960266,
-0.0018448581686243415,
-0.10311237722635269,
0.023596150800585747,
0.009381087496876717,
0.023962944746017456,
0.07559175044298172,
-0.061574507504701614,
-0.006084369961172342,
0.05346984788775444,
0.032077353447675705,
0.03152564540505409,
-0.07238086313009262,
-0.036502595990896225,
0.02959456294775009,
0.02559869922697544,
-0.012402809225022793,
0.15049883723258972,
-0.03732039034366608,
-0.03189236298203468,
0.03318091481924057,
0.0005914601497352123,
0.06558061391115189,
-0.08450200408697128,
3.75254898322922e-33,
0.018189337104558945,
-0.10551874339580536,
0.010610961355268955,
0.06497842073440552,
-0.05180030316114426,
-0.04823196306824684,
-0.05143821984529495,
-0.0519682839512825,
-0.02019844762980938,
-0.04602459818124771,
-0.021686052903532982,
0.06414739042520523,
-0.025729123502969742,
0.02758834697306156,
-0.028593476861715317,
-0.07469892501831055,
-0.055982839316129684,
0.05439067631959915,
0.01206144317984581,
-0.046346209943294525,
0.012699286453425884,
0.05933475121855736,
-0.002963452599942684,
0.00572018651291728,
-0.06958822160959244,
-0.0012941696913912892,
-0.01279588881880045,
-0.035459402948617935,
-0.036155056208372116,
0.0033501749858260155,
0.011183278635144234,
0.07704514265060425,
-0.1302647441625595,
0.06446641683578491,
-0.011102207936346531,
0.05359679460525513,
0.002049484523013234,
-0.08646073937416077,
0.03506556153297424,
-0.01835610158741474,
0.022022875025868416,
0.01624990813434124,
0.027733197435736656,
-0.02040896937251091,
0.029052216559648514,
-0.01789967529475689,
0.014561139978468418,
-0.007693079300224781,
-0.03871600329875946,
-0.06363530457019806,
-0.013680961914360523,
0.01789342239499092,
0.06107567250728607,
0.0006152036949060857,
0.03613908588886261,
0.09561583399772644,
0.01440116111189127,
0.04896695539355278,
-0.07193292677402496,
-0.02855774015188217,
0.042950719594955444,
0.008876760490238667,
0.012559294700622559,
0.007317283656448126,
0.06157982721924782,
0.044727832078933716,
-0.020791150629520416,
0.033746249973773956,
0.03448457270860672,
-0.011544514447450638,
0.04797518625855446,
0.03540865704417229,
-0.03953048214316368,
-0.036476392298936844,
0.05130479112267494,
-0.08502636104822159,
0.02789042331278324,
-0.01429613959044218,
-0.10080859810113907,
0.020873647183179855,
-0.05587657541036606,
-0.0732918381690979,
-0.11062240600585938,
-0.0022103157825767994,
-0.09610103815793991,
-0.03934323787689209,
0.057579997926950455,
-0.033069077879190445,
-0.06981707364320755,
0.05997365713119507,
-0.06329654902219772,
-0.01220595370978117,
0.059752240777015686,
0.10121642053127289,
-0.02818119339644909,
-7.436241180807117e-33,
-0.013340115547180176,
-0.07623627781867981,
-0.002429721876978874,
0.013216683641076088,
0.002120891585946083,
0.03537854179739952,
-0.06448065489530563,
0.09279788285493851,
0.025623653084039688,
-0.021059812977910042,
0.03992890194058418,
0.056093502789735794,
0.05131978541612625,
-0.06367451697587967,
-0.004931624513119459,
-0.07022209465503693,
0.16867731511592865,
0.04984910413622856,
0.13956116139888763,
-0.07098747789859772,
0.03035558946430683,
-0.049446627497673035,
0.007891387678682804,
0.021349547430872917,
0.05812399461865425,
0.020908119156956673,
-0.029026685282588005,
0.07783898711204529,
-0.02728508971631527,
0.06848833709955215,
-0.0044572120532393456,
-0.038914285600185394,
-0.005366250406950712,
0.04647450149059296,
-0.019944192841649055,
0.07978638261556625,
-0.1057509109377861,
0.005229948554188013,
0.01550145074725151,
-0.03500108793377876,
0.008020867593586445,
-0.053342293947935104,
0.01309166755527258,
0.004853494465351105,
0.024594416841864586,
0.014698135666549206,
0.036173153668642044,
0.049323830753564835,
-0.0951894000172615,
0.0006764198769815266,
-0.006151131819933653,
0.06950850039720535,
-0.014254788868129253,
-0.05180574208498001,
-0.07862841337919235,
0.07455563545227051,
0.03422817960381508,
-0.007687491364777088,
-0.026441916823387146,
-0.025382569059729576,
-0.029570644721388817,
0.009926975704729557,
-0.036271318793296814,
0.032707579433918,
-0.05199170112609863,
-0.041198719292879105,
-0.07176630198955536,
-0.09540064632892609,
0.09307664632797241,
0.007624020334333181,
0.04936426877975464,
-0.015064448118209839,
-0.026335161179304123,
0.016874758526682854,
0.06472574919462204,
-0.009480541571974754,
-0.08598505705595016,
-0.062300339341163635,
-0.030229611322283745,
-0.09996206313371658,
-0.12575438618659973,
0.059091467410326004,
-0.015153572894632816,
-0.08848457038402557,
-0.04758764058351517,
-0.037141669541597366,
-0.00698667299002409,
0.021799419075250626,
0.006048907991498709,
0.002971510635688901,
0.07474549859762192,
-0.08892505615949631,
0.053583644330501556,
-0.04163696616888046,
-0.08887417614459991,
-5.670294811466192e-8,
0.06190424785017967,
-0.005404619965702295,
0.10034211724996567,
0.005611863452941179,
0.04256721958518028,
0.042930468916893005,
0.056791532784700394,
-0.03457500413060188,
0.017708750441670418,
0.013939726166427135,
0.061507146805524826,
-0.023459745571017265,
0.08215676993131638,
-0.01764790341258049,
0.038146793842315674,
0.03122078999876976,
-0.01164643932133913,
-0.04239148646593094,
-0.05295195057988167,
-0.03785312548279762,
-0.04013985022902489,
-0.07503654062747955,
0.004415265284478664,
0.020601479336619377,
-0.08580245077610016,
0.031983163207769394,
-0.05271146446466446,
-0.01089702732861042,
-0.047576505690813065,
0.01397817861288786,
-0.0025834436528384686,
0.019342713057994843,
-0.00809642393141985,
0.04873739928007126,
-0.04607226699590683,
0.14268620312213898,
-0.10088356584310532,
-0.03352882340550423,
0.027510827407240868,
-0.034153468906879425,
0.005143915768712759,
-0.010086026042699814,
-0.02126600593328476,
0.022766340523958206,
0.02361864224076271,
0.0022025597281754017,
0.003581251949071884,
0.03651588410139084,
0.09715507179498672,
-0.049661412835121155,
-0.02650485932826996,
0.03856528922915459,
-0.10578800737857819,
-0.0026467861607670784,
0.001435495330952108,
-0.010868357494473457,
0.015350018627941608,
0.016307175159454346,
0.0672144815325737,
0.02740558609366417,
-0.008741749450564384,
0.0028663466218858957,
-0.028406109660863876,
-0.036489926278591156
] |
1401.4325
|
Dmytro Kundys
|
D. O. Kundys, P. Murzyn, J.P. R. Wells, A. I. Tartakovskii, and M. S.
Skolnick, Le Si Dang, E. V. Lutsenko and N. P. Tarasuk, O. G. Lyublinskaya,
A. A. Toropov, and S. V. Ivanov
|
The dynamics of amplified spontaneous emission in CdSe/ZnSe quantum dots
| null |
Journal of Applied Physics 100, 123510 (2006)
|
10.1063/1.2402793
| null |
cond-mat.mtrl-sci physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We have used the variable stripe technique and pump-probe spectroscopy to
investigate both gain and the dynamics of amplified spontaneous emission from
CdSe quantum dot structures. We have found modal gain coefficients of 75 and 32
1/cm for asymmetric and symmetric waveguide structures, respectively. Amplified
spontaneous emission decay times of 150 and 300 ps and carrier capture times of
15 and 40 ps were measured for the structures with high and low material gains
respectively. The difference in the capture times are related to the fact that
for the symmetric waveguide, carriers diffuse into the active region from the
uppermost ZnMgSSe cladding layer, yielding a longer rise time for the
pump-probe signals for this sample.
|
[
{
"created": "Fri, 17 Jan 2014 12:48:54 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Kundys",
"D. O.",
""
],
[
"Murzyn",
"P.",
""
],
[
"Wells",
"J. P. R.",
""
],
[
"Tartakovskii",
"A. I.",
""
],
[
"Skolnick",
"M. S.",
""
],
[
"Dang",
"Le Si",
""
],
[
"Lutsenko",
"E. V.",
""
],
[
"Tarasuk",
"N. P.",
""
],
[
"Lyublinskaya",
"O. G.",
""
],
[
"Toropov",
"A. A.",
""
],
[
"Ivanov",
"S. V.",
""
]
] |
[
-0.06717415899038315,
0.03396213799715042,
-0.006899518892168999,
0.05982723459601402,
-0.03298280015587807,
-0.07432974129915237,
0.01735231652855873,
0.028177574276924133,
-0.017548689618706703,
0.02401779405772686,
0.005377618130296469,
-0.03481455147266388,
0.007792833726853132,
0.010305624455213547,
0.09769222885370255,
0.018153170123696327,
0.010982629843056202,
-0.020451517775654793,
0.12738195061683655,
-0.018526824191212654,
0.012907213531434536,
-0.039878033101558685,
-0.017259998247027397,
-0.05389351397752762,
0.03105888143181801,
-0.07265742868185043,
0.0005127960466779768,
-0.0469454787671566,
0.05486975982785225,
0.0019852921832352877,
0.009133332408964634,
-0.027370311319828033,
-0.08518553525209427,
0.04299359396100044,
0.08237416297197342,
-0.0537678487598896,
0.12245229631662369,
0.01479631382972002,
-0.01570867747068405,
-0.033978261053562164,
0.06738412380218506,
0.008574043400585651,
-0.041738204658031464,
-0.03507033735513687,
-0.05570187419652939,
0.03378362953662872,
-0.02470504678785801,
0.020538359880447388,
-0.10486158728599548,
-0.037730872631073,
-0.0023932422045618296,
0.06861485540866852,
0.029851937666535378,
-0.008431395515799522,
0.016684919595718384,
0.06091757118701935,
0.04086018726229668,
0.1036137118935585,
0.005020761862397194,
-0.011734917759895325,
-0.018965892493724823,
-0.037255194038152695,
-0.06151517480611801,
-0.039100874215364456,
-0.0011955396039411426,
-0.033381570130586624,
-0.06392428278923035,
0.006404549814760685,
0.018219146877527237,
-0.003865178907290101,
0.018552783876657486,
0.008153949864208698,
-0.03353478014469147,
-0.02109747752547264,
0.018176700919866562,
0.06183646619319916,
0.00034553295699879527,
0.052003685384988785,
-0.027729351073503494,
-0.08515360951423645,
0.00691647594794631,
0.062858946621418,
0.09289860725402832,
-0.002127367537468672,
0.012630462646484375,
0.13194215297698975,
-0.028216300532221794,
0.04268418997526169,
-0.07650235295295715,
0.007127518765628338,
0.013029568828642368,
-0.014533374458551407,
-0.0771767795085907,
0.04973795264959335,
-0.018749091774225235,
0.005801312159746885,
0.08048012107610703,
-0.06920831650495529,
0.05060511454939842,
0.038728367537260056,
0.09876136481761932,
0.010192252695560455,
-0.09263436496257782,
0.052836474031209946,
-0.02204323187470436,
0.06618307530879974,
-0.009082868695259094,
0.0669194906949997,
-0.027727099135518074,
0.012556319124996662,
-0.008636938408017159,
0.034882962703704834,
-0.0015699220821261406,
-0.111294224858284,
-0.08747566491365433,
0.005676991771906614,
-0.0636010393500328,
0.15362010896205902,
-0.06207233667373657,
-0.03355412185192108,
-0.010016890242695808,
-0.04007263854146004,
-0.1101297065615654,
0.01298152469098568,
-0.027058478444814682,
0.032983098179101944,
0.030120138078927994,
2.491798414864692e-33,
-0.058467742055654526,
0.011525782756507397,
-0.01131550781428814,
-0.021819131448864937,
-0.09670250117778778,
-0.08122510462999344,
0.10639750212430954,
0.047659166157245636,
-0.053087227046489716,
0.01930714212357998,
-0.016133829951286316,
-0.06662828475236893,
-0.054357465356588364,
-0.014514561742544174,
-0.032166000455617905,
0.012004842050373554,
0.010102066211402416,
0.019233642145991325,
-0.06515370309352875,
-0.003091819817200303,
0.0701204314827919,
-0.05087653547525406,
-0.009547002613544464,
0.06411988288164139,
0.0759509950876236,
-0.047179773449897766,
-0.0022538083139806986,
0.05719450116157532,
-0.056306641548871994,
0.0029986859299242496,
0.025738485157489777,
0.007620466407388449,
-0.0006651613512076437,
-0.09150992333889008,
0.027063533663749695,
-0.08745341747999191,
0.04217132180929184,
0.06229079142212868,
-0.031074602156877518,
-0.02091842330992222,
0.012830626219511032,
-0.037595950067043304,
0.036874979734420776,
0.03359981253743172,
-0.05999670550227165,
0.0001865481463028118,
-0.022221604362130165,
-0.03792469948530197,
0.0008669106755405664,
-0.08033950626850128,
0.007450604811310768,
-0.07252735644578934,
-0.04132697358727455,
0.09197737276554108,
0.05671792849898338,
0.02256029099225998,
0.04924015700817108,
-0.0364106260240078,
0.01470694039016962,
-0.06588680297136307,
0.07025676220655441,
-0.0023388939443975687,
-0.00366651127114892,
-0.016905397176742554,
-0.07520955801010132,
0.06488294154405594,
0.0013663157587870955,
-0.09346996247768402,
-0.006217379122972488,
0.006613751407712698,
0.03276657685637474,
0.10117355734109879,
-0.009911688975989819,
-0.037806008011102676,
0.09619304537773132,
-0.01655448228120804,
-0.03416042774915695,
-0.027413761243224144,
0.15415728092193604,
0.051730163395404816,
0.041093938052654266,
-0.006794148124754429,
-0.018249524757266045,
-0.02525405026972294,
0.007918347604572773,
-0.052212316542863846,
-0.03364017233252525,
-0.11769762635231018,
-0.0379885770380497,
0.04533401131629944,
0.08729313313961029,
-0.11187931150197983,
-0.062471985816955566,
0.016684284433722496,
-0.13231198489665985,
-2.8768892621681196e-33,
0.01367207057774067,
0.08373841643333435,
0.01598132587969303,
-0.06976088136434555,
0.0026308035012334585,
-0.07708044350147247,
-0.06173013523221016,
0.06892652809619904,
-0.018033478409051895,
-0.07889240235090256,
0.04832160845398903,
0.0570824034512043,
-0.05646338686347008,
0.05984821170568466,
-0.08494634926319122,
0.03497619926929474,
0.025028079748153687,
-0.019889630377292633,
0.10575233399868011,
0.05901728570461273,
0.04125787690281868,
-0.030436569824814796,
0.06866629421710968,
-0.07238049805164337,
0.04419974610209465,
-0.032825469970703125,
0.024814071133732796,
0.07648730278015137,
0.024334263056516647,
-0.011404726654291153,
-0.04372990131378174,
0.09810611605644226,
0.02364937588572502,
0.020658599212765694,
-0.02348238416016102,
-0.00480395695194602,
-0.017865333706140518,
-0.020845169201493263,
-0.0067528714425861835,
-0.07003215700387955,
-0.07056867331266403,
0.027235660701990128,
0.012520954944193363,
0.0129617340862751,
0.05036155879497528,
0.05636253580451012,
0.03631870076060295,
0.018637891858816147,
-0.03656463325023651,
0.07771079242229462,
0.009083583950996399,
0.03331594914197922,
-0.01538971159607172,
0.060486409813165665,
-0.027852915227413177,
-0.03574012964963913,
-0.033129628747701645,
0.08463864028453827,
-0.015571311116218567,
0.035385120660066605,
0.04125572741031647,
0.00799847673624754,
-0.006258671171963215,
0.029431665316224098,
0.021065203472971916,
-0.00887476559728384,
0.06377452611923218,
0.017021724954247475,
0.04417379945516586,
-0.056793343275785446,
0.055144425481557846,
-0.046699587255716324,
-0.02169722504913807,
0.0017686121864244342,
0.01921892538666725,
-0.038300782442092896,
-0.04891866445541382,
-0.012834670953452587,
0.014225006103515625,
0.05484142154455185,
-0.04982241988182068,
0.07359716296195984,
-0.021581357344985008,
0.0326332226395607,
-0.01174622680991888,
0.11577717959880829,
0.013122234493494034,
-0.008175792172551155,
0.008776195347309113,
0.12137804925441742,
-0.0013202981790527701,
-0.03129534050822258,
0.07511502504348755,
-0.0027406462468206882,
0.020123928785324097,
-4.645362849942103e-8,
0.05286062881350517,
-0.04130702093243599,
-0.023168858140707016,
-0.06960409134626389,
0.007182790897786617,
-0.02115371637046337,
0.022090543061494827,
0.047114938497543335,
0.009105070494115353,
-0.05517302453517914,
-0.00884239375591278,
-0.03767966479063034,
-0.06077734753489494,
0.04277405887842178,
0.0312669463455677,
-0.003251586342230439,
-0.02293650060892105,
-0.0446360744535923,
-0.04020695388317108,
-0.03338024765253067,
0.06247863173484802,
0.043180160224437714,
0.10896644741296768,
0.018058156594634056,
-0.035137731581926346,
0.012585967779159546,
0.01436669286340475,
-0.032033681869506836,
0.04445098713040352,
-0.00461134547367692,
-0.028465906158089638,
0.024498911574482918,
0.02731817215681076,
0.06742336601018906,
-0.030063418671488762,
0.03202592208981514,
-0.10019116848707199,
-0.00484101427718997,
0.043085977435112,
0.03575542941689491,
0.003841855563223362,
-0.07057016342878342,
0.08197013288736343,
0.015176862478256226,
-0.043900247663259506,
0.05973197892308235,
0.016018761321902275,
0.04921203851699829,
0.016290901228785515,
-0.09888630360364914,
-0.024714592844247818,
-0.06062265858054161,
-0.06119927018880844,
-0.129217728972435,
-0.048085834830999374,
-0.07580896466970444,
-0.0328637957572937,
0.09574577212333679,
0.01334681361913681,
-0.035581257194280624,
-0.004764873534440994,
-0.06363873183727264,
-0.015733752399683,
0.0032899342477321625
] | null | null | null | null | null | null | null |
[
-0.06717415899038315,
0.03396213799715042,
-0.006899518892168999,
0.05982723459601402,
-0.03298280015587807,
-0.07432974129915237,
0.01735231652855873,
0.028177574276924133,
-0.017548689618706703,
0.02401779405772686,
0.005377618130296469,
-0.03481455147266388,
0.007792833726853132,
0.010305624455213547,
0.09769222885370255,
0.018153170123696327,
0.010982629843056202,
-0.020451517775654793,
0.12738195061683655,
-0.018526824191212654,
0.012907213531434536,
-0.039878033101558685,
-0.017259998247027397,
-0.05389351397752762,
0.03105888143181801,
-0.07265742868185043,
0.0005127960466779768,
-0.0469454787671566,
0.05486975982785225,
0.0019852921832352877,
0.009133332408964634,
-0.027370311319828033,
-0.08518553525209427,
0.04299359396100044,
0.08237416297197342,
-0.0537678487598896,
0.12245229631662369,
0.01479631382972002,
-0.01570867747068405,
-0.033978261053562164,
0.06738412380218506,
0.008574043400585651,
-0.041738204658031464,
-0.03507033735513687,
-0.05570187419652939,
0.03378362953662872,
-0.02470504678785801,
0.020538359880447388,
-0.10486158728599548,
-0.037730872631073,
-0.0023932422045618296,
0.06861485540866852,
0.029851937666535378,
-0.008431395515799522,
0.016684919595718384,
0.06091757118701935,
0.04086018726229668,
0.1036137118935585,
0.005020761862397194,
-0.011734917759895325,
-0.018965892493724823,
-0.037255194038152695,
-0.06151517480611801,
-0.039100874215364456,
-0.0011955396039411426,
-0.033381570130586624,
-0.06392428278923035,
0.006404549814760685,
0.018219146877527237,
-0.003865178907290101,
0.018552783876657486,
0.008153949864208698,
-0.03353478014469147,
-0.02109747752547264,
0.018176700919866562,
0.06183646619319916,
0.00034553295699879527,
0.052003685384988785,
-0.027729351073503494,
-0.08515360951423645,
0.00691647594794631,
0.062858946621418,
0.09289860725402832,
-0.002127367537468672,
0.012630462646484375,
0.13194215297698975,
-0.028216300532221794,
0.04268418997526169,
-0.07650235295295715,
0.007127518765628338,
0.013029568828642368,
-0.014533374458551407,
-0.0771767795085907,
0.04973795264959335,
-0.018749091774225235,
0.005801312159746885,
0.08048012107610703,
-0.06920831650495529,
0.05060511454939842,
0.038728367537260056,
0.09876136481761932,
0.010192252695560455,
-0.09263436496257782,
0.052836474031209946,
-0.02204323187470436,
0.06618307530879974,
-0.009082868695259094,
0.0669194906949997,
-0.027727099135518074,
0.012556319124996662,
-0.008636938408017159,
0.034882962703704834,
-0.0015699220821261406,
-0.111294224858284,
-0.08747566491365433,
0.005676991771906614,
-0.0636010393500328,
0.15362010896205902,
-0.06207233667373657,
-0.03355412185192108,
-0.010016890242695808,
-0.04007263854146004,
-0.1101297065615654,
0.01298152469098568,
-0.027058478444814682,
0.032983098179101944,
0.030120138078927994,
2.491798414864692e-33,
-0.058467742055654526,
0.011525782756507397,
-0.01131550781428814,
-0.021819131448864937,
-0.09670250117778778,
-0.08122510462999344,
0.10639750212430954,
0.047659166157245636,
-0.053087227046489716,
0.01930714212357998,
-0.016133829951286316,
-0.06662828475236893,
-0.054357465356588364,
-0.014514561742544174,
-0.032166000455617905,
0.012004842050373554,
0.010102066211402416,
0.019233642145991325,
-0.06515370309352875,
-0.003091819817200303,
0.0701204314827919,
-0.05087653547525406,
-0.009547002613544464,
0.06411988288164139,
0.0759509950876236,
-0.047179773449897766,
-0.0022538083139806986,
0.05719450116157532,
-0.056306641548871994,
0.0029986859299242496,
0.025738485157489777,
0.007620466407388449,
-0.0006651613512076437,
-0.09150992333889008,
0.027063533663749695,
-0.08745341747999191,
0.04217132180929184,
0.06229079142212868,
-0.031074602156877518,
-0.02091842330992222,
0.012830626219511032,
-0.037595950067043304,
0.036874979734420776,
0.03359981253743172,
-0.05999670550227165,
0.0001865481463028118,
-0.022221604362130165,
-0.03792469948530197,
0.0008669106755405664,
-0.08033950626850128,
0.007450604811310768,
-0.07252735644578934,
-0.04132697358727455,
0.09197737276554108,
0.05671792849898338,
0.02256029099225998,
0.04924015700817108,
-0.0364106260240078,
0.01470694039016962,
-0.06588680297136307,
0.07025676220655441,
-0.0023388939443975687,
-0.00366651127114892,
-0.016905397176742554,
-0.07520955801010132,
0.06488294154405594,
0.0013663157587870955,
-0.09346996247768402,
-0.006217379122972488,
0.006613751407712698,
0.03276657685637474,
0.10117355734109879,
-0.009911688975989819,
-0.037806008011102676,
0.09619304537773132,
-0.01655448228120804,
-0.03416042774915695,
-0.027413761243224144,
0.15415728092193604,
0.051730163395404816,
0.041093938052654266,
-0.006794148124754429,
-0.018249524757266045,
-0.02525405026972294,
0.007918347604572773,
-0.052212316542863846,
-0.03364017233252525,
-0.11769762635231018,
-0.0379885770380497,
0.04533401131629944,
0.08729313313961029,
-0.11187931150197983,
-0.062471985816955566,
0.016684284433722496,
-0.13231198489665985,
-2.8768892621681196e-33,
0.01367207057774067,
0.08373841643333435,
0.01598132587969303,
-0.06976088136434555,
0.0026308035012334585,
-0.07708044350147247,
-0.06173013523221016,
0.06892652809619904,
-0.018033478409051895,
-0.07889240235090256,
0.04832160845398903,
0.0570824034512043,
-0.05646338686347008,
0.05984821170568466,
-0.08494634926319122,
0.03497619926929474,
0.025028079748153687,
-0.019889630377292633,
0.10575233399868011,
0.05901728570461273,
0.04125787690281868,
-0.030436569824814796,
0.06866629421710968,
-0.07238049805164337,
0.04419974610209465,
-0.032825469970703125,
0.024814071133732796,
0.07648730278015137,
0.024334263056516647,
-0.011404726654291153,
-0.04372990131378174,
0.09810611605644226,
0.02364937588572502,
0.020658599212765694,
-0.02348238416016102,
-0.00480395695194602,
-0.017865333706140518,
-0.020845169201493263,
-0.0067528714425861835,
-0.07003215700387955,
-0.07056867331266403,
0.027235660701990128,
0.012520954944193363,
0.0129617340862751,
0.05036155879497528,
0.05636253580451012,
0.03631870076060295,
0.018637891858816147,
-0.03656463325023651,
0.07771079242229462,
0.009083583950996399,
0.03331594914197922,
-0.01538971159607172,
0.060486409813165665,
-0.027852915227413177,
-0.03574012964963913,
-0.033129628747701645,
0.08463864028453827,
-0.015571311116218567,
0.035385120660066605,
0.04125572741031647,
0.00799847673624754,
-0.006258671171963215,
0.029431665316224098,
0.021065203472971916,
-0.00887476559728384,
0.06377452611923218,
0.017021724954247475,
0.04417379945516586,
-0.056793343275785446,
0.055144425481557846,
-0.046699587255716324,
-0.02169722504913807,
0.0017686121864244342,
0.01921892538666725,
-0.038300782442092896,
-0.04891866445541382,
-0.012834670953452587,
0.014225006103515625,
0.05484142154455185,
-0.04982241988182068,
0.07359716296195984,
-0.021581357344985008,
0.0326332226395607,
-0.01174622680991888,
0.11577717959880829,
0.013122234493494034,
-0.008175792172551155,
0.008776195347309113,
0.12137804925441742,
-0.0013202981790527701,
-0.03129534050822258,
0.07511502504348755,
-0.0027406462468206882,
0.020123928785324097,
-4.645362849942103e-8,
0.05286062881350517,
-0.04130702093243599,
-0.023168858140707016,
-0.06960409134626389,
0.007182790897786617,
-0.02115371637046337,
0.022090543061494827,
0.047114938497543335,
0.009105070494115353,
-0.05517302453517914,
-0.00884239375591278,
-0.03767966479063034,
-0.06077734753489494,
0.04277405887842178,
0.0312669463455677,
-0.003251586342230439,
-0.02293650060892105,
-0.0446360744535923,
-0.04020695388317108,
-0.03338024765253067,
0.06247863173484802,
0.043180160224437714,
0.10896644741296768,
0.018058156594634056,
-0.035137731581926346,
0.012585967779159546,
0.01436669286340475,
-0.032033681869506836,
0.04445098713040352,
-0.00461134547367692,
-0.028465906158089638,
0.024498911574482918,
0.02731817215681076,
0.06742336601018906,
-0.030063418671488762,
0.03202592208981514,
-0.10019116848707199,
-0.00484101427718997,
0.043085977435112,
0.03575542941689491,
0.003841855563223362,
-0.07057016342878342,
0.08197013288736343,
0.015176862478256226,
-0.043900247663259506,
0.05973197892308235,
0.016018761321902275,
0.04921203851699829,
0.016290901228785515,
-0.09888630360364914,
-0.024714592844247818,
-0.06062265858054161,
-0.06119927018880844,
-0.129217728972435,
-0.048085834830999374,
-0.07580896466970444,
-0.0328637957572937,
0.09574577212333679,
0.01334681361913681,
-0.035581257194280624,
-0.004764873534440994,
-0.06363873183727264,
-0.015733752399683,
0.0032899342477321625
] |
1401.4330
|
Daniel Weller
|
Stefan Hetzl and Alexander Leitsch and Giselle Reis and Daniel Weller
|
Algorithmic Introduction of Quantified Cuts
| null | null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We describe a method for inverting Gentzen's cut-elimination in classical
first-order logic. Our algorithm is based on first computign a compressed
representation of the terms present in the cut-free proof and then cut-formulas
that realize such a compression. Finally, a proof using these cut-formulas is
constructed. This method allows an exponential compression of proof length. It
can be applied to the output of automated theorem provers, which typically
produce analytic proofs. An implementation is available on the web and
described in this paper.
|
[
{
"created": "Fri, 17 Jan 2014 12:58:52 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Hetzl",
"Stefan",
""
],
[
"Leitsch",
"Alexander",
""
],
[
"Reis",
"Giselle",
""
],
[
"Weller",
"Daniel",
""
]
] |
[
-0.08611542731523514,
0.12678053975105286,
0.06752469390630722,
0.015865765511989594,
0.05741032958030701,
-0.00044410917325876653,
-0.010697735473513603,
0.0166232381016016,
0.07242074608802795,
0.11192809045314789,
0.03245537355542183,
-0.017356103286147118,
0.04565920680761337,
0.040436044335365295,
0.009668678045272827,
0.030040135607123375,
-0.050269175320863724,
0.05428463593125343,
-0.00652686832472682,
-0.11811403185129166,
-0.011373138055205345,
0.018221048638224602,
-0.0663435310125351,
0.02541060373187065,
0.08044406771659851,
-0.06157190352678299,
-0.011486717499792576,
-0.0001001326454570517,
0.06972680240869522,
0.03612646460533142,
0.039587099105119705,
-0.03341131657361984,
0.08275686204433441,
0.016376368701457977,
-0.0013067916734144092,
0.05951840803027153,
0.051961541175842285,
-0.01351194828748703,
0.016888335347175598,
0.0143258236348629,
-0.0340893417596817,
-0.06150946766138077,
-0.04577654227614403,
-0.04491588845849037,
-0.020853880792856216,
0.035165827721357346,
-0.047493718564510345,
0.06987717002630234,
-0.04445243999361992,
-0.0012935326667502522,
-0.020265372470021248,
0.053733717650175095,
-0.08332744985818863,
0.0150695675984025,
0.09245085716247559,
-0.06380558013916016,
-0.006368540693074465,
-0.02556813694536686,
-0.09700201451778412,
0.0341281034052372,
-0.023742156103253365,
0.027949748560786247,
-0.11921963840723038,
-0.006942293141037226,
0.059262413531541824,
0.09982778877019882,
0.046694982796907425,
-0.02138679474592209,
-0.032274968922138214,
0.10932259261608124,
-0.08613449335098267,
-0.031480494886636734,
-0.0529465414583683,
0.013055848889052868,
-0.09290424734354019,
0.010186377912759781,
-0.0027863767463713884,
0.015731552615761757,
-0.017432386055588722,
0.0285186730325222,
-0.03634254261851311,
-0.04762159287929535,
-0.046712249517440796,
0.03388296812772751,
-0.08199748396873474,
-0.0489194430410862,
-0.017113951966166496,
-0.04275762289762497,
0.09062329679727554,
-0.0026322733610868454,
0.03213582932949066,
-0.0067625269293785095,
0.05990200862288475,
0.07541052252054214,
0.04503270238637924,
-0.05506845936179161,
0.014939757995307446,
-0.013282649219036102,
0.01705772802233696,
0.08473318815231323,
0.022871440276503563,
0.10455003380775452,
0.0466434508562088,
-0.10304909199476242,
-0.02640378661453724,
0.0009622631478123367,
0.05083834007382393,
0.01569213718175888,
-0.011740407906472683,
-0.04600648581981659,
0.10145197063684464,
0.0025229845196008682,
0.05926024541258812,
-0.03155011683702469,
-0.03472073748707771,
0.004501327406615019,
0.028205467388033867,
0.030186310410499573,
0.07908392697572708,
-0.05523213744163513,
0.017956791445612907,
0.052046582102775574,
0.0071123261004686356,
0.05039350688457489,
0.11375837028026581,
0.000022867974621476606,
0.0029192327056080103,
-8.072319908478273e-34,
0.0037846879567950964,
0.13631480932235718,
0.014165959320962429,
-0.0038232365623116493,
0.03748246654868126,
0.11500494927167892,
-0.014233122579753399,
0.023867635056376457,
-0.04169953241944313,
0.06583362072706223,
-0.019897129386663437,
-0.022874150425195694,
-0.005670159123837948,
0.014625806361436844,
0.027357105165719986,
0.028509503230452538,
0.045170508325099945,
-0.03446841612458229,
-0.05161549150943756,
0.023559128865599632,
0.03649216517806053,
-0.031865399330854416,
0.0036797411739826202,
-0.02520401030778885,
-0.06136222183704376,
0.003452904522418976,
0.04718110337853432,
-0.07646763324737549,
-0.0418168343603611,
-0.02663089893758297,
-0.0274155642837286,
-0.0037042025942355394,
-0.0037196152843534946,
0.04652630537748337,
-0.037372276186943054,
0.037092529237270355,
0.07839871942996979,
-0.04284627363085747,
0.09155954420566559,
0.03324984386563301,
-0.0029989145696163177,
0.0675106942653656,
-0.025376982986927032,
0.006311342585831881,
-0.03722108155488968,
-0.03675180673599243,
-0.10552068799734116,
0.042840711772441864,
0.031373150646686554,
-0.008388018235564232,
0.08553003519773483,
0.04379158467054367,
-0.0005131096113473177,
-0.060820065438747406,
-0.0004082400701008737,
0.016630439087748528,
-0.024752140045166016,
0.05280762165784836,
0.06074681505560875,
0.07584650814533234,
-0.018516669049859047,
0.03383343294262886,
-0.03580215573310852,
0.04967101663351059,
-0.12363140285015106,
-0.007258380297571421,
-0.10647287964820862,
-0.007514043711125851,
0.06411176919937134,
-0.0039940569549798965,
-0.10390143096446991,
-0.0011748683173209429,
-0.005260396283119917,
0.04849299415946007,
0.07901974022388458,
-0.0798116996884346,
-0.020727165043354034,
-0.1127060055732727,
-0.028434399515390396,
-0.0454045869410038,
-0.04686079919338226,
0.10936600714921951,
0.0554155670106411,
-0.0020232372917234898,
0.06639356166124344,
-0.05683453008532524,
-0.06798103451728821,
0.03504229709506035,
-0.029901187866926193,
-0.10820302367210388,
-0.029332825914025307,
-0.0753411203622818,
0.02087825909256935,
-0.0703747346997261,
0.08150580525398254,
-1.0700735378821485e-33,
-0.023883605375885963,
0.009343876503407955,
-0.05201897397637367,
0.03345438092947006,
-0.04746425524353981,
-0.12038819491863251,
0.001772805699147284,
0.035747919231653214,
-0.056720029562711716,
-0.08711404353380203,
0.0025819905567914248,
0.02322426252067089,
-0.014816656708717346,
-0.005787830334156752,
0.0008375177858397365,
-0.008426319807767868,
-0.023586668074131012,
-0.06204397976398468,
-0.03910880163311958,
0.003750139381736517,
0.000048226000217255205,
0.046044766902923584,
-0.004485162440687418,
0.005195521283894777,
-0.007127202581614256,
0.006793175358325243,
0.01580609567463398,
0.1398155391216278,
0.040333688259124756,
0.048612646758556366,
-0.04789777472615242,
-0.04265279322862625,
-0.04893438518047333,
-0.0719565749168396,
-0.03188377618789673,
-0.030126232653856277,
0.0036567070055752993,
0.14796915650367737,
-0.036143653094768524,
0.001039879280142486,
0.002184913959354162,
-0.09322289377450943,
-0.045607633888721466,
0.0017832927405834198,
-0.0018589849350973964,
-0.02230062335729599,
-0.048496805131435394,
-0.022584669291973114,
-0.00853027869015932,
0.007552702445536852,
0.008841002359986305,
0.005107052158564329,
-0.0001341112656518817,
-0.01998376101255417,
-0.023212291300296783,
-0.03353797644376755,
-0.034417346119880676,
-0.025699513033032417,
-0.03232826665043831,
-0.03712707757949829,
-0.06281266361474991,
0.049073074012994766,
0.07035404443740845,
0.04110484570264816,
0.0658172145485878,
-0.04029827564954758,
-0.032937273383140564,
0.06916230171918869,
0.04154793918132782,
-0.05142774060368538,
-0.018080709502100945,
0.04412161186337471,
-0.04340068995952606,
0.016634279862046242,
0.05575811490416527,
0.06186212599277496,
-0.029391229152679443,
0.05899142846465111,
0.004844173323363066,
0.043307483196258545,
0.03312593325972557,
-0.025807367637753487,
0.06511858850717545,
-0.07050367444753647,
-0.05019035562872887,
-0.009111288003623486,
0.030563712120056152,
-0.02373160608112812,
-0.0693230926990509,
0.03653564304113388,
-0.0511409193277359,
0.027975279837846756,
0.02086525782942772,
0.06352364271879196,
-0.022086195647716522,
-4.140571263633319e-8,
-0.029792310670018196,
0.033285852521657944,
0.03758925199508667,
-0.0033206897787749767,
0.046377282589673996,
-0.008022891357541084,
-0.002189704217016697,
0.018917100504040718,
0.02514972724020481,
-0.12055638432502747,
0.021258560940623283,
0.07193431258201599,
-0.03823058307170868,
0.05396454408764839,
-0.06460576504468918,
0.029616158455610275,
-0.021211164072155952,
-0.028945082798600197,
-0.07384193688631058,
0.022586336359381676,
-0.07882427424192429,
0.027297675609588623,
-0.007605953607708216,
-0.010396227240562439,
0.058430567383766174,
-0.050755228847265244,
-0.02197904698550701,
0.03890698030591011,
0.08353114128112793,
0.08473572134971619,
-0.02494354359805584,
0.02748912014067173,
0.10272534191608429,
0.006815750617533922,
0.06396367400884628,
0.02553943358361721,
-0.018986761569976807,
0.07521621882915497,
-0.010044989176094532,
-0.08061716705560684,
-0.07029903680086136,
-0.06981488317251205,
-0.025138745084404945,
-0.031937677413225174,
0.01866142638027668,
-0.06811688095331192,
0.03155581280589104,
-0.05392768606543541,
-0.035016097128391266,
0.08648771047592163,
0.03763726353645325,
0.008416774682700634,
-0.04002642631530762,
-0.0469718873500824,
-0.07442235201597214,
0.010240500792860985,
-0.025000933557748795,
0.025934720411896706,
-0.031838558614254,
-0.022562703117728233,
-0.03698030859231949,
0.06449732929468155,
0.1082857996225357,
-0.01274073962122202
] | null | null | null | null | null | null | null |
[
-0.08611542731523514,
0.12678053975105286,
0.06752469390630722,
0.015865765511989594,
0.05741032958030701,
-0.00044410917325876653,
-0.010697735473513603,
0.0166232381016016,
0.07242074608802795,
0.11192809045314789,
0.03245537355542183,
-0.017356103286147118,
0.04565920680761337,
0.040436044335365295,
0.009668678045272827,
0.030040135607123375,
-0.050269175320863724,
0.05428463593125343,
-0.00652686832472682,
-0.11811403185129166,
-0.011373138055205345,
0.018221048638224602,
-0.0663435310125351,
0.02541060373187065,
0.08044406771659851,
-0.06157190352678299,
-0.011486717499792576,
-0.0001001326454570517,
0.06972680240869522,
0.03612646460533142,
0.039587099105119705,
-0.03341131657361984,
0.08275686204433441,
0.016376368701457977,
-0.0013067916734144092,
0.05951840803027153,
0.051961541175842285,
-0.01351194828748703,
0.016888335347175598,
0.0143258236348629,
-0.0340893417596817,
-0.06150946766138077,
-0.04577654227614403,
-0.04491588845849037,
-0.020853880792856216,
0.035165827721357346,
-0.047493718564510345,
0.06987717002630234,
-0.04445243999361992,
-0.0012935326667502522,
-0.020265372470021248,
0.053733717650175095,
-0.08332744985818863,
0.0150695675984025,
0.09245085716247559,
-0.06380558013916016,
-0.006368540693074465,
-0.02556813694536686,
-0.09700201451778412,
0.0341281034052372,
-0.023742156103253365,
0.027949748560786247,
-0.11921963840723038,
-0.006942293141037226,
0.059262413531541824,
0.09982778877019882,
0.046694982796907425,
-0.02138679474592209,
-0.032274968922138214,
0.10932259261608124,
-0.08613449335098267,
-0.031480494886636734,
-0.0529465414583683,
0.013055848889052868,
-0.09290424734354019,
0.010186377912759781,
-0.0027863767463713884,
0.015731552615761757,
-0.017432386055588722,
0.0285186730325222,
-0.03634254261851311,
-0.04762159287929535,
-0.046712249517440796,
0.03388296812772751,
-0.08199748396873474,
-0.0489194430410862,
-0.017113951966166496,
-0.04275762289762497,
0.09062329679727554,
-0.0026322733610868454,
0.03213582932949066,
-0.0067625269293785095,
0.05990200862288475,
0.07541052252054214,
0.04503270238637924,
-0.05506845936179161,
0.014939757995307446,
-0.013282649219036102,
0.01705772802233696,
0.08473318815231323,
0.022871440276503563,
0.10455003380775452,
0.0466434508562088,
-0.10304909199476242,
-0.02640378661453724,
0.0009622631478123367,
0.05083834007382393,
0.01569213718175888,
-0.011740407906472683,
-0.04600648581981659,
0.10145197063684464,
0.0025229845196008682,
0.05926024541258812,
-0.03155011683702469,
-0.03472073748707771,
0.004501327406615019,
0.028205467388033867,
0.030186310410499573,
0.07908392697572708,
-0.05523213744163513,
0.017956791445612907,
0.052046582102775574,
0.0071123261004686356,
0.05039350688457489,
0.11375837028026581,
0.000022867974621476606,
0.0029192327056080103,
-8.072319908478273e-34,
0.0037846879567950964,
0.13631480932235718,
0.014165959320962429,
-0.0038232365623116493,
0.03748246654868126,
0.11500494927167892,
-0.014233122579753399,
0.023867635056376457,
-0.04169953241944313,
0.06583362072706223,
-0.019897129386663437,
-0.022874150425195694,
-0.005670159123837948,
0.014625806361436844,
0.027357105165719986,
0.028509503230452538,
0.045170508325099945,
-0.03446841612458229,
-0.05161549150943756,
0.023559128865599632,
0.03649216517806053,
-0.031865399330854416,
0.0036797411739826202,
-0.02520401030778885,
-0.06136222183704376,
0.003452904522418976,
0.04718110337853432,
-0.07646763324737549,
-0.0418168343603611,
-0.02663089893758297,
-0.0274155642837286,
-0.0037042025942355394,
-0.0037196152843534946,
0.04652630537748337,
-0.037372276186943054,
0.037092529237270355,
0.07839871942996979,
-0.04284627363085747,
0.09155954420566559,
0.03324984386563301,
-0.0029989145696163177,
0.0675106942653656,
-0.025376982986927032,
0.006311342585831881,
-0.03722108155488968,
-0.03675180673599243,
-0.10552068799734116,
0.042840711772441864,
0.031373150646686554,
-0.008388018235564232,
0.08553003519773483,
0.04379158467054367,
-0.0005131096113473177,
-0.060820065438747406,
-0.0004082400701008737,
0.016630439087748528,
-0.024752140045166016,
0.05280762165784836,
0.06074681505560875,
0.07584650814533234,
-0.018516669049859047,
0.03383343294262886,
-0.03580215573310852,
0.04967101663351059,
-0.12363140285015106,
-0.007258380297571421,
-0.10647287964820862,
-0.007514043711125851,
0.06411176919937134,
-0.0039940569549798965,
-0.10390143096446991,
-0.0011748683173209429,
-0.005260396283119917,
0.04849299415946007,
0.07901974022388458,
-0.0798116996884346,
-0.020727165043354034,
-0.1127060055732727,
-0.028434399515390396,
-0.0454045869410038,
-0.04686079919338226,
0.10936600714921951,
0.0554155670106411,
-0.0020232372917234898,
0.06639356166124344,
-0.05683453008532524,
-0.06798103451728821,
0.03504229709506035,
-0.029901187866926193,
-0.10820302367210388,
-0.029332825914025307,
-0.0753411203622818,
0.02087825909256935,
-0.0703747346997261,
0.08150580525398254,
-1.0700735378821485e-33,
-0.023883605375885963,
0.009343876503407955,
-0.05201897397637367,
0.03345438092947006,
-0.04746425524353981,
-0.12038819491863251,
0.001772805699147284,
0.035747919231653214,
-0.056720029562711716,
-0.08711404353380203,
0.0025819905567914248,
0.02322426252067089,
-0.014816656708717346,
-0.005787830334156752,
0.0008375177858397365,
-0.008426319807767868,
-0.023586668074131012,
-0.06204397976398468,
-0.03910880163311958,
0.003750139381736517,
0.000048226000217255205,
0.046044766902923584,
-0.004485162440687418,
0.005195521283894777,
-0.007127202581614256,
0.006793175358325243,
0.01580609567463398,
0.1398155391216278,
0.040333688259124756,
0.048612646758556366,
-0.04789777472615242,
-0.04265279322862625,
-0.04893438518047333,
-0.0719565749168396,
-0.03188377618789673,
-0.030126232653856277,
0.0036567070055752993,
0.14796915650367737,
-0.036143653094768524,
0.001039879280142486,
0.002184913959354162,
-0.09322289377450943,
-0.045607633888721466,
0.0017832927405834198,
-0.0018589849350973964,
-0.02230062335729599,
-0.048496805131435394,
-0.022584669291973114,
-0.00853027869015932,
0.007552702445536852,
0.008841002359986305,
0.005107052158564329,
-0.0001341112656518817,
-0.01998376101255417,
-0.023212291300296783,
-0.03353797644376755,
-0.034417346119880676,
-0.025699513033032417,
-0.03232826665043831,
-0.03712707757949829,
-0.06281266361474991,
0.049073074012994766,
0.07035404443740845,
0.04110484570264816,
0.0658172145485878,
-0.04029827564954758,
-0.032937273383140564,
0.06916230171918869,
0.04154793918132782,
-0.05142774060368538,
-0.018080709502100945,
0.04412161186337471,
-0.04340068995952606,
0.016634279862046242,
0.05575811490416527,
0.06186212599277496,
-0.029391229152679443,
0.05899142846465111,
0.004844173323363066,
0.043307483196258545,
0.03312593325972557,
-0.025807367637753487,
0.06511858850717545,
-0.07050367444753647,
-0.05019035562872887,
-0.009111288003623486,
0.030563712120056152,
-0.02373160608112812,
-0.0693230926990509,
0.03653564304113388,
-0.0511409193277359,
0.027975279837846756,
0.02086525782942772,
0.06352364271879196,
-0.022086195647716522,
-4.140571263633319e-8,
-0.029792310670018196,
0.033285852521657944,
0.03758925199508667,
-0.0033206897787749767,
0.046377282589673996,
-0.008022891357541084,
-0.002189704217016697,
0.018917100504040718,
0.02514972724020481,
-0.12055638432502747,
0.021258560940623283,
0.07193431258201599,
-0.03823058307170868,
0.05396454408764839,
-0.06460576504468918,
0.029616158455610275,
-0.021211164072155952,
-0.028945082798600197,
-0.07384193688631058,
0.022586336359381676,
-0.07882427424192429,
0.027297675609588623,
-0.007605953607708216,
-0.010396227240562439,
0.058430567383766174,
-0.050755228847265244,
-0.02197904698550701,
0.03890698030591011,
0.08353114128112793,
0.08473572134971619,
-0.02494354359805584,
0.02748912014067173,
0.10272534191608429,
0.006815750617533922,
0.06396367400884628,
0.02553943358361721,
-0.018986761569976807,
0.07521621882915497,
-0.010044989176094532,
-0.08061716705560684,
-0.07029903680086136,
-0.06981488317251205,
-0.025138745084404945,
-0.031937677413225174,
0.01866142638027668,
-0.06811688095331192,
0.03155581280589104,
-0.05392768606543541,
-0.035016097128391266,
0.08648771047592163,
0.03763726353645325,
0.008416774682700634,
-0.04002642631530762,
-0.0469718873500824,
-0.07442235201597214,
0.010240500792860985,
-0.025000933557748795,
0.025934720411896706,
-0.031838558614254,
-0.022562703117728233,
-0.03698030859231949,
0.06449732929468155,
0.1082857996225357,
-0.01274073962122202
] |
1401.4335
|
Tong Zhou
|
Tong Zhou
|
On the Controllability and Observability of Networked Dynamic Systems
|
30 pages, 1 figure
|
Automatica, Vol.52, No.1, pp.63-75, 2015
| null | null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Some necessary and sufficient conditions are obtained for the controllability
and observability of a networked system with linear time invariant (LTI)
dynamics. The topology of this system is fixed but arbitrary, and every
subsystem is permitted to have different dynamic input-output relations. These
conditions essentially depend only on transmission zeros of every subsystem and
the connection matrix among subsystems, which makes them attractive in the
analysis and synthesis of a large scale networked system. As an application,
these conditions are utilized to characterize systems whose steady state
estimation accuracy with the distributed predictor developed in (Zhou, 2013) is
equal to that of the lumped Kalman filter. Some necessary and sufficient
conditions on system matrices are derived for this equivalence. It has been
made clear that to guarantee this equivalence, the steady state update gain
matrix of the Kalman filter must be block diagonal.
|
[
{
"created": "Fri, 17 Jan 2014 13:26:11 GMT",
"version": "v1"
}
] |
2016-10-12
|
[
[
"Zhou",
"Tong",
""
]
] |
[
-0.10045277327299118,
0.028869010508060455,
-0.04395914450287819,
0.030643228441476822,
0.0114061888307333,
0.02662680111825466,
-0.06263657659292221,
-0.03892752528190613,
0.02036406099796295,
0.006150851957499981,
0.017298279330134392,
0.02386002242565155,
0.06043493002653122,
-0.035587381571531296,
-0.09904781728982925,
0.050440333783626556,
0.09447528421878815,
-0.02971923165023327,
0.060291532427072525,
-0.06546694040298462,
-0.01342934649437666,
0.058702096343040466,
-0.06228939816355705,
0.03149033337831497,
0.007810739800333977,
0.06742069870233536,
-0.11181748658418655,
-0.06037793681025505,
-0.006368746981024742,
0.02417326159775257,
-0.07757697999477386,
-0.03638562932610512,
-0.04643668979406357,
-0.09584592282772064,
-0.06686115264892578,
-0.04676052927970886,
0.0460745207965374,
-0.008560731075704098,
0.07553444057703018,
0.060451358556747437,
0.07367879152297974,
0.021730942651629448,
0.04035129398107529,
-0.024560298770666122,
-0.052971404045820236,
-0.014028254896402359,
0.04513837769627571,
-0.05532998964190483,
-0.11192173510789871,
0.019784612581133842,
-0.07007766515016556,
-0.005549419205635786,
0.02041490562260151,
-0.024752037599682808,
0.031298112124204636,
-0.1073959469795227,
-0.03342916816473007,
0.09305290877819061,
-0.018113788217306137,
0.006257306784391403,
-0.06186835840344429,
0.028065340593457222,
0.052992284297943115,
0.08318614959716797,
0.006446433253586292,
0.06887209415435791,
-0.04974069446325302,
0.0701705813407898,
-0.009250464849174023,
-0.06501536071300507,
-0.03999987989664078,
0.057049479335546494,
-0.005754105281084776,
-0.03443396836519241,
0.016161102801561356,
-0.04642828181385994,
0.0671176090836525,
0.04044535756111145,
0.015554552897810936,
0.08495398610830307,
0.0330314040184021,
0.052052438259124756,
-0.014116799458861351,
-0.12619595229625702,
-0.0649486556649208,
-0.01376427337527275,
-0.02542276680469513,
0.04891646280884743,
0.14040930569171906,
-0.03485066443681717,
0.019370758906006813,
0.035858169198036194,
-0.022807521745562553,
-0.03463257849216461,
0.07097871601581573,
-0.038070328533649445,
-0.026515662670135498,
0.047895390540361404,
-0.02230403944849968,
0.030997438356280327,
-0.008978838101029396,
-0.048332683742046356,
0.0355781726539135,
0.0814988985657692,
0.03296453505754471,
0.014576506800949574,
0.06918083876371384,
-0.013216841034591198,
-0.007150713820010424,
-0.06731236726045609,
-0.022418344393372536,
-0.017806507647037506,
0.017572443932294846,
0.060369823127985,
-0.004950305446982384,
-0.01972503773868084,
0.07816906273365021,
-0.036366090178489685,
0.026907308027148247,
-0.0426592156291008,
-0.00644190888851881,
-0.08725159615278244,
0.09115862101316452,
0.004450805019587278,
0.12057720124721527,
0.07571391761302948,
0.048480574041604996,
1.3652180370190508e-33,
-0.02924070693552494,
0.016543135046958923,
0.018024444580078125,
-0.029875267297029495,
-0.024623293429613113,
-0.0320344902575016,
-0.01372607983648777,
-0.029872596263885498,
0.058388520032167435,
0.0001926669356180355,
-0.012025056406855583,
-0.034965358674526215,
-0.03721487522125244,
0.0049380529671907425,
-0.0077309380285441875,
0.01684536412358284,
0.08989442884922028,
-0.002847570227459073,
0.019454186782240868,
-0.07845523953437805,
0.08660954982042313,
-0.0197931919246912,
-0.04420147091150284,
-0.030242793262004852,
-0.04043173789978027,
-0.04178586229681969,
-0.014680599793791771,
0.06277653574943542,
-0.02001364156603813,
-0.009572675451636314,
0.04190932586789131,
0.00014340359484776855,
-0.01701350510120392,
-0.017774779349565506,
-0.09344464540481567,
-0.021690096706151962,
-0.024628713726997375,
-0.026225101202726364,
0.05051334574818611,
-0.023327043280005455,
0.054211001843214035,
-0.01125584077090025,
-0.03495428338646889,
-0.04574672505259514,
-0.027104951441287994,
-0.0775613784790039,
-0.10446751117706299,
0.00983585324138403,
-0.07621509581804276,
-0.01880214922130108,
-0.03914380446076393,
-0.011048270389437675,
-0.0851755291223526,
0.0047454009763896465,
-0.010227911174297333,
-0.022318843752145767,
-0.022443614900112152,
0.05563413351774216,
-0.019336853176355362,
0.132429838180542,
-0.0909922644495964,
-0.02256479114294052,
0.04639054834842682,
-0.08459535986185074,
0.04216284304857254,
0.10880928486585617,
-0.0013623099075630307,
-0.003696632804349065,
0.06371886283159256,
-0.05784633010625839,
0.06592971831560135,
-0.09714510291814804,
-0.014783162623643875,
0.07348683476448059,
0.09486913681030273,
-0.09478800743818283,
-0.04826861619949341,
-0.033000290393829346,
-0.07214756309986115,
0.1359177678823471,
-0.020589876919984818,
0.022149069234728813,
-0.07705177366733551,
0.1029728427529335,
0.05623883008956909,
-0.04105565324425697,
-0.02952258475124836,
0.022695695981383324,
-0.004907348658889532,
-0.0004823358613066375,
-0.043283842504024506,
-0.007748623378574848,
0.014036346226930618,
0.058324601501226425,
0.038952525705099106,
-3.952041394823301e-33,
0.05544685572385788,
0.01198379136621952,
0.04110826924443245,
0.02387204021215439,
-0.054727111011743546,
-0.028877316042780876,
-0.05752195045351982,
0.11083514243364334,
0.04200497269630432,
-0.008550969883799553,
-0.035349830985069275,
-0.056122031062841415,
-0.08853114396333694,
0.03670240938663483,
0.022701239213347435,
-0.015233157202601433,
0.003897130722180009,
-0.03833095356822014,
0.02251489832997322,
-0.01673690602183342,
-0.04386119917035103,
0.010628772899508476,
0.011761913076043129,
0.0046891942620277405,
0.06300929188728333,
0.019174229353666306,
-0.021590733900666237,
0.08485730737447739,
0.01155718695372343,
-0.020245205610990524,
-0.09579981863498688,
-0.0748661682009697,
-0.045758794993162155,
0.0695887878537178,
-0.0012144807260483503,
0.018708301708102226,
-0.044424157589673996,
-0.004569876939058304,
-0.0027414499782025814,
0.04798881337046623,
0.008252534084022045,
-0.012638748623430729,
-0.06850168853998184,
0.03626012057065964,
0.04545784741640091,
-0.0657733678817749,
0.04066234081983566,
0.07260368019342422,
-0.005315973423421383,
-0.08570361882448196,
-0.00965024996548891,
0.08451619744300842,
-0.020687906071543694,
0.011349043808877468,
0.009031831286847591,
0.06052253022789955,
0.03174701705574989,
0.08705522865056992,
0.014213180169463158,
-0.027178339660167694,
-0.04860343411564827,
-0.07407215237617493,
-0.05076809599995613,
0.008601674810051918,
0.0329873152077198,
-0.012512021698057652,
0.020963435992598534,
-0.000982541125267744,
0.10920536518096924,
0.035839278250932693,
0.03221357613801956,
0.020338324829936028,
-0.004479850176721811,
0.04522120580077171,
0.09234654903411865,
-0.03231668099761009,
0.026075109839439392,
0.018106454983353615,
0.07079850882291794,
-0.0034984697122126818,
-0.10943679511547089,
0.043494679033756256,
-0.02551887556910515,
-0.030556906014680862,
-0.039134614169597626,
0.0037736257072538137,
0.02423519641160965,
-0.05751021206378937,
0.08789967745542526,
-0.07074100524187088,
-0.007330542430281639,
-0.025276251137256622,
-0.04310358688235283,
0.07574302703142166,
-0.058215465396642685,
-5.44832907678483e-8,
0.0029892059974372387,
0.03341882303357124,
-0.02904914878308773,
0.003392675193026662,
0.00474926782771945,
0.08266732096672058,
0.03389250859618187,
-0.12194657325744629,
0.052262209355831146,
0.02430548705160618,
0.02495793253183365,
-0.0011500034015625715,
-0.052618686109781265,
-0.07745718210935593,
-0.0842798501253128,
-0.00398833304643631,
-0.050366610288619995,
0.018221460282802582,
0.02013031393289566,
0.04027928039431572,
0.073813296854496,
-0.05658187344670296,
-0.0750519335269928,
0.03043346293270588,
0.006950438022613525,
-0.03404246270656586,
-0.03462278097867966,
0.010059998370707035,
-0.004014892969280481,
0.09711756557226181,
-0.02375749498605728,
0.043996214866638184,
0.019504444673657417,
0.04234587028622627,
0.027002835646271706,
-0.030784176662564278,
0.06248600035905838,
-0.010308652184903622,
0.07212243229150772,
0.04140867292881012,
-0.002810533158481121,
0.05683925002813339,
0.007190702483057976,
-0.039003923535346985,
0.01576201058924198,
0.0310452189296484,
0.009352833032608032,
-0.0461079441010952,
0.004217034205794334,
-0.032984185963869095,
0.014558964408934116,
0.042495857924222946,
-0.026765458285808563,
0.03251061961054802,
0.01571078598499298,
-0.15463614463806152,
0.08668017387390137,
-0.09136510640382767,
-0.011001299135386944,
0.019508453086018562,
-0.028968818485736847,
0.009413784369826317,
-0.0005078319227322936,
-0.0313839428126812
] | null | null | null | null | null | null | null |
[
-0.10045277327299118,
0.028869010508060455,
-0.04395914450287819,
0.030643228441476822,
0.0114061888307333,
0.02662680111825466,
-0.06263657659292221,
-0.03892752528190613,
0.02036406099796295,
0.006150851957499981,
0.017298279330134392,
0.02386002242565155,
0.06043493002653122,
-0.035587381571531296,
-0.09904781728982925,
0.050440333783626556,
0.09447528421878815,
-0.02971923165023327,
0.060291532427072525,
-0.06546694040298462,
-0.01342934649437666,
0.058702096343040466,
-0.06228939816355705,
0.03149033337831497,
0.007810739800333977,
0.06742069870233536,
-0.11181748658418655,
-0.06037793681025505,
-0.006368746981024742,
0.02417326159775257,
-0.07757697999477386,
-0.03638562932610512,
-0.04643668979406357,
-0.09584592282772064,
-0.06686115264892578,
-0.04676052927970886,
0.0460745207965374,
-0.008560731075704098,
0.07553444057703018,
0.060451358556747437,
0.07367879152297974,
0.021730942651629448,
0.04035129398107529,
-0.024560298770666122,
-0.052971404045820236,
-0.014028254896402359,
0.04513837769627571,
-0.05532998964190483,
-0.11192173510789871,
0.019784612581133842,
-0.07007766515016556,
-0.005549419205635786,
0.02041490562260151,
-0.024752037599682808,
0.031298112124204636,
-0.1073959469795227,
-0.03342916816473007,
0.09305290877819061,
-0.018113788217306137,
0.006257306784391403,
-0.06186835840344429,
0.028065340593457222,
0.052992284297943115,
0.08318614959716797,
0.006446433253586292,
0.06887209415435791,
-0.04974069446325302,
0.0701705813407898,
-0.009250464849174023,
-0.06501536071300507,
-0.03999987989664078,
0.057049479335546494,
-0.005754105281084776,
-0.03443396836519241,
0.016161102801561356,
-0.04642828181385994,
0.0671176090836525,
0.04044535756111145,
0.015554552897810936,
0.08495398610830307,
0.0330314040184021,
0.052052438259124756,
-0.014116799458861351,
-0.12619595229625702,
-0.0649486556649208,
-0.01376427337527275,
-0.02542276680469513,
0.04891646280884743,
0.14040930569171906,
-0.03485066443681717,
0.019370758906006813,
0.035858169198036194,
-0.022807521745562553,
-0.03463257849216461,
0.07097871601581573,
-0.038070328533649445,
-0.026515662670135498,
0.047895390540361404,
-0.02230403944849968,
0.030997438356280327,
-0.008978838101029396,
-0.048332683742046356,
0.0355781726539135,
0.0814988985657692,
0.03296453505754471,
0.014576506800949574,
0.06918083876371384,
-0.013216841034591198,
-0.007150713820010424,
-0.06731236726045609,
-0.022418344393372536,
-0.017806507647037506,
0.017572443932294846,
0.060369823127985,
-0.004950305446982384,
-0.01972503773868084,
0.07816906273365021,
-0.036366090178489685,
0.026907308027148247,
-0.0426592156291008,
-0.00644190888851881,
-0.08725159615278244,
0.09115862101316452,
0.004450805019587278,
0.12057720124721527,
0.07571391761302948,
0.048480574041604996,
1.3652180370190508e-33,
-0.02924070693552494,
0.016543135046958923,
0.018024444580078125,
-0.029875267297029495,
-0.024623293429613113,
-0.0320344902575016,
-0.01372607983648777,
-0.029872596263885498,
0.058388520032167435,
0.0001926669356180355,
-0.012025056406855583,
-0.034965358674526215,
-0.03721487522125244,
0.0049380529671907425,
-0.0077309380285441875,
0.01684536412358284,
0.08989442884922028,
-0.002847570227459073,
0.019454186782240868,
-0.07845523953437805,
0.08660954982042313,
-0.0197931919246912,
-0.04420147091150284,
-0.030242793262004852,
-0.04043173789978027,
-0.04178586229681969,
-0.014680599793791771,
0.06277653574943542,
-0.02001364156603813,
-0.009572675451636314,
0.04190932586789131,
0.00014340359484776855,
-0.01701350510120392,
-0.017774779349565506,
-0.09344464540481567,
-0.021690096706151962,
-0.024628713726997375,
-0.026225101202726364,
0.05051334574818611,
-0.023327043280005455,
0.054211001843214035,
-0.01125584077090025,
-0.03495428338646889,
-0.04574672505259514,
-0.027104951441287994,
-0.0775613784790039,
-0.10446751117706299,
0.00983585324138403,
-0.07621509581804276,
-0.01880214922130108,
-0.03914380446076393,
-0.011048270389437675,
-0.0851755291223526,
0.0047454009763896465,
-0.010227911174297333,
-0.022318843752145767,
-0.022443614900112152,
0.05563413351774216,
-0.019336853176355362,
0.132429838180542,
-0.0909922644495964,
-0.02256479114294052,
0.04639054834842682,
-0.08459535986185074,
0.04216284304857254,
0.10880928486585617,
-0.0013623099075630307,
-0.003696632804349065,
0.06371886283159256,
-0.05784633010625839,
0.06592971831560135,
-0.09714510291814804,
-0.014783162623643875,
0.07348683476448059,
0.09486913681030273,
-0.09478800743818283,
-0.04826861619949341,
-0.033000290393829346,
-0.07214756309986115,
0.1359177678823471,
-0.020589876919984818,
0.022149069234728813,
-0.07705177366733551,
0.1029728427529335,
0.05623883008956909,
-0.04105565324425697,
-0.02952258475124836,
0.022695695981383324,
-0.004907348658889532,
-0.0004823358613066375,
-0.043283842504024506,
-0.007748623378574848,
0.014036346226930618,
0.058324601501226425,
0.038952525705099106,
-3.952041394823301e-33,
0.05544685572385788,
0.01198379136621952,
0.04110826924443245,
0.02387204021215439,
-0.054727111011743546,
-0.028877316042780876,
-0.05752195045351982,
0.11083514243364334,
0.04200497269630432,
-0.008550969883799553,
-0.035349830985069275,
-0.056122031062841415,
-0.08853114396333694,
0.03670240938663483,
0.022701239213347435,
-0.015233157202601433,
0.003897130722180009,
-0.03833095356822014,
0.02251489832997322,
-0.01673690602183342,
-0.04386119917035103,
0.010628772899508476,
0.011761913076043129,
0.0046891942620277405,
0.06300929188728333,
0.019174229353666306,
-0.021590733900666237,
0.08485730737447739,
0.01155718695372343,
-0.020245205610990524,
-0.09579981863498688,
-0.0748661682009697,
-0.045758794993162155,
0.0695887878537178,
-0.0012144807260483503,
0.018708301708102226,
-0.044424157589673996,
-0.004569876939058304,
-0.0027414499782025814,
0.04798881337046623,
0.008252534084022045,
-0.012638748623430729,
-0.06850168853998184,
0.03626012057065964,
0.04545784741640091,
-0.0657733678817749,
0.04066234081983566,
0.07260368019342422,
-0.005315973423421383,
-0.08570361882448196,
-0.00965024996548891,
0.08451619744300842,
-0.020687906071543694,
0.011349043808877468,
0.009031831286847591,
0.06052253022789955,
0.03174701705574989,
0.08705522865056992,
0.014213180169463158,
-0.027178339660167694,
-0.04860343411564827,
-0.07407215237617493,
-0.05076809599995613,
0.008601674810051918,
0.0329873152077198,
-0.012512021698057652,
0.020963435992598534,
-0.000982541125267744,
0.10920536518096924,
0.035839278250932693,
0.03221357613801956,
0.020338324829936028,
-0.004479850176721811,
0.04522120580077171,
0.09234654903411865,
-0.03231668099761009,
0.026075109839439392,
0.018106454983353615,
0.07079850882291794,
-0.0034984697122126818,
-0.10943679511547089,
0.043494679033756256,
-0.02551887556910515,
-0.030556906014680862,
-0.039134614169597626,
0.0037736257072538137,
0.02423519641160965,
-0.05751021206378937,
0.08789967745542526,
-0.07074100524187088,
-0.007330542430281639,
-0.025276251137256622,
-0.04310358688235283,
0.07574302703142166,
-0.058215465396642685,
-5.44832907678483e-8,
0.0029892059974372387,
0.03341882303357124,
-0.02904914878308773,
0.003392675193026662,
0.00474926782771945,
0.08266732096672058,
0.03389250859618187,
-0.12194657325744629,
0.052262209355831146,
0.02430548705160618,
0.02495793253183365,
-0.0011500034015625715,
-0.052618686109781265,
-0.07745718210935593,
-0.0842798501253128,
-0.00398833304643631,
-0.050366610288619995,
0.018221460282802582,
0.02013031393289566,
0.04027928039431572,
0.073813296854496,
-0.05658187344670296,
-0.0750519335269928,
0.03043346293270588,
0.006950438022613525,
-0.03404246270656586,
-0.03462278097867966,
0.010059998370707035,
-0.004014892969280481,
0.09711756557226181,
-0.02375749498605728,
0.043996214866638184,
0.019504444673657417,
0.04234587028622627,
0.027002835646271706,
-0.030784176662564278,
0.06248600035905838,
-0.010308652184903622,
0.07212243229150772,
0.04140867292881012,
-0.002810533158481121,
0.05683925002813339,
0.007190702483057976,
-0.039003923535346985,
0.01576201058924198,
0.0310452189296484,
0.009352833032608032,
-0.0461079441010952,
0.004217034205794334,
-0.032984185963869095,
0.014558964408934116,
0.042495857924222946,
-0.026765458285808563,
0.03251061961054802,
0.01571078598499298,
-0.15463614463806152,
0.08668017387390137,
-0.09136510640382767,
-0.011001299135386944,
0.019508453086018562,
-0.028968818485736847,
0.009413784369826317,
-0.0005078319227322936,
-0.0313839428126812
] |
1401.4337
|
Vahid Jamali
|
Vahid Jamali, Yasser Karimian, Johannes Huber, Mahmoud Ahmadian
|
On the Design of Fast Convergent LDPC Codes: An Optimization Approach
|
Submitted to IEEE Transactions on Communication
| null |
10.1109/TCOMM.2014.2385858
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The complexity-performance trade-off is a fundamental aspect of the design of
low-density parity-check (LDPC) codes. In this paper, we consider LDPC codes
for the binary erasure channel (BEC), use code rate for performance metric, and
number of decoding iterations to achieve a certain residual erasure probability
for complexity metric. We first propose a quite accurate approximation of the
number of iterations for the BEC. Moreover, a simple but efficient utility
function corresponding to the number of iterations is developed. Using the
aforementioned approximation and the utility function, two optimization
problems w.r.t. complexity are formulated to find the code degree
distributions. We show that both optimization problems are convex. In
particular, the problem with the proposed approximation belongs to the class of
semi-infinite problems which are computationally challenging to be solved.
However, the problem with the proposed utility function falls into the class of
semi-definite programming (SDP) and thus, the global solution can be found
efficiently using available SDP solvers. Numerical results reveal the
superiority of the proposed code design compared to existing code designs from
literature.
|
[
{
"created": "Fri, 17 Jan 2014 13:31:29 GMT",
"version": "v1"
}
] |
2016-11-17
|
[
[
"Jamali",
"Vahid",
""
],
[
"Karimian",
"Yasser",
""
],
[
"Huber",
"Johannes",
""
],
[
"Ahmadian",
"Mahmoud",
""
]
] |
[
-0.017317811027169228,
-0.06668917834758759,
-0.022861624136567116,
-0.00888276007026434,
-0.012091095559298992,
-0.03674749657511711,
0.011145798489451408,
-0.05952928960323334,
-0.04385595768690109,
0.0269590113312006,
-0.02689787559211254,
0.037423890084028244,
-0.0022095872554928064,
-0.014447246678173542,
-0.07140682637691498,
-0.00874313898384571,
0.05997848138213158,
-0.03263847902417183,
-0.003949576988816261,
0.046203676611185074,
-0.014464878477156162,
-0.006011504679918289,
-0.06513470411300659,
0.04376509040594101,
0.05683816969394684,
-0.04428165405988693,
0.07498497515916824,
-0.03898452967405319,
-0.042574506253004074,
0.05282846838235855,
0.07009971141815186,
0.003997618332505226,
0.10927493870258331,
0.008907265961170197,
0.05391561985015869,
0.07066722214221954,
-0.0029507859144359827,
-0.019855922088027,
-0.02061787247657776,
0.01948660798370838,
-0.08559505641460419,
0.029022375121712685,
-0.04124148190021515,
0.056866224855184555,
0.02854974754154682,
-0.05221918225288391,
-0.01837543025612831,
0.0037932167761027813,
0.01094353199005127,
-0.11754695326089859,
0.1432083547115326,
0.06646062433719635,
-0.02641921304166317,
-0.031385235488414764,
0.010789605788886547,
-0.09387084096670151,
-0.015106434002518654,
-0.03392017260193825,
-0.006880327593535185,
0.06786204874515533,
-0.007681473158299923,
-0.04158228635787964,
0.0012155264848843217,
-0.024897409602999687,
0.05965270474553108,
-0.006474491208791733,
0.016032952815294266,
0.029373979195952415,
0.023602595552802086,
0.036340344697237015,
-0.0927678793668747,
-0.01395384594798088,
-0.03459858521819115,
0.14068222045898438,
0.02640627510845661,
-0.06203138083219528,
0.030394066125154495,
0.010524274781346321,
-0.031951140612363815,
-0.012297592125833035,
0.03376644849777222,
0.055786993354558945,
0.013386327773332596,
0.029152965173125267,
0.06282395124435425,
0.008585542440414429,
0.0467543751001358,
0.09786808490753174,
0.044432684779167175,
0.023204008117318153,
-0.018755322322249413,
0.06913670897483826,
0.005059333518147469,
0.001046948367729783,
0.0028304762672632933,
-0.02903844229876995,
-0.033460307866334915,
-0.04085971415042877,
0.005083140451461077,
0.048738911747932434,
-0.04364236071705818,
-0.04059731587767601,
-0.020801814272999763,
-0.14313530921936035,
-0.006046945694833994,
0.030091024935245514,
0.025690922513604164,
0.14781403541564941,
0.022271672263741493,
0.004751772619783878,
0.012418277561664581,
-0.0012393511133268476,
0.0041410732083022594,
0.041066188365221024,
0.026382723823189735,
0.06776276975870132,
0.033020634204149246,
0.009643735364079475,
0.005179012194275856,
0.02443452924489975,
-0.039319656789302826,
-0.07592137902975082,
0.007503117434680462,
-0.010538797825574875,
-0.08088339865207672,
0.015635598450899124,
0.05993359163403511,
1.968077294335969e-33,
-0.07568234950304031,
-0.003142719157040119,
-0.09394343942403793,
-0.06063331663608551,
-0.02802128531038761,
0.0012713558971881866,
0.10339560359716415,
0.07718095183372498,
-0.063177190721035,
0.021868271753191948,
0.04346993938088417,
-0.022610299289226532,
-0.05089181661605835,
-0.0004337353748269379,
0.043103739619255066,
-0.0032870194409042597,
-0.014163574203848839,
0.08979389071464539,
-0.0044434512965381145,
-0.14892064034938812,
-0.039272747933864594,
-0.030776986852288246,
-0.015958154574036598,
-0.07983019948005676,
0.03050108067691326,
-0.03796689957380295,
0.028676530346274376,
-0.09595057368278503,
0.05595586076378822,
0.023266006261110306,
-0.09706268459558487,
-0.040317654609680176,
0.04983627423644066,
0.06385550647974014,
0.03298964723944664,
0.01096722949296236,
0.09445080906152725,
-0.05286533385515213,
-0.04173674061894417,
0.0024662523064762354,
-0.024290690198540688,
0.04871978983283043,
-0.00748234149068594,
-0.10313079506158829,
-0.023692375048995018,
-0.06190517172217369,
0.03837766498327255,
-0.026664048433303833,
-0.04695432633161545,
-0.03585708141326904,
0.09025509655475616,
0.009699773043394089,
-0.009890321642160416,
-0.009642433375120163,
0.02338152937591076,
-0.039798907935619354,
0.06327608972787857,
0.038253068923950195,
0.08350127190351486,
0.12742237746715546,
0.03260993957519531,
0.035923298448324203,
-0.01984531432390213,
-0.10659314692020416,
0.04412180930376053,
0.05487124249339104,
-0.03142421320080757,
-0.022277051582932472,
0.03018631599843502,
-0.06217578426003456,
-0.01254886481910944,
-0.02458665892481804,
0.049545012414455414,
-0.09040039777755737,
0.014141933992505074,
0.022621896117925644,
0.024314451962709427,
-0.023865794762969017,
-0.03405740112066269,
-0.05637603625655174,
-0.05899371951818466,
0.021096032112836838,
0.016175193712115288,
0.04251987859606743,
-0.013872289098799229,
-0.0419807955622673,
0.06696629524230957,
0.0004899371415376663,
-0.07871214300394058,
0.026567012071609497,
-0.09113932400941849,
-0.046896640211343765,
0.04750772565603256,
-0.05514967069029808,
0.061921652406454086,
-1.6856304300753513e-33,
-0.04996402934193611,
-0.01634562760591507,
-0.020352685824036598,
0.0587632842361927,
-0.0010687635513022542,
-0.1285058706998825,
-0.047055259346961975,
-0.0930468812584877,
0.04119456186890602,
-0.013200935907661915,
0.04542434960603714,
-0.09322801977396011,
0.008488398045301437,
0.053226202726364136,
0.08938769996166229,
0.024072350934147835,
-0.06496509164571762,
0.05005185678601265,
-0.07827141880989075,
0.07491389662027359,
0.07933557033538818,
0.07754436880350113,
0.025477802380919456,
0.016398435458540916,
-0.02010081149637699,
0.0580342672765255,
-0.05006205290555954,
0.09524624049663544,
0.09404859691858292,
0.023310445249080658,
0.010722099803388119,
0.03109675645828247,
-0.017732972279191017,
-0.014800701290369034,
0.001423690584488213,
-0.00017071308684535325,
-0.015196645632386208,
0.08191560208797455,
-0.02501939982175827,
0.007069706916809082,
0.024662673473358154,
0.00327928620390594,
-0.05297626927495003,
-0.0370357483625412,
0.01782880164682865,
0.0135686956346035,
0.020991312339901924,
0.07338495552539825,
0.09263336658477783,
0.0329766608774662,
0.02417442761361599,
0.021087057888507843,
0.033347439020872116,
0.12194227427244186,
-0.030337171629071236,
-0.008384641259908676,
0.021694062277674675,
0.039570558816194534,
0.06313973665237427,
-0.03347652778029442,
-0.012986263260245323,
-0.06763714551925659,
0.07344713062047958,
0.005119592882692814,
0.013736924156546593,
-0.04640530049800873,
-0.015425562858581543,
-0.011864540167152882,
-0.060738977044820786,
0.027187442407011986,
-0.018822163343429565,
-0.026063330471515656,
-0.02032085508108139,
0.03807159513235092,
-0.04268787056207657,
0.03207271918654442,
0.04431087523698807,
0.060573138296604156,
-0.024481361731886864,
0.09365244209766388,
-0.013413513079285622,
0.100348562002182,
-0.0332074910402298,
0.027778279036283493,
0.06653071939945221,
-0.022473642602562904,
-0.00044726140913553536,
-0.02288942225277424,
-0.00811948161572218,
-0.027353011071681976,
-0.015808437019586563,
0.02273283340036869,
0.057697150856256485,
-0.041648607701063156,
-0.017999691888689995,
-4.801709607704652e-8,
-0.04429247975349426,
-0.08983729034662247,
-0.03942696377635002,
-0.05908358097076416,
0.022573942318558693,
-0.040042996406555176,
-0.029357172548770905,
-0.012831018306314945,
0.009557059966027737,
-0.07082401216030121,
0.08897841721773148,
0.059438541531562805,
-0.031401731073856354,
-0.03385872021317482,
-0.007116767577826977,
-0.008846075274050236,
-0.05946894362568855,
-0.06577437371015549,
0.0151624521240592,
0.004285561852157116,
-0.017217064276337624,
-0.02759200520813465,
0.011575674638152122,
0.016538480296730995,
-0.11532442271709442,
-0.007757880259305239,
0.027755843475461006,
-0.02516833133995533,
0.08484041690826416,
0.006722294259816408,
0.06929322332143784,
0.07253285497426987,
0.07783299684524536,
0.04425710439682007,
0.03691937401890755,
0.05364990234375,
-0.004251325037330389,
0.05224636197090149,
-0.05442892760038376,
0.05117088556289673,
0.08005436509847641,
0.0028566576074808836,
-0.04500036686658859,
-0.017277957871556282,
0.06527771800756454,
-0.05347279831767082,
0.03832612559199333,
0.10758811235427856,
-0.0661420002579689,
-0.04568200558423996,
-0.03709542378783226,
0.03577670082449913,
-0.12202106416225433,
-0.04181014746427536,
-0.0076701161451637745,
0.015616783872246742,
-0.0942809134721756,
-0.06911267340183258,
0.007235677447170019,
0.06957263499498367,
-0.010395186021924019,
0.0849674642086029,
-0.010781994089484215,
-0.0516318678855896
] | null | null | null | null | null | null | null |
[
-0.017317811027169228,
-0.06668917834758759,
-0.022861624136567116,
-0.00888276007026434,
-0.012091095559298992,
-0.03674749657511711,
0.011145798489451408,
-0.05952928960323334,
-0.04385595768690109,
0.0269590113312006,
-0.02689787559211254,
0.037423890084028244,
-0.0022095872554928064,
-0.014447246678173542,
-0.07140682637691498,
-0.00874313898384571,
0.05997848138213158,
-0.03263847902417183,
-0.003949576988816261,
0.046203676611185074,
-0.014464878477156162,
-0.006011504679918289,
-0.06513470411300659,
0.04376509040594101,
0.05683816969394684,
-0.04428165405988693,
0.07498497515916824,
-0.03898452967405319,
-0.042574506253004074,
0.05282846838235855,
0.07009971141815186,
0.003997618332505226,
0.10927493870258331,
0.008907265961170197,
0.05391561985015869,
0.07066722214221954,
-0.0029507859144359827,
-0.019855922088027,
-0.02061787247657776,
0.01948660798370838,
-0.08559505641460419,
0.029022375121712685,
-0.04124148190021515,
0.056866224855184555,
0.02854974754154682,
-0.05221918225288391,
-0.01837543025612831,
0.0037932167761027813,
0.01094353199005127,
-0.11754695326089859,
0.1432083547115326,
0.06646062433719635,
-0.02641921304166317,
-0.031385235488414764,
0.010789605788886547,
-0.09387084096670151,
-0.015106434002518654,
-0.03392017260193825,
-0.006880327593535185,
0.06786204874515533,
-0.007681473158299923,
-0.04158228635787964,
0.0012155264848843217,
-0.024897409602999687,
0.05965270474553108,
-0.006474491208791733,
0.016032952815294266,
0.029373979195952415,
0.023602595552802086,
0.036340344697237015,
-0.0927678793668747,
-0.01395384594798088,
-0.03459858521819115,
0.14068222045898438,
0.02640627510845661,
-0.06203138083219528,
0.030394066125154495,
0.010524274781346321,
-0.031951140612363815,
-0.012297592125833035,
0.03376644849777222,
0.055786993354558945,
0.013386327773332596,
0.029152965173125267,
0.06282395124435425,
0.008585542440414429,
0.0467543751001358,
0.09786808490753174,
0.044432684779167175,
0.023204008117318153,
-0.018755322322249413,
0.06913670897483826,
0.005059333518147469,
0.001046948367729783,
0.0028304762672632933,
-0.02903844229876995,
-0.033460307866334915,
-0.04085971415042877,
0.005083140451461077,
0.048738911747932434,
-0.04364236071705818,
-0.04059731587767601,
-0.020801814272999763,
-0.14313530921936035,
-0.006046945694833994,
0.030091024935245514,
0.025690922513604164,
0.14781403541564941,
0.022271672263741493,
0.004751772619783878,
0.012418277561664581,
-0.0012393511133268476,
0.0041410732083022594,
0.041066188365221024,
0.026382723823189735,
0.06776276975870132,
0.033020634204149246,
0.009643735364079475,
0.005179012194275856,
0.02443452924489975,
-0.039319656789302826,
-0.07592137902975082,
0.007503117434680462,
-0.010538797825574875,
-0.08088339865207672,
0.015635598450899124,
0.05993359163403511,
1.968077294335969e-33,
-0.07568234950304031,
-0.003142719157040119,
-0.09394343942403793,
-0.06063331663608551,
-0.02802128531038761,
0.0012713558971881866,
0.10339560359716415,
0.07718095183372498,
-0.063177190721035,
0.021868271753191948,
0.04346993938088417,
-0.022610299289226532,
-0.05089181661605835,
-0.0004337353748269379,
0.043103739619255066,
-0.0032870194409042597,
-0.014163574203848839,
0.08979389071464539,
-0.0044434512965381145,
-0.14892064034938812,
-0.039272747933864594,
-0.030776986852288246,
-0.015958154574036598,
-0.07983019948005676,
0.03050108067691326,
-0.03796689957380295,
0.028676530346274376,
-0.09595057368278503,
0.05595586076378822,
0.023266006261110306,
-0.09706268459558487,
-0.040317654609680176,
0.04983627423644066,
0.06385550647974014,
0.03298964723944664,
0.01096722949296236,
0.09445080906152725,
-0.05286533385515213,
-0.04173674061894417,
0.0024662523064762354,
-0.024290690198540688,
0.04871978983283043,
-0.00748234149068594,
-0.10313079506158829,
-0.023692375048995018,
-0.06190517172217369,
0.03837766498327255,
-0.026664048433303833,
-0.04695432633161545,
-0.03585708141326904,
0.09025509655475616,
0.009699773043394089,
-0.009890321642160416,
-0.009642433375120163,
0.02338152937591076,
-0.039798907935619354,
0.06327608972787857,
0.038253068923950195,
0.08350127190351486,
0.12742237746715546,
0.03260993957519531,
0.035923298448324203,
-0.01984531432390213,
-0.10659314692020416,
0.04412180930376053,
0.05487124249339104,
-0.03142421320080757,
-0.022277051582932472,
0.03018631599843502,
-0.06217578426003456,
-0.01254886481910944,
-0.02458665892481804,
0.049545012414455414,
-0.09040039777755737,
0.014141933992505074,
0.022621896117925644,
0.024314451962709427,
-0.023865794762969017,
-0.03405740112066269,
-0.05637603625655174,
-0.05899371951818466,
0.021096032112836838,
0.016175193712115288,
0.04251987859606743,
-0.013872289098799229,
-0.0419807955622673,
0.06696629524230957,
0.0004899371415376663,
-0.07871214300394058,
0.026567012071609497,
-0.09113932400941849,
-0.046896640211343765,
0.04750772565603256,
-0.05514967069029808,
0.061921652406454086,
-1.6856304300753513e-33,
-0.04996402934193611,
-0.01634562760591507,
-0.020352685824036598,
0.0587632842361927,
-0.0010687635513022542,
-0.1285058706998825,
-0.047055259346961975,
-0.0930468812584877,
0.04119456186890602,
-0.013200935907661915,
0.04542434960603714,
-0.09322801977396011,
0.008488398045301437,
0.053226202726364136,
0.08938769996166229,
0.024072350934147835,
-0.06496509164571762,
0.05005185678601265,
-0.07827141880989075,
0.07491389662027359,
0.07933557033538818,
0.07754436880350113,
0.025477802380919456,
0.016398435458540916,
-0.02010081149637699,
0.0580342672765255,
-0.05006205290555954,
0.09524624049663544,
0.09404859691858292,
0.023310445249080658,
0.010722099803388119,
0.03109675645828247,
-0.017732972279191017,
-0.014800701290369034,
0.001423690584488213,
-0.00017071308684535325,
-0.015196645632386208,
0.08191560208797455,
-0.02501939982175827,
0.007069706916809082,
0.024662673473358154,
0.00327928620390594,
-0.05297626927495003,
-0.0370357483625412,
0.01782880164682865,
0.0135686956346035,
0.020991312339901924,
0.07338495552539825,
0.09263336658477783,
0.0329766608774662,
0.02417442761361599,
0.021087057888507843,
0.033347439020872116,
0.12194227427244186,
-0.030337171629071236,
-0.008384641259908676,
0.021694062277674675,
0.039570558816194534,
0.06313973665237427,
-0.03347652778029442,
-0.012986263260245323,
-0.06763714551925659,
0.07344713062047958,
0.005119592882692814,
0.013736924156546593,
-0.04640530049800873,
-0.015425562858581543,
-0.011864540167152882,
-0.060738977044820786,
0.027187442407011986,
-0.018822163343429565,
-0.026063330471515656,
-0.02032085508108139,
0.03807159513235092,
-0.04268787056207657,
0.03207271918654442,
0.04431087523698807,
0.060573138296604156,
-0.024481361731886864,
0.09365244209766388,
-0.013413513079285622,
0.100348562002182,
-0.0332074910402298,
0.027778279036283493,
0.06653071939945221,
-0.022473642602562904,
-0.00044726140913553536,
-0.02288942225277424,
-0.00811948161572218,
-0.027353011071681976,
-0.015808437019586563,
0.02273283340036869,
0.057697150856256485,
-0.041648607701063156,
-0.017999691888689995,
-4.801709607704652e-8,
-0.04429247975349426,
-0.08983729034662247,
-0.03942696377635002,
-0.05908358097076416,
0.022573942318558693,
-0.040042996406555176,
-0.029357172548770905,
-0.012831018306314945,
0.009557059966027737,
-0.07082401216030121,
0.08897841721773148,
0.059438541531562805,
-0.031401731073856354,
-0.03385872021317482,
-0.007116767577826977,
-0.008846075274050236,
-0.05946894362568855,
-0.06577437371015549,
0.0151624521240592,
0.004285561852157116,
-0.017217064276337624,
-0.02759200520813465,
0.011575674638152122,
0.016538480296730995,
-0.11532442271709442,
-0.007757880259305239,
0.027755843475461006,
-0.02516833133995533,
0.08484041690826416,
0.006722294259816408,
0.06929322332143784,
0.07253285497426987,
0.07783299684524536,
0.04425710439682007,
0.03691937401890755,
0.05364990234375,
-0.004251325037330389,
0.05224636197090149,
-0.05442892760038376,
0.05117088556289673,
0.08005436509847641,
0.0028566576074808836,
-0.04500036686658859,
-0.017277957871556282,
0.06527771800756454,
-0.05347279831767082,
0.03832612559199333,
0.10758811235427856,
-0.0661420002579689,
-0.04568200558423996,
-0.03709542378783226,
0.03577670082449913,
-0.12202106416225433,
-0.04181014746427536,
-0.0076701161451637745,
0.015616783872246742,
-0.0942809134721756,
-0.06911267340183258,
0.007235677447170019,
0.06957263499498367,
-0.010395186021924019,
0.0849674642086029,
-0.010781994089484215,
-0.0516318678855896
] |
1401.4339
|
Abhishek Bichhawat
|
Abhishek Bichhawat, Vineet Rajani, Deepak Garg and Christian Hammer
|
Information Flow Control in WebKit's JavaScript Bytecode
| null | null | null | null |
cs.CR cs.PL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Websites today routinely combine JavaScript from multiple sources, both
trusted and untrusted. Hence, JavaScript security is of paramount importance. A
specific interesting problem is information flow control (IFC) for JavaScript.
In this paper, we develop, formalize and implement a dynamic IFC mechanism for
the JavaScript engine of a production Web browser (specifically, Safari's
WebKit engine). Our IFC mechanism works at the level of JavaScript bytecode and
hence leverages years of industrial effort on optimizing both the source to
bytecode compiler and the bytecode interpreter. We track both explicit and
implicit flows and observe only moderate overhead. Working with bytecode
results in new challenges including the extensive use of unstructured control
flow in bytecode (which complicates lowering of program context taints),
unstructured exceptions (which complicate the matter further) and the need to
make IFC analysis permissive. We explain how we address these challenges,
formally model the JavaScript bytecode semantics and our instrumentation, prove
the standard property of termination-insensitive non-interference, and present
experimental results on an optimized prototype.
|
[
{
"created": "Fri, 17 Jan 2014 13:38:08 GMT",
"version": "v1"
},
{
"created": "Tue, 21 Jan 2014 09:01:09 GMT",
"version": "v2"
}
] |
2014-01-22
|
[
[
"Bichhawat",
"Abhishek",
""
],
[
"Rajani",
"Vineet",
""
],
[
"Garg",
"Deepak",
""
],
[
"Hammer",
"Christian",
""
]
] |
[
-0.1409149169921875,
0.004012225195765495,
0.007969927042722702,
0.04322652891278267,
0.06830544024705887,
-0.0790320634841919,
0.015820393338799477,
-0.047932397574186325,
0.010263613425195217,
-0.05496742203831673,
-0.06090648099780083,
-0.042970187962055206,
-0.023196235299110413,
-0.029045814648270607,
-0.009194949641823769,
-0.023761268705129623,
0.04278203845024109,
0.044936757534742355,
-0.061515793204307556,
-0.017247065901756287,
0.021360453218221664,
-0.042662397027015686,
-0.00369788846001029,
0.02091006003320217,
-0.02723514847457409,
0.02652096189558506,
-0.018221575766801834,
-0.01793738827109337,
0.019743047654628754,
-0.06253216415643692,
0.0018343747360631824,
-0.052512455731630325,
-0.046316392719745636,
0.020103219896554947,
-0.03034745343029499,
0.04051109030842781,
0.018039429560303688,
-0.04046386852860451,
-0.03523321822285652,
0.004788774996995926,
-0.0867144837975502,
0.024513045325875282,
-0.033481888473033905,
0.09118063002824783,
-0.0660928264260292,
-0.03829830512404442,
-0.027739187702536583,
-0.008563531562685966,
-0.11148463934659958,
0.021890798583626747,
-0.045868609100580215,
0.010088522918522358,
-0.0508095920085907,
-0.035623956471681595,
-0.022197335958480835,
-0.07396068423986435,
-0.00502120703458786,
-0.0567055381834507,
0.009808998554944992,
0.14745137095451355,
-0.04702115058898926,
0.011147776618599892,
0.007133337669074535,
0.05246506258845329,
0.012131174094974995,
0.023118022829294205,
0.021896028891205788,
0.04014654830098152,
0.015090187080204487,
0.013813717290759087,
-0.04111840948462486,
0.007404732517898083,
-0.02493385039269924,
0.03936660662293434,
-0.03585710749030113,
-0.08481153845787048,
-0.043222133070230484,
0.02282150834798813,
-0.06332245469093323,
-0.012949989177286625,
-0.011757503263652325,
-0.09102556854486465,
0.009577671065926552,
0.09685882925987244,
0.028689540922641754,
0.03342015668749809,
0.00593516556546092,
0.067814901471138,
0.1045597568154335,
0.13503503799438477,
-0.05993150174617767,
-0.014204524457454681,
0.11834094673395157,
0.04300374910235405,
0.12581005692481995,
-0.0033803735859692097,
-0.009146582335233688,
-0.04702738672494888,
-0.0006875696126371622,
0.050050437450408936,
-0.01702217012643814,
0.007868360728025436,
0.015261591412127018,
-0.08395572006702423,
0.0752648264169693,
0.0193567406386137,
0.04043041169643402,
0.03399005904793739,
0.0931011214852333,
0.013452584855258465,
0.004128836560994387,
0.08335156738758087,
-0.01534215733408928,
-0.06891828775405884,
-0.020499197766184807,
-0.018171019852161407,
0.01881120167672634,
-0.018096985295414925,
0.055540524423122406,
0.048429545015096664,
0.09954661875963211,
0.1047244593501091,
0.039782389998435974,
-0.022224508225917816,
0.03563826531171799,
-0.07329932600259781,
-0.009213924407958984,
-2.8762964640404198e-34,
-0.006154400762170553,
-0.05658383667469025,
-0.06480434536933899,
0.02776540070772171,
-0.040011655539274216,
0.03474016487598419,
0.02667943201959133,
0.033181946724653244,
-0.11206347495317459,
-0.02802618406713009,
0.08693889528512955,
0.009393668733537197,
-0.024115372449159622,
-0.01205142680555582,
0.04645967856049538,
0.02312440052628517,
0.014795132912695408,
0.009497852995991707,
0.05469231680035591,
0.004486413206905127,
0.012958219274878502,
-0.030177738517522812,
-0.016641438007354736,
-0.0033848544117063284,
-0.02320404350757599,
0.0194062702357769,
-0.05746058374643326,
0.053854987025260925,
0.01791633665561676,
0.03094136342406273,
-0.034565649926662445,
-0.08390059322118759,
-0.005035502836108208,
0.049627598375082016,
0.03006739355623722,
-0.015845218673348427,
-0.044500771909952164,
-0.041808322072029114,
0.04909343644976616,
0.04963405430316925,
-0.025378813967108727,
-0.05047938972711563,
-0.09125543385744095,
-0.040719565004110336,
-0.01446329802274704,
-0.10553254187107086,
-0.10925990343093872,
-0.01838430017232895,
0.003587219398468733,
-0.04498613253235817,
0.008778496645390987,
0.0987757220864296,
0.08029136061668396,
0.0007177264196798205,
-0.006138132885098457,
-0.06017674133181572,
-0.020319169387221336,
0.020503278821706772,
-0.02678711526095867,
0.15011370182037354,
0.01614638790488243,
0.06667976081371307,
-0.054657187312841415,
-0.02563535049557686,
-0.06484536081552505,
-0.08649317920207977,
-0.010871563106775284,
0.021177485585212708,
-0.03807642310857773,
-0.06357880681753159,
-0.05920218676328659,
-0.029383566230535507,
0.06187018007040024,
0.0602341927587986,
-0.07190588861703873,
-0.017818942666053772,
-0.02151792123913765,
0.006661942228674889,
0.057103756815195084,
-0.10208417475223541,
0.07244616001844406,
0.024663055315613747,
0.10128425061702728,
0.07224108278751373,
0.005832207389175892,
-0.01877700164914131,
-0.05921659618616104,
0.005332169588655233,
-0.10496742278337479,
0.08722405135631561,
0.04162321612238884,
-0.02592013217508793,
0.005931244697421789,
-0.04894505441188812,
0.05861740931868553,
-3.278851943154701e-33,
-0.033549416810274124,
-0.0205515306442976,
-0.06672308593988419,
0.09404335916042328,
-0.08060040324926376,
-0.018744630739092827,
0.03354568034410477,
0.0070847515016794205,
0.014204164035618305,
-0.040041547268629074,
-0.0366385392844677,
0.04640478640794754,
0.025088336318731308,
-0.05171310901641846,
0.04021682217717171,
0.02802191488444805,
-0.0739634782075882,
-0.035401131957769394,
0.013685190118849277,
-0.004750975873321295,
0.08357367664575577,
0.031044499948620796,
0.009500049985945225,
-0.0267292819917202,
-0.04905736818909645,
0.0076393866911530495,
-0.07495879381895065,
0.03234114870429039,
-0.011974701657891273,
0.03713103383779526,
0.016195423901081085,
0.04347410053014755,
-0.0407789908349514,
-0.06429437547922134,
0.0665343627333641,
-0.09492185711860657,
0.024625243619084358,
0.06381841748952866,
0.006478891707956791,
0.024621276184916496,
0.05915967375040054,
-0.052111390978097916,
-0.031021492555737495,
-0.00019209738820791245,
0.019580332562327385,
0.07411211729049683,
-0.07850278913974762,
0.09253440052270889,
0.10982640087604523,
-0.07375170290470123,
-0.012352992780506611,
-0.020544523373246193,
0.01777779310941696,
-0.043828681111335754,
-0.06052689999341965,
-0.054253023117780685,
-0.015292225405573845,
-0.01960456743836403,
0.06521839648485184,
0.032160986214876175,
-0.0030984103213995695,
-0.10491520166397095,
0.024293813854455948,
-0.06442033499479294,
0.006644344422966242,
-0.024119405075907707,
-0.0396595373749733,
0.06064017117023468,
0.02668662555515766,
0.0022046025842428207,
0.07688821107149124,
-0.08849784731864929,
-0.03550581634044647,
-0.022058505564928055,
0.011469579301774502,
-0.0032685839105397463,
0.10000589489936829,
-0.10538740456104279,
0.01875770278275013,
0.10287002474069595,
0.055211156606674194,
0.175977423787117,
0.02147611603140831,
-0.0590238980948925,
0.05734918639063835,
-0.003468690440058708,
-0.061808571219444275,
-0.046292245388031006,
0.006568573415279388,
0.0012528873048722744,
-0.0029428317211568356,
0.11548461765050888,
-0.08035475015640259,
0.005143365357071161,
-0.03556320071220398,
-3.789304159340645e-8,
-0.015851138159632683,
-0.04507811367511749,
-0.0071400245651602745,
-0.017359359189867973,
0.007242708001285791,
0.029984980821609497,
-0.06189683824777603,
-0.02448333613574505,
0.04879895970225334,
-0.02653687633574009,
0.10441985726356506,
0.03528434783220291,
0.018150722607970238,
-0.03337281569838524,
-0.011657387018203735,
0.04213340952992439,
-0.038746610283851624,
-0.0004725900653284043,
-0.01631414145231247,
-0.038279853761196136,
-0.003189950482919812,
-0.01045419555157423,
-0.0024348439183086157,
0.02963901497423649,
-0.027635039761662483,
-0.03023461624979973,
0.052186887711286545,
0.05490792170166969,
0.046285927295684814,
0.03256373107433319,
-0.08331763744354248,
0.02506130374968052,
-0.022986311465501785,
0.007635132875293493,
-0.014672097750008106,
0.09253952652215958,
-0.03081907145678997,
-0.0349755696952343,
0.0009047212079167366,
-0.02863873541355133,
0.07706305384635925,
-0.0039053375367075205,
-0.03714296966791153,
0.04568350687623024,
0.0538751445710659,
-0.0002473099157214165,
-0.046083129942417145,
0.029285099357366562,
-0.022350309416651726,
-0.036112911999225616,
0.0068720667622983456,
-0.0014292008709162474,
-0.022913338616490364,
0.10346098989248276,
-0.053838636726140976,
-0.011927388608455658,
-0.03234892711043358,
-0.022248389199376106,
-0.02425791136920452,
0.07607850432395935,
-0.003965653944760561,
0.051657333970069885,
0.057138267904520035,
-0.02411443553864956
] | null | null | null | null | null | null | null |
[
-0.1409149169921875,
0.004012225195765495,
0.007969927042722702,
0.04322652891278267,
0.06830544024705887,
-0.0790320634841919,
0.015820393338799477,
-0.047932397574186325,
0.010263613425195217,
-0.05496742203831673,
-0.06090648099780083,
-0.042970187962055206,
-0.023196235299110413,
-0.029045814648270607,
-0.009194949641823769,
-0.023761268705129623,
0.04278203845024109,
0.044936757534742355,
-0.061515793204307556,
-0.017247065901756287,
0.021360453218221664,
-0.042662397027015686,
-0.00369788846001029,
0.02091006003320217,
-0.02723514847457409,
0.02652096189558506,
-0.018221575766801834,
-0.01793738827109337,
0.019743047654628754,
-0.06253216415643692,
0.0018343747360631824,
-0.052512455731630325,
-0.046316392719745636,
0.020103219896554947,
-0.03034745343029499,
0.04051109030842781,
0.018039429560303688,
-0.04046386852860451,
-0.03523321822285652,
0.004788774996995926,
-0.0867144837975502,
0.024513045325875282,
-0.033481888473033905,
0.09118063002824783,
-0.0660928264260292,
-0.03829830512404442,
-0.027739187702536583,
-0.008563531562685966,
-0.11148463934659958,
0.021890798583626747,
-0.045868609100580215,
0.010088522918522358,
-0.0508095920085907,
-0.035623956471681595,
-0.022197335958480835,
-0.07396068423986435,
-0.00502120703458786,
-0.0567055381834507,
0.009808998554944992,
0.14745137095451355,
-0.04702115058898926,
0.011147776618599892,
0.007133337669074535,
0.05246506258845329,
0.012131174094974995,
0.023118022829294205,
0.021896028891205788,
0.04014654830098152,
0.015090187080204487,
0.013813717290759087,
-0.04111840948462486,
0.007404732517898083,
-0.02493385039269924,
0.03936660662293434,
-0.03585710749030113,
-0.08481153845787048,
-0.043222133070230484,
0.02282150834798813,
-0.06332245469093323,
-0.012949989177286625,
-0.011757503263652325,
-0.09102556854486465,
0.009577671065926552,
0.09685882925987244,
0.028689540922641754,
0.03342015668749809,
0.00593516556546092,
0.067814901471138,
0.1045597568154335,
0.13503503799438477,
-0.05993150174617767,
-0.014204524457454681,
0.11834094673395157,
0.04300374910235405,
0.12581005692481995,
-0.0033803735859692097,
-0.009146582335233688,
-0.04702738672494888,
-0.0006875696126371622,
0.050050437450408936,
-0.01702217012643814,
0.007868360728025436,
0.015261591412127018,
-0.08395572006702423,
0.0752648264169693,
0.0193567406386137,
0.04043041169643402,
0.03399005904793739,
0.0931011214852333,
0.013452584855258465,
0.004128836560994387,
0.08335156738758087,
-0.01534215733408928,
-0.06891828775405884,
-0.020499197766184807,
-0.018171019852161407,
0.01881120167672634,
-0.018096985295414925,
0.055540524423122406,
0.048429545015096664,
0.09954661875963211,
0.1047244593501091,
0.039782389998435974,
-0.022224508225917816,
0.03563826531171799,
-0.07329932600259781,
-0.009213924407958984,
-2.8762964640404198e-34,
-0.006154400762170553,
-0.05658383667469025,
-0.06480434536933899,
0.02776540070772171,
-0.040011655539274216,
0.03474016487598419,
0.02667943201959133,
0.033181946724653244,
-0.11206347495317459,
-0.02802618406713009,
0.08693889528512955,
0.009393668733537197,
-0.024115372449159622,
-0.01205142680555582,
0.04645967856049538,
0.02312440052628517,
0.014795132912695408,
0.009497852995991707,
0.05469231680035591,
0.004486413206905127,
0.012958219274878502,
-0.030177738517522812,
-0.016641438007354736,
-0.0033848544117063284,
-0.02320404350757599,
0.0194062702357769,
-0.05746058374643326,
0.053854987025260925,
0.01791633665561676,
0.03094136342406273,
-0.034565649926662445,
-0.08390059322118759,
-0.005035502836108208,
0.049627598375082016,
0.03006739355623722,
-0.015845218673348427,
-0.044500771909952164,
-0.041808322072029114,
0.04909343644976616,
0.04963405430316925,
-0.025378813967108727,
-0.05047938972711563,
-0.09125543385744095,
-0.040719565004110336,
-0.01446329802274704,
-0.10553254187107086,
-0.10925990343093872,
-0.01838430017232895,
0.003587219398468733,
-0.04498613253235817,
0.008778496645390987,
0.0987757220864296,
0.08029136061668396,
0.0007177264196798205,
-0.006138132885098457,
-0.06017674133181572,
-0.020319169387221336,
0.020503278821706772,
-0.02678711526095867,
0.15011370182037354,
0.01614638790488243,
0.06667976081371307,
-0.054657187312841415,
-0.02563535049557686,
-0.06484536081552505,
-0.08649317920207977,
-0.010871563106775284,
0.021177485585212708,
-0.03807642310857773,
-0.06357880681753159,
-0.05920218676328659,
-0.029383566230535507,
0.06187018007040024,
0.0602341927587986,
-0.07190588861703873,
-0.017818942666053772,
-0.02151792123913765,
0.006661942228674889,
0.057103756815195084,
-0.10208417475223541,
0.07244616001844406,
0.024663055315613747,
0.10128425061702728,
0.07224108278751373,
0.005832207389175892,
-0.01877700164914131,
-0.05921659618616104,
0.005332169588655233,
-0.10496742278337479,
0.08722405135631561,
0.04162321612238884,
-0.02592013217508793,
0.005931244697421789,
-0.04894505441188812,
0.05861740931868553,
-3.278851943154701e-33,
-0.033549416810274124,
-0.0205515306442976,
-0.06672308593988419,
0.09404335916042328,
-0.08060040324926376,
-0.018744630739092827,
0.03354568034410477,
0.0070847515016794205,
0.014204164035618305,
-0.040041547268629074,
-0.0366385392844677,
0.04640478640794754,
0.025088336318731308,
-0.05171310901641846,
0.04021682217717171,
0.02802191488444805,
-0.0739634782075882,
-0.035401131957769394,
0.013685190118849277,
-0.004750975873321295,
0.08357367664575577,
0.031044499948620796,
0.009500049985945225,
-0.0267292819917202,
-0.04905736818909645,
0.0076393866911530495,
-0.07495879381895065,
0.03234114870429039,
-0.011974701657891273,
0.03713103383779526,
0.016195423901081085,
0.04347410053014755,
-0.0407789908349514,
-0.06429437547922134,
0.0665343627333641,
-0.09492185711860657,
0.024625243619084358,
0.06381841748952866,
0.006478891707956791,
0.024621276184916496,
0.05915967375040054,
-0.052111390978097916,
-0.031021492555737495,
-0.00019209738820791245,
0.019580332562327385,
0.07411211729049683,
-0.07850278913974762,
0.09253440052270889,
0.10982640087604523,
-0.07375170290470123,
-0.012352992780506611,
-0.020544523373246193,
0.01777779310941696,
-0.043828681111335754,
-0.06052689999341965,
-0.054253023117780685,
-0.015292225405573845,
-0.01960456743836403,
0.06521839648485184,
0.032160986214876175,
-0.0030984103213995695,
-0.10491520166397095,
0.024293813854455948,
-0.06442033499479294,
0.006644344422966242,
-0.024119405075907707,
-0.0396595373749733,
0.06064017117023468,
0.02668662555515766,
0.0022046025842428207,
0.07688821107149124,
-0.08849784731864929,
-0.03550581634044647,
-0.022058505564928055,
0.011469579301774502,
-0.0032685839105397463,
0.10000589489936829,
-0.10538740456104279,
0.01875770278275013,
0.10287002474069595,
0.055211156606674194,
0.175977423787117,
0.02147611603140831,
-0.0590238980948925,
0.05734918639063835,
-0.003468690440058708,
-0.061808571219444275,
-0.046292245388031006,
0.006568573415279388,
0.0012528873048722744,
-0.0029428317211568356,
0.11548461765050888,
-0.08035475015640259,
0.005143365357071161,
-0.03556320071220398,
-3.789304159340645e-8,
-0.015851138159632683,
-0.04507811367511749,
-0.0071400245651602745,
-0.017359359189867973,
0.007242708001285791,
0.029984980821609497,
-0.06189683824777603,
-0.02448333613574505,
0.04879895970225334,
-0.02653687633574009,
0.10441985726356506,
0.03528434783220291,
0.018150722607970238,
-0.03337281569838524,
-0.011657387018203735,
0.04213340952992439,
-0.038746610283851624,
-0.0004725900653284043,
-0.01631414145231247,
-0.038279853761196136,
-0.003189950482919812,
-0.01045419555157423,
-0.0024348439183086157,
0.02963901497423649,
-0.027635039761662483,
-0.03023461624979973,
0.052186887711286545,
0.05490792170166969,
0.046285927295684814,
0.03256373107433319,
-0.08331763744354248,
0.02506130374968052,
-0.022986311465501785,
0.007635132875293493,
-0.014672097750008106,
0.09253952652215958,
-0.03081907145678997,
-0.0349755696952343,
0.0009047212079167366,
-0.02863873541355133,
0.07706305384635925,
-0.0039053375367075205,
-0.03714296966791153,
0.04568350687623024,
0.0538751445710659,
-0.0002473099157214165,
-0.046083129942417145,
0.029285099357366562,
-0.022350309416651726,
-0.036112911999225616,
0.0068720667622983456,
-0.0014292008709162474,
-0.022913338616490364,
0.10346098989248276,
-0.053838636726140976,
-0.011927388608455658,
-0.03234892711043358,
-0.022248389199376106,
-0.02425791136920452,
0.07607850432395935,
-0.003965653944760561,
0.051657333970069885,
0.057138267904520035,
-0.02411443553864956
] |
1401.4349
|
Simon Huisman R.
|
S.R. Huisman, T.J. Huisman, S.A. Goorden, A.P. Mosk, and P.W.H. Pinkse
|
Programming balanced optical beam splitters in white paint
| null |
Optics Express, Vol. 22 Issue 7, pp.8320-8332 (2014)
|
10.1364/OE.22.008320
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Wavefront shaping allows for ultimate control of light propagation in
multiple-scattering media by adaptive manipulation of incident waves. We shine
two separate wavefront-shaped beams on a layer of dry white paint to create two
enhanced output speckle spots of equal intensity. We experimentally confirm by
interference measurements that the output speckle spots are almost correlated
like the two outputs of an ideal balanced beam splitter. The observed
deviations from the phase behavior of an ideal beam splitter are analyzed with
a transmission matrix model. Our experiments demonstrate that wavefront shaping
in multiple-scattering media can be used to approximate the functionality of
linear optical devices with multiple inputs and outputs.
|
[
{
"created": "Fri, 17 Jan 2014 14:06:27 GMT",
"version": "v1"
}
] |
2014-08-11
|
[
[
"Huisman",
"S. R.",
""
],
[
"Huisman",
"T. J.",
""
],
[
"Goorden",
"S. A.",
""
],
[
"Mosk",
"A. P.",
""
],
[
"Pinkse",
"P. W. H.",
""
]
] |
[
0.08596295863389969,
-0.1142580434679985,
0.010811754502356052,
-0.03991715610027313,
-0.0015011067735031247,
-0.020135929808020592,
-0.011190569028258324,
-0.08165843784809113,
-0.04853188619017601,
0.0034377381671220064,
-0.04971575736999512,
0.07470443844795227,
-0.0334586426615715,
-0.032755687832832336,
0.003738305065780878,
0.06237853690981865,
0.018303869292140007,
0.003059844020754099,
-0.023388292640447617,
-0.026409512385725975,
0.10689908266067505,
-0.09316086024045944,
-0.06597825139760971,
-0.04478529840707779,
0.002579096471890807,
-0.0021669515408575535,
0.026926223188638687,
-0.050891365855932236,
-0.01813257858157158,
-0.007692062761634588,
0.06259555369615555,
0.03307802602648735,
0.01087209116667509,
0.014546453952789307,
-0.10387934744358063,
-0.14846999943256378,
0.02549459971487522,
-0.0038942729588598013,
0.019962482154369354,
0.06827579438686371,
0.05357662960886955,
-0.00016908464021980762,
-0.055800288915634155,
-0.052252985537052155,
-0.04069250449538231,
-0.03285429626703262,
0.07067734003067017,
-0.02662702091038227,
0.017581164836883545,
-0.028178224340081215,
0.033246252685785294,
0.010225211270153522,
-0.04899756237864494,
0.029177017509937286,
0.030730299651622772,
0.027092477306723595,
-0.01848379708826542,
0.0273196529597044,
-0.012230721302330494,
0.008607686497271061,
-0.041860952973365784,
0.08446784317493439,
0.030308794230222702,
-0.04065055027604103,
0.14806979894638062,
-0.016636792570352554,
-0.05734878405928612,
0.08429102599620819,
-0.02010147087275982,
-0.04512181133031845,
-0.051219310611486435,
0.04762328788638115,
0.05489921197295189,
-0.0034202842507511377,
0.04224351420998573,
0.016765965148806572,
0.016908535733819008,
0.07758548855781555,
-0.042442675679922104,
0.050636108964681625,
0.021388204768300056,
-0.06545011699199677,
-0.04690343514084816,
0.0071344561874866486,
-0.008877393789589405,
-0.0033495898824185133,
-0.06299671530723572,
0.059591375291347504,
0.015658332034945488,
-0.014368043281137943,
-0.06882525235414505,
-0.08725444972515106,
-0.01279758382588625,
-0.018070349469780922,
0.00176443241070956,
-0.09111863374710083,
-0.0381222739815712,
-0.11444296687841415,
0.09688553959131241,
-0.01684102788567543,
0.038860760629177094,
-0.09988745301961899,
0.0741712749004364,
0.0006144741782918572,
0.009134002961218357,
-0.02706027403473854,
0.0021544217597693205,
0.1266612708568573,
-0.04724539816379547,
0.005333681590855122,
0.06972890347242355,
-0.004318864084780216,
0.0014657527208328247,
0.004718805197626352,
-0.02395530417561531,
-0.012034757994115353,
-0.027218477800488472,
0.044561717659235,
0.056639667600393295,
-0.05945795401930809,
0.055618077516555786,
-0.03435009717941284,
0.034725371748209,
0.07024578750133514,
0.0703897699713707,
-0.015227394178509712,
-0.0509704165160656,
1.4968533841729846e-33,
-0.0002033426280831918,
0.0681409239768982,
-0.04798535630106926,
-0.021216733381152153,
0.002856501145288348,
-0.02419114299118519,
0.0569724515080452,
0.0038211189676076174,
0.009162354283034801,
-0.021789079532027245,
0.09415081143379211,
0.0364016629755497,
0.02099146507680416,
0.04887126386165619,
0.0609966479241848,
0.011227515526115894,
0.07572609186172485,
0.033243417739868164,
-0.002967091044411063,
0.06934992969036102,
0.013221743516623974,
0.011835356242954731,
-0.07235335558652878,
-0.07268904149532318,
-0.074559785425663,
0.0062465728260576725,
-0.012552146799862385,
-0.007753036916255951,
-0.013353214599192142,
0.011955725029110909,
0.018460599705576897,
0.0860365778207779,
0.1276814490556717,
0.011934398673474789,
0.0406540147960186,
-0.029769182205200195,
-0.062136102467775345,
0.012787729501724243,
0.036087069660425186,
0.007546992972493172,
-0.05470412224531174,
0.01943068392574787,
0.03829413279891014,
0.06067816913127899,
0.015253341756761074,
-0.0798119530081749,
-0.09755708277225494,
0.06323367357254028,
-0.02524874359369278,
0.025048715993762016,
-0.024178748950362206,
-0.054706305265426636,
0.022151535376906395,
-0.025484824553132057,
0.056256555020809174,
-0.019202375784516335,
-0.03988576680421829,
-0.05131741613149643,
0.036406248807907104,
-0.05366865172982216,
-0.012878043577075005,
-0.04305635020136833,
-0.08333602547645569,
-0.0017299369210377336,
-0.022374428808689117,
-0.005176817998290062,
0.015085401944816113,
0.026545846834778786,
-0.07546466588973999,
0.08799908310174942,
-0.014019018039107323,
0.012440972030162811,
-0.010050766170024872,
-0.01940550096333027,
0.006657421123236418,
-0.010912417434155941,
0.04154260829091072,
0.07657855749130249,
-0.03556365147233009,
0.013360140845179558,
-0.06983853131532669,
0.10456591099500656,
-0.047517962753772736,
-0.03624569997191429,
-0.02620774321258068,
0.13731546700000763,
-0.03743300959467888,
-0.011726951226592064,
-0.17417357861995697,
-0.10348876565694809,
0.033951837569475174,
0.02813693694770336,
0.059231214225292206,
-0.016464797779917717,
-0.024602839723229408,
-2.1537236681743098e-33,
0.034808721393346786,
0.06242002546787262,
-0.06130460277199745,
-0.027215125039219856,
0.08121030032634735,
0.027444468811154366,
0.08310793340206146,
-0.026812970638275146,
-0.006081586237996817,
0.0363498330116272,
0.03159628435969353,
0.04476862773299217,
-0.11647336930036545,
-0.0005859010270796716,
-0.09598401188850403,
-0.035424310714006424,
0.07825478166341782,
0.04057855159044266,
0.013593464158475399,
-0.11309383809566498,
0.07758386433124542,
-0.0036291158758103848,
0.12110751867294312,
0.019111953675746918,
-0.040227390825748444,
-0.0666283369064331,
0.027511227875947952,
0.011425944976508617,
-0.040400180965662,
-0.0053634969517588615,
-0.0639212504029274,
-0.0631803423166275,
0.09403853118419647,
-0.025617364794015884,
-0.017137987539172173,
0.010453538037836552,
0.0033806904684752226,
-0.02554858848452568,
-0.003984945826232433,
-0.003364185569807887,
-0.06811687350273132,
-0.03398585692048073,
0.004290777258574963,
-0.003326111240312457,
-0.037463925778865814,
0.023490794003009796,
-0.012273226864635944,
0.03141898289322853,
-0.02892192266881466,
-0.007300377357751131,
-0.02004503272473812,
0.007492084056138992,
0.014779781922698021,
-0.05061797425150871,
-0.023075703531503677,
-0.042962126433849335,
0.018065903335809708,
0.025903457775712013,
0.05441361293196678,
0.04755433276295662,
-0.06783846765756607,
0.05208273604512215,
-0.002371279988437891,
-0.04271280765533447,
0.059908561408519745,
0.03904644399881363,
0.0017308241222053766,
-0.03578311577439308,
0.029506336897611618,
0.06188244745135307,
0.017819136381149292,
0.013485202565789223,
0.09854180365800858,
0.028974181041121483,
0.09769328683614731,
-0.005901545286178589,
-0.09337898343801498,
-0.02991589531302452,
-0.05757319554686546,
0.12891721725463867,
-0.056596539914608,
-0.04658032953739166,
0.019446108490228653,
0.03840365633368492,
-0.031549032777547836,
0.02701437845826149,
-0.026945797726511955,
-0.02528667077422142,
0.0034184297546744347,
0.0020525637082755566,
0.05160680413246155,
0.04539525508880615,
0.07583437860012054,
-0.1141764223575592,
0.0030103859025985003,
-4.191180380530568e-8,
0.01403091661632061,
0.008333439938724041,
-0.07319189608097076,
-0.03247161954641342,
-0.05035519599914551,
-0.04581209644675255,
-0.005587402731180191,
0.016867194324731827,
0.014265727251768112,
-0.11330007016658783,
-0.027161352336406708,
-0.051359571516513824,
-0.0088994475081563,
0.004296459257602692,
0.04885372146964073,
-0.03843144327402115,
0.023424586281180382,
-0.03162770718336105,
-0.043881189078092575,
-0.048109713941812515,
-0.04852909594774246,
0.011742854490876198,
0.011571676470339298,
0.030106691643595695,
-0.04331381246447563,
0.0077739981934428215,
0.024247558787465096,
0.017468908801674843,
-0.023959048092365265,
0.016159219667315483,
-0.03143293410539627,
-0.011496374383568764,
-0.04114577919244766,
0.09569737315177917,
-0.012341898865997791,
-0.010482264682650566,
-0.03166641294956207,
0.02917509526014328,
-0.04003424942493439,
0.0625632107257843,
-0.0009895353578031063,
0.03244929388165474,
0.053550031036138535,
0.07051867991685867,
0.1112116202712059,
0.09241586923599243,
0.09231362491846085,
0.011953948996961117,
-0.055836424231529236,
-0.05983586236834526,
0.044798970222473145,
0.1074523776769638,
-0.041336894035339355,
-0.013201486319303513,
0.04895935207605362,
-0.08352620154619217,
0.035636965185403824,
-0.03374196216464043,
0.00846907403320074,
-0.008340694010257721,
0.0105302594602108,
0.07087710499763489,
0.017224417999386787,
0.08669345825910568
] | null | null | null | null | null | null | null |
[
0.08596295863389969,
-0.1142580434679985,
0.010811754502356052,
-0.03991715610027313,
-0.0015011067735031247,
-0.020135929808020592,
-0.011190569028258324,
-0.08165843784809113,
-0.04853188619017601,
0.0034377381671220064,
-0.04971575736999512,
0.07470443844795227,
-0.0334586426615715,
-0.032755687832832336,
0.003738305065780878,
0.06237853690981865,
0.018303869292140007,
0.003059844020754099,
-0.023388292640447617,
-0.026409512385725975,
0.10689908266067505,
-0.09316086024045944,
-0.06597825139760971,
-0.04478529840707779,
0.002579096471890807,
-0.0021669515408575535,
0.026926223188638687,
-0.050891365855932236,
-0.01813257858157158,
-0.007692062761634588,
0.06259555369615555,
0.03307802602648735,
0.01087209116667509,
0.014546453952789307,
-0.10387934744358063,
-0.14846999943256378,
0.02549459971487522,
-0.0038942729588598013,
0.019962482154369354,
0.06827579438686371,
0.05357662960886955,
-0.00016908464021980762,
-0.055800288915634155,
-0.052252985537052155,
-0.04069250449538231,
-0.03285429626703262,
0.07067734003067017,
-0.02662702091038227,
0.017581164836883545,
-0.028178224340081215,
0.033246252685785294,
0.010225211270153522,
-0.04899756237864494,
0.029177017509937286,
0.030730299651622772,
0.027092477306723595,
-0.01848379708826542,
0.0273196529597044,
-0.012230721302330494,
0.008607686497271061,
-0.041860952973365784,
0.08446784317493439,
0.030308794230222702,
-0.04065055027604103,
0.14806979894638062,
-0.016636792570352554,
-0.05734878405928612,
0.08429102599620819,
-0.02010147087275982,
-0.04512181133031845,
-0.051219310611486435,
0.04762328788638115,
0.05489921197295189,
-0.0034202842507511377,
0.04224351420998573,
0.016765965148806572,
0.016908535733819008,
0.07758548855781555,
-0.042442675679922104,
0.050636108964681625,
0.021388204768300056,
-0.06545011699199677,
-0.04690343514084816,
0.0071344561874866486,
-0.008877393789589405,
-0.0033495898824185133,
-0.06299671530723572,
0.059591375291347504,
0.015658332034945488,
-0.014368043281137943,
-0.06882525235414505,
-0.08725444972515106,
-0.01279758382588625,
-0.018070349469780922,
0.00176443241070956,
-0.09111863374710083,
-0.0381222739815712,
-0.11444296687841415,
0.09688553959131241,
-0.01684102788567543,
0.038860760629177094,
-0.09988745301961899,
0.0741712749004364,
0.0006144741782918572,
0.009134002961218357,
-0.02706027403473854,
0.0021544217597693205,
0.1266612708568573,
-0.04724539816379547,
0.005333681590855122,
0.06972890347242355,
-0.004318864084780216,
0.0014657527208328247,
0.004718805197626352,
-0.02395530417561531,
-0.012034757994115353,
-0.027218477800488472,
0.044561717659235,
0.056639667600393295,
-0.05945795401930809,
0.055618077516555786,
-0.03435009717941284,
0.034725371748209,
0.07024578750133514,
0.0703897699713707,
-0.015227394178509712,
-0.0509704165160656,
1.4968533841729846e-33,
-0.0002033426280831918,
0.0681409239768982,
-0.04798535630106926,
-0.021216733381152153,
0.002856501145288348,
-0.02419114299118519,
0.0569724515080452,
0.0038211189676076174,
0.009162354283034801,
-0.021789079532027245,
0.09415081143379211,
0.0364016629755497,
0.02099146507680416,
0.04887126386165619,
0.0609966479241848,
0.011227515526115894,
0.07572609186172485,
0.033243417739868164,
-0.002967091044411063,
0.06934992969036102,
0.013221743516623974,
0.011835356242954731,
-0.07235335558652878,
-0.07268904149532318,
-0.074559785425663,
0.0062465728260576725,
-0.012552146799862385,
-0.007753036916255951,
-0.013353214599192142,
0.011955725029110909,
0.018460599705576897,
0.0860365778207779,
0.1276814490556717,
0.011934398673474789,
0.0406540147960186,
-0.029769182205200195,
-0.062136102467775345,
0.012787729501724243,
0.036087069660425186,
0.007546992972493172,
-0.05470412224531174,
0.01943068392574787,
0.03829413279891014,
0.06067816913127899,
0.015253341756761074,
-0.0798119530081749,
-0.09755708277225494,
0.06323367357254028,
-0.02524874359369278,
0.025048715993762016,
-0.024178748950362206,
-0.054706305265426636,
0.022151535376906395,
-0.025484824553132057,
0.056256555020809174,
-0.019202375784516335,
-0.03988576680421829,
-0.05131741613149643,
0.036406248807907104,
-0.05366865172982216,
-0.012878043577075005,
-0.04305635020136833,
-0.08333602547645569,
-0.0017299369210377336,
-0.022374428808689117,
-0.005176817998290062,
0.015085401944816113,
0.026545846834778786,
-0.07546466588973999,
0.08799908310174942,
-0.014019018039107323,
0.012440972030162811,
-0.010050766170024872,
-0.01940550096333027,
0.006657421123236418,
-0.010912417434155941,
0.04154260829091072,
0.07657855749130249,
-0.03556365147233009,
0.013360140845179558,
-0.06983853131532669,
0.10456591099500656,
-0.047517962753772736,
-0.03624569997191429,
-0.02620774321258068,
0.13731546700000763,
-0.03743300959467888,
-0.011726951226592064,
-0.17417357861995697,
-0.10348876565694809,
0.033951837569475174,
0.02813693694770336,
0.059231214225292206,
-0.016464797779917717,
-0.024602839723229408,
-2.1537236681743098e-33,
0.034808721393346786,
0.06242002546787262,
-0.06130460277199745,
-0.027215125039219856,
0.08121030032634735,
0.027444468811154366,
0.08310793340206146,
-0.026812970638275146,
-0.006081586237996817,
0.0363498330116272,
0.03159628435969353,
0.04476862773299217,
-0.11647336930036545,
-0.0005859010270796716,
-0.09598401188850403,
-0.035424310714006424,
0.07825478166341782,
0.04057855159044266,
0.013593464158475399,
-0.11309383809566498,
0.07758386433124542,
-0.0036291158758103848,
0.12110751867294312,
0.019111953675746918,
-0.040227390825748444,
-0.0666283369064331,
0.027511227875947952,
0.011425944976508617,
-0.040400180965662,
-0.0053634969517588615,
-0.0639212504029274,
-0.0631803423166275,
0.09403853118419647,
-0.025617364794015884,
-0.017137987539172173,
0.010453538037836552,
0.0033806904684752226,
-0.02554858848452568,
-0.003984945826232433,
-0.003364185569807887,
-0.06811687350273132,
-0.03398585692048073,
0.004290777258574963,
-0.003326111240312457,
-0.037463925778865814,
0.023490794003009796,
-0.012273226864635944,
0.03141898289322853,
-0.02892192266881466,
-0.007300377357751131,
-0.02004503272473812,
0.007492084056138992,
0.014779781922698021,
-0.05061797425150871,
-0.023075703531503677,
-0.042962126433849335,
0.018065903335809708,
0.025903457775712013,
0.05441361293196678,
0.04755433276295662,
-0.06783846765756607,
0.05208273604512215,
-0.002371279988437891,
-0.04271280765533447,
0.059908561408519745,
0.03904644399881363,
0.0017308241222053766,
-0.03578311577439308,
0.029506336897611618,
0.06188244745135307,
0.017819136381149292,
0.013485202565789223,
0.09854180365800858,
0.028974181041121483,
0.09769328683614731,
-0.005901545286178589,
-0.09337898343801498,
-0.02991589531302452,
-0.05757319554686546,
0.12891721725463867,
-0.056596539914608,
-0.04658032953739166,
0.019446108490228653,
0.03840365633368492,
-0.031549032777547836,
0.02701437845826149,
-0.026945797726511955,
-0.02528667077422142,
0.0034184297546744347,
0.0020525637082755566,
0.05160680413246155,
0.04539525508880615,
0.07583437860012054,
-0.1141764223575592,
0.0030103859025985003,
-4.191180380530568e-8,
0.01403091661632061,
0.008333439938724041,
-0.07319189608097076,
-0.03247161954641342,
-0.05035519599914551,
-0.04581209644675255,
-0.005587402731180191,
0.016867194324731827,
0.014265727251768112,
-0.11330007016658783,
-0.027161352336406708,
-0.051359571516513824,
-0.0088994475081563,
0.004296459257602692,
0.04885372146964073,
-0.03843144327402115,
0.023424586281180382,
-0.03162770718336105,
-0.043881189078092575,
-0.048109713941812515,
-0.04852909594774246,
0.011742854490876198,
0.011571676470339298,
0.030106691643595695,
-0.04331381246447563,
0.0077739981934428215,
0.024247558787465096,
0.017468908801674843,
-0.023959048092365265,
0.016159219667315483,
-0.03143293410539627,
-0.011496374383568764,
-0.04114577919244766,
0.09569737315177917,
-0.012341898865997791,
-0.010482264682650566,
-0.03166641294956207,
0.02917509526014328,
-0.04003424942493439,
0.0625632107257843,
-0.0009895353578031063,
0.03244929388165474,
0.053550031036138535,
0.07051867991685867,
0.1112116202712059,
0.09241586923599243,
0.09231362491846085,
0.011953948996961117,
-0.055836424231529236,
-0.05983586236834526,
0.044798970222473145,
0.1074523776769638,
-0.041336894035339355,
-0.013201486319303513,
0.04895935207605362,
-0.08352620154619217,
0.035636965185403824,
-0.03374196216464043,
0.00846907403320074,
-0.008340694010257721,
0.0105302594602108,
0.07087710499763489,
0.017224417999386787,
0.08669345825910568
] |
1401.4350
|
Lorenzo Rovigatti
|
Lorenzo Rovigatti, Petr \v{S}ulc, Istv\'an Z. Reguly, Flavio Romano
|
A comparison between parallelization approaches in molecular dynamics
simulations on GPUs
|
10 pages, 6 figures
| null | null | null |
physics.comp-ph cond-mat.soft
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We test the performances of two different approaches to the computation of
forces for molecular dynamics simulations on Graphics Processing Units. A
"vertex-based" approach, where a computing thread is started per particle, is
compared to a newly proposed "edge-based" approach, where a thread is started
per each potentially non-zero interaction. We find that the former is more
efficient for systems with many simple interactions per particle, while the
latter is more efficient if the system has more complicated interactions or
fewer of them. By comparing computation times on more and less recent GPU
technology, we predict that, if the current trend of increasing the number of
processing cores - as opposed to their computing power - remains, the
"edge-based" approach will gradually become the most efficient choice in an
increasing number of cases.
|
[
{
"created": "Fri, 17 Jan 2014 14:06:46 GMT",
"version": "v1"
},
{
"created": "Tue, 30 Sep 2014 09:24:32 GMT",
"version": "v2"
}
] |
2014-10-01
|
[
[
"Rovigatti",
"Lorenzo",
""
],
[
"Šulc",
"Petr",
""
],
[
"Reguly",
"István Z.",
""
],
[
"Romano",
"Flavio",
""
]
] |
[
-0.052872881293296814,
-0.05735969543457031,
-0.022020764648914337,
0.029208863154053688,
-0.020458346232771873,
-0.11671780049800873,
-0.09880159050226212,
0.015477918088436127,
0.05655158311128616,
0.013609519228339195,
-0.07684456557035446,
-0.011938516050577164,
-0.07083577662706375,
0.028290672227740288,
-0.019835446029901505,
-0.00885106436908245,
0.03975104168057442,
0.01655217446386814,
-0.05095857381820679,
-0.0019341845763847232,
-0.09554100036621094,
-0.061321210116147995,
-0.012509195134043694,
-0.02439086325466633,
0.04568176716566086,
0.048886071890592575,
0.007785860449075699,
-0.003831657115370035,
0.04265369102358818,
0.0006116321892477572,
0.06757150590419769,
-0.027878107503056526,
-0.027888406068086624,
0.026682816445827484,
-0.030353127047419548,
-0.003426036098971963,
-0.02960268408060074,
-0.0004399819590616971,
-0.07330939173698425,
-0.0027280014473944902,
-0.0572822131216526,
0.0322820320725441,
-0.0074087223038077354,
0.03851499781012535,
0.0994378924369812,
-0.027547691017389297,
-0.0005871549365110695,
0.027667734771966934,
0.03939557820558548,
-0.02836858667433262,
-0.04420905560255051,
-0.052272941917181015,
-0.050810206681489944,
-0.056318558752536774,
-0.013817168772220612,
0.0024983303155750036,
0.05281846225261688,
-0.0819895789027214,
0.01799040660262108,
0.011103907600045204,
0.04618615657091141,
-0.026084229350090027,
-0.0032120980322360992,
0.07166506350040436,
0.023627854883670807,
0.018437301740050316,
0.15804556012153625,
0.004048455972224474,
0.06683489680290222,
0.012661272659897804,
0.011366160586476326,
0.07642792165279388,
-0.09952706843614578,
-0.009189506061375141,
0.031214870512485504,
-0.023523909971117973,
-0.03328706696629524,
0.00641903979703784,
0.012994673103094101,
0.010373588651418686,
0.04047921672463417,
0.0009329949389211833,
0.01840774528682232,
0.0043208058923482895,
-0.028318867087364197,
0.01796787604689598,
-0.04954027011990547,
0.05332501605153084,
0.04387734457850456,
-0.015129893086850643,
0.0043643261305987835,
0.025654565542936325,
-0.018950944766402245,
-0.026356376707553864,
0.028498753905296326,
-0.008213014341890812,
0.04290072247385979,
-0.01952286623418331,
-0.039141759276390076,
0.02767113782465458,
-0.025177408009767532,
-0.06455514580011368,
0.029082586988806725,
0.03726651892066002,
0.04850427061319351,
0.06277483701705933,
0.037481363862752914,
0.07032083719968796,
-0.04340946301817894,
0.005861259531229734,
0.04955185577273369,
0.07942469418048859,
0.0009670574800111353,
0.05922491103410721,
-0.014671976678073406,
-0.02433089353144169,
0.05627762898802757,
-0.03912331163883209,
0.07510733604431152,
0.15055252611637115,
-0.05855793133378029,
-0.011859865859150887,
-0.08687365800142288,
-0.005224720574915409,
-0.004178136121481657,
-0.027600033208727837,
-0.11838048696517944,
-1.224453782369532e-33,
0.07538046687841415,
0.00622064433991909,
0.08730372041463852,
-0.021180083975195885,
0.008906461298465729,
-0.0031789301428943872,
-0.02972032129764557,
-0.07670478522777557,
-0.00527793075889349,
0.05401993915438652,
-0.09168831259012222,
0.038640111684799194,
0.03000125288963318,
0.0266594085842371,
0.04648931697010994,
-0.017670098692178726,
0.012111188843846321,
0.010837535373866558,
-0.027231285348534584,
0.002680968726053834,
0.009828216396272182,
0.005858565680682659,
-0.02155807800590992,
-0.021468469873070717,
-0.05173259228467941,
0.09820065647363663,
-0.05439852923154831,
-0.005668479949235916,
0.02367261052131653,
-0.0006073268014006317,
-0.031679995357990265,
0.014064817689359188,
-0.08740732818841934,
0.0866873487830162,
-0.0035793131683021784,
0.03290891647338867,
0.00573375541716814,
-0.11047082394361496,
0.06919507682323456,
-0.05308618023991585,
-0.050654035061597824,
0.05618610978126526,
0.039451174437999725,
-0.0902903750538826,
-0.06371565908193588,
0.03919273987412453,
0.023525908589363098,
-0.00198031822219491,
-0.09120789915323257,
0.014093748293817043,
0.012687440030276775,
0.048436302691698074,
0.03828934207558632,
0.013524259440600872,
0.07603587955236435,
-0.0542246550321579,
0.0782240778207779,
0.009348304010927677,
0.013525279238820076,
0.11279280483722687,
-0.03986663743853569,
-0.01028431300073862,
-0.07937531173229218,
0.02825656719505787,
-0.03688690438866615,
0.03884291276335716,
-0.09328804165124893,
0.06731683015823364,
0.008329241536557674,
0.04960717633366585,
-0.10471462458372116,
0.06243463605642319,
-0.006081265397369862,
-0.055658649653196335,
0.08953247219324112,
0.03387762978672981,
-0.004987502470612526,
-0.09232868999242783,
-0.05411851406097412,
0.04547746852040291,
-0.04520280659198761,
-0.011176856234669685,
-0.025573117658495903,
-0.05341000482439995,
-0.031543221324682236,
-0.07542525976896286,
-0.026612164452672005,
0.01883595995604992,
-0.036147791892290115,
-0.054873473942279816,
-0.046783749014139175,
-0.06872457265853882,
0.1174853965640068,
-0.001804294646717608,
-0.020951207727193832,
-2.0685704900587586e-33,
-0.08827059715986252,
-0.04118625074625015,
0.015567918308079243,
0.13201379776000977,
0.048206303268671036,
-0.0021493190433830023,
0.0005945831071585417,
-0.11597663164138794,
0.020339205861091614,
-0.05129005014896393,
0.016915077343583107,
0.048445332795381546,
0.0009072836255654693,
0.059593722224235535,
0.09908399730920792,
-0.015186534263193607,
-0.05841624364256859,
-0.05750417709350586,
0.003501801285892725,
-0.02900095470249653,
-0.012505188584327698,
0.03795151039958,
0.025821557268500328,
-0.0721948891878128,
0.04302553832530975,
-0.0029380570631474257,
-0.02194371446967125,
-0.08860062807798386,
0.02572537027299404,
0.030043989419937134,
-0.02702348306775093,
-0.030210250988602638,
-0.023228643462061882,
0.067628413438797,
0.017976464703679085,
0.05569330230355263,
0.0247331615537405,
0.04917748272418976,
0.0925179049372673,
-0.03549143671989441,
0.0035713217221200466,
0.021177854388952255,
-0.04345887899398804,
0.05266052857041359,
0.06842289119958878,
0.12564675509929657,
-0.07990303635597229,
-0.0032669915817677975,
-0.06858709454536438,
-0.06704330444335938,
-0.07853717356920242,
0.04503403604030609,
0.06508345901966095,
-0.00320565071888268,
0.016062090173363686,
-0.038426730781793594,
-0.02486722357571125,
0.05611545592546463,
0.027866803109645844,
-0.0359327606856823,
-0.06375628709793091,
-0.0823013037443161,
-0.002610785886645317,
-0.01336824893951416,
-0.05633213743567467,
0.003658898174762726,
-0.012989253737032413,
-0.028300585225224495,
0.014947017654776573,
-0.018306657671928406,
-0.007963807322084904,
0.042103398591279984,
0.052951619029045105,
0.044896114617586136,
-0.0156976580619812,
0.0037140168715268373,
0.08192121982574463,
-0.15099512040615082,
-0.027468832209706306,
0.00980063434690237,
-0.06807602196931839,
0.07143968343734741,
0.015954304486513138,
-0.055554527789354324,
-0.011409055441617966,
0.025566324591636658,
-0.049564916640520096,
0.0034414392430335283,
-0.0011955761583521962,
-0.05797065794467926,
-0.004171508364379406,
0.0545252300798893,
0.09968960285186768,
0.02507307194173336,
-0.020013505592942238,
-4.451193547083676e-8,
0.10327800363302231,
-0.003630531718954444,
0.06526206433773041,
-0.06072496250271797,
0.05178365856409073,
0.09526000171899796,
0.039719052612781525,
0.004453551489859819,
-0.020100506022572517,
0.023203888908028603,
0.13089066743850708,
-0.0575290322303772,
0.0050230189226567745,
-0.02541053667664528,
0.05139865726232529,
0.09724175930023193,
0.01077027153223753,
-0.12429630756378174,
-0.010784978978335857,
-0.021480713039636612,
-0.052140749990940094,
0.012620578519999981,
0.0031855732668191195,
0.035003118216991425,
-0.06064719706773758,
-0.05015980452299118,
0.027583954855799675,
-0.04169243201613426,
0.005048664752393961,
-0.0069300043396651745,
-0.07761736214160919,
0.007961243391036987,
0.03073294647037983,
0.08684612065553665,
0.0025115185417234898,
-0.005517777055501938,
0.016798032447695732,
0.0711447149515152,
0.02946275845170021,
0.011487377807497978,
-0.03753524646162987,
0.04278681427240372,
-0.03195938840508461,
-0.010271746665239334,
0.06435403227806091,
0.055288054049015045,
-0.042043380439281464,
0.004526762757450342,
-0.018524732440710068,
-0.0040490105748176575,
-0.052044712007045746,
0.04013765603303909,
-0.13184943795204163,
0.01735416054725647,
-0.010697859339416027,
0.0428592786192894,
-0.11165381968021393,
-0.04926815256476402,
0.059164419770240784,
-0.011508646421134472,
0.008802352473139763,
-0.06276960670948029,
-0.07878851145505905,
-0.03152184560894966
] | null | null | null | null | null | null | null |
[
-0.052872881293296814,
-0.05735969543457031,
-0.022020764648914337,
0.029208863154053688,
-0.020458346232771873,
-0.11671780049800873,
-0.09880159050226212,
0.015477918088436127,
0.05655158311128616,
0.013609519228339195,
-0.07684456557035446,
-0.011938516050577164,
-0.07083577662706375,
0.028290672227740288,
-0.019835446029901505,
-0.00885106436908245,
0.03975104168057442,
0.01655217446386814,
-0.05095857381820679,
-0.0019341845763847232,
-0.09554100036621094,
-0.061321210116147995,
-0.012509195134043694,
-0.02439086325466633,
0.04568176716566086,
0.048886071890592575,
0.007785860449075699,
-0.003831657115370035,
0.04265369102358818,
0.0006116321892477572,
0.06757150590419769,
-0.027878107503056526,
-0.027888406068086624,
0.026682816445827484,
-0.030353127047419548,
-0.003426036098971963,
-0.02960268408060074,
-0.0004399819590616971,
-0.07330939173698425,
-0.0027280014473944902,
-0.0572822131216526,
0.0322820320725441,
-0.0074087223038077354,
0.03851499781012535,
0.0994378924369812,
-0.027547691017389297,
-0.0005871549365110695,
0.027667734771966934,
0.03939557820558548,
-0.02836858667433262,
-0.04420905560255051,
-0.052272941917181015,
-0.050810206681489944,
-0.056318558752536774,
-0.013817168772220612,
0.0024983303155750036,
0.05281846225261688,
-0.0819895789027214,
0.01799040660262108,
0.011103907600045204,
0.04618615657091141,
-0.026084229350090027,
-0.0032120980322360992,
0.07166506350040436,
0.023627854883670807,
0.018437301740050316,
0.15804556012153625,
0.004048455972224474,
0.06683489680290222,
0.012661272659897804,
0.011366160586476326,
0.07642792165279388,
-0.09952706843614578,
-0.009189506061375141,
0.031214870512485504,
-0.023523909971117973,
-0.03328706696629524,
0.00641903979703784,
0.012994673103094101,
0.010373588651418686,
0.04047921672463417,
0.0009329949389211833,
0.01840774528682232,
0.0043208058923482895,
-0.028318867087364197,
0.01796787604689598,
-0.04954027011990547,
0.05332501605153084,
0.04387734457850456,
-0.015129893086850643,
0.0043643261305987835,
0.025654565542936325,
-0.018950944766402245,
-0.026356376707553864,
0.028498753905296326,
-0.008213014341890812,
0.04290072247385979,
-0.01952286623418331,
-0.039141759276390076,
0.02767113782465458,
-0.025177408009767532,
-0.06455514580011368,
0.029082586988806725,
0.03726651892066002,
0.04850427061319351,
0.06277483701705933,
0.037481363862752914,
0.07032083719968796,
-0.04340946301817894,
0.005861259531229734,
0.04955185577273369,
0.07942469418048859,
0.0009670574800111353,
0.05922491103410721,
-0.014671976678073406,
-0.02433089353144169,
0.05627762898802757,
-0.03912331163883209,
0.07510733604431152,
0.15055252611637115,
-0.05855793133378029,
-0.011859865859150887,
-0.08687365800142288,
-0.005224720574915409,
-0.004178136121481657,
-0.027600033208727837,
-0.11838048696517944,
-1.224453782369532e-33,
0.07538046687841415,
0.00622064433991909,
0.08730372041463852,
-0.021180083975195885,
0.008906461298465729,
-0.0031789301428943872,
-0.02972032129764557,
-0.07670478522777557,
-0.00527793075889349,
0.05401993915438652,
-0.09168831259012222,
0.038640111684799194,
0.03000125288963318,
0.0266594085842371,
0.04648931697010994,
-0.017670098692178726,
0.012111188843846321,
0.010837535373866558,
-0.027231285348534584,
0.002680968726053834,
0.009828216396272182,
0.005858565680682659,
-0.02155807800590992,
-0.021468469873070717,
-0.05173259228467941,
0.09820065647363663,
-0.05439852923154831,
-0.005668479949235916,
0.02367261052131653,
-0.0006073268014006317,
-0.031679995357990265,
0.014064817689359188,
-0.08740732818841934,
0.0866873487830162,
-0.0035793131683021784,
0.03290891647338867,
0.00573375541716814,
-0.11047082394361496,
0.06919507682323456,
-0.05308618023991585,
-0.050654035061597824,
0.05618610978126526,
0.039451174437999725,
-0.0902903750538826,
-0.06371565908193588,
0.03919273987412453,
0.023525908589363098,
-0.00198031822219491,
-0.09120789915323257,
0.014093748293817043,
0.012687440030276775,
0.048436302691698074,
0.03828934207558632,
0.013524259440600872,
0.07603587955236435,
-0.0542246550321579,
0.0782240778207779,
0.009348304010927677,
0.013525279238820076,
0.11279280483722687,
-0.03986663743853569,
-0.01028431300073862,
-0.07937531173229218,
0.02825656719505787,
-0.03688690438866615,
0.03884291276335716,
-0.09328804165124893,
0.06731683015823364,
0.008329241536557674,
0.04960717633366585,
-0.10471462458372116,
0.06243463605642319,
-0.006081265397369862,
-0.055658649653196335,
0.08953247219324112,
0.03387762978672981,
-0.004987502470612526,
-0.09232868999242783,
-0.05411851406097412,
0.04547746852040291,
-0.04520280659198761,
-0.011176856234669685,
-0.025573117658495903,
-0.05341000482439995,
-0.031543221324682236,
-0.07542525976896286,
-0.026612164452672005,
0.01883595995604992,
-0.036147791892290115,
-0.054873473942279816,
-0.046783749014139175,
-0.06872457265853882,
0.1174853965640068,
-0.001804294646717608,
-0.020951207727193832,
-2.0685704900587586e-33,
-0.08827059715986252,
-0.04118625074625015,
0.015567918308079243,
0.13201379776000977,
0.048206303268671036,
-0.0021493190433830023,
0.0005945831071585417,
-0.11597663164138794,
0.020339205861091614,
-0.05129005014896393,
0.016915077343583107,
0.048445332795381546,
0.0009072836255654693,
0.059593722224235535,
0.09908399730920792,
-0.015186534263193607,
-0.05841624364256859,
-0.05750417709350586,
0.003501801285892725,
-0.02900095470249653,
-0.012505188584327698,
0.03795151039958,
0.025821557268500328,
-0.0721948891878128,
0.04302553832530975,
-0.0029380570631474257,
-0.02194371446967125,
-0.08860062807798386,
0.02572537027299404,
0.030043989419937134,
-0.02702348306775093,
-0.030210250988602638,
-0.023228643462061882,
0.067628413438797,
0.017976464703679085,
0.05569330230355263,
0.0247331615537405,
0.04917748272418976,
0.0925179049372673,
-0.03549143671989441,
0.0035713217221200466,
0.021177854388952255,
-0.04345887899398804,
0.05266052857041359,
0.06842289119958878,
0.12564675509929657,
-0.07990303635597229,
-0.0032669915817677975,
-0.06858709454536438,
-0.06704330444335938,
-0.07853717356920242,
0.04503403604030609,
0.06508345901966095,
-0.00320565071888268,
0.016062090173363686,
-0.038426730781793594,
-0.02486722357571125,
0.05611545592546463,
0.027866803109645844,
-0.0359327606856823,
-0.06375628709793091,
-0.0823013037443161,
-0.002610785886645317,
-0.01336824893951416,
-0.05633213743567467,
0.003658898174762726,
-0.012989253737032413,
-0.028300585225224495,
0.014947017654776573,
-0.018306657671928406,
-0.007963807322084904,
0.042103398591279984,
0.052951619029045105,
0.044896114617586136,
-0.0156976580619812,
0.0037140168715268373,
0.08192121982574463,
-0.15099512040615082,
-0.027468832209706306,
0.00980063434690237,
-0.06807602196931839,
0.07143968343734741,
0.015954304486513138,
-0.055554527789354324,
-0.011409055441617966,
0.025566324591636658,
-0.049564916640520096,
0.0034414392430335283,
-0.0011955761583521962,
-0.05797065794467926,
-0.004171508364379406,
0.0545252300798893,
0.09968960285186768,
0.02507307194173336,
-0.020013505592942238,
-4.451193547083676e-8,
0.10327800363302231,
-0.003630531718954444,
0.06526206433773041,
-0.06072496250271797,
0.05178365856409073,
0.09526000171899796,
0.039719052612781525,
0.004453551489859819,
-0.020100506022572517,
0.023203888908028603,
0.13089066743850708,
-0.0575290322303772,
0.0050230189226567745,
-0.02541053667664528,
0.05139865726232529,
0.09724175930023193,
0.01077027153223753,
-0.12429630756378174,
-0.010784978978335857,
-0.021480713039636612,
-0.052140749990940094,
0.012620578519999981,
0.0031855732668191195,
0.035003118216991425,
-0.06064719706773758,
-0.05015980452299118,
0.027583954855799675,
-0.04169243201613426,
0.005048664752393961,
-0.0069300043396651745,
-0.07761736214160919,
0.007961243391036987,
0.03073294647037983,
0.08684612065553665,
0.0025115185417234898,
-0.005517777055501938,
0.016798032447695732,
0.0711447149515152,
0.02946275845170021,
0.011487377807497978,
-0.03753524646162987,
0.04278681427240372,
-0.03195938840508461,
-0.010271746665239334,
0.06435403227806091,
0.055288054049015045,
-0.042043380439281464,
0.004526762757450342,
-0.018524732440710068,
-0.0040490105748176575,
-0.052044712007045746,
0.04013765603303909,
-0.13184943795204163,
0.01735416054725647,
-0.010697859339416027,
0.0428592786192894,
-0.11165381968021393,
-0.04926815256476402,
0.059164419770240784,
-0.011508646421134472,
0.008802352473139763,
-0.06276960670948029,
-0.07878851145505905,
-0.03152184560894966
] |
1401.4351
|
Johan Anderson
|
Johan Anderson, Eun-jin Kim and Sara Moradi
|
A Fractional Fokker-Planck Model for Anomalous Diffusion
|
22 pages, 14 figures
|
Physics of Plasmas 21, 122109 (2014)
|
10.1063/1.4904201
| null |
physics.plasm-ph cond-mat.stat-mech
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we present a study of anomalous diffusion using a Fokker-Planck
description with fractional velocity derivatives. The distribution functions
are found using numerical means for varying degree of fractionality observing
the transition from a Gaussian distribution to a L\'evy distribution. The
statistical properties of the distribution functions are assessed by a
generalized expectation measure and entropy in terms of Tsallis statistical
mechanics. We find that the ratio of the generalized entropy and expectation is
increasing with decreasing fractionality towards the well known so-called
sub-diffusive domain, indicating a self-organising behavior.
|
[
{
"created": "Fri, 17 Jan 2014 14:08:24 GMT",
"version": "v1"
},
{
"created": "Wed, 17 Dec 2014 16:29:54 GMT",
"version": "v2"
}
] |
2014-12-18
|
[
[
"Anderson",
"Johan",
""
],
[
"Kim",
"Eun-jin",
""
],
[
"Moradi",
"Sara",
""
]
] |
[
0.006287309806793928,
-0.06383069604635239,
0.041532181203365326,
0.04568907991051674,
0.04975078999996185,
-0.10377394407987595,
0.014487710781395435,
-0.029307981953024864,
0.12507137656211853,
0.04053517431020737,
0.0523093044757843,
-0.03831399977207184,
-0.016528045758605003,
0.012517119757831097,
-0.016224801540374756,
-0.11619125306606293,
0.024284370243549347,
-0.05633513629436493,
-0.09483348578214645,
0.06011519953608513,
-0.04965352639555931,
0.0443817600607872,
-0.03252900391817093,
0.010958845727145672,
0.028405744582414627,
-0.06058559566736221,
0.023306194692850113,
-0.006727010942995548,
0.028060121461749077,
-0.03751850500702858,
0.0548713244497776,
0.013067343272268772,
-0.03830542787909508,
0.040612444281578064,
0.04296719655394554,
0.03362642973661423,
0.0011585537577047944,
-0.02032504975795746,
0.01591785065829754,
0.01565616764128208,
-0.005470960400998592,
-0.003445969894528389,
-0.04349704086780548,
0.03129049763083458,
-0.08194994181394577,
0.01059392187744379,
-0.04984670132398605,
-0.04784014821052551,
-0.03114144876599312,
-0.0005228862864896655,
0.11259147524833679,
0.026440948247909546,
-0.1081225648522377,
-0.006752645131200552,
-0.028007348999381065,
-0.012942439876496792,
-0.025125734508037567,
0.009023499675095081,
0.028051462024450302,
-0.011137453839182854,
-0.001668731216341257,
0.03503011539578438,
-0.005390678998082876,
0.03469850495457649,
0.004463214427232742,
0.016954224556684494,
0.03295586258172989,
0.02300313487648964,
0.031183822080492973,
0.07846736162900925,
-0.005748050287365913,
0.012558570131659508,
0.0006292464095167816,
-0.014012027531862259,
0.08739133179187775,
-0.07367604970932007,
-0.04839885234832764,
0.015461141243577003,
0.016684183850884438,
0.014322033151984215,
-0.025012550875544548,
-0.020736999809741974,
0.07654261589050293,
-0.03893253952264786,
-0.004791353363543749,
-0.0006147417589090765,
0.03613227978348732,
0.022052781656384468,
0.016084326431155205,
-0.03137664124369621,
-0.05352769419550896,
0.010406024754047394,
-0.027238579466938972,
-0.07655235379934311,
0.09087532013654709,
-0.01179105881601572,
-0.011777513660490513,
-0.020015252754092216,
0.12413109093904495,
0.016515890136361122,
-0.04691839590668678,
-0.0752774327993393,
0.020520666614174843,
0.06530274450778961,
0.01799876056611538,
-0.0770181268453598,
0.06822770088911057,
0.04201064631342888,
0.04320991039276123,
0.015779871493577957,
-0.03135230764746666,
-0.015523578971624374,
0.004690136294811964,
-0.0540887787938118,
-0.022464565932750702,
-0.1352953463792801,
0.00276363966986537,
0.029500560835003853,
-0.06643658131361008,
-0.13504552841186523,
0.06189100816845894,
-0.02417547069489956,
-0.06669662892818451,
0.0011719755129888654,
-0.014469646848738194,
0.04924745485186577,
0.07911665737628937,
4.3628828693316813e-35,
-0.0048318528570234776,
-0.03677651286125183,
-0.06251418590545654,
-0.017382372170686722,
0.07729420810937881,
0.0883001834154129,
-0.014157958328723907,
-0.04876621812582016,
0.009630214422941208,
0.025751007720828056,
-0.04088858515024185,
0.08560235798358917,
-0.06423979252576828,
-0.05546295642852783,
-0.012322998605668545,
0.013731458224356174,
-0.02576821856200695,
0.021757712587714195,
0.03749605640769005,
-0.039059728384017944,
0.08291085064411163,
0.03690434619784355,
0.03905673697590828,
-0.008639790117740631,
-0.00304068042896688,
-0.02861139178276062,
-0.030363889411091805,
-0.09244867414236069,
0.03392677754163742,
0.025579506531357765,
-0.10088053345680237,
0.03859681636095047,
-0.07251282781362534,
-0.08340705186128616,
0.002646384295076132,
0.03204071521759033,
-0.007615691050887108,
0.03759722784161568,
0.025100629776716232,
-0.010983615182340145,
-0.042162515223026276,
-0.037172846496105194,
-0.08434820175170898,
-0.04459881782531738,
-0.06546929478645325,
0.069227434694767,
0.09629088640213013,
0.0238163024187088,
-0.00488137174397707,
-0.158673495054245,
-0.06064559519290924,
-0.07321076840162277,
0.06443874537944794,
-0.05091298744082451,
0.06713912636041641,
-0.00977813545614481,
0.0640709325671196,
-0.02458454854786396,
-0.061077553778886795,
0.022364553064107895,
0.06335213035345078,
0.025463366881012917,
0.06555745005607605,
-0.022837454453110695,
0.09375292807817459,
-0.09081615507602692,
-0.029430238530039787,
0.0734362006187439,
-0.011580949649214745,
-0.017440885305404663,
0.033261191099882126,
0.10064312070608139,
-0.026720497757196426,
-0.0049470397643744946,
0.012138450518250465,
0.020623929798603058,
0.037079159170389175,
-0.0018062754534184933,
-0.06749353557825089,
-0.01847122609615326,
-0.05725543946027756,
-0.1348530352115631,
0.03212178498506546,
-0.016689879819750786,
0.0007675522938370705,
0.07281854748725891,
-0.05246362462639809,
-0.04506921395659447,
-0.06225386634469032,
0.017805730924010277,
0.009047414176166058,
-0.050903841853141785,
0.07025196403265,
0.035682957619428635,
-0.007935724221169949,
-3.893110556938718e-33,
-0.08583369851112366,
0.05854630470275879,
-0.040800876915454865,
0.06008414551615715,
0.027091965079307556,
0.02215869165956974,
-0.0029428512789309025,
0.09561096876859665,
0.0709139034152031,
-0.0013142186217010021,
-0.06101849675178528,
0.08428247272968292,
-0.031258419156074524,
-0.0710330381989479,
-0.03938363119959831,
-0.026027079671621323,
0.07521398365497589,
0.08617013692855835,
-0.0008503701537847519,
-0.02140919864177704,
-0.09732118993997574,
-0.03563671186566353,
0.010777892544865608,
-0.01941712386906147,
0.004313371144235134,
0.04911653697490692,
-0.08664766699075699,
0.07127771526575089,
-0.05768698826432228,
0.033687181770801544,
-0.06304872781038284,
-0.020691921934485435,
0.03818569704890251,
-0.0343392975628376,
-0.04289323091506958,
0.011448916047811508,
-0.0038990371394902468,
0.11673504114151001,
-0.004255122039467096,
-0.00571861956268549,
-0.05776141583919525,
-0.028637634590268135,
0.049888741225004196,
-0.0135700274258852,
0.0803886204957962,
-0.0399717316031456,
-0.017749452963471413,
0.07627921551465988,
0.008192780427634716,
0.023672793060541153,
-0.0374063216149807,
0.06122704967856407,
-0.049646779894828796,
0.11252570152282715,
-0.08988730609416962,
0.13000409305095673,
-0.03033255971968174,
-0.061909012496471405,
0.023840265348553658,
0.07447092980146408,
-0.003906894475221634,
0.002994164824485779,
0.051765888929367065,
0.015692226588726044,
-0.07813691347837448,
-0.025878963991999626,
-0.06940440833568573,
-0.014484278857707977,
-0.005202911328524351,
0.014443250373005867,
0.0778108611702919,
-0.027178389951586723,
-0.04981863126158714,
0.023921191692352295,
0.020799610763788223,
-0.036173246800899506,
0.086214579641819,
-0.017219362780451775,
0.006854279898107052,
0.04534931480884552,
0.010104672983288765,
0.15193666517734528,
0.05379575863480568,
-0.09999168664216995,
-0.057005856186151505,
-0.015708157792687416,
0.05198557674884796,
-0.014300298877060413,
0.07141152769327164,
-0.06823817640542984,
0.06965003907680511,
-0.03636801615357399,
0.017421400174498558,
0.018003681674599648,
-0.002426966791972518,
-4.545838194758289e-8,
-0.018860572949051857,
-0.03359423577785492,
0.01992093212902546,
-0.062243588268756866,
0.040613267570734024,
0.0424184612929821,
0.0007834194111637771,
-0.0012529515661299229,
-0.010963846929371357,
-0.03452910855412483,
-0.01362156867980957,
0.039131734520196915,
-0.02368323504924774,
-0.07204176485538483,
-0.006590117234736681,
-0.017997460439801216,
0.03543412312865257,
0.03117978386580944,
-0.02472870796918869,
-0.07598453015089035,
-0.06298600137233734,
-0.04662375897169113,
0.0689147487282753,
-0.06926211714744568,
-0.004939605947583914,
0.02061247080564499,
-0.10816989094018936,
-0.060618482530117035,
-0.009872435592114925,
-0.004333152435719967,
-0.027326388284564018,
0.04615222290158272,
0.021557698026299477,
0.05226145312190056,
-0.041466694325208664,
0.06478643417358398,
0.00742620974779129,
0.05126577615737915,
-0.04396393150091171,
-0.030267229303717613,
0.03024621680378914,
-0.027518227696418762,
0.07974231988191605,
0.04482213407754898,
-0.058280911296606064,
0.03144564852118492,
-0.01674722321331501,
0.01607557013630867,
0.0969669371843338,
0.07814371585845947,
-0.014890650287270546,
0.02848017029464245,
-0.027883514761924744,
0.06861186027526855,
0.004538869019597769,
-0.03045809455215931,
-0.048726778477430344,
-0.012889980338513851,
-0.03921760246157646,
-0.07280172407627106,
0.05138713866472244,
0.01976185292005539,
0.004295761696994305,
-0.028128867968916893
] | null | null | null | null | null | null | null |
[
0.006287309806793928,
-0.06383069604635239,
0.041532181203365326,
0.04568907991051674,
0.04975078999996185,
-0.10377394407987595,
0.014487710781395435,
-0.029307981953024864,
0.12507137656211853,
0.04053517431020737,
0.0523093044757843,
-0.03831399977207184,
-0.016528045758605003,
0.012517119757831097,
-0.016224801540374756,
-0.11619125306606293,
0.024284370243549347,
-0.05633513629436493,
-0.09483348578214645,
0.06011519953608513,
-0.04965352639555931,
0.0443817600607872,
-0.03252900391817093,
0.010958845727145672,
0.028405744582414627,
-0.06058559566736221,
0.023306194692850113,
-0.006727010942995548,
0.028060121461749077,
-0.03751850500702858,
0.0548713244497776,
0.013067343272268772,
-0.03830542787909508,
0.040612444281578064,
0.04296719655394554,
0.03362642973661423,
0.0011585537577047944,
-0.02032504975795746,
0.01591785065829754,
0.01565616764128208,
-0.005470960400998592,
-0.003445969894528389,
-0.04349704086780548,
0.03129049763083458,
-0.08194994181394577,
0.01059392187744379,
-0.04984670132398605,
-0.04784014821052551,
-0.03114144876599312,
-0.0005228862864896655,
0.11259147524833679,
0.026440948247909546,
-0.1081225648522377,
-0.006752645131200552,
-0.028007348999381065,
-0.012942439876496792,
-0.025125734508037567,
0.009023499675095081,
0.028051462024450302,
-0.011137453839182854,
-0.001668731216341257,
0.03503011539578438,
-0.005390678998082876,
0.03469850495457649,
0.004463214427232742,
0.016954224556684494,
0.03295586258172989,
0.02300313487648964,
0.031183822080492973,
0.07846736162900925,
-0.005748050287365913,
0.012558570131659508,
0.0006292464095167816,
-0.014012027531862259,
0.08739133179187775,
-0.07367604970932007,
-0.04839885234832764,
0.015461141243577003,
0.016684183850884438,
0.014322033151984215,
-0.025012550875544548,
-0.020736999809741974,
0.07654261589050293,
-0.03893253952264786,
-0.004791353363543749,
-0.0006147417589090765,
0.03613227978348732,
0.022052781656384468,
0.016084326431155205,
-0.03137664124369621,
-0.05352769419550896,
0.010406024754047394,
-0.027238579466938972,
-0.07655235379934311,
0.09087532013654709,
-0.01179105881601572,
-0.011777513660490513,
-0.020015252754092216,
0.12413109093904495,
0.016515890136361122,
-0.04691839590668678,
-0.0752774327993393,
0.020520666614174843,
0.06530274450778961,
0.01799876056611538,
-0.0770181268453598,
0.06822770088911057,
0.04201064631342888,
0.04320991039276123,
0.015779871493577957,
-0.03135230764746666,
-0.015523578971624374,
0.004690136294811964,
-0.0540887787938118,
-0.022464565932750702,
-0.1352953463792801,
0.00276363966986537,
0.029500560835003853,
-0.06643658131361008,
-0.13504552841186523,
0.06189100816845894,
-0.02417547069489956,
-0.06669662892818451,
0.0011719755129888654,
-0.014469646848738194,
0.04924745485186577,
0.07911665737628937,
4.3628828693316813e-35,
-0.0048318528570234776,
-0.03677651286125183,
-0.06251418590545654,
-0.017382372170686722,
0.07729420810937881,
0.0883001834154129,
-0.014157958328723907,
-0.04876621812582016,
0.009630214422941208,
0.025751007720828056,
-0.04088858515024185,
0.08560235798358917,
-0.06423979252576828,
-0.05546295642852783,
-0.012322998605668545,
0.013731458224356174,
-0.02576821856200695,
0.021757712587714195,
0.03749605640769005,
-0.039059728384017944,
0.08291085064411163,
0.03690434619784355,
0.03905673697590828,
-0.008639790117740631,
-0.00304068042896688,
-0.02861139178276062,
-0.030363889411091805,
-0.09244867414236069,
0.03392677754163742,
0.025579506531357765,
-0.10088053345680237,
0.03859681636095047,
-0.07251282781362534,
-0.08340705186128616,
0.002646384295076132,
0.03204071521759033,
-0.007615691050887108,
0.03759722784161568,
0.025100629776716232,
-0.010983615182340145,
-0.042162515223026276,
-0.037172846496105194,
-0.08434820175170898,
-0.04459881782531738,
-0.06546929478645325,
0.069227434694767,
0.09629088640213013,
0.0238163024187088,
-0.00488137174397707,
-0.158673495054245,
-0.06064559519290924,
-0.07321076840162277,
0.06443874537944794,
-0.05091298744082451,
0.06713912636041641,
-0.00977813545614481,
0.0640709325671196,
-0.02458454854786396,
-0.061077553778886795,
0.022364553064107895,
0.06335213035345078,
0.025463366881012917,
0.06555745005607605,
-0.022837454453110695,
0.09375292807817459,
-0.09081615507602692,
-0.029430238530039787,
0.0734362006187439,
-0.011580949649214745,
-0.017440885305404663,
0.033261191099882126,
0.10064312070608139,
-0.026720497757196426,
-0.0049470397643744946,
0.012138450518250465,
0.020623929798603058,
0.037079159170389175,
-0.0018062754534184933,
-0.06749353557825089,
-0.01847122609615326,
-0.05725543946027756,
-0.1348530352115631,
0.03212178498506546,
-0.016689879819750786,
0.0007675522938370705,
0.07281854748725891,
-0.05246362462639809,
-0.04506921395659447,
-0.06225386634469032,
0.017805730924010277,
0.009047414176166058,
-0.050903841853141785,
0.07025196403265,
0.035682957619428635,
-0.007935724221169949,
-3.893110556938718e-33,
-0.08583369851112366,
0.05854630470275879,
-0.040800876915454865,
0.06008414551615715,
0.027091965079307556,
0.02215869165956974,
-0.0029428512789309025,
0.09561096876859665,
0.0709139034152031,
-0.0013142186217010021,
-0.06101849675178528,
0.08428247272968292,
-0.031258419156074524,
-0.0710330381989479,
-0.03938363119959831,
-0.026027079671621323,
0.07521398365497589,
0.08617013692855835,
-0.0008503701537847519,
-0.02140919864177704,
-0.09732118993997574,
-0.03563671186566353,
0.010777892544865608,
-0.01941712386906147,
0.004313371144235134,
0.04911653697490692,
-0.08664766699075699,
0.07127771526575089,
-0.05768698826432228,
0.033687181770801544,
-0.06304872781038284,
-0.020691921934485435,
0.03818569704890251,
-0.0343392975628376,
-0.04289323091506958,
0.011448916047811508,
-0.0038990371394902468,
0.11673504114151001,
-0.004255122039467096,
-0.00571861956268549,
-0.05776141583919525,
-0.028637634590268135,
0.049888741225004196,
-0.0135700274258852,
0.0803886204957962,
-0.0399717316031456,
-0.017749452963471413,
0.07627921551465988,
0.008192780427634716,
0.023672793060541153,
-0.0374063216149807,
0.06122704967856407,
-0.049646779894828796,
0.11252570152282715,
-0.08988730609416962,
0.13000409305095673,
-0.03033255971968174,
-0.061909012496471405,
0.023840265348553658,
0.07447092980146408,
-0.003906894475221634,
0.002994164824485779,
0.051765888929367065,
0.015692226588726044,
-0.07813691347837448,
-0.025878963991999626,
-0.06940440833568573,
-0.014484278857707977,
-0.005202911328524351,
0.014443250373005867,
0.0778108611702919,
-0.027178389951586723,
-0.04981863126158714,
0.023921191692352295,
0.020799610763788223,
-0.036173246800899506,
0.086214579641819,
-0.017219362780451775,
0.006854279898107052,
0.04534931480884552,
0.010104672983288765,
0.15193666517734528,
0.05379575863480568,
-0.09999168664216995,
-0.057005856186151505,
-0.015708157792687416,
0.05198557674884796,
-0.014300298877060413,
0.07141152769327164,
-0.06823817640542984,
0.06965003907680511,
-0.03636801615357399,
0.017421400174498558,
0.018003681674599648,
-0.002426966791972518,
-4.545838194758289e-8,
-0.018860572949051857,
-0.03359423577785492,
0.01992093212902546,
-0.062243588268756866,
0.040613267570734024,
0.0424184612929821,
0.0007834194111637771,
-0.0012529515661299229,
-0.010963846929371357,
-0.03452910855412483,
-0.01362156867980957,
0.039131734520196915,
-0.02368323504924774,
-0.07204176485538483,
-0.006590117234736681,
-0.017997460439801216,
0.03543412312865257,
0.03117978386580944,
-0.02472870796918869,
-0.07598453015089035,
-0.06298600137233734,
-0.04662375897169113,
0.0689147487282753,
-0.06926211714744568,
-0.004939605947583914,
0.02061247080564499,
-0.10816989094018936,
-0.060618482530117035,
-0.009872435592114925,
-0.004333152435719967,
-0.027326388284564018,
0.04615222290158272,
0.021557698026299477,
0.05226145312190056,
-0.041466694325208664,
0.06478643417358398,
0.00742620974779129,
0.05126577615737915,
-0.04396393150091171,
-0.030267229303717613,
0.03024621680378914,
-0.027518227696418762,
0.07974231988191605,
0.04482213407754898,
-0.058280911296606064,
0.03144564852118492,
-0.01674722321331501,
0.01607557013630867,
0.0969669371843338,
0.07814371585845947,
-0.014890650287270546,
0.02848017029464245,
-0.027883514761924744,
0.06861186027526855,
0.004538869019597769,
-0.03045809455215931,
-0.048726778477430344,
-0.012889980338513851,
-0.03921760246157646,
-0.07280172407627106,
0.05138713866472244,
0.01976185292005539,
0.004295761696994305,
-0.028128867968916893
] |
1401.4356
|
Robert Brady
|
Robert Brady and Ross Anderson
|
Why bouncing droplets are a pretty good model of quantum mechanics
| null | null | null | null |
quant-ph physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In 2005, Couder, Protiere, Fort and Badouad showed that oil droplets bouncing
on a vibrating tray of oil can display nonlocal interactions reminiscent of the
particle-wave associations in quantum mechanics; in particular they can move,
attract, repel and orbit each other. Subsequent experimental work by Couder,
Fort, Protiere, Eddi, Sultan, Moukhtar, Rossi, Molacek, Bush and Sbitnev has
established that bouncing drops exhibit single-slit and double-slit
diffraction, tunnelling, quantised energy levels, Anderson localisation and the
creation/annihilation of droplet/bubble pairs.
In this paper we explain why. We show first that the surface waves guiding
the droplets are Lorentz covariant with the characteristic speed c of the
surface waves; second, that pairs of bouncing droplets experience an
inverse-square force of attraction or repulsion according to their relative
phase, and an analogue of the magnetic force; third, that bouncing droplets are
governed by an analogue of Schroedinger's equation where Planck's constant is
replaced by an appropriate constant of the motion; and fourth, that orbiting
droplet pairs exhibit spin-half symmetry and align antisymmetrically as in the
Pauli exclusion principle. Our analysis explains the similarities between
bouncing-droplet experiments and the behaviour of quantum-mechanical particles.
It also enables us to highlight some differences, and to predict some
surprising phenomena that can be tested in feasible experiments.
|
[
{
"created": "Thu, 16 Jan 2014 05:04:21 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Brady",
"Robert",
""
],
[
"Anderson",
"Ross",
""
]
] |
[
-0.12062118202447891,
-0.12497010827064514,
0.03983313962817192,
0.02632414735853672,
-0.0157330259680748,
0.049141932278871536,
0.027280334383249283,
-0.03917558863759041,
0.018940677866339684,
-0.11329234391450882,
0.010026727803051472,
-0.05825928971171379,
-0.09700139611959457,
-0.019194554537534714,
0.028864551335573196,
0.02238372527062893,
0.049038227647542953,
-0.03186425939202309,
-0.017021657899022102,
-0.003101786831393838,
0.009828855283558369,
-0.13610664010047913,
0.017095055431127548,
-0.012964505702257156,
0.04040052369236946,
0.06946659833192825,
0.10064850747585297,
-0.03622380644083023,
-0.005832136608660221,
-0.012350612320005894,
0.09823528677225113,
0.0521569550037384,
-0.09367809444665909,
0.024507682770490646,
0.024449367076158524,
-0.007002977654337883,
0.07432181388139725,
0.059084173291921616,
0.10732456296682358,
-0.03141992539167404,
-0.02113850601017475,
-0.04575352743268013,
-0.058899056166410446,
0.011517803184688091,
0.027963394299149513,
-0.058650169521570206,
0.15667550265789032,
0.035046517848968506,
-0.043624673038721085,
-0.018856408074498177,
0.029932508245110512,
0.043343257158994675,
-0.022376107051968575,
-0.03465370461344719,
-0.026613816618919373,
-0.021263908594846725,
0.028619039803743362,
-0.009865861386060715,
-0.002573964186012745,
-0.01833435334265232,
0.04473993554711342,
0.004910318646579981,
-0.020782966166734695,
0.07136999070644379,
0.004970876034349203,
-0.047478724271059036,
0.0133183179423213,
0.03243251517415047,
0.022166354581713676,
0.025426315143704414,
-0.015266887843608856,
0.022008191794157028,
-0.074837327003479,
0.07239047437906265,
0.01501206960529089,
-0.007754563819617033,
-0.02367185801267624,
0.04533812776207924,
0.027642622590065002,
0.044429339468479156,
0.006620374973863363,
-0.06615091860294342,
-0.0104572344571352,
0.025911478325724602,
-0.03576875105500221,
0.009616750292479992,
0.05310823395848274,
0.001852194662205875,
0.021550266072154045,
-0.060440268367528915,
-0.027240576222538948,
-0.021586956456303596,
-0.055917706340551376,
0.026249442249536514,
0.06484068930149078,
-0.014380823820829391,
0.06336990743875504,
0.009554741904139519,
0.008572062477469444,
0.015542675741016865,
0.012234004214406013,
-0.06589041650295258,
-0.010668406262993813,
0.049070607870817184,
0.005929280538111925,
-0.05579403042793274,
0.020558957010507584,
0.020983491092920303,
0.0005376146291382611,
0.049434974789619446,
-0.02036849781870842,
-0.040564000606536865,
-0.02718205749988556,
0.03268984705209732,
-0.047033198177814484,
-0.0564274787902832,
-0.00843019224703312,
0.034232232719659805,
0.0065176538191735744,
-0.050168007612228394,
-0.03268304094672203,
0.04090474173426628,
0.005814945325255394,
0.027879564091563225,
0.038897767663002014,
-0.010482552461326122,
-0.07424341142177582,
1.5759674600611862e-33,
0.027309460565447807,
-0.012880268506705761,
-0.038736384361982346,
-0.03719393163919449,
0.03690342232584953,
-0.08007242530584335,
-0.047233786433935165,
-0.04977070167660713,
-0.04262286052107811,
0.04903591051697731,
-0.056093573570251465,
0.02155868336558342,
0.03322408348321915,
-0.011141483671963215,
-0.03343543782830238,
-0.017504654824733734,
0.019001111388206482,
-0.03793809190392494,
0.028245992958545685,
-0.04249878227710724,
-0.020857911556959152,
0.04162389785051346,
-0.0865618959069252,
0.009457421489059925,
0.007446961011737585,
0.006442357785999775,
-0.013425369746983051,
-0.013220817781984806,
0.07980845868587494,
0.049528419971466064,
-0.030747756361961365,
-0.008145219646394253,
0.02039567194879055,
0.032306209206581116,
0.029196852818131447,
0.009073877707123756,
-0.06940053403377533,
-0.03973302245140076,
0.019745061174035072,
-0.028437145054340363,
-0.11559037119150162,
-0.056328363716602325,
-0.015056856907904148,
-0.02110189013183117,
-0.011534744873642921,
-0.045211970806121826,
0.08339160680770874,
0.04877999797463417,
-0.05563446134328842,
-0.1010744571685791,
0.017902562394738197,
-0.03131859749555588,
-0.0019544183742254972,
0.012771796435117722,
0.06830185651779175,
0.0063531226478517056,
0.09657338261604309,
-0.03540255129337311,
-0.05317443609237671,
-0.061583712697029114,
-0.02993667870759964,
0.05156543105840683,
0.058544810861349106,
-0.01423899456858635,
0.07204978913068771,
-0.016436129808425903,
-0.059963658452034,
0.06462335586547852,
0.016821688041090965,
0.04722469300031662,
-0.04505683109164238,
0.09656894952058792,
0.06139330193400383,
-0.028943073004484177,
0.07282436639070511,
-0.03000910021364689,
0.05250643938779831,
-0.02847958728671074,
0.02912408858537674,
0.06130055710673332,
0.020893190056085587,
-0.12577959895133972,
0.005405653268098831,
-0.07421210408210754,
-0.10712757706642151,
0.034738726913928986,
-0.04800309240818024,
-0.0930207371711731,
-0.03740525245666504,
-0.02893347106873989,
-0.03948615491390228,
-0.020523950457572937,
0.09007076919078827,
-0.032119326293468475,
-0.02366659976541996,
-4.96106333770809e-33,
-0.09458986669778824,
0.022223109379410744,
-0.06970781087875366,
0.03310920298099518,
0.036070503294467926,
0.10974842309951782,
0.03532123193144798,
0.07227277010679245,
0.013084479607641697,
-0.02594217099249363,
0.005784925539046526,
0.006024662870913744,
-0.09310624748468399,
0.06221386790275574,
-0.06557343155145645,
0.039454907178878784,
0.03326964005827904,
-0.08536820113658905,
0.01317332498729229,
-0.06205759942531586,
0.008090516552329063,
0.01452669221907854,
0.053174152970314026,
0.016651304438710213,
-0.008175335824489594,
0.050079431384801865,
0.14547184109687805,
-0.0018476720433682203,
-0.028059320524334908,
0.10854418575763702,
-0.0056200590915977955,
-0.004375951364636421,
0.031229455024003983,
-0.02050819993019104,
-0.021374864503741264,
0.010853128507733345,
0.07667727023363113,
0.009827569127082825,
-0.07252256572246552,
-0.13956384360790253,
-0.02967737801373005,
-0.04969128966331482,
0.04448770731687546,
0.015208530239760876,
0.0012466935440897942,
0.01976223662495613,
-0.020781589671969414,
0.09783703088760376,
-0.09960982203483582,
-0.009901240468025208,
-0.07679852098226547,
0.044742509722709656,
-0.043531887233257294,
0.04373067244887352,
0.007488969247788191,
0.026494765654206276,
0.02363545261323452,
-0.04579470679163933,
0.07633715122938156,
0.021030548959970474,
-0.07266494631767273,
-0.0444549098610878,
-0.023557458072900772,
0.04265091195702553,
0.008585392497479916,
-0.0518941693007946,
-0.17774954438209534,
0.07790852338075638,
0.05687955766916275,
-0.08252265304327011,
-0.019828863441944122,
-0.03058801032602787,
-0.021302301436662674,
-0.0630824938416481,
0.026567060500383377,
0.03848286345601082,
0.06307575106620789,
-0.08545073121786118,
-0.04204898327589035,
0.035121820867061615,
-0.015800660476088524,
0.0373256616294384,
0.000054970394558040425,
-0.023801347240805626,
-0.019256016239523888,
-0.07134121656417847,
-0.12067018449306488,
-0.036649640649557114,
0.07223660498857498,
0.053605128079652786,
0.04357370361685753,
0.002736855298280716,
0.05017324537038803,
-0.02204907312989235,
-0.0022502888459712267,
-5.7133650699370264e-8,
0.056707628071308136,
0.10107863694429398,
0.06566794216632843,
-0.01927507482469082,
0.04035555198788643,
0.08581691235303879,
0.022903287783265114,
0.010839962400496006,
0.007849834859371185,
-0.07240671664476395,
-0.05098111182451248,
0.0039055156521499157,
-0.06632319837808609,
0.020807825028896332,
0.06803242862224579,
0.014983233995735645,
-0.038204215466976166,
-0.0496264286339283,
-0.011141309514641762,
-0.023747766390442848,
0.06995853781700134,
-0.062440916895866394,
0.02637358196079731,
0.026682471856474876,
-0.00709509989246726,
0.04912218451499939,
-0.0037136634346097708,
-0.05372121185064316,
-0.04420430585741997,
0.017620697617530823,
-0.11111816763877869,
0.013770144432783127,
0.020471297204494476,
0.07717813551425934,
-0.05024709925055504,
-0.016200067475438118,
-0.05314689129590988,
0.04596976935863495,
-0.0521901436150074,
0.07644358277320862,
0.00406606076285243,
0.013178693130612373,
-0.0011624488979578018,
0.017770906910300255,
-0.024347025901079178,
0.07495547831058502,
0.009901592507958412,
-0.02500002458691597,
0.0916568711400032,
0.13956473767757416,
-0.07184112817049026,
0.007056202739477158,
0.035485733300447464,
-0.0003206349501851946,
0.023245228454470634,
0.037050843238830566,
-0.12246476113796234,
-0.005656358785927296,
0.02538478374481201,
0.016749734058976173,
-0.0377114973962307,
-0.017232287675142288,
0.0018382465932518244,
0.03839984908699989
] | null | null | null | null | null | null | null |
[
-0.12062118202447891,
-0.12497010827064514,
0.03983313962817192,
0.02632414735853672,
-0.0157330259680748,
0.049141932278871536,
0.027280334383249283,
-0.03917558863759041,
0.018940677866339684,
-0.11329234391450882,
0.010026727803051472,
-0.05825928971171379,
-0.09700139611959457,
-0.019194554537534714,
0.028864551335573196,
0.02238372527062893,
0.049038227647542953,
-0.03186425939202309,
-0.017021657899022102,
-0.003101786831393838,
0.009828855283558369,
-0.13610664010047913,
0.017095055431127548,
-0.012964505702257156,
0.04040052369236946,
0.06946659833192825,
0.10064850747585297,
-0.03622380644083023,
-0.005832136608660221,
-0.012350612320005894,
0.09823528677225113,
0.0521569550037384,
-0.09367809444665909,
0.024507682770490646,
0.024449367076158524,
-0.007002977654337883,
0.07432181388139725,
0.059084173291921616,
0.10732456296682358,
-0.03141992539167404,
-0.02113850601017475,
-0.04575352743268013,
-0.058899056166410446,
0.011517803184688091,
0.027963394299149513,
-0.058650169521570206,
0.15667550265789032,
0.035046517848968506,
-0.043624673038721085,
-0.018856408074498177,
0.029932508245110512,
0.043343257158994675,
-0.022376107051968575,
-0.03465370461344719,
-0.026613816618919373,
-0.021263908594846725,
0.028619039803743362,
-0.009865861386060715,
-0.002573964186012745,
-0.01833435334265232,
0.04473993554711342,
0.004910318646579981,
-0.020782966166734695,
0.07136999070644379,
0.004970876034349203,
-0.047478724271059036,
0.0133183179423213,
0.03243251517415047,
0.022166354581713676,
0.025426315143704414,
-0.015266887843608856,
0.022008191794157028,
-0.074837327003479,
0.07239047437906265,
0.01501206960529089,
-0.007754563819617033,
-0.02367185801267624,
0.04533812776207924,
0.027642622590065002,
0.044429339468479156,
0.006620374973863363,
-0.06615091860294342,
-0.0104572344571352,
0.025911478325724602,
-0.03576875105500221,
0.009616750292479992,
0.05310823395848274,
0.001852194662205875,
0.021550266072154045,
-0.060440268367528915,
-0.027240576222538948,
-0.021586956456303596,
-0.055917706340551376,
0.026249442249536514,
0.06484068930149078,
-0.014380823820829391,
0.06336990743875504,
0.009554741904139519,
0.008572062477469444,
0.015542675741016865,
0.012234004214406013,
-0.06589041650295258,
-0.010668406262993813,
0.049070607870817184,
0.005929280538111925,
-0.05579403042793274,
0.020558957010507584,
0.020983491092920303,
0.0005376146291382611,
0.049434974789619446,
-0.02036849781870842,
-0.040564000606536865,
-0.02718205749988556,
0.03268984705209732,
-0.047033198177814484,
-0.0564274787902832,
-0.00843019224703312,
0.034232232719659805,
0.0065176538191735744,
-0.050168007612228394,
-0.03268304094672203,
0.04090474173426628,
0.005814945325255394,
0.027879564091563225,
0.038897767663002014,
-0.010482552461326122,
-0.07424341142177582,
1.5759674600611862e-33,
0.027309460565447807,
-0.012880268506705761,
-0.038736384361982346,
-0.03719393163919449,
0.03690342232584953,
-0.08007242530584335,
-0.047233786433935165,
-0.04977070167660713,
-0.04262286052107811,
0.04903591051697731,
-0.056093573570251465,
0.02155868336558342,
0.03322408348321915,
-0.011141483671963215,
-0.03343543782830238,
-0.017504654824733734,
0.019001111388206482,
-0.03793809190392494,
0.028245992958545685,
-0.04249878227710724,
-0.020857911556959152,
0.04162389785051346,
-0.0865618959069252,
0.009457421489059925,
0.007446961011737585,
0.006442357785999775,
-0.013425369746983051,
-0.013220817781984806,
0.07980845868587494,
0.049528419971466064,
-0.030747756361961365,
-0.008145219646394253,
0.02039567194879055,
0.032306209206581116,
0.029196852818131447,
0.009073877707123756,
-0.06940053403377533,
-0.03973302245140076,
0.019745061174035072,
-0.028437145054340363,
-0.11559037119150162,
-0.056328363716602325,
-0.015056856907904148,
-0.02110189013183117,
-0.011534744873642921,
-0.045211970806121826,
0.08339160680770874,
0.04877999797463417,
-0.05563446134328842,
-0.1010744571685791,
0.017902562394738197,
-0.03131859749555588,
-0.0019544183742254972,
0.012771796435117722,
0.06830185651779175,
0.0063531226478517056,
0.09657338261604309,
-0.03540255129337311,
-0.05317443609237671,
-0.061583712697029114,
-0.02993667870759964,
0.05156543105840683,
0.058544810861349106,
-0.01423899456858635,
0.07204978913068771,
-0.016436129808425903,
-0.059963658452034,
0.06462335586547852,
0.016821688041090965,
0.04722469300031662,
-0.04505683109164238,
0.09656894952058792,
0.06139330193400383,
-0.028943073004484177,
0.07282436639070511,
-0.03000910021364689,
0.05250643938779831,
-0.02847958728671074,
0.02912408858537674,
0.06130055710673332,
0.020893190056085587,
-0.12577959895133972,
0.005405653268098831,
-0.07421210408210754,
-0.10712757706642151,
0.034738726913928986,
-0.04800309240818024,
-0.0930207371711731,
-0.03740525245666504,
-0.02893347106873989,
-0.03948615491390228,
-0.020523950457572937,
0.09007076919078827,
-0.032119326293468475,
-0.02366659976541996,
-4.96106333770809e-33,
-0.09458986669778824,
0.022223109379410744,
-0.06970781087875366,
0.03310920298099518,
0.036070503294467926,
0.10974842309951782,
0.03532123193144798,
0.07227277010679245,
0.013084479607641697,
-0.02594217099249363,
0.005784925539046526,
0.006024662870913744,
-0.09310624748468399,
0.06221386790275574,
-0.06557343155145645,
0.039454907178878784,
0.03326964005827904,
-0.08536820113658905,
0.01317332498729229,
-0.06205759942531586,
0.008090516552329063,
0.01452669221907854,
0.053174152970314026,
0.016651304438710213,
-0.008175335824489594,
0.050079431384801865,
0.14547184109687805,
-0.0018476720433682203,
-0.028059320524334908,
0.10854418575763702,
-0.0056200590915977955,
-0.004375951364636421,
0.031229455024003983,
-0.02050819993019104,
-0.021374864503741264,
0.010853128507733345,
0.07667727023363113,
0.009827569127082825,
-0.07252256572246552,
-0.13956384360790253,
-0.02967737801373005,
-0.04969128966331482,
0.04448770731687546,
0.015208530239760876,
0.0012466935440897942,
0.01976223662495613,
-0.020781589671969414,
0.09783703088760376,
-0.09960982203483582,
-0.009901240468025208,
-0.07679852098226547,
0.044742509722709656,
-0.043531887233257294,
0.04373067244887352,
0.007488969247788191,
0.026494765654206276,
0.02363545261323452,
-0.04579470679163933,
0.07633715122938156,
0.021030548959970474,
-0.07266494631767273,
-0.0444549098610878,
-0.023557458072900772,
0.04265091195702553,
0.008585392497479916,
-0.0518941693007946,
-0.17774954438209534,
0.07790852338075638,
0.05687955766916275,
-0.08252265304327011,
-0.019828863441944122,
-0.03058801032602787,
-0.021302301436662674,
-0.0630824938416481,
0.026567060500383377,
0.03848286345601082,
0.06307575106620789,
-0.08545073121786118,
-0.04204898327589035,
0.035121820867061615,
-0.015800660476088524,
0.0373256616294384,
0.000054970394558040425,
-0.023801347240805626,
-0.019256016239523888,
-0.07134121656417847,
-0.12067018449306488,
-0.036649640649557114,
0.07223660498857498,
0.053605128079652786,
0.04357370361685753,
0.002736855298280716,
0.05017324537038803,
-0.02204907312989235,
-0.0022502888459712267,
-5.7133650699370264e-8,
0.056707628071308136,
0.10107863694429398,
0.06566794216632843,
-0.01927507482469082,
0.04035555198788643,
0.08581691235303879,
0.022903287783265114,
0.010839962400496006,
0.007849834859371185,
-0.07240671664476395,
-0.05098111182451248,
0.0039055156521499157,
-0.06632319837808609,
0.020807825028896332,
0.06803242862224579,
0.014983233995735645,
-0.038204215466976166,
-0.0496264286339283,
-0.011141309514641762,
-0.023747766390442848,
0.06995853781700134,
-0.062440916895866394,
0.02637358196079731,
0.026682471856474876,
-0.00709509989246726,
0.04912218451499939,
-0.0037136634346097708,
-0.05372121185064316,
-0.04420430585741997,
0.017620697617530823,
-0.11111816763877869,
0.013770144432783127,
0.020471297204494476,
0.07717813551425934,
-0.05024709925055504,
-0.016200067475438118,
-0.05314689129590988,
0.04596976935863495,
-0.0521901436150074,
0.07644358277320862,
0.00406606076285243,
0.013178693130612373,
-0.0011624488979578018,
0.017770906910300255,
-0.024347025901079178,
0.07495547831058502,
0.009901592507958412,
-0.02500002458691597,
0.0916568711400032,
0.13956473767757416,
-0.07184112817049026,
0.007056202739477158,
0.035485733300447464,
-0.0003206349501851946,
0.023245228454470634,
0.037050843238830566,
-0.12246476113796234,
-0.005656358785927296,
0.02538478374481201,
0.016749734058976173,
-0.0377114973962307,
-0.017232287675142288,
0.0018382465932518244,
0.03839984908699989
] |
1401.4357
|
Georg Wachter
|
Georg Wachter, Christoph Lemell, Joachim Burgd\"orfer, Shunsuke A.
Sato, Xiao-Min Tong, Kazuhiro Yabana
|
Ab Initio Simulation of Electrical Currents Induced by Ultrafast Laser
Excitation of Dielectric Materials
|
Accepted version
|
Phys. Rev. Lett. 113, 087401 (2014)
|
10.1103/PhysRevLett.113.087401
| null |
cond-mat.mtrl-sci cond-mat.mes-hall physics.comp-ph physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We theoretically investigate the generation of ultrafast currents in
insulators induced by strong few-cycle laser pulses. Ab initio simulations
based on time-dependent density functional theory give insight into the
atomic-scale properties of the induced current signifying a femtosecond-scale
insulator-metal transition. We observe the transition from nonlinear
polarization currents during the laser pulse at low intensities to
tunnelinglike excitation into the conduction band at higher laser intensities.
At high intensities, the current persists after the conclusion of the laser
pulse considered to be the precursor of the dielectric breakdown on the
femtosecond scale. We show that the transferred charge sensitively depends on
the orientation of the polarization axis relative to the crystal axis
suggesting that the induced charge separation reflects the anisotropic
electronic structure. We find good agreement with very recent experimental data
on the intensity and carrierenvelope phase dependence [A. Schiffrin et al.,
Nature (London) 493, 70 (2013)].
|
[
{
"created": "Fri, 17 Jan 2014 14:28:16 GMT",
"version": "v1"
},
{
"created": "Mon, 25 Aug 2014 11:47:08 GMT",
"version": "v2"
}
] |
2014-08-26
|
[
[
"Wachter",
"Georg",
""
],
[
"Lemell",
"Christoph",
""
],
[
"Burgdörfer",
"Joachim",
""
],
[
"Sato",
"Shunsuke A.",
""
],
[
"Tong",
"Xiao-Min",
""
],
[
"Yabana",
"Kazuhiro",
""
]
] |
[
-0.024960068985819817,
-0.05540157109498978,
-0.03201032802462578,
0.09894847124814987,
0.015441841445863247,
0.03533143177628517,
0.0696818009018898,
-0.06823525577783585,
-0.06157936528325081,
-0.0398373082280159,
0.032177191227674484,
-0.009396924637258053,
0.02358756586909294,
0.012778506614267826,
0.11774387210607529,
0.010318856686353683,
-0.008345807902514935,
-0.006125615444034338,
-0.00980541855096817,
0.10019030421972275,
0.023630840703845024,
-0.11692190170288086,
0.04959676042199135,
-0.03255930542945862,
0.004126090090721846,
-0.00048524304293096066,
0.04110109433531761,
-0.04617080092430115,
-0.020966704934835434,
-0.0011045754654332995,
0.03257567808032036,
0.028797844424843788,
-0.10978127270936966,
0.1285431981086731,
-0.007503955624997616,
-0.022659556940197945,
0.03795401751995087,
0.006872851401567459,
-0.024689920246601105,
-0.05336587876081467,
0.09886495769023895,
-0.006432428956031799,
0.010881057009100914,
0.06332685053348541,
-0.010757275857031345,
-0.02499806322157383,
0.08545549213886261,
-0.06485997885465622,
-0.06540801376104355,
-0.027117261663079262,
0.04436679929494858,
0.07689353823661804,
0.016635173931717873,
-0.042651597410440445,
-0.03894858434796333,
0.018906468525528908,
0.05314582213759422,
0.049014490097761154,
0.03656217083334923,
-0.07313024997711182,
-0.06146632507443428,
0.026772398501634598,
0.019549833610653877,
-0.05000634118914604,
0.007042104844003916,
-0.021816447377204895,
0.08887385576963425,
0.07592016458511353,
0.009459558874368668,
0.008114533498883247,
0.0020406036637723446,
-0.013018171302974224,
-0.01722167432308197,
-0.037980835884809494,
0.02953307330608368,
-0.027783552184700966,
0.014318760484457016,
0.0728568285703659,
-0.06926236301660538,
-0.09349288791418076,
-0.015880048274993896,
-0.04747253283858299,
0.04457078501582146,
-0.002002905821427703,
-0.026914184913039207,
0.003797380719333887,
0.0022534020245075226,
-0.019982628524303436,
-0.06464734673500061,
-0.039596449583768845,
-0.029047489166259766,
0.06717003136873245,
-0.04271960258483887,
-0.07413638383150101,
0.08577974140644073,
0.0023241876624524593,
0.052205849438905716,
-0.039186641573905945,
-0.03994902968406677,
0.011495346203446388,
0.12702099978923798,
0.034267641603946686,
-0.04147413372993469,
0.0635300949215889,
-0.029274558648467064,
-0.03956309333443642,
0.06057250499725342,
0.08318887650966644,
-0.06207913160324097,
0.06617585569620132,
0.05841904506087303,
-0.00911009032279253,
0.05038812384009361,
0.015543024055659771,
0.04864269495010376,
0.061158329248428345,
-0.07917045801877975,
0.04067321866750717,
0.08073560148477554,
0.04553396999835968,
-0.07791201025247574,
0.08495548367500305,
-0.05474283918738365,
0.02837458625435829,
-0.06960470229387283,
0.09364764392375946,
-0.0013315784744918346,
2.1496685800059575e-33,
0.07688400149345398,
0.051023442298173904,
0.0038387358654290438,
0.0029467418789863586,
-0.02744271233677864,
-0.06981760263442993,
0.03960103914141655,
-0.006058629136532545,
-0.028513027355074883,
0.02750140242278576,
-0.04813767969608307,
0.02479965053498745,
0.03417583182454109,
0.014210058376193047,
-0.04589347541332245,
-0.02789147011935711,
-0.06806372851133347,
-0.0016569769941270351,
0.04158801585435867,
0.08228615671396255,
-0.028643405064940453,
0.056463342159986496,
0.05076397955417633,
0.018902620300650597,
-0.0625544935464859,
0.0054191481322050095,
-0.022547423839569092,
0.02494191937148571,
-0.028590800240635872,
0.0085087139159441,
-0.0031123063527047634,
0.09942187368869781,
-0.050229351967573166,
-0.07686406373977661,
0.16993045806884766,
0.03244684636592865,
0.021893618628382683,
0.06029414385557175,
0.0233934223651886,
-0.04554227367043495,
-0.05631352216005325,
-0.09387792646884918,
-0.0156547948718071,
0.021940000355243683,
-0.00598601158708334,
-0.046336621046066284,
-0.0016674529761075974,
-0.003519995603710413,
0.035416074097156525,
-0.05604518577456474,
-0.019091902300715446,
-0.03705266863107681,
0.016564419493079185,
0.0024748286232352257,
0.028511537238955498,
0.0031056676525622606,
0.05462154000997543,
0.08363205194473267,
0.05124474689364433,
-0.010938524268567562,
0.06048041209578514,
-0.01268705539405346,
0.03837570920586586,
0.033677924424409866,
-0.03909098356962204,
0.06034605950117111,
-0.09320598095655441,
0.042536355555057526,
0.008519555442035198,
0.026413319632411003,
0.03405686467885971,
0.07131455838680267,
0.1118706688284874,
-0.1297074854373932,
0.1357640027999878,
0.09237897396087646,
0.02582809142768383,
0.012591725215315819,
0.02671636827290058,
-0.0013879690086469054,
0.009653434157371521,
-0.08360196650028229,
-0.041780419647693634,
-0.07787784934043884,
-0.06678491830825806,
-0.005943077150732279,
-0.06255663186311722,
0.00850843545049429,
-0.09927238523960114,
0.007634778972715139,
0.04511750489473343,
-0.029267795383930206,
0.062438081949949265,
-0.037870220839977264,
-0.01491832546889782,
-4.0097971056990465e-33,
0.06682264804840088,
-0.04559844359755516,
0.07072141766548157,
-0.05446620658040047,
-0.0322473980486393,
-0.023748164996504784,
0.025006113573908806,
0.13857664167881012,
-0.04452686756849289,
0.028966514393687248,
0.0912049263715744,
0.011931399814784527,
-0.013751874677836895,
-0.0822628065943718,
-0.08597435802221298,
-0.03533165529370308,
0.005958976224064827,
-0.02767139859497547,
0.16654235124588013,
0.0054190331138670444,
0.00020014727488160133,
-0.013728654943406582,
-0.03900527581572533,
0.1192505955696106,
0.027021199464797974,
0.047984447330236435,
-0.008554979227483273,
-0.01882854476571083,
0.008929389528930187,
-0.014510526321828365,
0.026774555444717407,
0.00207876437343657,
-0.02953977882862091,
-0.03325861319899559,
-0.11808227747678757,
-0.0008062347769737244,
-0.08287116885185242,
-0.007239238824695349,
-0.058555688709020615,
0.037128109484910965,
0.0031616324558854103,
-0.03743378445506096,
0.008090905845165253,
0.015950798988342285,
0.06220659986138344,
0.01701255328953266,
-0.0874435231089592,
-0.06373223662376404,
-0.03356626257300377,
0.024521851912140846,
-0.04694901406764984,
0.02538365125656128,
-0.009215638041496277,
-0.019248489290475845,
-0.022866787388920784,
-0.0059713940136134624,
-0.04066062718629837,
0.049368638545274734,
-0.016484897583723068,
0.021619688719511032,
-0.06681457161903381,
0.03698054701089859,
0.02103140950202942,
-0.04267231747508049,
-0.030152272433042526,
-0.11070817708969116,
0.018849676474928856,
-0.03709006682038307,
0.08588390052318573,
0.015009739436209202,
-0.022566286846995354,
0.03896654024720192,
-0.06105150282382965,
-0.03471807390451431,
-0.051641665399074554,
-0.001405526651069522,
0.08363011479377747,
-0.08368302881717682,
-0.0661364197731018,
-0.0031077784951776266,
0.04967987537384033,
0.0042309206910431385,
-0.085716113448143,
-0.0645647868514061,
-0.019421156495809555,
-0.003965167328715324,
-0.0255740936845541,
0.03054138459265232,
0.024834057316184044,
-0.08433203399181366,
-0.02447386644780636,
-0.054703451693058014,
-0.01835799030959606,
-0.11084786802530289,
0.02341524325311184,
-5.3666887822600984e-8,
0.025388702750205994,
0.04282185062766075,
0.01667913794517517,
0.0550500713288784,
0.028361421078443527,
-0.010533090680837631,
-0.0012779338285326958,
-0.0036072367802262306,
-0.013404752127826214,
-0.08516285568475723,
0.002973453141748905,
0.020514627918601036,
0.032814446836709976,
-0.03538922965526581,
0.048286087810993195,
-0.0033441069535911083,
0.06212828680872917,
-0.004193977452814579,
-0.013177738524973392,
0.037117645144462585,
-0.02644778974354267,
-0.015141450800001621,
0.03914898633956909,
-0.05922457575798035,
-0.04722306504845619,
-0.0929817408323288,
-0.01883223094046116,
-0.004517144523561001,
-0.03725465014576912,
-0.017516564577817917,
-0.08847800642251968,
-0.08315176516771317,
-0.015790095552802086,
0.11510336399078369,
-0.041013117879629135,
0.027054987847805023,
-0.02791273035109043,
-0.010995160788297653,
-0.022050371393561363,
-0.050093457102775574,
-0.007014884613454342,
0.01633356884121895,
-0.016638318076729774,
0.017090994864702225,
-0.04726071283221245,
0.05357281118631363,
-0.028605109080672264,
-0.021921589970588684,
-0.01191479992121458,
-0.0030272991862148046,
-0.03961871936917305,
-0.019444957375526428,
-0.015337282791733742,
0.002616594545543194,
-0.03295923396945,
0.04075639322400093,
-0.08618668466806412,
0.04020371660590172,
0.02247474528849125,
0.02629993110895157,
0.0701492577791214,
-0.0333147794008255,
-0.035660210996866226,
0.026531020179390907
] | null | null | null | null | null | null | null |
[
-0.024960068985819817,
-0.05540157109498978,
-0.03201032802462578,
0.09894847124814987,
0.015441841445863247,
0.03533143177628517,
0.0696818009018898,
-0.06823525577783585,
-0.06157936528325081,
-0.0398373082280159,
0.032177191227674484,
-0.009396924637258053,
0.02358756586909294,
0.012778506614267826,
0.11774387210607529,
0.010318856686353683,
-0.008345807902514935,
-0.006125615444034338,
-0.00980541855096817,
0.10019030421972275,
0.023630840703845024,
-0.11692190170288086,
0.04959676042199135,
-0.03255930542945862,
0.004126090090721846,
-0.00048524304293096066,
0.04110109433531761,
-0.04617080092430115,
-0.020966704934835434,
-0.0011045754654332995,
0.03257567808032036,
0.028797844424843788,
-0.10978127270936966,
0.1285431981086731,
-0.007503955624997616,
-0.022659556940197945,
0.03795401751995087,
0.006872851401567459,
-0.024689920246601105,
-0.05336587876081467,
0.09886495769023895,
-0.006432428956031799,
0.010881057009100914,
0.06332685053348541,
-0.010757275857031345,
-0.02499806322157383,
0.08545549213886261,
-0.06485997885465622,
-0.06540801376104355,
-0.027117261663079262,
0.04436679929494858,
0.07689353823661804,
0.016635173931717873,
-0.042651597410440445,
-0.03894858434796333,
0.018906468525528908,
0.05314582213759422,
0.049014490097761154,
0.03656217083334923,
-0.07313024997711182,
-0.06146632507443428,
0.026772398501634598,
0.019549833610653877,
-0.05000634118914604,
0.007042104844003916,
-0.021816447377204895,
0.08887385576963425,
0.07592016458511353,
0.009459558874368668,
0.008114533498883247,
0.0020406036637723446,
-0.013018171302974224,
-0.01722167432308197,
-0.037980835884809494,
0.02953307330608368,
-0.027783552184700966,
0.014318760484457016,
0.0728568285703659,
-0.06926236301660538,
-0.09349288791418076,
-0.015880048274993896,
-0.04747253283858299,
0.04457078501582146,
-0.002002905821427703,
-0.026914184913039207,
0.003797380719333887,
0.0022534020245075226,
-0.019982628524303436,
-0.06464734673500061,
-0.039596449583768845,
-0.029047489166259766,
0.06717003136873245,
-0.04271960258483887,
-0.07413638383150101,
0.08577974140644073,
0.0023241876624524593,
0.052205849438905716,
-0.039186641573905945,
-0.03994902968406677,
0.011495346203446388,
0.12702099978923798,
0.034267641603946686,
-0.04147413372993469,
0.0635300949215889,
-0.029274558648467064,
-0.03956309333443642,
0.06057250499725342,
0.08318887650966644,
-0.06207913160324097,
0.06617585569620132,
0.05841904506087303,
-0.00911009032279253,
0.05038812384009361,
0.015543024055659771,
0.04864269495010376,
0.061158329248428345,
-0.07917045801877975,
0.04067321866750717,
0.08073560148477554,
0.04553396999835968,
-0.07791201025247574,
0.08495548367500305,
-0.05474283918738365,
0.02837458625435829,
-0.06960470229387283,
0.09364764392375946,
-0.0013315784744918346,
2.1496685800059575e-33,
0.07688400149345398,
0.051023442298173904,
0.0038387358654290438,
0.0029467418789863586,
-0.02744271233677864,
-0.06981760263442993,
0.03960103914141655,
-0.006058629136532545,
-0.028513027355074883,
0.02750140242278576,
-0.04813767969608307,
0.02479965053498745,
0.03417583182454109,
0.014210058376193047,
-0.04589347541332245,
-0.02789147011935711,
-0.06806372851133347,
-0.0016569769941270351,
0.04158801585435867,
0.08228615671396255,
-0.028643405064940453,
0.056463342159986496,
0.05076397955417633,
0.018902620300650597,
-0.0625544935464859,
0.0054191481322050095,
-0.022547423839569092,
0.02494191937148571,
-0.028590800240635872,
0.0085087139159441,
-0.0031123063527047634,
0.09942187368869781,
-0.050229351967573166,
-0.07686406373977661,
0.16993045806884766,
0.03244684636592865,
0.021893618628382683,
0.06029414385557175,
0.0233934223651886,
-0.04554227367043495,
-0.05631352216005325,
-0.09387792646884918,
-0.0156547948718071,
0.021940000355243683,
-0.00598601158708334,
-0.046336621046066284,
-0.0016674529761075974,
-0.003519995603710413,
0.035416074097156525,
-0.05604518577456474,
-0.019091902300715446,
-0.03705266863107681,
0.016564419493079185,
0.0024748286232352257,
0.028511537238955498,
0.0031056676525622606,
0.05462154000997543,
0.08363205194473267,
0.05124474689364433,
-0.010938524268567562,
0.06048041209578514,
-0.01268705539405346,
0.03837570920586586,
0.033677924424409866,
-0.03909098356962204,
0.06034605950117111,
-0.09320598095655441,
0.042536355555057526,
0.008519555442035198,
0.026413319632411003,
0.03405686467885971,
0.07131455838680267,
0.1118706688284874,
-0.1297074854373932,
0.1357640027999878,
0.09237897396087646,
0.02582809142768383,
0.012591725215315819,
0.02671636827290058,
-0.0013879690086469054,
0.009653434157371521,
-0.08360196650028229,
-0.041780419647693634,
-0.07787784934043884,
-0.06678491830825806,
-0.005943077150732279,
-0.06255663186311722,
0.00850843545049429,
-0.09927238523960114,
0.007634778972715139,
0.04511750489473343,
-0.029267795383930206,
0.062438081949949265,
-0.037870220839977264,
-0.01491832546889782,
-4.0097971056990465e-33,
0.06682264804840088,
-0.04559844359755516,
0.07072141766548157,
-0.05446620658040047,
-0.0322473980486393,
-0.023748164996504784,
0.025006113573908806,
0.13857664167881012,
-0.04452686756849289,
0.028966514393687248,
0.0912049263715744,
0.011931399814784527,
-0.013751874677836895,
-0.0822628065943718,
-0.08597435802221298,
-0.03533165529370308,
0.005958976224064827,
-0.02767139859497547,
0.16654235124588013,
0.0054190331138670444,
0.00020014727488160133,
-0.013728654943406582,
-0.03900527581572533,
0.1192505955696106,
0.027021199464797974,
0.047984447330236435,
-0.008554979227483273,
-0.01882854476571083,
0.008929389528930187,
-0.014510526321828365,
0.026774555444717407,
0.00207876437343657,
-0.02953977882862091,
-0.03325861319899559,
-0.11808227747678757,
-0.0008062347769737244,
-0.08287116885185242,
-0.007239238824695349,
-0.058555688709020615,
0.037128109484910965,
0.0031616324558854103,
-0.03743378445506096,
0.008090905845165253,
0.015950798988342285,
0.06220659986138344,
0.01701255328953266,
-0.0874435231089592,
-0.06373223662376404,
-0.03356626257300377,
0.024521851912140846,
-0.04694901406764984,
0.02538365125656128,
-0.009215638041496277,
-0.019248489290475845,
-0.022866787388920784,
-0.0059713940136134624,
-0.04066062718629837,
0.049368638545274734,
-0.016484897583723068,
0.021619688719511032,
-0.06681457161903381,
0.03698054701089859,
0.02103140950202942,
-0.04267231747508049,
-0.030152272433042526,
-0.11070817708969116,
0.018849676474928856,
-0.03709006682038307,
0.08588390052318573,
0.015009739436209202,
-0.022566286846995354,
0.03896654024720192,
-0.06105150282382965,
-0.03471807390451431,
-0.051641665399074554,
-0.001405526651069522,
0.08363011479377747,
-0.08368302881717682,
-0.0661364197731018,
-0.0031077784951776266,
0.04967987537384033,
0.0042309206910431385,
-0.085716113448143,
-0.0645647868514061,
-0.019421156495809555,
-0.003965167328715324,
-0.0255740936845541,
0.03054138459265232,
0.024834057316184044,
-0.08433203399181366,
-0.02447386644780636,
-0.054703451693058014,
-0.01835799030959606,
-0.11084786802530289,
0.02341524325311184,
-5.3666887822600984e-8,
0.025388702750205994,
0.04282185062766075,
0.01667913794517517,
0.0550500713288784,
0.028361421078443527,
-0.010533090680837631,
-0.0012779338285326958,
-0.0036072367802262306,
-0.013404752127826214,
-0.08516285568475723,
0.002973453141748905,
0.020514627918601036,
0.032814446836709976,
-0.03538922965526581,
0.048286087810993195,
-0.0033441069535911083,
0.06212828680872917,
-0.004193977452814579,
-0.013177738524973392,
0.037117645144462585,
-0.02644778974354267,
-0.015141450800001621,
0.03914898633956909,
-0.05922457575798035,
-0.04722306504845619,
-0.0929817408323288,
-0.01883223094046116,
-0.004517144523561001,
-0.03725465014576912,
-0.017516564577817917,
-0.08847800642251968,
-0.08315176516771317,
-0.015790095552802086,
0.11510336399078369,
-0.041013117879629135,
0.027054987847805023,
-0.02791273035109043,
-0.010995160788297653,
-0.022050371393561363,
-0.050093457102775574,
-0.007014884613454342,
0.01633356884121895,
-0.016638318076729774,
0.017090994864702225,
-0.04726071283221245,
0.05357281118631363,
-0.028605109080672264,
-0.021921589970588684,
-0.01191479992121458,
-0.0030272991862148046,
-0.03961871936917305,
-0.019444957375526428,
-0.015337282791733742,
0.002616594545543194,
-0.03295923396945,
0.04075639322400093,
-0.08618668466806412,
0.04020371660590172,
0.02247474528849125,
0.02629993110895157,
0.0701492577791214,
-0.0333147794008255,
-0.035660210996866226,
0.026531020179390907
] |
1401.4359
|
Thomas Czerniuk
|
T. Czerniuk, C. Brueggemann, J. Tepper, S. Brodbeck, C. Schneider, M.
Kamp, S. Hoefling, B. A. Glavin, D. R. Yakovlev, A. V. Akimov, and M. Bayer
|
Controlled lasing from active optomechanical resonators
| null | null |
10.1038/ncomms5038
| null |
cond-mat.mes-hall physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Planar microcavities with distributed Bragg reflectors (DBRs) host, besides
confined optical modes, also mechanical resonances due to stop bands in the
phonon dispersion relation of the DBRs. These resonances have frequencies in
the sub-terahertz (10E10-10E11 Hz) range with quality factors exceeding 1000.
The interaction of photons and phonons in such optomechanical systems can be
drastically enhanced, opening a new route toward manipulation of light. Here we
implemented active semiconducting layers into the microcavity to obtain a
vertical-cavity surface-emitting laser (VCSEL). Thereby three resonant
excitations -photons, phonons, and electrons- can interact strongly with each
other providing control of the VCSEL laser emission: a picosecond strain pulse
injected into the VCSEL excites long-living mechanical resonances therein. As a
result, modulation of the lasing intensity at frequencies up to 40 GHz is
observed. From these findings prospective applications such as THz laser
control and stimulated phonon emission may emerge.
|
[
{
"created": "Fri, 17 Jan 2014 14:29:39 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Czerniuk",
"T.",
""
],
[
"Brueggemann",
"C.",
""
],
[
"Tepper",
"J.",
""
],
[
"Brodbeck",
"S.",
""
],
[
"Schneider",
"C.",
""
],
[
"Kamp",
"M.",
""
],
[
"Hoefling",
"S.",
""
],
[
"Glavin",
"B. A.",
""
],
[
"Yakovlev",
"D. R.",
""
],
[
"Akimov",
"A. V.",
""
],
[
"Bayer",
"M.",
""
]
] |
[
-0.009370099753141403,
-0.016683058813214302,
-0.018281791359186172,
0.02665989100933075,
-0.09755405783653259,
0.008347373455762863,
0.04398595541715622,
-0.028997929766774178,
-0.027432966977357864,
0.03708871826529503,
-0.040473610162734985,
-0.03202369064092636,
-0.009145231917500496,
-0.049873072654008865,
0.07660683244466782,
0.07321212440729141,
0.06539562344551086,
-0.005663004703819752,
-0.011447702534496784,
0.05246719345450401,
0.053506046533584595,
-0.043414339423179626,
0.0015911246882751584,
-0.02916618064045906,
-0.025311334058642387,
-0.042992204427719116,
-0.022242223843932152,
0.07087363302707672,
0.03585028275847435,
0.08029220253229141,
0.04271965101361275,
-0.01679803989827633,
-0.0683799460530281,
0.04515660181641579,
-0.044620249420404434,
-0.03755785897374153,
0.02069336734712124,
-0.11615908890962601,
-0.06929047405719757,
-0.0735650584101677,
0.09066060185432434,
-0.04631725698709488,
-0.03010140359401703,
-0.016346363350749016,
0.0007246548193506896,
-0.03161602094769478,
-0.0025591698940843344,
0.004071051254868507,
-0.05999048426747322,
-0.047286927700042725,
-0.007830259390175343,
-0.028339704498648643,
0.050929561257362366,
0.043408215045928955,
-0.024615105241537094,
0.061614029109478,
0.026973966509103775,
0.06364478915929794,
0.004238092340528965,
-0.07459411025047302,
0.0009138648747466505,
-0.043354835361242294,
-0.05041516199707985,
-0.010407310910522938,
-0.03358609229326248,
-0.02686983533203602,
-0.058972958475351334,
0.011149222031235695,
-0.04306112229824066,
0.031003620475530624,
-0.00042816359200514853,
-0.03884781524538994,
-0.0193446334451437,
0.05051775649189949,
0.06765522807836533,
-0.03934287652373314,
0.03962266072630882,
0.06192659214138985,
-0.0323994942009449,
-0.016247468069195747,
0.06820496171712875,
0.0073586818762123585,
-0.09328652173280716,
0.029308781027793884,
-0.04444875568151474,
-0.021104412153363228,
0.02532217465341091,
-0.00015715933113824576,
0.0001239103585248813,
0.018086373805999756,
0.0046156020835042,
0.018549038097262383,
-0.06852514296770096,
-0.06049063429236412,
0.007384839933365583,
-0.06897841393947601,
0.03314231336116791,
-0.0850517526268959,
0.05397290363907814,
-0.04243103042244911,
0.05899276211857796,
0.0029613126534968615,
0.036263905465602875,
0.027942920103669167,
-0.10589393228292465,
0.038849443197250366,
0.023288067430257797,
0.09560547024011612,
-0.07714959979057312,
-0.04699050635099411,
0.03717471659183502,
0.046079326421022415,
0.02932569570839405,
-0.019976528361439705,
0.024690669029951096,
0.010154373943805695,
-0.018140485510230064,
0.005156699568033218,
0.02635146863758564,
-0.09099161624908447,
-0.09489268064498901,
-0.0003468694048933685,
-0.016699010506272316,
-0.04646674171090126,
0.016051311045885086,
0.002051502000540495,
-0.12434125691652298,
2.304964975403013e-33,
0.06388906389474869,
0.028754474595189095,
-0.04040546342730522,
-0.0495314747095108,
-0.012728828936815262,
0.008502423763275146,
0.03330542519688606,
0.10650176554918289,
-0.0903259664773941,
-0.050638508051633835,
0.0721440464258194,
-0.0698840469121933,
0.015649156644940376,
0.03072718158364296,
0.08937391638755798,
-0.040404193103313446,
0.0021569975651800632,
0.003055755514651537,
-0.0766654685139656,
0.0221757460385561,
0.0350734107196331,
-0.0890360102057457,
-0.0000023171110115072224,
0.09088747948408127,
-0.07591334730386734,
-0.02173352800309658,
-0.00043177412590011954,
0.028528420254588127,
-0.0579899437725544,
-0.037256937474012375,
0.014640253968536854,
0.07062731683254242,
0.08875981718301773,
-0.06297346204519272,
0.06180810183286667,
0.05539450794458389,
0.058512456715106964,
0.09496334940195084,
0.05763282999396324,
-0.07679472118616104,
0.05269661918282509,
-0.031680598855018616,
-0.04030789062380791,
0.08845890313386917,
0.02279140241444111,
-0.008640664629638195,
-0.07423744350671768,
-0.026580186560750008,
0.03189490735530853,
-0.035885654389858246,
0.05299421772360802,
-0.08247540146112442,
0.0005633407272398472,
0.03454998508095741,
0.04115891456604004,
0.04370247572660446,
0.014857779256999493,
-0.03661612421274185,
-0.01572931557893753,
-0.10685112327337265,
0.021004747599363327,
-0.11860988289117813,
0.04210035875439644,
0.08491018414497375,
-0.0271976999938488,
0.020832262933254242,
0.0900726467370987,
0.06473502516746521,
-0.033983014523983,
0.036217253655195236,
0.0016735087847337127,
0.11191847175359726,
0.04424833506345749,
-0.07927248626947403,
0.053154684603214264,
0.05632787570357323,
-0.007695155683904886,
0.00950641930103302,
0.05912066996097565,
0.10958720743656158,
0.09432035684585571,
0.007622255012392998,
-0.13242578506469727,
0.016946997493505478,
-0.008750081062316895,
0.038711871951818466,
0.016272982582449913,
-0.05911495164036751,
-0.05583372712135315,
0.0022971348371356726,
0.05731789022684097,
-0.11423522233963013,
0.02755247801542282,
-0.10530591011047363,
-0.1150030791759491,
-4.2455520486480567e-33,
0.11761101335287094,
0.02054458111524582,
0.03897799178957939,
0.04358876496553421,
0.1132710799574852,
-0.021596549078822136,
0.029408613219857216,
0.013299812562763691,
-0.0729135125875473,
-0.030900757759809494,
0.0934145376086235,
0.03629467636346817,
0.06933017820119858,
0.006140417885035276,
-0.058546241372823715,
0.04468172788619995,
0.003955977037549019,
-0.06399388611316681,
0.052751071751117706,
-0.055894918739795685,
0.03162780776619911,
0.020459124818444252,
0.009900003671646118,
-0.007756476290524006,
-0.009267725981771946,
-0.016377877444028854,
-0.03565847501158714,
0.05516010522842407,
-0.015627853572368622,
0.02219453640282154,
-0.018178895115852356,
0.02225431241095066,
0.05335235968232155,
0.009961539879441261,
0.029403120279312134,
0.019430512562394142,
0.05738365650177002,
-0.004436415154486895,
-0.006576131097972393,
-0.06627814471721649,
0.04526491090655327,
-0.015432743355631828,
-0.05835113301873207,
0.01873854361474514,
-0.017675114795565605,
-0.004788740072399378,
-0.0668957307934761,
-0.07262372970581055,
-0.10797730833292007,
0.05608978122472763,
-0.022158294916152954,
0.03941997140645981,
-0.03660139814019203,
0.02342050150036812,
0.03672577440738678,
0.017155619338154793,
-0.031829558312892914,
0.04633896425366402,
0.016695646569132805,
0.0721454992890358,
-0.0396653488278389,
0.08476260304450989,
0.050861816853284836,
-0.04442224279046059,
-0.006539495661854744,
0.024600613862276077,
0.051977429538965225,
0.03409486263990402,
0.05759065970778465,
-0.04824125021696091,
0.025807920843362808,
0.05430128425359726,
0.05146494135260582,
-0.04384635016322136,
0.00007871901470934972,
0.027310671284794807,
0.02151576429605484,
-0.019054874777793884,
-0.0858364850282669,
0.07394962012767792,
0.033215299248695374,
0.0011533654760569334,
0.004594539757817984,
-0.03435809537768364,
-0.022115493193268776,
-0.02315269224345684,
-0.06772733479738235,
0.043872639536857605,
-0.08534728735685349,
0.06896024942398071,
-0.00049751898040995,
-0.041439224034547806,
0.10406478494405746,
-0.054156456142663956,
0.08564901351928711,
-5.015805015773367e-8,
-0.06879138201475143,
0.05069608986377716,
-0.03498698025941849,
-0.006361020263284445,
-0.0019012409029528499,
-0.014723415486514568,
-0.004314817022532225,
-0.05247167497873306,
0.015898386016488075,
-0.03242497518658638,
-0.0003001358127221465,
-0.07477413862943649,
-0.0369681678712368,
0.07020499557256699,
0.04294494166970253,
-0.003288140520453453,
0.008910706266760826,
-0.12372832745313644,
-0.02995431050658226,
-0.041168488562107086,
-0.038992684334516525,
-0.018728556111454964,
0.0434521846473217,
0.0009762654663063586,
0.016743957996368408,
0.03282542899250984,
-0.11510079354047775,
0.004757455084472895,
0.00917082466185093,
0.008772503584623337,
-0.02150564268231392,
-0.004653286654502153,
0.018690219148993492,
0.0010371955577284098,
-0.05767349898815155,
-0.02820035070180893,
-0.10458631813526154,
-0.0645531639456749,
0.05693675950169563,
-0.0704338476061821,
0.05109819397330284,
0.0005854365881532431,
-0.04533546790480614,
0.0643656849861145,
-0.08268207311630249,
0.01921846903860569,
-0.01406123861670494,
-0.018935736268758774,
-0.008630529046058655,
0.041707586497068405,
-0.017721502110362053,
0.017090018838644028,
0.04145890101790428,
-0.04228217899799347,
-0.0630762130022049,
0.06104540824890137,
0.018604695796966553,
0.06345201283693314,
0.014727259986102581,
0.0035008913837373257,
0.06998942047357559,
-0.1019151583313942,
0.007793453522026539,
0.05474192649126053
] | null | null | null | null | null | null | null |
[
-0.009370099753141403,
-0.016683058813214302,
-0.018281791359186172,
0.02665989100933075,
-0.09755405783653259,
0.008347373455762863,
0.04398595541715622,
-0.028997929766774178,
-0.027432966977357864,
0.03708871826529503,
-0.040473610162734985,
-0.03202369064092636,
-0.009145231917500496,
-0.049873072654008865,
0.07660683244466782,
0.07321212440729141,
0.06539562344551086,
-0.005663004703819752,
-0.011447702534496784,
0.05246719345450401,
0.053506046533584595,
-0.043414339423179626,
0.0015911246882751584,
-0.02916618064045906,
-0.025311334058642387,
-0.042992204427719116,
-0.022242223843932152,
0.07087363302707672,
0.03585028275847435,
0.08029220253229141,
0.04271965101361275,
-0.01679803989827633,
-0.0683799460530281,
0.04515660181641579,
-0.044620249420404434,
-0.03755785897374153,
0.02069336734712124,
-0.11615908890962601,
-0.06929047405719757,
-0.0735650584101677,
0.09066060185432434,
-0.04631725698709488,
-0.03010140359401703,
-0.016346363350749016,
0.0007246548193506896,
-0.03161602094769478,
-0.0025591698940843344,
0.004071051254868507,
-0.05999048426747322,
-0.047286927700042725,
-0.007830259390175343,
-0.028339704498648643,
0.050929561257362366,
0.043408215045928955,
-0.024615105241537094,
0.061614029109478,
0.026973966509103775,
0.06364478915929794,
0.004238092340528965,
-0.07459411025047302,
0.0009138648747466505,
-0.043354835361242294,
-0.05041516199707985,
-0.010407310910522938,
-0.03358609229326248,
-0.02686983533203602,
-0.058972958475351334,
0.011149222031235695,
-0.04306112229824066,
0.031003620475530624,
-0.00042816359200514853,
-0.03884781524538994,
-0.0193446334451437,
0.05051775649189949,
0.06765522807836533,
-0.03934287652373314,
0.03962266072630882,
0.06192659214138985,
-0.0323994942009449,
-0.016247468069195747,
0.06820496171712875,
0.0073586818762123585,
-0.09328652173280716,
0.029308781027793884,
-0.04444875568151474,
-0.021104412153363228,
0.02532217465341091,
-0.00015715933113824576,
0.0001239103585248813,
0.018086373805999756,
0.0046156020835042,
0.018549038097262383,
-0.06852514296770096,
-0.06049063429236412,
0.007384839933365583,
-0.06897841393947601,
0.03314231336116791,
-0.0850517526268959,
0.05397290363907814,
-0.04243103042244911,
0.05899276211857796,
0.0029613126534968615,
0.036263905465602875,
0.027942920103669167,
-0.10589393228292465,
0.038849443197250366,
0.023288067430257797,
0.09560547024011612,
-0.07714959979057312,
-0.04699050635099411,
0.03717471659183502,
0.046079326421022415,
0.02932569570839405,
-0.019976528361439705,
0.024690669029951096,
0.010154373943805695,
-0.018140485510230064,
0.005156699568033218,
0.02635146863758564,
-0.09099161624908447,
-0.09489268064498901,
-0.0003468694048933685,
-0.016699010506272316,
-0.04646674171090126,
0.016051311045885086,
0.002051502000540495,
-0.12434125691652298,
2.304964975403013e-33,
0.06388906389474869,
0.028754474595189095,
-0.04040546342730522,
-0.0495314747095108,
-0.012728828936815262,
0.008502423763275146,
0.03330542519688606,
0.10650176554918289,
-0.0903259664773941,
-0.050638508051633835,
0.0721440464258194,
-0.0698840469121933,
0.015649156644940376,
0.03072718158364296,
0.08937391638755798,
-0.040404193103313446,
0.0021569975651800632,
0.003055755514651537,
-0.0766654685139656,
0.0221757460385561,
0.0350734107196331,
-0.0890360102057457,
-0.0000023171110115072224,
0.09088747948408127,
-0.07591334730386734,
-0.02173352800309658,
-0.00043177412590011954,
0.028528420254588127,
-0.0579899437725544,
-0.037256937474012375,
0.014640253968536854,
0.07062731683254242,
0.08875981718301773,
-0.06297346204519272,
0.06180810183286667,
0.05539450794458389,
0.058512456715106964,
0.09496334940195084,
0.05763282999396324,
-0.07679472118616104,
0.05269661918282509,
-0.031680598855018616,
-0.04030789062380791,
0.08845890313386917,
0.02279140241444111,
-0.008640664629638195,
-0.07423744350671768,
-0.026580186560750008,
0.03189490735530853,
-0.035885654389858246,
0.05299421772360802,
-0.08247540146112442,
0.0005633407272398472,
0.03454998508095741,
0.04115891456604004,
0.04370247572660446,
0.014857779256999493,
-0.03661612421274185,
-0.01572931557893753,
-0.10685112327337265,
0.021004747599363327,
-0.11860988289117813,
0.04210035875439644,
0.08491018414497375,
-0.0271976999938488,
0.020832262933254242,
0.0900726467370987,
0.06473502516746521,
-0.033983014523983,
0.036217253655195236,
0.0016735087847337127,
0.11191847175359726,
0.04424833506345749,
-0.07927248626947403,
0.053154684603214264,
0.05632787570357323,
-0.007695155683904886,
0.00950641930103302,
0.05912066996097565,
0.10958720743656158,
0.09432035684585571,
0.007622255012392998,
-0.13242578506469727,
0.016946997493505478,
-0.008750081062316895,
0.038711871951818466,
0.016272982582449913,
-0.05911495164036751,
-0.05583372712135315,
0.0022971348371356726,
0.05731789022684097,
-0.11423522233963013,
0.02755247801542282,
-0.10530591011047363,
-0.1150030791759491,
-4.2455520486480567e-33,
0.11761101335287094,
0.02054458111524582,
0.03897799178957939,
0.04358876496553421,
0.1132710799574852,
-0.021596549078822136,
0.029408613219857216,
0.013299812562763691,
-0.0729135125875473,
-0.030900757759809494,
0.0934145376086235,
0.03629467636346817,
0.06933017820119858,
0.006140417885035276,
-0.058546241372823715,
0.04468172788619995,
0.003955977037549019,
-0.06399388611316681,
0.052751071751117706,
-0.055894918739795685,
0.03162780776619911,
0.020459124818444252,
0.009900003671646118,
-0.007756476290524006,
-0.009267725981771946,
-0.016377877444028854,
-0.03565847501158714,
0.05516010522842407,
-0.015627853572368622,
0.02219453640282154,
-0.018178895115852356,
0.02225431241095066,
0.05335235968232155,
0.009961539879441261,
0.029403120279312134,
0.019430512562394142,
0.05738365650177002,
-0.004436415154486895,
-0.006576131097972393,
-0.06627814471721649,
0.04526491090655327,
-0.015432743355631828,
-0.05835113301873207,
0.01873854361474514,
-0.017675114795565605,
-0.004788740072399378,
-0.0668957307934761,
-0.07262372970581055,
-0.10797730833292007,
0.05608978122472763,
-0.022158294916152954,
0.03941997140645981,
-0.03660139814019203,
0.02342050150036812,
0.03672577440738678,
0.017155619338154793,
-0.031829558312892914,
0.04633896425366402,
0.016695646569132805,
0.0721454992890358,
-0.0396653488278389,
0.08476260304450989,
0.050861816853284836,
-0.04442224279046059,
-0.006539495661854744,
0.024600613862276077,
0.051977429538965225,
0.03409486263990402,
0.05759065970778465,
-0.04824125021696091,
0.025807920843362808,
0.05430128425359726,
0.05146494135260582,
-0.04384635016322136,
0.00007871901470934972,
0.027310671284794807,
0.02151576429605484,
-0.019054874777793884,
-0.0858364850282669,
0.07394962012767792,
0.033215299248695374,
0.0011533654760569334,
0.004594539757817984,
-0.03435809537768364,
-0.022115493193268776,
-0.02315269224345684,
-0.06772733479738235,
0.043872639536857605,
-0.08534728735685349,
0.06896024942398071,
-0.00049751898040995,
-0.041439224034547806,
0.10406478494405746,
-0.054156456142663956,
0.08564901351928711,
-5.015805015773367e-8,
-0.06879138201475143,
0.05069608986377716,
-0.03498698025941849,
-0.006361020263284445,
-0.0019012409029528499,
-0.014723415486514568,
-0.004314817022532225,
-0.05247167497873306,
0.015898386016488075,
-0.03242497518658638,
-0.0003001358127221465,
-0.07477413862943649,
-0.0369681678712368,
0.07020499557256699,
0.04294494166970253,
-0.003288140520453453,
0.008910706266760826,
-0.12372832745313644,
-0.02995431050658226,
-0.041168488562107086,
-0.038992684334516525,
-0.018728556111454964,
0.0434521846473217,
0.0009762654663063586,
0.016743957996368408,
0.03282542899250984,
-0.11510079354047775,
0.004757455084472895,
0.00917082466185093,
0.008772503584623337,
-0.02150564268231392,
-0.004653286654502153,
0.018690219148993492,
0.0010371955577284098,
-0.05767349898815155,
-0.02820035070180893,
-0.10458631813526154,
-0.0645531639456749,
0.05693675950169563,
-0.0704338476061821,
0.05109819397330284,
0.0005854365881532431,
-0.04533546790480614,
0.0643656849861145,
-0.08268207311630249,
0.01921846903860569,
-0.01406123861670494,
-0.018935736268758774,
-0.008630529046058655,
0.041707586497068405,
-0.017721502110362053,
0.017090018838644028,
0.04145890101790428,
-0.04228217899799347,
-0.0630762130022049,
0.06104540824890137,
0.018604695796966553,
0.06345201283693314,
0.014727259986102581,
0.0035008913837373257,
0.06998942047357559,
-0.1019151583313942,
0.007793453522026539,
0.05474192649126053
] |
1401.4362
|
Philippe Trinh
|
Philippe H. Trinh, Hyoungsoo Kim, Naima Hammoud, Peter D. Howell, S.
Jonathan Chapman and Howard A. Stone
|
Curvature suppresses the Rayleigh-Taylor instability
| null |
Phys. Fluids 26, 051704 (2014)
|
10.1063/1.4876476
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The dynamics of a thin liquid film on the underside of a curved cylindrical
substrate is studied. The evolution of the liquid layer is investigated as the
film thickness and the radius of curvature of the substrate are varied. A
dimensionless parameter (a modified Bond number) that incorporates both
geometric parameters, gravity, and surface tension is identified, and allows
the observations to be classified according to three different flow regimes:
stable films, films with transient growth of perturbations followed by decay,
and unstable films. Experiments and theory confirm that, below a critical value
of the Bond number, curvature of the substrate suppresses the Rayleigh-Taylor
instability.
|
[
{
"created": "Fri, 17 Jan 2014 14:30:32 GMT",
"version": "v1"
},
{
"created": "Mon, 20 Jan 2014 10:47:44 GMT",
"version": "v2"
}
] |
2014-09-26
|
[
[
"Trinh",
"Philippe H.",
""
],
[
"Kim",
"Hyoungsoo",
""
],
[
"Hammoud",
"Naima",
""
],
[
"Howell",
"Peter D.",
""
],
[
"Chapman",
"S. Jonathan",
""
],
[
"Stone",
"Howard A.",
""
]
] |
[
-0.031281325966119766,
-0.017172282561659813,
-0.02404836006462574,
-0.05176122114062309,
-0.04516645893454552,
-0.02591070719063282,
0.012560575269162655,
0.11887332797050476,
0.005704410839825869,
-0.12002218514680862,
-0.0189414843916893,
-0.012600953690707684,
0.02894878014922142,
0.0969291552901268,
-0.03485149145126343,
-0.02145223692059517,
-0.028269249945878983,
0.006602122448384762,
0.015086601488292217,
-0.019963817670941353,
0.019623303785920143,
-0.029394298791885376,
-0.03430657088756561,
0.08462732285261154,
-0.044372428208589554,
0.0648234486579895,
0.053213492035865784,
-0.0014662917237728834,
-0.02500130608677864,
0.009850922971963882,
-0.02778766304254532,
0.015480312518775463,
-0.052758097648620605,
0.033476147800683975,
0.03766123950481415,
-0.026407919824123383,
0.017618302255868912,
0.03482455760240555,
-0.021084172651171684,
0.004319328814744949,
-0.01608552783727646,
0.0072540706023573875,
0.033897750079631805,
0.021755220368504524,
0.03061731345951557,
-0.01433690544217825,
0.06761796027421951,
0.06471102684736252,
-0.09454942494630814,
-0.0006664824904873967,
-0.029529307037591934,
-0.03535650670528412,
-0.021801553666591644,
-0.03538107872009277,
-0.02163715474307537,
-0.08040430396795273,
0.02737267315387726,
0.061382681131362915,
-0.026797108352184296,
0.09540405124425888,
0.08225813508033752,
-0.06167600676417351,
0.002641968661919236,
0.02846343256533146,
-0.04182353988289833,
0.028141606599092484,
0.020651904866099358,
-0.006704022642225027,
-0.0660058930516243,
0.000793908373452723,
-0.02064325287938118,
0.032637517899274826,
-0.07375070452690125,
-0.07262002676725388,
0.03690433129668236,
-0.07199062407016754,
-0.07862307131290436,
0.041915252804756165,
-0.042172856628894806,
0.019917502999305725,
-0.0029016193002462387,
-0.02163715474307537,
-0.0719253197312355,
0.0642242357134819,
-0.1068929135799408,
-0.09088174998760223,
0.057454098016023636,
-0.07539970427751541,
-0.007769374642521143,
0.07422679662704468,
0.043812938034534454,
0.14638029038906097,
-0.12738706171512604,
-0.030826915055513382,
0.004108890891075134,
-0.03593669459223747,
-0.0609130933880806,
-0.03838245943188667,
0.00801879446953535,
-0.008748081512749195,
-0.03289024904370308,
-0.03220445290207863,
0.03552587330341339,
0.14502473175525665,
0.08882416784763336,
-0.0066286614164710045,
0.05403232201933861,
0.01197896245867014,
0.020195629447698593,
0.03370564430952072,
-0.047756094485521317,
0.059553470462560654,
0.014665604569017887,
0.10565394163131714,
0.02403821423649788,
-0.04765420779585838,
-0.04076836630702019,
-0.015774739906191826,
-0.13405293226242065,
0.08748199045658112,
-0.06250014156103134,
0.041349295526742935,
-0.08889935910701752,
-0.009555266238749027,
0.006478969007730484,
0.06598281115293503,
0.010053266771137714,
-3.365061964160038e-33,
-0.030985763296484947,
-0.002316994359716773,
-0.0797826275229454,
0.036981113255023956,
-0.10669273138046265,
0.008798046037554741,
0.049749765545129776,
0.0395113080739975,
-0.036521151661872864,
-0.04522426053881645,
0.003545008134096861,
-0.004404028411954641,
-0.024334589019417763,
-0.0049831257201731205,
-0.028646105900406837,
-0.0024295842740684748,
0.08735396713018417,
0.006131586618721485,
0.0002129917120328173,
0.07439026981592178,
-0.030996205285191536,
-0.022764889523386955,
0.005564198829233646,
-0.07977137714624405,
0.00833938829600811,
-0.026701077818870544,
-0.05408594012260437,
0.06263533979654312,
-0.006070471368730068,
0.020599888637661934,
0.031425923109054565,
0.020144173875451088,
0.04634170979261398,
-0.04312935844063759,
-0.016560127958655357,
0.02572566457092762,
-0.07017535716295242,
0.00409889267757535,
0.014224248006939888,
0.06176361069083214,
-0.0837092325091362,
0.07656636089086533,
0.07074696570634842,
0.05782104283571243,
-0.06867607682943344,
0.0024190947879105806,
0.030286353081464767,
-0.0037385832984000444,
-0.04953225329518318,
-0.0905802920460701,
0.007791327778249979,
-0.018280141055583954,
-0.029639029875397682,
0.030380649492144585,
0.08821301907300949,
-0.023056499660015106,
0.0026369127444922924,
0.011138558387756348,
-0.10586844384670258,
-0.009734217077493668,
0.01201526541262865,
0.02912101335823536,
-0.09412874281406403,
-0.0432172454893589,
0.0047048646956682205,
0.012179835699498653,
0.04109231382608414,
0.0251596812158823,
0.007621746510267258,
-0.07946163415908813,
-0.003821335267275572,
0.030801238492131233,
-0.05401809141039848,
0.020735902711749077,
0.026205843314528465,
0.014927280135452747,
0.05319550633430481,
-0.037925899028778076,
0.08407901227474213,
0.027548791840672493,
-0.036708034574985504,
-0.058579325675964355,
0.012436877004802227,
-0.04261387512087822,
-0.09936258941888809,
0.0021405837032943964,
0.015596185810863972,
0.0020231681410223246,
0.07633520662784576,
0.031356848776340485,
-0.038370281457901,
-0.1025489866733551,
0.11623290181159973,
-0.009480277076363564,
0.06274185329675674,
3.6160033757667108e-34,
0.019345717504620552,
-0.09983600676059723,
-0.03920694813132286,
-0.05161971226334572,
0.05452578514814377,
-0.00008059354877332225,
0.005999312736093998,
0.15804141759872437,
-0.04740598797798157,
-0.09822361916303635,
0.0492132194340229,
0.019055210053920746,
-0.0535619892179966,
0.029723916202783585,
-0.03865132853388786,
0.014811835251748562,
-0.018774745985865593,
-0.051222145557403564,
0.11765152961015701,
-0.020252984017133713,
-0.02185884676873684,
-0.013337314128875732,
-0.011112723499536514,
0.01796725206077099,
0.06344817578792572,
-0.0026911054737865925,
0.0007194565841928124,
0.021626781672239304,
0.027055244892835617,
0.03012567013502121,
-0.022816231474280357,
-0.02953559346497059,
0.07362978160381317,
0.047110989689826965,
-0.00782488752156496,
0.05127329379320145,
0.06106693297624588,
-0.06048092246055603,
0.02649439312517643,
-0.03732777386903763,
-0.0035696574486792088,
0.12072650343179703,
-0.03414040803909302,
-0.05045686662197113,
-0.008521351031959057,
0.08560243993997574,
0.02745063602924347,
-0.013087968342006207,
-0.08127113431692123,
-0.06790004670619965,
-0.037987399846315384,
0.004749005194753408,
0.056696709245443344,
-0.003286047838628292,
0.01345775555819273,
0.0413324274122715,
-0.0077066319063305855,
0.04588410258293152,
0.002214614301919937,
-0.04041333869099617,
-0.012026668526232243,
0.028424043208360672,
-0.040456704795360565,
-0.06142580136656761,
-0.026062000542879105,
0.03452504798769951,
0.031576842069625854,
0.016873793676495552,
0.023621683940291405,
-0.044404346495866776,
0.08030080050230026,
0.021877115592360497,
0.022400183603167534,
-0.003898571478202939,
-0.031348858028650284,
-0.01503340806812048,
0.011103381402790546,
-0.03576356917619705,
-0.05633755400776863,
0.031196845695376396,
0.04675791785120964,
0.1025722324848175,
0.03948528319597244,
-0.05297320336103439,
-0.0004151556931901723,
-0.1325474977493286,
0.016920428723096848,
-0.006995269563049078,
-0.023990891873836517,
0.13052579760551453,
0.061576180160045624,
-0.06028759852051735,
-0.03030852973461151,
-0.021172460168600082,
0.03882618993520737,
-4.656990171270081e-8,
0.04760336875915527,
-0.02975878119468689,
0.06310806423425674,
-0.0007470005075447261,
-0.011137811467051506,
0.06835729628801346,
0.03120722807943821,
-0.0005577737465500832,
0.12158345431089401,
-0.06615591794252396,
-0.09357558935880661,
-0.025220105424523354,
-0.00943254679441452,
-0.0737549439072609,
-0.03486540913581848,
0.07962621748447418,
-0.019485054537653923,
-0.01286870613694191,
0.032498057931661606,
0.045918386429548264,
-0.019673187285661697,
-0.01556437648832798,
0.05166905000805855,
-0.038016729056835175,
-0.043317411094903946,
-0.057886380702257156,
0.03176509961485863,
-0.008098834194242954,
0.03371678292751312,
-0.04622655734419823,
-0.0647856593132019,
0.012009948492050171,
0.0049149515107274055,
0.06814014911651611,
0.042183175683021545,
-0.036717936396598816,
-0.05073970556259155,
-0.06099370867013931,
0.02079729549586773,
0.11492704600095749,
0.03040999174118042,
0.03986765816807747,
-0.03296339511871338,
-0.025315754115581512,
0.15139177441596985,
0.02792223170399666,
0.0621083602309227,
-0.011090789921581745,
-0.04139174520969391,
0.0031665570568293333,
-0.008168090134859085,
0.03846176713705063,
-0.018635334447026253,
0.07470338046550751,
0.047301240265369415,
-0.008171450346708298,
-0.04130512848496437,
0.018587836995720863,
-0.04606715589761734,
-0.04491685330867767,
-0.021729517728090286,
-0.04112037271261215,
0.07214674353599548,
-0.055035900324583054
] | null | null | null | null | null | null | null |
[
-0.031281325966119766,
-0.017172282561659813,
-0.02404836006462574,
-0.05176122114062309,
-0.04516645893454552,
-0.02591070719063282,
0.012560575269162655,
0.11887332797050476,
0.005704410839825869,
-0.12002218514680862,
-0.0189414843916893,
-0.012600953690707684,
0.02894878014922142,
0.0969291552901268,
-0.03485149145126343,
-0.02145223692059517,
-0.028269249945878983,
0.006602122448384762,
0.015086601488292217,
-0.019963817670941353,
0.019623303785920143,
-0.029394298791885376,
-0.03430657088756561,
0.08462732285261154,
-0.044372428208589554,
0.0648234486579895,
0.053213492035865784,
-0.0014662917237728834,
-0.02500130608677864,
0.009850922971963882,
-0.02778766304254532,
0.015480312518775463,
-0.052758097648620605,
0.033476147800683975,
0.03766123950481415,
-0.026407919824123383,
0.017618302255868912,
0.03482455760240555,
-0.021084172651171684,
0.004319328814744949,
-0.01608552783727646,
0.0072540706023573875,
0.033897750079631805,
0.021755220368504524,
0.03061731345951557,
-0.01433690544217825,
0.06761796027421951,
0.06471102684736252,
-0.09454942494630814,
-0.0006664824904873967,
-0.029529307037591934,
-0.03535650670528412,
-0.021801553666591644,
-0.03538107872009277,
-0.02163715474307537,
-0.08040430396795273,
0.02737267315387726,
0.061382681131362915,
-0.026797108352184296,
0.09540405124425888,
0.08225813508033752,
-0.06167600676417351,
0.002641968661919236,
0.02846343256533146,
-0.04182353988289833,
0.028141606599092484,
0.020651904866099358,
-0.006704022642225027,
-0.0660058930516243,
0.000793908373452723,
-0.02064325287938118,
0.032637517899274826,
-0.07375070452690125,
-0.07262002676725388,
0.03690433129668236,
-0.07199062407016754,
-0.07862307131290436,
0.041915252804756165,
-0.042172856628894806,
0.019917502999305725,
-0.0029016193002462387,
-0.02163715474307537,
-0.0719253197312355,
0.0642242357134819,
-0.1068929135799408,
-0.09088174998760223,
0.057454098016023636,
-0.07539970427751541,
-0.007769374642521143,
0.07422679662704468,
0.043812938034534454,
0.14638029038906097,
-0.12738706171512604,
-0.030826915055513382,
0.004108890891075134,
-0.03593669459223747,
-0.0609130933880806,
-0.03838245943188667,
0.00801879446953535,
-0.008748081512749195,
-0.03289024904370308,
-0.03220445290207863,
0.03552587330341339,
0.14502473175525665,
0.08882416784763336,
-0.0066286614164710045,
0.05403232201933861,
0.01197896245867014,
0.020195629447698593,
0.03370564430952072,
-0.047756094485521317,
0.059553470462560654,
0.014665604569017887,
0.10565394163131714,
0.02403821423649788,
-0.04765420779585838,
-0.04076836630702019,
-0.015774739906191826,
-0.13405293226242065,
0.08748199045658112,
-0.06250014156103134,
0.041349295526742935,
-0.08889935910701752,
-0.009555266238749027,
0.006478969007730484,
0.06598281115293503,
0.010053266771137714,
-3.365061964160038e-33,
-0.030985763296484947,
-0.002316994359716773,
-0.0797826275229454,
0.036981113255023956,
-0.10669273138046265,
0.008798046037554741,
0.049749765545129776,
0.0395113080739975,
-0.036521151661872864,
-0.04522426053881645,
0.003545008134096861,
-0.004404028411954641,
-0.024334589019417763,
-0.0049831257201731205,
-0.028646105900406837,
-0.0024295842740684748,
0.08735396713018417,
0.006131586618721485,
0.0002129917120328173,
0.07439026981592178,
-0.030996205285191536,
-0.022764889523386955,
0.005564198829233646,
-0.07977137714624405,
0.00833938829600811,
-0.026701077818870544,
-0.05408594012260437,
0.06263533979654312,
-0.006070471368730068,
0.020599888637661934,
0.031425923109054565,
0.020144173875451088,
0.04634170979261398,
-0.04312935844063759,
-0.016560127958655357,
0.02572566457092762,
-0.07017535716295242,
0.00409889267757535,
0.014224248006939888,
0.06176361069083214,
-0.0837092325091362,
0.07656636089086533,
0.07074696570634842,
0.05782104283571243,
-0.06867607682943344,
0.0024190947879105806,
0.030286353081464767,
-0.0037385832984000444,
-0.04953225329518318,
-0.0905802920460701,
0.007791327778249979,
-0.018280141055583954,
-0.029639029875397682,
0.030380649492144585,
0.08821301907300949,
-0.023056499660015106,
0.0026369127444922924,
0.011138558387756348,
-0.10586844384670258,
-0.009734217077493668,
0.01201526541262865,
0.02912101335823536,
-0.09412874281406403,
-0.0432172454893589,
0.0047048646956682205,
0.012179835699498653,
0.04109231382608414,
0.0251596812158823,
0.007621746510267258,
-0.07946163415908813,
-0.003821335267275572,
0.030801238492131233,
-0.05401809141039848,
0.020735902711749077,
0.026205843314528465,
0.014927280135452747,
0.05319550633430481,
-0.037925899028778076,
0.08407901227474213,
0.027548791840672493,
-0.036708034574985504,
-0.058579325675964355,
0.012436877004802227,
-0.04261387512087822,
-0.09936258941888809,
0.0021405837032943964,
0.015596185810863972,
0.0020231681410223246,
0.07633520662784576,
0.031356848776340485,
-0.038370281457901,
-0.1025489866733551,
0.11623290181159973,
-0.009480277076363564,
0.06274185329675674,
3.6160033757667108e-34,
0.019345717504620552,
-0.09983600676059723,
-0.03920694813132286,
-0.05161971226334572,
0.05452578514814377,
-0.00008059354877332225,
0.005999312736093998,
0.15804141759872437,
-0.04740598797798157,
-0.09822361916303635,
0.0492132194340229,
0.019055210053920746,
-0.0535619892179966,
0.029723916202783585,
-0.03865132853388786,
0.014811835251748562,
-0.018774745985865593,
-0.051222145557403564,
0.11765152961015701,
-0.020252984017133713,
-0.02185884676873684,
-0.013337314128875732,
-0.011112723499536514,
0.01796725206077099,
0.06344817578792572,
-0.0026911054737865925,
0.0007194565841928124,
0.021626781672239304,
0.027055244892835617,
0.03012567013502121,
-0.022816231474280357,
-0.02953559346497059,
0.07362978160381317,
0.047110989689826965,
-0.00782488752156496,
0.05127329379320145,
0.06106693297624588,
-0.06048092246055603,
0.02649439312517643,
-0.03732777386903763,
-0.0035696574486792088,
0.12072650343179703,
-0.03414040803909302,
-0.05045686662197113,
-0.008521351031959057,
0.08560243993997574,
0.02745063602924347,
-0.013087968342006207,
-0.08127113431692123,
-0.06790004670619965,
-0.037987399846315384,
0.004749005194753408,
0.056696709245443344,
-0.003286047838628292,
0.01345775555819273,
0.0413324274122715,
-0.0077066319063305855,
0.04588410258293152,
0.002214614301919937,
-0.04041333869099617,
-0.012026668526232243,
0.028424043208360672,
-0.040456704795360565,
-0.06142580136656761,
-0.026062000542879105,
0.03452504798769951,
0.031576842069625854,
0.016873793676495552,
0.023621683940291405,
-0.044404346495866776,
0.08030080050230026,
0.021877115592360497,
0.022400183603167534,
-0.003898571478202939,
-0.031348858028650284,
-0.01503340806812048,
0.011103381402790546,
-0.03576356917619705,
-0.05633755400776863,
0.031196845695376396,
0.04675791785120964,
0.1025722324848175,
0.03948528319597244,
-0.05297320336103439,
-0.0004151556931901723,
-0.1325474977493286,
0.016920428723096848,
-0.006995269563049078,
-0.023990891873836517,
0.13052579760551453,
0.061576180160045624,
-0.06028759852051735,
-0.03030852973461151,
-0.021172460168600082,
0.03882618993520737,
-4.656990171270081e-8,
0.04760336875915527,
-0.02975878119468689,
0.06310806423425674,
-0.0007470005075447261,
-0.011137811467051506,
0.06835729628801346,
0.03120722807943821,
-0.0005577737465500832,
0.12158345431089401,
-0.06615591794252396,
-0.09357558935880661,
-0.025220105424523354,
-0.00943254679441452,
-0.0737549439072609,
-0.03486540913581848,
0.07962621748447418,
-0.019485054537653923,
-0.01286870613694191,
0.032498057931661606,
0.045918386429548264,
-0.019673187285661697,
-0.01556437648832798,
0.05166905000805855,
-0.038016729056835175,
-0.043317411094903946,
-0.057886380702257156,
0.03176509961485863,
-0.008098834194242954,
0.03371678292751312,
-0.04622655734419823,
-0.0647856593132019,
0.012009948492050171,
0.0049149515107274055,
0.06814014911651611,
0.042183175683021545,
-0.036717936396598816,
-0.05073970556259155,
-0.06099370867013931,
0.02079729549586773,
0.11492704600095749,
0.03040999174118042,
0.03986765816807747,
-0.03296339511871338,
-0.025315754115581512,
0.15139177441596985,
0.02792223170399666,
0.0621083602309227,
-0.011090789921581745,
-0.04139174520969391,
0.0031665570568293333,
-0.008168090134859085,
0.03846176713705063,
-0.018635334447026253,
0.07470338046550751,
0.047301240265369415,
-0.008171450346708298,
-0.04130512848496437,
0.018587836995720863,
-0.04606715589761734,
-0.04491685330867767,
-0.021729517728090286,
-0.04112037271261215,
0.07214674353599548,
-0.055035900324583054
] |
1401.4374
|
Facundo Carreiro
|
Facundo Carreiro, Alessandro Facchini, Yde Venema, Fabio Zanasi
|
Weak MSO: Automata and Expressiveness Modulo Bisimilarity
|
Technical Report, 57 pages
| null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We prove that the bisimulation-invariant fragment of weak monadic
second-order logic (WMSO) is equivalent to the fragment of the modal
$\mu$-calculus where the application of the least fixpoint operator $\mu
p.\varphi$ is restricted to formulas $\varphi$ that are continuous in $p$. Our
proof is automata-theoretic in nature; in particular, we introduce a class of
automata characterizing the expressive power of WMSO over tree models of
arbitrary branching degree. The transition map of these automata is defined in
terms of a logic $\mathrm{FOE}_1^\infty$ that is the extension of first-order
logic with a generalized quantifier $\exists^\infty$, where $\exists^\infty x.
\phi$ means that there are infinitely many objects satisfying $\phi$. An
important part of our work consists of a model-theoretic analysis of
$\mathrm{FOE}_1^\infty$.
|
[
{
"created": "Fri, 17 Jan 2014 14:52:06 GMT",
"version": "v1"
},
{
"created": "Wed, 22 Jan 2014 17:46:41 GMT",
"version": "v2"
}
] |
2014-01-23
|
[
[
"Carreiro",
"Facundo",
""
],
[
"Facchini",
"Alessandro",
""
],
[
"Venema",
"Yde",
""
],
[
"Zanasi",
"Fabio",
""
]
] |
[
0.009906725957989693,
-0.03108982741832733,
0.03856367617845535,
0.007255490869283676,
0.06594973802566528,
0.00955544039607048,
0.04727785661816597,
0.07588238269090652,
0.06891961395740509,
0.01856853812932968,
0.036278121173381805,
-0.022202124819159508,
0.006911379750818014,
0.07787402719259262,
0.049008049070835114,
0.03578956797719002,
-0.039186470210552216,
0.0006966444198042154,
-0.05928339064121246,
-0.02420034445822239,
0.06840445846319199,
0.025946389883756638,
-0.0649602860212326,
0.07592037320137024,
-0.06889402121305466,
-0.0185791477560997,
-0.0771166980266571,
0.02412143163383007,
0.038536813110113144,
-0.03002368099987507,
-0.12520432472229004,
0.005207338836044073,
-0.0015758699737489223,
0.05301865190267563,
0.023080145940184593,
0.01815948821604252,
0.10202138125896454,
-0.026846228167414665,
0.058105964213609695,
-0.017724940553307533,
0.028547633439302444,
0.018591569736599922,
-0.0015619040932506323,
-0.027561357244849205,
-0.025287695229053497,
-0.0205056332051754,
0.09681888669729233,
0.02804313413798809,
-0.08757626265287399,
-0.026656942442059517,
-0.04608621820807457,
0.021601751446723938,
-0.016419710591435432,
-0.05296291783452034,
0.01793873868882656,
-0.015041437931358814,
0.003444485366344452,
-0.04097535461187363,
0.01902870647609234,
-0.03071601688861847,
-0.02701006829738617,
0.014520996250212193,
-0.05327010899782181,
0.0025874522980302572,
0.017517143860459328,
0.01579158939421177,
0.02552957460284233,
0.0025959594640880823,
0.05653926730155945,
0.05081511288881302,
-0.04627741128206253,
-0.055790916085243225,
-0.022620046511292458,
0.027920879423618317,
0.023377005010843277,
-0.03824195638298988,
0.097850501537323,
-0.01829877309501171,
0.034233178943395615,
0.018104637041687965,
-0.08780357241630554,
-0.09951435029506683,
-0.009355537593364716,
-0.01896849274635315,
-0.011507757939398289,
0.002993204863741994,
-0.06220783665776253,
-0.013793261721730232,
0.05596869811415672,
-0.022745514288544655,
-0.011158045381307602,
-0.026099463924765587,
0.011545306071639061,
0.05241576209664345,
0.10792321711778641,
-0.00575511297211051,
-0.02174241654574871,
-0.035324010998010635,
0.04868080094456673,
0.10048862546682358,
-0.03900846466422081,
0.12304714322090149,
0.027016229927539825,
-0.05547087639570236,
0.06398721039295197,
0.005667812190949917,
-0.07025282084941864,
-0.04155900329351425,
0.01279462594538927,
-0.0030170311219990253,
0.007848630659282207,
-0.08210065215826035,
0.09617754817008972,
-0.0002941843413282186,
-0.035401999950408936,
-0.02949877642095089,
-0.003072143066674471,
-0.01725018583238125,
0.007870753295719624,
-0.03472081199288368,
0.0331881046295166,
-0.011032750830054283,
-0.0511150024831295,
0.08703939616680145,
0.09028366953134537,
-0.04556899145245552,
-0.04904836043715477,
-1.1497706543765832e-34,
0.03821960464119911,
0.048874929547309875,
0.033572323620319366,
0.024969546124339104,
0.08818916976451874,
0.001755056786350906,
0.02695365622639656,
-0.05812402069568634,
-0.08252937346696854,
0.09164465218782425,
0.04495800659060478,
0.11302194744348526,
-0.07091641426086426,
-0.01016636285930872,
0.060187891125679016,
-0.011143260635435581,
0.055765360593795776,
-0.04105707257986069,
0.004197376314550638,
0.00666950736194849,
0.02568834275007248,
0.036931853741407394,
-0.0658702552318573,
0.008514455519616604,
0.0019387907814234495,
0.08442436158657074,
0.027574695646762848,
0.10508417338132858,
-0.016935966908931732,
0.02254129946231842,
-0.0664854422211647,
-0.07007147371768951,
-0.03456839919090271,
0.06344572454690933,
-0.09160450845956802,
-0.04526732116937637,
-0.054749008268117905,
-0.07274740934371948,
-0.009810873307287693,
-0.07256067544221878,
-0.014825091697275639,
0.06828257441520691,
-0.02252671681344509,
0.03681041672825813,
0.004192826338112354,
-0.0886320173740387,
-0.024351734668016434,
0.044096607714891434,
0.021697163581848145,
-0.07844455540180206,
0.07652460783720016,
0.04219731315970421,
-0.08575958758592606,
-0.0996108129620552,
0.02541014365851879,
-0.015527657233178616,
-0.05976857244968414,
0.06234494224190712,
0.02409505285322666,
0.12803441286087036,
-0.05313140153884888,
-0.04525364935398102,
-0.03629854694008827,
-0.02408706024289131,
-0.015162334777414799,
-0.0320030078291893,
-0.10549551993608475,
-0.04835383594036102,
0.08847999572753906,
0.023015610873699188,
-0.057503968477249146,
0.014457957819104195,
-0.03651166334748268,
-0.013014418072998524,
0.04825563728809357,
-0.03239668533205986,
0.03454744443297386,
-0.15745070576667786,
0.013787830248475075,
-0.0015677685150876641,
-0.05596939101815224,
0.02766549028456211,
0.055365189909935,
0.0777587741613388,
0.04097612574696541,
-0.05629165843129158,
-0.0038737982977181673,
0.005215502344071865,
-0.053739774972200394,
-0.023910483345389366,
-0.11105810105800629,
-0.00590791879221797,
0.02537996508181095,
0.04606875404715538,
0.008591050282120705,
-2.300401302256938e-33,
-0.03469287231564522,
-0.08818134665489197,
-0.011832467280328274,
0.07566135376691818,
-0.06662991642951965,
-0.07746077328920364,
-0.003476199461147189,
0.030502505600452423,
0.0016854628920555115,
-0.11506839096546173,
0.002768527017906308,
0.04906611517071724,
0.07693465054035187,
0.03312769904732704,
0.029417866840958595,
0.0021731688175350428,
0.10313310474157333,
-0.09037917852401733,
-0.012433703988790512,
0.05963360518217087,
0.13727587461471558,
0.11279822140932083,
-0.0756329894065857,
-0.011064441874623299,
0.00419328548014164,
0.02610384300351143,
-0.12407709658145905,
0.07665949314832687,
0.01865711249411106,
0.046826526522636414,
0.018484249711036682,
-0.11459361016750336,
-0.0064127519726753235,
-0.09574702382087708,
-0.034700602293014526,
-0.06450586020946503,
-0.011539798229932785,
0.06632240861654282,
-0.009621577337384224,
0.07390432804822922,
0.009722626768052578,
-0.060187552124261856,
0.017018834128975868,
-0.008588870987296104,
0.023265963420271873,
0.01978623867034912,
0.008750290609896183,
0.011727959848940372,
-0.03425400331616402,
-0.03032020665705204,
0.008605393581092358,
-0.016629870980978012,
0.024487940594553947,
0.023737672716379166,
0.022066401317715645,
0.04975240305066109,
0.002451576292514801,
0.02410903573036194,
-0.0641348659992218,
0.03632204979658127,
-0.030016671866178513,
-0.05190831795334816,
-0.012670710682868958,
0.031935133039951324,
0.038743212819099426,
0.03607306256890297,
-0.08122378587722778,
-0.08663925528526306,
-0.010647468268871307,
-0.004199230577796698,
0.014283624477684498,
0.037867456674575806,
-0.06453387439250946,
0.008866775780916214,
0.03907691314816475,
0.0028647163417190313,
0.012115539982914925,
-0.009488536976277828,
0.06383367627859116,
0.017623944208025932,
-0.10358694940805435,
0.025348957628011703,
0.02697574347257614,
0.008839091286063194,
-0.02078084833920002,
-0.12497446686029434,
0.022358251735568047,
0.03909923881292343,
0.07556760311126709,
-0.0036851228214800358,
-0.0176419448107481,
-0.01790039986371994,
0.025348009541630745,
-0.02296461910009384,
-0.03101515956223011,
-5.277239267797995e-8,
-0.08862969279289246,
0.028982149437069893,
0.006169415544718504,
0.018386349081993103,
0.030446244403719902,
-0.012460635975003242,
-0.07037041336297989,
-0.04921158775687218,
-0.010341157205402851,
-0.0334964357316494,
0.05909048393368721,
0.09974474459886551,
0.005006365943700075,
0.009753795340657234,
0.007453036494553089,
0.01027658861130476,
0.047886837273836136,
-0.04576168209314346,
-0.0056109982542693615,
0.022447144612669945,
-0.06895456463098526,
0.01704350672662258,
-0.004611128009855747,
-0.04981064423918724,
-0.03719932958483696,
-0.02901063859462738,
-0.01465251948684454,
-0.01376329455524683,
-0.0540153793990612,
0.10901171714067459,
0.021367328241467476,
0.026417843997478485,
0.06639976054430008,
0.05549295246601105,
-0.026090485975146294,
0.025581179186701775,
-0.05191344395279884,
0.02182532101869583,
-0.04275457561016083,
-0.07391256839036942,
0.12044321000576019,
-0.04216514155268669,
-0.05002117529511452,
0.06232752650976181,
0.07199085503816605,
-0.004980862140655518,
0.010357272811233997,
-0.03734741732478142,
0.014362393878400326,
0.003516038879752159,
0.05028995871543884,
0.06109307333827019,
-0.008084865286946297,
-0.01770170032978058,
-0.09587913751602173,
0.03127508610486984,
0.032818835228681564,
-0.027638209983706474,
-0.04519360139966011,
0.011260871775448322,
0.027895038947463036,
-0.007042130455374718,
0.07741057872772217,
-0.05535316839814186
] | null | null | null | null | null | null | null |
[
0.009906725957989693,
-0.03108982741832733,
0.03856367617845535,
0.007255490869283676,
0.06594973802566528,
0.00955544039607048,
0.04727785661816597,
0.07588238269090652,
0.06891961395740509,
0.01856853812932968,
0.036278121173381805,
-0.022202124819159508,
0.006911379750818014,
0.07787402719259262,
0.049008049070835114,
0.03578956797719002,
-0.039186470210552216,
0.0006966444198042154,
-0.05928339064121246,
-0.02420034445822239,
0.06840445846319199,
0.025946389883756638,
-0.0649602860212326,
0.07592037320137024,
-0.06889402121305466,
-0.0185791477560997,
-0.0771166980266571,
0.02412143163383007,
0.038536813110113144,
-0.03002368099987507,
-0.12520432472229004,
0.005207338836044073,
-0.0015758699737489223,
0.05301865190267563,
0.023080145940184593,
0.01815948821604252,
0.10202138125896454,
-0.026846228167414665,
0.058105964213609695,
-0.017724940553307533,
0.028547633439302444,
0.018591569736599922,
-0.0015619040932506323,
-0.027561357244849205,
-0.025287695229053497,
-0.0205056332051754,
0.09681888669729233,
0.02804313413798809,
-0.08757626265287399,
-0.026656942442059517,
-0.04608621820807457,
0.021601751446723938,
-0.016419710591435432,
-0.05296291783452034,
0.01793873868882656,
-0.015041437931358814,
0.003444485366344452,
-0.04097535461187363,
0.01902870647609234,
-0.03071601688861847,
-0.02701006829738617,
0.014520996250212193,
-0.05327010899782181,
0.0025874522980302572,
0.017517143860459328,
0.01579158939421177,
0.02552957460284233,
0.0025959594640880823,
0.05653926730155945,
0.05081511288881302,
-0.04627741128206253,
-0.055790916085243225,
-0.022620046511292458,
0.027920879423618317,
0.023377005010843277,
-0.03824195638298988,
0.097850501537323,
-0.01829877309501171,
0.034233178943395615,
0.018104637041687965,
-0.08780357241630554,
-0.09951435029506683,
-0.009355537593364716,
-0.01896849274635315,
-0.011507757939398289,
0.002993204863741994,
-0.06220783665776253,
-0.013793261721730232,
0.05596869811415672,
-0.022745514288544655,
-0.011158045381307602,
-0.026099463924765587,
0.011545306071639061,
0.05241576209664345,
0.10792321711778641,
-0.00575511297211051,
-0.02174241654574871,
-0.035324010998010635,
0.04868080094456673,
0.10048862546682358,
-0.03900846466422081,
0.12304714322090149,
0.027016229927539825,
-0.05547087639570236,
0.06398721039295197,
0.005667812190949917,
-0.07025282084941864,
-0.04155900329351425,
0.01279462594538927,
-0.0030170311219990253,
0.007848630659282207,
-0.08210065215826035,
0.09617754817008972,
-0.0002941843413282186,
-0.035401999950408936,
-0.02949877642095089,
-0.003072143066674471,
-0.01725018583238125,
0.007870753295719624,
-0.03472081199288368,
0.0331881046295166,
-0.011032750830054283,
-0.0511150024831295,
0.08703939616680145,
0.09028366953134537,
-0.04556899145245552,
-0.04904836043715477,
-1.1497706543765832e-34,
0.03821960464119911,
0.048874929547309875,
0.033572323620319366,
0.024969546124339104,
0.08818916976451874,
0.001755056786350906,
0.02695365622639656,
-0.05812402069568634,
-0.08252937346696854,
0.09164465218782425,
0.04495800659060478,
0.11302194744348526,
-0.07091641426086426,
-0.01016636285930872,
0.060187891125679016,
-0.011143260635435581,
0.055765360593795776,
-0.04105707257986069,
0.004197376314550638,
0.00666950736194849,
0.02568834275007248,
0.036931853741407394,
-0.0658702552318573,
0.008514455519616604,
0.0019387907814234495,
0.08442436158657074,
0.027574695646762848,
0.10508417338132858,
-0.016935966908931732,
0.02254129946231842,
-0.0664854422211647,
-0.07007147371768951,
-0.03456839919090271,
0.06344572454690933,
-0.09160450845956802,
-0.04526732116937637,
-0.054749008268117905,
-0.07274740934371948,
-0.009810873307287693,
-0.07256067544221878,
-0.014825091697275639,
0.06828257441520691,
-0.02252671681344509,
0.03681041672825813,
0.004192826338112354,
-0.0886320173740387,
-0.024351734668016434,
0.044096607714891434,
0.021697163581848145,
-0.07844455540180206,
0.07652460783720016,
0.04219731315970421,
-0.08575958758592606,
-0.0996108129620552,
0.02541014365851879,
-0.015527657233178616,
-0.05976857244968414,
0.06234494224190712,
0.02409505285322666,
0.12803441286087036,
-0.05313140153884888,
-0.04525364935398102,
-0.03629854694008827,
-0.02408706024289131,
-0.015162334777414799,
-0.0320030078291893,
-0.10549551993608475,
-0.04835383594036102,
0.08847999572753906,
0.023015610873699188,
-0.057503968477249146,
0.014457957819104195,
-0.03651166334748268,
-0.013014418072998524,
0.04825563728809357,
-0.03239668533205986,
0.03454744443297386,
-0.15745070576667786,
0.013787830248475075,
-0.0015677685150876641,
-0.05596939101815224,
0.02766549028456211,
0.055365189909935,
0.0777587741613388,
0.04097612574696541,
-0.05629165843129158,
-0.0038737982977181673,
0.005215502344071865,
-0.053739774972200394,
-0.023910483345389366,
-0.11105810105800629,
-0.00590791879221797,
0.02537996508181095,
0.04606875404715538,
0.008591050282120705,
-2.300401302256938e-33,
-0.03469287231564522,
-0.08818134665489197,
-0.011832467280328274,
0.07566135376691818,
-0.06662991642951965,
-0.07746077328920364,
-0.003476199461147189,
0.030502505600452423,
0.0016854628920555115,
-0.11506839096546173,
0.002768527017906308,
0.04906611517071724,
0.07693465054035187,
0.03312769904732704,
0.029417866840958595,
0.0021731688175350428,
0.10313310474157333,
-0.09037917852401733,
-0.012433703988790512,
0.05963360518217087,
0.13727587461471558,
0.11279822140932083,
-0.0756329894065857,
-0.011064441874623299,
0.00419328548014164,
0.02610384300351143,
-0.12407709658145905,
0.07665949314832687,
0.01865711249411106,
0.046826526522636414,
0.018484249711036682,
-0.11459361016750336,
-0.0064127519726753235,
-0.09574702382087708,
-0.034700602293014526,
-0.06450586020946503,
-0.011539798229932785,
0.06632240861654282,
-0.009621577337384224,
0.07390432804822922,
0.009722626768052578,
-0.060187552124261856,
0.017018834128975868,
-0.008588870987296104,
0.023265963420271873,
0.01978623867034912,
0.008750290609896183,
0.011727959848940372,
-0.03425400331616402,
-0.03032020665705204,
0.008605393581092358,
-0.016629870980978012,
0.024487940594553947,
0.023737672716379166,
0.022066401317715645,
0.04975240305066109,
0.002451576292514801,
0.02410903573036194,
-0.0641348659992218,
0.03632204979658127,
-0.030016671866178513,
-0.05190831795334816,
-0.012670710682868958,
0.031935133039951324,
0.038743212819099426,
0.03607306256890297,
-0.08122378587722778,
-0.08663925528526306,
-0.010647468268871307,
-0.004199230577796698,
0.014283624477684498,
0.037867456674575806,
-0.06453387439250946,
0.008866775780916214,
0.03907691314816475,
0.0028647163417190313,
0.012115539982914925,
-0.009488536976277828,
0.06383367627859116,
0.017623944208025932,
-0.10358694940805435,
0.025348957628011703,
0.02697574347257614,
0.008839091286063194,
-0.02078084833920002,
-0.12497446686029434,
0.022358251735568047,
0.03909923881292343,
0.07556760311126709,
-0.0036851228214800358,
-0.0176419448107481,
-0.01790039986371994,
0.025348009541630745,
-0.02296461910009384,
-0.03101515956223011,
-5.277239267797995e-8,
-0.08862969279289246,
0.028982149437069893,
0.006169415544718504,
0.018386349081993103,
0.030446244403719902,
-0.012460635975003242,
-0.07037041336297989,
-0.04921158775687218,
-0.010341157205402851,
-0.0334964357316494,
0.05909048393368721,
0.09974474459886551,
0.005006365943700075,
0.009753795340657234,
0.007453036494553089,
0.01027658861130476,
0.047886837273836136,
-0.04576168209314346,
-0.0056109982542693615,
0.022447144612669945,
-0.06895456463098526,
0.01704350672662258,
-0.004611128009855747,
-0.04981064423918724,
-0.03719932958483696,
-0.02901063859462738,
-0.01465251948684454,
-0.01376329455524683,
-0.0540153793990612,
0.10901171714067459,
0.021367328241467476,
0.026417843997478485,
0.06639976054430008,
0.05549295246601105,
-0.026090485975146294,
0.025581179186701775,
-0.05191344395279884,
0.02182532101869583,
-0.04275457561016083,
-0.07391256839036942,
0.12044321000576019,
-0.04216514155268669,
-0.05002117529511452,
0.06232752650976181,
0.07199085503816605,
-0.004980862140655518,
0.010357272811233997,
-0.03734741732478142,
0.014362393878400326,
0.003516038879752159,
0.05028995871543884,
0.06109307333827019,
-0.008084865286946297,
-0.01770170032978058,
-0.09587913751602173,
0.03127508610486984,
0.032818835228681564,
-0.027638209983706474,
-0.04519360139966011,
0.011260871775448322,
0.027895038947463036,
-0.007042130455374718,
0.07741057872772217,
-0.05535316839814186
] |
1401.4381
|
Khaled Khalil
|
Khaled M. Khalil, M. Abdel-Aziz, Taymour T. Nazmy, Abdel-Badeeh M.
Salem
|
Intelligent Techniques for Resolving Conflicts of Knowledge in
Multi-Agent Decision Support Systems
|
5 pages, 1 table, Sixth International Conference on Intelligence
Computing and Information Systems, Cairo, Egypt, 2013
| null | null | null |
cs.MA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper focuses on some of the key intelligent techniques for conflict
resolution in Multi-Agent Decision Support Systems.
|
[
{
"created": "Fri, 17 Jan 2014 15:17:14 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Khalil",
"Khaled M.",
""
],
[
"Abdel-Aziz",
"M.",
""
],
[
"Nazmy",
"Taymour T.",
""
],
[
"Salem",
"Abdel-Badeeh M.",
""
]
] |
[
-0.00607780646532774,
0.016162943094968796,
-0.033482689410448074,
-0.062405724078416824,
0.01607687957584858,
-0.004255005158483982,
0.03419889509677887,
-0.011673175729811192,
-0.007918501272797585,
0.08959325402975082,
-0.03731474652886391,
0.015560852363705635,
0.045280683785676956,
0.023579513654112816,
0.005488479044288397,
0.025059571489691734,
0.01647777296602726,
-0.0403757207095623,
-0.055954206734895706,
-0.04018032178282738,
0.00008662596519570798,
0.00048752358998171985,
-0.06781423836946487,
-0.02625667303800583,
-0.10649913549423218,
0.008106266148388386,
-0.006754602305591106,
-0.005371530540287495,
-0.04173094406723976,
-0.01738385483622551,
0.0314532071352005,
0.02172159031033516,
0.014812721870839596,
0.002501389943063259,
-0.013175899162888527,
0.05166862905025482,
-0.04159145802259445,
0.08526540547609329,
0.0397806279361248,
0.009307118132710457,
-0.008479371666908264,
0.015030954964458942,
0.01686616986989975,
-0.09870821982622147,
0.00869384128600359,
0.06502612680196762,
-0.09541786462068558,
0.04866734892129898,
-0.0022123605012893677,
-0.033859726041555405,
-0.10872554033994675,
-0.05755032226443291,
0.022013666108250618,
0.008968418464064598,
0.07946635037660599,
-0.010297427885234356,
0.037673965096473694,
0.01811906136572361,
-0.02604040317237377,
-0.042309049516916275,
-0.012879382818937302,
0.021455850452184677,
-0.03047925978899002,
-0.01665569096803665,
-0.024080689996480942,
0.09066405147314072,
-0.01652669906616211,
0.005577170755714178,
-0.05836259946227074,
-0.0533597357571125,
-0.005710589699447155,
0.05102073773741722,
0.007508323527872562,
0.015133213251829147,
0.009353136643767357,
0.031893741339445114,
-0.048413150012493134,
0.011418716050684452,
0.0829961746931076,
-0.027667386457324028,
-0.06638827174901962,
0.04078926891088486,
-0.09440494328737259,
0.0713181272149086,
0.12537118792533875,
-0.0816691666841507,
-0.0012983493506908417,
0.0246767308562994,
0.12167879194021225,
-0.008909606374800205,
-0.03300695866346359,
-0.03376895189285278,
0.19098837673664093,
0.07122831791639328,
-0.02642815001308918,
0.11106646060943604,
-0.027977146208286285,
0.019821887835860252,
0.022238019853830338,
0.026750439777970314,
0.022647270932793617,
-0.05802619457244873,
-0.021226542070508003,
-0.025563810020685196,
0.051787011325359344,
0.010248423554003239,
0.018917910754680634,
-0.013340787962079048,
0.03707577660679817,
-0.08540920913219452,
-0.06187926605343819,
-0.07520871609449387,
0.011498031206429005,
-0.027956707403063774,
-0.002584929345175624,
0.06408736109733582,
0.09871266037225723,
0.12108344584703445,
0.01816331222653389,
-0.055605698376894,
0.05434627830982208,
-0.06135183945298195,
0.025354895740747452,
-0.012985448352992535,
0.08684772253036499,
0.06242992728948593,
-0.031453024595975876,
-4.033258503573521e-33,
-0.040737152099609375,
-0.054830849170684814,
-0.01827247627079487,
0.03680649772286415,
0.01308718603104353,
-0.011101284064352512,
-0.046892426908016205,
-0.007352771237492561,
-0.0406554713845253,
0.01057440135627985,
-0.02075350470840931,
0.04010014608502388,
0.02272706665098667,
-0.0804687887430191,
-0.0017127383034676313,
-0.04580063745379448,
-0.047766875475645065,
0.09918519854545593,
-0.022888364270329475,
-0.05137315019965172,
0.049350805580616,
-0.00592010235413909,
0.0310211181640625,
0.011262180283665657,
0.05675409734249115,
0.02954590693116188,
-0.009426256641745567,
-0.006076023448258638,
0.12406507134437561,
-0.04623454809188843,
-0.009479395113885403,
0.03573784604668617,
0.04721728339791298,
0.10179509222507477,
-0.0397072359919548,
0.039910562336444855,
-0.12751813232898712,
-0.02010449953377247,
-0.08251131325960159,
0.03602879121899605,
-0.09291946142911911,
-0.03790692985057831,
-0.007791378069669008,
0.005775329191237688,
0.04334050789475441,
-0.016608716920018196,
-0.0629533901810646,
-0.08308126032352448,
-0.011573932133615017,
-0.03382175788283348,
0.04064798355102539,
0.004461494740098715,
0.03623978793621063,
-0.0036224243231117725,
-0.013846196234226227,
-0.0009681291994638741,
-0.023750538006424904,
-0.007764611858874559,
0.017134280875325203,
-0.016964441165328026,
-0.033852364867925644,
-0.07930757850408554,
-0.0126163549721241,
0.06645449250936508,
0.0919078141450882,
0.002158146118745208,
-0.007636126130819321,
0.05099472403526306,
0.021085433661937714,
-0.018310392275452614,
-0.011596713215112686,
0.025490297004580498,
0.11450498551130295,
-0.061096031218767166,
-0.06169619783759117,
-0.04131026938557625,
0.0000015257123777701054,
0.040211111307144165,
0.03301449120044708,
-0.049032922834157944,
-0.03537873551249504,
0.0006115909782238305,
-0.026981418952345848,
0.03430787846446037,
0.011695796623826027,
0.023521428927779198,
-0.08675169199705124,
0.0013986178673803806,
0.003969868645071983,
0.062419112771749496,
-0.1171596348285675,
0.0728195384144783,
-0.0244838148355484,
0.05643308162689209,
0.06874352693557739,
2.0559346604713883e-33,
-0.04105594754219055,
-0.08866842836141586,
-0.03585129231214523,
-0.005973049905151129,
0.08146516978740692,
-0.04032251983880997,
-0.07226760685443878,
-0.10245325416326523,
0.04907461255788803,
-0.020104791969060898,
-0.03127100318670273,
-0.05163605883717537,
0.012935019098222256,
0.012147834524512291,
-0.02084263600409031,
-0.013824505731463432,
0.030958199873566628,
-0.025854825973510742,
0.05958839878439903,
-0.0018608806421980262,
0.00507260812446475,
0.00990191102027893,
-0.0878203809261322,
-0.0024440218694508076,
0.0412493459880352,
0.029313232749700546,
0.013923541642725468,
-0.01743009127676487,
0.06250327080488205,
0.05274244770407677,
-0.0018830315675586462,
-0.12861424684524536,
-0.02822178602218628,
0.002826882293447852,
0.039055176079273224,
0.028590386733412743,
-0.01903202198445797,
-0.05111530050635338,
-0.03651724010705948,
0.07312670350074768,
-0.05518048629164696,
-0.03178399056196213,
-0.03597920015454292,
-0.0006846716278232634,
-0.0009957361035048962,
0.0016561222728341818,
-0.015212328173220158,
0.06073537841439247,
-0.01742500066757202,
-0.04288460314273834,
0.04211084544658661,
-0.10096344351768494,
-0.07569456100463867,
-0.06565912812948227,
0.00006607714021811262,
0.04870084673166275,
0.060684267431497574,
0.11776717752218246,
-0.03883620351552963,
-0.005740153603255749,
-0.0006187893450260162,
0.00622109929099679,
0.036216720938682556,
0.06491579115390778,
-0.016060415655374527,
0.0780477374792099,
-0.053607694804668427,
0.03588026762008667,
0.02686963602900505,
0.03098142147064209,
0.04568597674369812,
0.039234016090631485,
-0.01733219064772129,
0.011909102089703083,
0.15396027266979218,
0.026390889659523964,
-0.07079549878835678,
-0.03197178989648819,
-0.01576114259660244,
0.03534174710512161,
-0.0025465362705290318,
0.063831627368927,
0.01863635703921318,
0.08003098517656326,
-0.10932531207799911,
0.08037717640399933,
0.025248322635889053,
0.1345413625240326,
0.08431677520275116,
-0.08762558549642563,
-0.02162359282374382,
-0.004376728553324938,
0.05582010746002197,
-0.023205991834402084,
-0.11747018992900848,
-2.1680119033362644e-8,
0.032536234706640244,
-0.022264938801527023,
-0.03590187802910805,
-0.021503249183297157,
-0.011825954541563988,
-0.0052343192510306835,
-0.030311156064271927,
-0.04883784055709839,
-0.013478515669703484,
0.04281655699014664,
0.0594881996512413,
-0.017827065661549568,
-0.018641117960214615,
0.022992780432105064,
0.020227564498782158,
-0.05088112875819206,
-0.02915026620030403,
-0.056694045662879944,
-0.027409713715314865,
-0.040867969393730164,
0.023761698976159096,
-0.0443032830953598,
-0.019775565713644028,
0.05708907172083855,
0.02812179923057556,
-0.0046755047515034676,
-0.04023323580622673,
-0.0017263841582462192,
-0.053671225905418396,
0.06779646128416061,
0.03374247997999191,
-0.043208230286836624,
0.03131425380706787,
0.0324164442718029,
0.16445763409137726,
0.004542531445622444,
0.006891780067235231,
-0.03967929631471634,
0.0046209366992115974,
-0.04580392315983772,
-0.017459724098443985,
0.09114008396863937,
-0.007307771593332291,
0.03501182422041893,
0.11552422493696213,
0.026865651831030846,
-0.02608034759759903,
-0.07004126161336899,
-0.0028234166093170643,
-0.041380804032087326,
-0.042009107768535614,
-0.011202535592019558,
-0.018531471490859985,
0.08284664899110794,
0.038277022540569305,
-0.04795920103788376,
0.08911462128162384,
-0.05739342048764229,
0.09583813697099686,
-0.015819696709513664,
0.04937119036912918,
-0.02846279740333557,
0.016601305454969406,
0.05456029996275902
] | null | null | null | null | null | null | null |
[
-0.00607780646532774,
0.016162943094968796,
-0.033482689410448074,
-0.062405724078416824,
0.01607687957584858,
-0.004255005158483982,
0.03419889509677887,
-0.011673175729811192,
-0.007918501272797585,
0.08959325402975082,
-0.03731474652886391,
0.015560852363705635,
0.045280683785676956,
0.023579513654112816,
0.005488479044288397,
0.025059571489691734,
0.01647777296602726,
-0.0403757207095623,
-0.055954206734895706,
-0.04018032178282738,
0.00008662596519570798,
0.00048752358998171985,
-0.06781423836946487,
-0.02625667303800583,
-0.10649913549423218,
0.008106266148388386,
-0.006754602305591106,
-0.005371530540287495,
-0.04173094406723976,
-0.01738385483622551,
0.0314532071352005,
0.02172159031033516,
0.014812721870839596,
0.002501389943063259,
-0.013175899162888527,
0.05166862905025482,
-0.04159145802259445,
0.08526540547609329,
0.0397806279361248,
0.009307118132710457,
-0.008479371666908264,
0.015030954964458942,
0.01686616986989975,
-0.09870821982622147,
0.00869384128600359,
0.06502612680196762,
-0.09541786462068558,
0.04866734892129898,
-0.0022123605012893677,
-0.033859726041555405,
-0.10872554033994675,
-0.05755032226443291,
0.022013666108250618,
0.008968418464064598,
0.07946635037660599,
-0.010297427885234356,
0.037673965096473694,
0.01811906136572361,
-0.02604040317237377,
-0.042309049516916275,
-0.012879382818937302,
0.021455850452184677,
-0.03047925978899002,
-0.01665569096803665,
-0.024080689996480942,
0.09066405147314072,
-0.01652669906616211,
0.005577170755714178,
-0.05836259946227074,
-0.0533597357571125,
-0.005710589699447155,
0.05102073773741722,
0.007508323527872562,
0.015133213251829147,
0.009353136643767357,
0.031893741339445114,
-0.048413150012493134,
0.011418716050684452,
0.0829961746931076,
-0.027667386457324028,
-0.06638827174901962,
0.04078926891088486,
-0.09440494328737259,
0.0713181272149086,
0.12537118792533875,
-0.0816691666841507,
-0.0012983493506908417,
0.0246767308562994,
0.12167879194021225,
-0.008909606374800205,
-0.03300695866346359,
-0.03376895189285278,
0.19098837673664093,
0.07122831791639328,
-0.02642815001308918,
0.11106646060943604,
-0.027977146208286285,
0.019821887835860252,
0.022238019853830338,
0.026750439777970314,
0.022647270932793617,
-0.05802619457244873,
-0.021226542070508003,
-0.025563810020685196,
0.051787011325359344,
0.010248423554003239,
0.018917910754680634,
-0.013340787962079048,
0.03707577660679817,
-0.08540920913219452,
-0.06187926605343819,
-0.07520871609449387,
0.011498031206429005,
-0.027956707403063774,
-0.002584929345175624,
0.06408736109733582,
0.09871266037225723,
0.12108344584703445,
0.01816331222653389,
-0.055605698376894,
0.05434627830982208,
-0.06135183945298195,
0.025354895740747452,
-0.012985448352992535,
0.08684772253036499,
0.06242992728948593,
-0.031453024595975876,
-4.033258503573521e-33,
-0.040737152099609375,
-0.054830849170684814,
-0.01827247627079487,
0.03680649772286415,
0.01308718603104353,
-0.011101284064352512,
-0.046892426908016205,
-0.007352771237492561,
-0.0406554713845253,
0.01057440135627985,
-0.02075350470840931,
0.04010014608502388,
0.02272706665098667,
-0.0804687887430191,
-0.0017127383034676313,
-0.04580063745379448,
-0.047766875475645065,
0.09918519854545593,
-0.022888364270329475,
-0.05137315019965172,
0.049350805580616,
-0.00592010235413909,
0.0310211181640625,
0.011262180283665657,
0.05675409734249115,
0.02954590693116188,
-0.009426256641745567,
-0.006076023448258638,
0.12406507134437561,
-0.04623454809188843,
-0.009479395113885403,
0.03573784604668617,
0.04721728339791298,
0.10179509222507477,
-0.0397072359919548,
0.039910562336444855,
-0.12751813232898712,
-0.02010449953377247,
-0.08251131325960159,
0.03602879121899605,
-0.09291946142911911,
-0.03790692985057831,
-0.007791378069669008,
0.005775329191237688,
0.04334050789475441,
-0.016608716920018196,
-0.0629533901810646,
-0.08308126032352448,
-0.011573932133615017,
-0.03382175788283348,
0.04064798355102539,
0.004461494740098715,
0.03623978793621063,
-0.0036224243231117725,
-0.013846196234226227,
-0.0009681291994638741,
-0.023750538006424904,
-0.007764611858874559,
0.017134280875325203,
-0.016964441165328026,
-0.033852364867925644,
-0.07930757850408554,
-0.0126163549721241,
0.06645449250936508,
0.0919078141450882,
0.002158146118745208,
-0.007636126130819321,
0.05099472403526306,
0.021085433661937714,
-0.018310392275452614,
-0.011596713215112686,
0.025490297004580498,
0.11450498551130295,
-0.061096031218767166,
-0.06169619783759117,
-0.04131026938557625,
0.0000015257123777701054,
0.040211111307144165,
0.03301449120044708,
-0.049032922834157944,
-0.03537873551249504,
0.0006115909782238305,
-0.026981418952345848,
0.03430787846446037,
0.011695796623826027,
0.023521428927779198,
-0.08675169199705124,
0.0013986178673803806,
0.003969868645071983,
0.062419112771749496,
-0.1171596348285675,
0.0728195384144783,
-0.0244838148355484,
0.05643308162689209,
0.06874352693557739,
2.0559346604713883e-33,
-0.04105594754219055,
-0.08866842836141586,
-0.03585129231214523,
-0.005973049905151129,
0.08146516978740692,
-0.04032251983880997,
-0.07226760685443878,
-0.10245325416326523,
0.04907461255788803,
-0.020104791969060898,
-0.03127100318670273,
-0.05163605883717537,
0.012935019098222256,
0.012147834524512291,
-0.02084263600409031,
-0.013824505731463432,
0.030958199873566628,
-0.025854825973510742,
0.05958839878439903,
-0.0018608806421980262,
0.00507260812446475,
0.00990191102027893,
-0.0878203809261322,
-0.0024440218694508076,
0.0412493459880352,
0.029313232749700546,
0.013923541642725468,
-0.01743009127676487,
0.06250327080488205,
0.05274244770407677,
-0.0018830315675586462,
-0.12861424684524536,
-0.02822178602218628,
0.002826882293447852,
0.039055176079273224,
0.028590386733412743,
-0.01903202198445797,
-0.05111530050635338,
-0.03651724010705948,
0.07312670350074768,
-0.05518048629164696,
-0.03178399056196213,
-0.03597920015454292,
-0.0006846716278232634,
-0.0009957361035048962,
0.0016561222728341818,
-0.015212328173220158,
0.06073537841439247,
-0.01742500066757202,
-0.04288460314273834,
0.04211084544658661,
-0.10096344351768494,
-0.07569456100463867,
-0.06565912812948227,
0.00006607714021811262,
0.04870084673166275,
0.060684267431497574,
0.11776717752218246,
-0.03883620351552963,
-0.005740153603255749,
-0.0006187893450260162,
0.00622109929099679,
0.036216720938682556,
0.06491579115390778,
-0.016060415655374527,
0.0780477374792099,
-0.053607694804668427,
0.03588026762008667,
0.02686963602900505,
0.03098142147064209,
0.04568597674369812,
0.039234016090631485,
-0.01733219064772129,
0.011909102089703083,
0.15396027266979218,
0.026390889659523964,
-0.07079549878835678,
-0.03197178989648819,
-0.01576114259660244,
0.03534174710512161,
-0.0025465362705290318,
0.063831627368927,
0.01863635703921318,
0.08003098517656326,
-0.10932531207799911,
0.08037717640399933,
0.025248322635889053,
0.1345413625240326,
0.08431677520275116,
-0.08762558549642563,
-0.02162359282374382,
-0.004376728553324938,
0.05582010746002197,
-0.023205991834402084,
-0.11747018992900848,
-2.1680119033362644e-8,
0.032536234706640244,
-0.022264938801527023,
-0.03590187802910805,
-0.021503249183297157,
-0.011825954541563988,
-0.0052343192510306835,
-0.030311156064271927,
-0.04883784055709839,
-0.013478515669703484,
0.04281655699014664,
0.0594881996512413,
-0.017827065661549568,
-0.018641117960214615,
0.022992780432105064,
0.020227564498782158,
-0.05088112875819206,
-0.02915026620030403,
-0.056694045662879944,
-0.027409713715314865,
-0.040867969393730164,
0.023761698976159096,
-0.0443032830953598,
-0.019775565713644028,
0.05708907172083855,
0.02812179923057556,
-0.0046755047515034676,
-0.04023323580622673,
-0.0017263841582462192,
-0.053671225905418396,
0.06779646128416061,
0.03374247997999191,
-0.043208230286836624,
0.03131425380706787,
0.0324164442718029,
0.16445763409137726,
0.004542531445622444,
0.006891780067235231,
-0.03967929631471634,
0.0046209366992115974,
-0.04580392315983772,
-0.017459724098443985,
0.09114008396863937,
-0.007307771593332291,
0.03501182422041893,
0.11552422493696213,
0.026865651831030846,
-0.02608034759759903,
-0.07004126161336899,
-0.0028234166093170643,
-0.041380804032087326,
-0.042009107768535614,
-0.011202535592019558,
-0.018531471490859985,
0.08284664899110794,
0.038277022540569305,
-0.04795920103788376,
0.08911462128162384,
-0.05739342048764229,
0.09583813697099686,
-0.015819696709513664,
0.04937119036912918,
-0.02846279740333557,
0.016601305454969406,
0.05456029996275902
] |
1401.4383
|
Sascha Kurz
|
Sascha Kurz and J\"org Rambau
|
On the Hegselmann-Krause conjecture in opinion dynamics
|
22 pages, 8 figures
|
Journal of Difference Equations and Applications, Vol. 17, Nr. 6
(2011), Pages 859-876
| null | null |
math.DS cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We give an elementary proof of a conjecture by Hegselmann and Krause in
opinion dynamics, concerning a symmetric bounded confidence interval model: If
there is a truth and all individuals take each other seriously by a positive
amount bounded away from zero, then all truth seekers will converge to the
truth. Here truth seekers are the individuals which are attracted by the truth
by a positive amount. In the absence of truth seekers it was already shown by
Hegselmann and Krause that the opinions of the individuals converge.
|
[
{
"created": "Fri, 17 Jan 2014 15:26:56 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Kurz",
"Sascha",
""
],
[
"Rambau",
"Jörg",
""
]
] |
[
-0.05909949913620949,
-0.06439033895730972,
0.041394125670194626,
0.07275029271841049,
-0.061875294893980026,
0.07011502236127853,
0.053784165531396866,
0.04109504073858261,
0.11510279774665833,
-0.02648998238146305,
0.017547599971294403,
0.009204239584505558,
0.07583267986774445,
-0.040224362164735794,
0.0019662140402942896,
-0.01238668616861105,
0.08147066086530685,
-0.024480722844600677,
-0.05157531425356865,
-0.020810609683394432,
-0.05147427320480347,
0.055193427950143814,
-0.036225803196430206,
0.006266711745411158,
-0.01596030779182911,
-0.10787660628557205,
0.06052730605006218,
0.005533298011869192,
0.03695483133196831,
0.005088530946522951,
0.016074731945991516,
0.031667474657297134,
0.040874581784009933,
-0.04279986023902893,
0.0045403726398944855,
-0.038889411836862564,
0.051083359867334366,
-0.0029901403468102217,
0.028320837765932083,
0.016622060909867287,
-0.0357024110853672,
0.02241082675755024,
0.0018072393722832203,
0.03345630317926407,
0.005403675604611635,
0.025080326944589615,
0.018620161339640617,
0.07541734725236893,
-0.06769774854183197,
-0.011158999055624008,
-0.10184234380722046,
0.03984657675027847,
0.018305355682969093,
-0.1260945051908493,
-0.038041990250349045,
-0.10991863906383514,
-0.07125896960496902,
-0.00908701866865158,
0.021010486409068108,
0.005511889699846506,
0.042439162731170654,
-0.039479926228523254,
-0.028424065560102463,
0.006791306659579277,
0.037233978509902954,
0.06106500327587128,
0.01608983799815178,
0.0171255711466074,
-0.032910894602537155,
0.07180608063936234,
-0.0020026841666549444,
0.029156237840652466,
-0.11390353739261627,
0.03895946592092514,
-0.0021525246556848288,
-0.025517437607049942,
0.025639481842517853,
-0.029375573620200157,
0.024287894368171692,
0.011284819804131985,
-0.04875245690345764,
-0.025439796969294548,
0.0001319607108598575,
-0.03136454150080681,
-0.03047160618007183,
-0.1595141589641571,
0.015654219314455986,
0.022040167823433876,
0.011335407383739948,
0.018826857209205627,
-0.06617564707994461,
-0.007494715973734856,
-0.02099679596722126,
0.011250550858676434,
-0.04653477668762207,
0.012615302577614784,
-0.06542801856994629,
-0.02541152946650982,
0.0072680809535086155,
0.10018658638000488,
-0.004471040330827236,
-0.006749386433511972,
-0.029697870835661888,
-0.02838071994483471,
0.019418887794017792,
-0.032963402569293976,
-0.05553504452109337,
-0.048560731112957,
0.007143697701394558,
0.016352076083421707,
-0.06030145287513733,
-0.037292879074811935,
0.058459796011447906,
0.005454398225992918,
0.02609018236398697,
-0.050298288464546204,
-0.02575461007654667,
0.06546921283006668,
-0.020812107250094414,
-0.03144501894712448,
0.04376470670104027,
0.003800588194280863,
-0.010696472600102425,
0.08681172132492065,
0.03674710541963577,
0.0005216295248828828,
0.006469585932791233,
2.8214757237863877e-33,
-0.012271611019968987,
-0.07598819583654404,
0.09185740351676941,
0.014917615801095963,
-0.02863936871290207,
0.04236314073204994,
-0.025777127593755722,
-0.06186439469456673,
-0.05598237365484238,
0.019442304968833923,
0.0030571953393518925,
0.07283440232276917,
0.02774002216756344,
-0.02362145110964775,
0.0020954173523932695,
0.001724308473058045,
-0.01574970781803131,
0.04049757122993469,
0.004468679893761873,
-0.07670225948095322,
0.08014508336782455,
-0.01881824992597103,
0.008221865631639957,
0.06419356912374496,
-0.03430509939789772,
-0.03364637866616249,
0.05199945345520973,
0.017659451812505722,
-0.000757635454647243,
-0.012635868042707443,
-0.058131422847509384,
0.058071643114089966,
0.059801604598760605,
-0.034437987953424454,
0.00734889879822731,
0.014849412254989147,
-0.049529582262039185,
-0.01334444247186184,
0.035406261682510376,
-0.009685696102678776,
-0.03781967610120773,
0.07372462749481201,
0.028029978275299072,
-0.029160819947719574,
-0.0006407010369002819,
0.002171324333176017,
-0.006024828180670738,
0.00018902801093645394,
-0.08298949897289276,
-0.11482163518667221,
-0.0001513230090495199,
0.03329820930957794,
-0.017453564330935478,
0.06202506646513939,
0.06832266598939896,
0.0007693864754401147,
-0.06349971890449524,
0.11795423179864883,
-0.056790631264448166,
-0.051630936563014984,
0.008732303977012634,
0.006951769348233938,
-0.03191683068871498,
-0.07567685097455978,
0.044030480086803436,
0.12868760526180267,
-0.06602583825588226,
-0.0546405091881752,
0.048067010939121246,
0.01338544674217701,
0.10794226825237274,
0.033773258328437805,
-0.08553123474121094,
-0.04731043055653572,
-0.047028493136167526,
-0.03295247629284859,
-0.03493734449148178,
-0.028178837150335312,
-0.04101891815662384,
0.049183450639247894,
0.005077866837382317,
-0.14994953572750092,
-0.04852676764130592,
-0.06101644039154053,
-0.0366082601249218,
-0.08140259981155396,
0.03643221780657768,
0.0040426841005682945,
0.008545597083866596,
-0.05375844985246658,
-0.048826053738594055,
-0.050141751766204834,
0.005074963439255953,
0.08221495896577835,
0.01519946102052927,
-4.145906494554805e-33,
-0.06440362334251404,
-0.04419834911823273,
-0.04043322801589966,
0.052612192928791046,
-0.046469796448946,
0.008270860649645329,
0.01452125608921051,
0.10155501961708069,
0.008211253210902214,
0.005797808989882469,
-0.017897067591547966,
-0.03449676185846329,
0.049004510045051575,
-0.01260306779295206,
-0.0027506209444254637,
-0.027275610715150833,
0.15684132277965546,
-0.007784213405102491,
-0.017511986196041107,
0.014047054573893547,
-0.023565426468849182,
-0.0332149937748909,
-0.05061351880431175,
0.022942734882235527,
0.07509952038526535,
0.016481511294841766,
-0.01924639381468296,
0.13505879044532776,
-0.06401973217725754,
0.021286407485604286,
-0.019701384007930756,
-0.09787685424089432,
-0.07149898260831833,
-0.04224998503923416,
-0.02425924316048622,
-0.04478330537676811,
0.019270578399300575,
0.04507173225283623,
-0.029973968863487244,
0.08311192691326141,
0.035676393657922745,
-0.11363846808671951,
0.0036771816667169333,
-0.08008568733930588,
-0.023127621039748192,
-0.021459169685840607,
0.011727252043783665,
0.03225967288017273,
-0.053931958973407745,
-0.07147316634654999,
-0.008267741650342941,
0.08649160712957382,
0.021720802411437035,
0.15670344233512878,
-0.027302691712975502,
0.018105890601873398,
-0.05253524333238602,
-0.030818073078989983,
0.09353864192962646,
0.038428276777267456,
-0.043165650218725204,
0.10278737545013428,
-0.07103820890188217,
0.03570805862545967,
0.008123233914375305,
-0.04452419653534889,
-0.056664109230041504,
-0.04321945831179619,
0.07116773724555969,
0.01262142974883318,
0.003073445288464427,
0.032769668847322464,
-0.05112785845994949,
-0.027781695127487183,
0.03377026692032814,
0.11291423439979553,
0.006748504936695099,
-0.020109260454773903,
0.01271075289696455,
-0.010945848189294338,
-0.022522803395986557,
0.045517850667238235,
0.0457986518740654,
-0.022224074229598045,
0.07681377232074738,
-0.06372187286615372,
0.043877001851797104,
0.07090182602405548,
0.00875258818268776,
0.05082438141107559,
0.07379069924354553,
-0.04334761202335358,
0.056077104061841965,
-0.09820980578660965,
-0.03764145076274872,
-4.7928985225098586e-8,
0.004124592058360577,
-0.001455632271245122,
0.01659068837761879,
0.05479789152741432,
0.062414608895778656,
0.06169017031788826,
0.06410206854343414,
-0.03179856762290001,
-0.07974524796009064,
0.05017703399062157,
0.04956277459859848,
0.0779285728931427,
-0.007352105341851711,
-0.026404637843370438,
-0.03971178084611893,
0.05316930264234543,
-0.03572067618370056,
-0.0306356530636549,
0.056160811334848404,
-0.058630961924791336,
0.05743592232465744,
-0.049308184534311295,
-0.011435824446380138,
0.0036633028648793697,
-0.007702855858951807,
0.08519908040761948,
-0.020958485081791878,
-0.0441230870783329,
-0.02054806798696518,
0.10861077159643173,
-0.01964164897799492,
-0.03561904653906822,
0.04752353951334953,
-0.03957081586122513,
0.08076830953359604,
0.09271764010190964,
-0.06138262525200844,
0.03139844164252281,
0.010296611115336418,
-0.1265598088502884,
0.04287182167172432,
0.0741056501865387,
-0.016756417229771614,
0.0005810119328089058,
0.06052813306450844,
-0.026053721085190773,
0.020272547379136086,
-0.009328777901828289,
0.08433207869529724,
0.010249700397253036,
-0.021641697734594345,
0.03928287699818611,
-0.009037534706294537,
0.006534329615533352,
0.05992255359888077,
0.03150012716650963,
0.011150707490742207,
-0.040999315679073334,
-0.11458391696214676,
0.05425851792097092,
0.07912750542163849,
-0.035243887454271317,
-0.05982598289847374,
-0.00846271961927414
] | null | null | null | null | null | null | null |
[
-0.05909949913620949,
-0.06439033895730972,
0.041394125670194626,
0.07275029271841049,
-0.061875294893980026,
0.07011502236127853,
0.053784165531396866,
0.04109504073858261,
0.11510279774665833,
-0.02648998238146305,
0.017547599971294403,
0.009204239584505558,
0.07583267986774445,
-0.040224362164735794,
0.0019662140402942896,
-0.01238668616861105,
0.08147066086530685,
-0.024480722844600677,
-0.05157531425356865,
-0.020810609683394432,
-0.05147427320480347,
0.055193427950143814,
-0.036225803196430206,
0.006266711745411158,
-0.01596030779182911,
-0.10787660628557205,
0.06052730605006218,
0.005533298011869192,
0.03695483133196831,
0.005088530946522951,
0.016074731945991516,
0.031667474657297134,
0.040874581784009933,
-0.04279986023902893,
0.0045403726398944855,
-0.038889411836862564,
0.051083359867334366,
-0.0029901403468102217,
0.028320837765932083,
0.016622060909867287,
-0.0357024110853672,
0.02241082675755024,
0.0018072393722832203,
0.03345630317926407,
0.005403675604611635,
0.025080326944589615,
0.018620161339640617,
0.07541734725236893,
-0.06769774854183197,
-0.011158999055624008,
-0.10184234380722046,
0.03984657675027847,
0.018305355682969093,
-0.1260945051908493,
-0.038041990250349045,
-0.10991863906383514,
-0.07125896960496902,
-0.00908701866865158,
0.021010486409068108,
0.005511889699846506,
0.042439162731170654,
-0.039479926228523254,
-0.028424065560102463,
0.006791306659579277,
0.037233978509902954,
0.06106500327587128,
0.01608983799815178,
0.0171255711466074,
-0.032910894602537155,
0.07180608063936234,
-0.0020026841666549444,
0.029156237840652466,
-0.11390353739261627,
0.03895946592092514,
-0.0021525246556848288,
-0.025517437607049942,
0.025639481842517853,
-0.029375573620200157,
0.024287894368171692,
0.011284819804131985,
-0.04875245690345764,
-0.025439796969294548,
0.0001319607108598575,
-0.03136454150080681,
-0.03047160618007183,
-0.1595141589641571,
0.015654219314455986,
0.022040167823433876,
0.011335407383739948,
0.018826857209205627,
-0.06617564707994461,
-0.007494715973734856,
-0.02099679596722126,
0.011250550858676434,
-0.04653477668762207,
0.012615302577614784,
-0.06542801856994629,
-0.02541152946650982,
0.0072680809535086155,
0.10018658638000488,
-0.004471040330827236,
-0.006749386433511972,
-0.029697870835661888,
-0.02838071994483471,
0.019418887794017792,
-0.032963402569293976,
-0.05553504452109337,
-0.048560731112957,
0.007143697701394558,
0.016352076083421707,
-0.06030145287513733,
-0.037292879074811935,
0.058459796011447906,
0.005454398225992918,
0.02609018236398697,
-0.050298288464546204,
-0.02575461007654667,
0.06546921283006668,
-0.020812107250094414,
-0.03144501894712448,
0.04376470670104027,
0.003800588194280863,
-0.010696472600102425,
0.08681172132492065,
0.03674710541963577,
0.0005216295248828828,
0.006469585932791233,
2.8214757237863877e-33,
-0.012271611019968987,
-0.07598819583654404,
0.09185740351676941,
0.014917615801095963,
-0.02863936871290207,
0.04236314073204994,
-0.025777127593755722,
-0.06186439469456673,
-0.05598237365484238,
0.019442304968833923,
0.0030571953393518925,
0.07283440232276917,
0.02774002216756344,
-0.02362145110964775,
0.0020954173523932695,
0.001724308473058045,
-0.01574970781803131,
0.04049757122993469,
0.004468679893761873,
-0.07670225948095322,
0.08014508336782455,
-0.01881824992597103,
0.008221865631639957,
0.06419356912374496,
-0.03430509939789772,
-0.03364637866616249,
0.05199945345520973,
0.017659451812505722,
-0.000757635454647243,
-0.012635868042707443,
-0.058131422847509384,
0.058071643114089966,
0.059801604598760605,
-0.034437987953424454,
0.00734889879822731,
0.014849412254989147,
-0.049529582262039185,
-0.01334444247186184,
0.035406261682510376,
-0.009685696102678776,
-0.03781967610120773,
0.07372462749481201,
0.028029978275299072,
-0.029160819947719574,
-0.0006407010369002819,
0.002171324333176017,
-0.006024828180670738,
0.00018902801093645394,
-0.08298949897289276,
-0.11482163518667221,
-0.0001513230090495199,
0.03329820930957794,
-0.017453564330935478,
0.06202506646513939,
0.06832266598939896,
0.0007693864754401147,
-0.06349971890449524,
0.11795423179864883,
-0.056790631264448166,
-0.051630936563014984,
0.008732303977012634,
0.006951769348233938,
-0.03191683068871498,
-0.07567685097455978,
0.044030480086803436,
0.12868760526180267,
-0.06602583825588226,
-0.0546405091881752,
0.048067010939121246,
0.01338544674217701,
0.10794226825237274,
0.033773258328437805,
-0.08553123474121094,
-0.04731043055653572,
-0.047028493136167526,
-0.03295247629284859,
-0.03493734449148178,
-0.028178837150335312,
-0.04101891815662384,
0.049183450639247894,
0.005077866837382317,
-0.14994953572750092,
-0.04852676764130592,
-0.06101644039154053,
-0.0366082601249218,
-0.08140259981155396,
0.03643221780657768,
0.0040426841005682945,
0.008545597083866596,
-0.05375844985246658,
-0.048826053738594055,
-0.050141751766204834,
0.005074963439255953,
0.08221495896577835,
0.01519946102052927,
-4.145906494554805e-33,
-0.06440362334251404,
-0.04419834911823273,
-0.04043322801589966,
0.052612192928791046,
-0.046469796448946,
0.008270860649645329,
0.01452125608921051,
0.10155501961708069,
0.008211253210902214,
0.005797808989882469,
-0.017897067591547966,
-0.03449676185846329,
0.049004510045051575,
-0.01260306779295206,
-0.0027506209444254637,
-0.027275610715150833,
0.15684132277965546,
-0.007784213405102491,
-0.017511986196041107,
0.014047054573893547,
-0.023565426468849182,
-0.0332149937748909,
-0.05061351880431175,
0.022942734882235527,
0.07509952038526535,
0.016481511294841766,
-0.01924639381468296,
0.13505879044532776,
-0.06401973217725754,
0.021286407485604286,
-0.019701384007930756,
-0.09787685424089432,
-0.07149898260831833,
-0.04224998503923416,
-0.02425924316048622,
-0.04478330537676811,
0.019270578399300575,
0.04507173225283623,
-0.029973968863487244,
0.08311192691326141,
0.035676393657922745,
-0.11363846808671951,
0.0036771816667169333,
-0.08008568733930588,
-0.023127621039748192,
-0.021459169685840607,
0.011727252043783665,
0.03225967288017273,
-0.053931958973407745,
-0.07147316634654999,
-0.008267741650342941,
0.08649160712957382,
0.021720802411437035,
0.15670344233512878,
-0.027302691712975502,
0.018105890601873398,
-0.05253524333238602,
-0.030818073078989983,
0.09353864192962646,
0.038428276777267456,
-0.043165650218725204,
0.10278737545013428,
-0.07103820890188217,
0.03570805862545967,
0.008123233914375305,
-0.04452419653534889,
-0.056664109230041504,
-0.04321945831179619,
0.07116773724555969,
0.01262142974883318,
0.003073445288464427,
0.032769668847322464,
-0.05112785845994949,
-0.027781695127487183,
0.03377026692032814,
0.11291423439979553,
0.006748504936695099,
-0.020109260454773903,
0.01271075289696455,
-0.010945848189294338,
-0.022522803395986557,
0.045517850667238235,
0.0457986518740654,
-0.022224074229598045,
0.07681377232074738,
-0.06372187286615372,
0.043877001851797104,
0.07090182602405548,
0.00875258818268776,
0.05082438141107559,
0.07379069924354553,
-0.04334761202335358,
0.056077104061841965,
-0.09820980578660965,
-0.03764145076274872,
-4.7928985225098586e-8,
0.004124592058360577,
-0.001455632271245122,
0.01659068837761879,
0.05479789152741432,
0.062414608895778656,
0.06169017031788826,
0.06410206854343414,
-0.03179856762290001,
-0.07974524796009064,
0.05017703399062157,
0.04956277459859848,
0.0779285728931427,
-0.007352105341851711,
-0.026404637843370438,
-0.03971178084611893,
0.05316930264234543,
-0.03572067618370056,
-0.0306356530636549,
0.056160811334848404,
-0.058630961924791336,
0.05743592232465744,
-0.049308184534311295,
-0.011435824446380138,
0.0036633028648793697,
-0.007702855858951807,
0.08519908040761948,
-0.020958485081791878,
-0.0441230870783329,
-0.02054806798696518,
0.10861077159643173,
-0.01964164897799492,
-0.03561904653906822,
0.04752353951334953,
-0.03957081586122513,
0.08076830953359604,
0.09271764010190964,
-0.06138262525200844,
0.03139844164252281,
0.010296611115336418,
-0.1265598088502884,
0.04287182167172432,
0.0741056501865387,
-0.016756417229771614,
0.0005810119328089058,
0.06052813306450844,
-0.026053721085190773,
0.020272547379136086,
-0.009328777901828289,
0.08433207869529724,
0.010249700397253036,
-0.021641697734594345,
0.03928287699818611,
-0.009037534706294537,
0.006534329615533352,
0.05992255359888077,
0.03150012716650963,
0.011150707490742207,
-0.040999315679073334,
-0.11458391696214676,
0.05425851792097092,
0.07912750542163849,
-0.035243887454271317,
-0.05982598289847374,
-0.00846271961927414
] |
1401.4387
|
Enrico Moretto
|
Fausto Bonacina, Marco D'Errico, Enrico Moretto, Silvana Stefani, Anna
Torriero
|
A Multiple Network Approach to Corporate Governance
|
version 2
| null | null | null |
q-fin.GN cs.SI physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this work, we consider Corporate Governance (CG) ties among companies from
a multiple network perspective. Such a structure naturally arises from the
close interrelation between the Shareholding Network (SH) and the Board of
Directors network (BD). In order to capture the simultaneous effects of both
networks on CG, we propose to model the CG multiple network structure via
tensor analysis. In particular, we consider the TOPHITS model, based on the
PARAFAC tensor decomposition, to show that tensor techniques can be
successfully applied in this context. By providing some empirical results from
the Italian financial market in the univariate case, we then show that a
tensor--based multiple network approach can reveal important information.
|
[
{
"created": "Fri, 17 Jan 2014 15:38:40 GMT",
"version": "v1"
},
{
"created": "Tue, 6 May 2014 11:10:51 GMT",
"version": "v2"
}
] |
2014-05-07
|
[
[
"Bonacina",
"Fausto",
""
],
[
"D'Errico",
"Marco",
""
],
[
"Moretto",
"Enrico",
""
],
[
"Stefani",
"Silvana",
""
],
[
"Torriero",
"Anna",
""
]
] |
[
-0.005743501707911491,
-0.1076991856098175,
-0.016896095126867294,
-0.04030559957027435,
-0.010080482810735703,
0.04935336858034134,
-0.04031732678413391,
-0.03464927524328232,
0.030357353389263153,
-0.04425926133990288,
-0.018449442461133003,
0.001187433721497655,
-0.02386624924838543,
0.04441380873322487,
-0.057746533304452896,
0.034784894436597824,
-0.06844987720251083,
0.009394981898367405,
-0.000056797496654326096,
-0.038339581340551376,
-0.019593635573983192,
-0.012693741358816624,
-0.12107116729021072,
-0.04028090089559555,
0.07703893631696701,
-0.018001055344939232,
-0.01963716186583042,
-0.01259535551071167,
-0.03645624220371246,
-0.002849017037078738,
0.03541367128491402,
0.00622143130749464,
0.01418822817504406,
-0.0027117866557091475,
-0.006324326619505882,
-0.0016426234506070614,
-0.04867957904934883,
-0.02562119998037815,
0.06044229492545128,
0.006654381286352873,
0.06747119873762131,
0.09975270181894302,
0.011239455081522465,
0.03514890372753143,
0.04673407971858978,
0.09319428354501724,
0.034160319715738297,
0.03393954038619995,
0.010085965506732464,
0.045691896229982376,
-0.07325634360313416,
-0.03406461700797081,
-0.040200553834438324,
0.028658509254455566,
0.061433788388967514,
-0.031684257090091705,
-0.03747529909014702,
-0.039459504187107086,
-0.07841269671916962,
-0.04410896822810173,
0.03587929531931877,
0.03326893597841263,
-0.038036588579416275,
0.030652739107608795,
0.13461457192897797,
0.08956317603588104,
-0.03695265203714371,
0.036534037441015244,
-0.09040801972150803,
-0.0070109316147863865,
0.02330671064555645,
-0.0729801133275032,
-0.15256378054618835,
-0.01785658299922943,
-0.07660041749477386,
0.05533258989453316,
0.07373597472906113,
0.02658330835402012,
0.00815567933022976,
-0.07629388570785522,
-0.018846452236175537,
0.05400347337126732,
0.02038215473294258,
-0.03846609592437744,
0.013846725225448608,
-0.0401323176920414,
0.08812876045703888,
-0.023661447688937187,
0.028772534802556038,
0.03385201469063759,
0.05766312777996063,
0.09911831468343735,
0.051086973398923874,
0.010513527318835258,
-0.04921320080757141,
0.061254873871803284,
0.005489704664796591,
0.036331743001937866,
-0.03045351430773735,
0.07244588434696198,
0.0033423544373363256,
-0.07427375763654709,
-0.0355287604033947,
-0.034759797155857086,
-0.037739288061857224,
0.03985900431871414,
0.0521400012075901,
-0.010733017697930336,
0.03145531937479973,
0.024601271376013756,
-0.07904278486967087,
0.09819648414850235,
-0.06703949719667435,
-0.008147590793669224,
-0.030999576672911644,
-0.0508633591234684,
0.05499899014830589,
0.0697707012295723,
0.1274653524160385,
-0.051026735454797745,
0.014504261314868927,
0.006967449560761452,
0.024844251573085785,
-0.03711480647325516,
-0.01679399609565735,
0.06121443212032318,
-0.13135653734207153,
-4.903063160741572e-34,
-0.03399460390210152,
-0.038838375359773636,
0.029428493231534958,
-0.004019837360829115,
0.036997560411691666,
0.033274538815021515,
-0.05494588986039162,
-0.06629349291324615,
-0.01764443702995777,
0.0567990280687809,
-0.0781470537185669,
0.08168812841176987,
0.027466682717204094,
-0.09612132608890533,
-0.049829840660095215,
-0.05257546901702881,
0.028270093724131584,
-0.054137032479047775,
0.07857104390859604,
-0.06331610679626465,
0.01596689410507679,
0.08549840748310089,
0.0259662177413702,
0.06635885685682297,
0.026928463950753212,
-0.09347394108772278,
-0.04071621969342232,
-0.011566928587853909,
-0.024034880101680756,
0.012047485448420048,
0.0019352399976924062,
-0.002081145066767931,
-0.0406988263130188,
-0.026905782520771027,
-0.04584253206849098,
-0.01944170705974102,
0.022032663226127625,
-0.030813932418823242,
0.0038524530827999115,
-0.06519987434148788,
-0.04707018658518791,
-0.04528612270951271,
-0.01556266937404871,
-0.07738543301820755,
-0.12491563707590103,
0.01570199616253376,
-0.037464581429958344,
-0.002256721956655383,
-0.010581505484879017,
-0.061643075197935104,
-0.005551776848733425,
-0.06161762773990631,
0.10512527823448181,
-0.04287130758166313,
0.036200206726789474,
-0.011930679902434349,
-0.0011743053328245878,
0.036085616797208786,
0.0597880594432354,
-0.009724252857267857,
-0.02174573391675949,
0.025736315175890923,
0.02661200426518917,
0.041641756892204285,
-0.015529031865298748,
0.09264329075813293,
-0.03772176802158356,
0.05213332176208496,
0.09212490916252136,
0.0026087737642228603,
-0.03434285148978233,
0.05013952776789665,
-0.03454921022057533,
-0.04158935323357582,
-0.1262166053056717,
-0.057620108127593994,
-0.06826201826334,
-0.024174781516194344,
0.04894552752375603,
0.07480618357658386,
-0.07125989347696304,
0.03291761130094528,
0.07239042967557907,
-0.034571897238492966,
0.0021930071525275707,
0.02224579267203808,
0.028080377727746964,
0.025380000472068787,
0.02757221832871437,
-0.01199132390320301,
-0.0740884318947792,
0.006081592291593552,
0.07973481714725494,
0.05727442726492882,
0.06985501199960709,
-9.102808765931977e-34,
-0.05863728001713753,
-0.0006309251766651869,
0.04515039920806885,
-0.08338180929422379,
-0.0028645284473896027,
-0.05332481116056442,
0.0009850447531789541,
-0.04193602874875069,
-0.012662864290177822,
0.08156462758779526,
0.039554160088300705,
-0.07493285089731216,
-0.0006932149990461767,
-0.03916189447045326,
0.022224217653274536,
-0.007196290418505669,
0.046092916280031204,
-0.05134124308824539,
0.007690052967518568,
-0.06936816871166229,
-0.0361051969230175,
0.01668768934905529,
-0.04723978042602539,
0.07515858113765717,
0.0034556949976831675,
0.007252679206430912,
-0.034058380872011185,
0.030667560175061226,
-0.023643163964152336,
0.028273846954107285,
-0.04852987825870514,
-0.05552753061056137,
-0.0038800928741693497,
0.05004149302840233,
-0.013405617326498032,
0.0885944589972496,
-0.0050403159111738205,
-0.03797084093093872,
0.03164440020918846,
0.012948616407811642,
-0.023299096152186394,
0.010076126083731651,
-0.03282943367958069,
0.06424650549888611,
0.019963625818490982,
0.02405504137277603,
-0.022821253165602684,
0.017844155430793762,
-0.028190067037940025,
-0.07568438351154327,
-0.011799790896475315,
0.02111947163939476,
-0.018451623618602753,
0.025681953877210617,
-0.08126213401556015,
0.08255786448717117,
0.08866608142852783,
-0.029279666021466255,
0.07988917082548141,
0.02456575818359852,
-0.01206950843334198,
-0.05737447366118431,
-0.028581172227859497,
0.01754271425306797,
0.023984408006072044,
-0.0022973166778683662,
-0.04596826061606407,
-0.02776907943189144,
0.015336303040385246,
-0.01023294497281313,
0.021337131038308144,
-0.027210110798478127,
-0.04652978107333183,
0.027001887559890747,
0.028016498312354088,
0.04064340889453888,
0.045940596610307693,
0.027907323092222214,
0.012245717458426952,
0.04822273552417755,
0.04254961386322975,
-0.004629516042768955,
0.04643436148762703,
0.08028372377157211,
0.010970000177621841,
0.011509725823998451,
0.07133041322231293,
0.024665342643857002,
0.09082964062690735,
-0.01894211582839489,
-0.012003605253994465,
-0.035304754972457886,
0.07756538689136505,
0.05686279758810997,
0.04502736032009125,
-3.742616883073424e-8,
-0.08168525993824005,
-0.05517607927322388,
0.05862820893526077,
-0.0474027581512928,
-0.033192411065101624,
-0.05089877173304558,
0.09268779307603836,
0.0027016177773475647,
-0.013032863847911358,
0.06225382536649704,
0.018461886793375015,
-0.03468076512217522,
-0.13738220930099487,
-0.003998516593128443,
-0.06407131254673004,
-0.002974896226078272,
-0.07655023038387299,
0.09565986692905426,
0.01814146526157856,
0.05629716068506241,
0.09571745246648788,
-0.017592018470168114,
-0.023939087986946106,
0.10294406861066818,
0.07564365118741989,
-0.07011288404464722,
-0.034823596477508545,
0.02919715642929077,
0.03231927379965782,
0.09611783176660538,
-0.035464510321617126,
-0.02283036708831787,
0.044592682272195816,
-0.024336934089660645,
-0.026738399639725685,
0.12935678660869598,
0.10840952396392822,
0.0058742547407746315,
-0.07331182062625885,
0.07330961525440216,
-0.05870681256055832,
-0.007068289443850517,
-0.028375741094350815,
0.010484161786735058,
0.015857519581913948,
-0.032410696148872375,
-0.051423560827970505,
0.024483205750584602,
0.08195797353982925,
-0.07757620513439178,
0.05857475847005844,
-0.0017586920876055956,
-0.06167776882648468,
0.033108584582805634,
0.014527054503560066,
-0.10006406158208847,
-0.023473218083381653,
0.07624225318431854,
0.003692748723551631,
-0.07444816827774048,
0.05664786696434021,
-0.047833655029535294,
-0.017597075551748276,
-0.001707339775748551
] | null | null | null | null | null | null | null |
[
-0.005743501707911491,
-0.1076991856098175,
-0.016896095126867294,
-0.04030559957027435,
-0.010080482810735703,
0.04935336858034134,
-0.04031732678413391,
-0.03464927524328232,
0.030357353389263153,
-0.04425926133990288,
-0.018449442461133003,
0.001187433721497655,
-0.02386624924838543,
0.04441380873322487,
-0.057746533304452896,
0.034784894436597824,
-0.06844987720251083,
0.009394981898367405,
-0.000056797496654326096,
-0.038339581340551376,
-0.019593635573983192,
-0.012693741358816624,
-0.12107116729021072,
-0.04028090089559555,
0.07703893631696701,
-0.018001055344939232,
-0.01963716186583042,
-0.01259535551071167,
-0.03645624220371246,
-0.002849017037078738,
0.03541367128491402,
0.00622143130749464,
0.01418822817504406,
-0.0027117866557091475,
-0.006324326619505882,
-0.0016426234506070614,
-0.04867957904934883,
-0.02562119998037815,
0.06044229492545128,
0.006654381286352873,
0.06747119873762131,
0.09975270181894302,
0.011239455081522465,
0.03514890372753143,
0.04673407971858978,
0.09319428354501724,
0.034160319715738297,
0.03393954038619995,
0.010085965506732464,
0.045691896229982376,
-0.07325634360313416,
-0.03406461700797081,
-0.040200553834438324,
0.028658509254455566,
0.061433788388967514,
-0.031684257090091705,
-0.03747529909014702,
-0.039459504187107086,
-0.07841269671916962,
-0.04410896822810173,
0.03587929531931877,
0.03326893597841263,
-0.038036588579416275,
0.030652739107608795,
0.13461457192897797,
0.08956317603588104,
-0.03695265203714371,
0.036534037441015244,
-0.09040801972150803,
-0.0070109316147863865,
0.02330671064555645,
-0.0729801133275032,
-0.15256378054618835,
-0.01785658299922943,
-0.07660041749477386,
0.05533258989453316,
0.07373597472906113,
0.02658330835402012,
0.00815567933022976,
-0.07629388570785522,
-0.018846452236175537,
0.05400347337126732,
0.02038215473294258,
-0.03846609592437744,
0.013846725225448608,
-0.0401323176920414,
0.08812876045703888,
-0.023661447688937187,
0.028772534802556038,
0.03385201469063759,
0.05766312777996063,
0.09911831468343735,
0.051086973398923874,
0.010513527318835258,
-0.04921320080757141,
0.061254873871803284,
0.005489704664796591,
0.036331743001937866,
-0.03045351430773735,
0.07244588434696198,
0.0033423544373363256,
-0.07427375763654709,
-0.0355287604033947,
-0.034759797155857086,
-0.037739288061857224,
0.03985900431871414,
0.0521400012075901,
-0.010733017697930336,
0.03145531937479973,
0.024601271376013756,
-0.07904278486967087,
0.09819648414850235,
-0.06703949719667435,
-0.008147590793669224,
-0.030999576672911644,
-0.0508633591234684,
0.05499899014830589,
0.0697707012295723,
0.1274653524160385,
-0.051026735454797745,
0.014504261314868927,
0.006967449560761452,
0.024844251573085785,
-0.03711480647325516,
-0.01679399609565735,
0.06121443212032318,
-0.13135653734207153,
-4.903063160741572e-34,
-0.03399460390210152,
-0.038838375359773636,
0.029428493231534958,
-0.004019837360829115,
0.036997560411691666,
0.033274538815021515,
-0.05494588986039162,
-0.06629349291324615,
-0.01764443702995777,
0.0567990280687809,
-0.0781470537185669,
0.08168812841176987,
0.027466682717204094,
-0.09612132608890533,
-0.049829840660095215,
-0.05257546901702881,
0.028270093724131584,
-0.054137032479047775,
0.07857104390859604,
-0.06331610679626465,
0.01596689410507679,
0.08549840748310089,
0.0259662177413702,
0.06635885685682297,
0.026928463950753212,
-0.09347394108772278,
-0.04071621969342232,
-0.011566928587853909,
-0.024034880101680756,
0.012047485448420048,
0.0019352399976924062,
-0.002081145066767931,
-0.0406988263130188,
-0.026905782520771027,
-0.04584253206849098,
-0.01944170705974102,
0.022032663226127625,
-0.030813932418823242,
0.0038524530827999115,
-0.06519987434148788,
-0.04707018658518791,
-0.04528612270951271,
-0.01556266937404871,
-0.07738543301820755,
-0.12491563707590103,
0.01570199616253376,
-0.037464581429958344,
-0.002256721956655383,
-0.010581505484879017,
-0.061643075197935104,
-0.005551776848733425,
-0.06161762773990631,
0.10512527823448181,
-0.04287130758166313,
0.036200206726789474,
-0.011930679902434349,
-0.0011743053328245878,
0.036085616797208786,
0.0597880594432354,
-0.009724252857267857,
-0.02174573391675949,
0.025736315175890923,
0.02661200426518917,
0.041641756892204285,
-0.015529031865298748,
0.09264329075813293,
-0.03772176802158356,
0.05213332176208496,
0.09212490916252136,
0.0026087737642228603,
-0.03434285148978233,
0.05013952776789665,
-0.03454921022057533,
-0.04158935323357582,
-0.1262166053056717,
-0.057620108127593994,
-0.06826201826334,
-0.024174781516194344,
0.04894552752375603,
0.07480618357658386,
-0.07125989347696304,
0.03291761130094528,
0.07239042967557907,
-0.034571897238492966,
0.0021930071525275707,
0.02224579267203808,
0.028080377727746964,
0.025380000472068787,
0.02757221832871437,
-0.01199132390320301,
-0.0740884318947792,
0.006081592291593552,
0.07973481714725494,
0.05727442726492882,
0.06985501199960709,
-9.102808765931977e-34,
-0.05863728001713753,
-0.0006309251766651869,
0.04515039920806885,
-0.08338180929422379,
-0.0028645284473896027,
-0.05332481116056442,
0.0009850447531789541,
-0.04193602874875069,
-0.012662864290177822,
0.08156462758779526,
0.039554160088300705,
-0.07493285089731216,
-0.0006932149990461767,
-0.03916189447045326,
0.022224217653274536,
-0.007196290418505669,
0.046092916280031204,
-0.05134124308824539,
0.007690052967518568,
-0.06936816871166229,
-0.0361051969230175,
0.01668768934905529,
-0.04723978042602539,
0.07515858113765717,
0.0034556949976831675,
0.007252679206430912,
-0.034058380872011185,
0.030667560175061226,
-0.023643163964152336,
0.028273846954107285,
-0.04852987825870514,
-0.05552753061056137,
-0.0038800928741693497,
0.05004149302840233,
-0.013405617326498032,
0.0885944589972496,
-0.0050403159111738205,
-0.03797084093093872,
0.03164440020918846,
0.012948616407811642,
-0.023299096152186394,
0.010076126083731651,
-0.03282943367958069,
0.06424650549888611,
0.019963625818490982,
0.02405504137277603,
-0.022821253165602684,
0.017844155430793762,
-0.028190067037940025,
-0.07568438351154327,
-0.011799790896475315,
0.02111947163939476,
-0.018451623618602753,
0.025681953877210617,
-0.08126213401556015,
0.08255786448717117,
0.08866608142852783,
-0.029279666021466255,
0.07988917082548141,
0.02456575818359852,
-0.01206950843334198,
-0.05737447366118431,
-0.028581172227859497,
0.01754271425306797,
0.023984408006072044,
-0.0022973166778683662,
-0.04596826061606407,
-0.02776907943189144,
0.015336303040385246,
-0.01023294497281313,
0.021337131038308144,
-0.027210110798478127,
-0.04652978107333183,
0.027001887559890747,
0.028016498312354088,
0.04064340889453888,
0.045940596610307693,
0.027907323092222214,
0.012245717458426952,
0.04822273552417755,
0.04254961386322975,
-0.004629516042768955,
0.04643436148762703,
0.08028372377157211,
0.010970000177621841,
0.011509725823998451,
0.07133041322231293,
0.024665342643857002,
0.09082964062690735,
-0.01894211582839489,
-0.012003605253994465,
-0.035304754972457886,
0.07756538689136505,
0.05686279758810997,
0.04502736032009125,
-3.742616883073424e-8,
-0.08168525993824005,
-0.05517607927322388,
0.05862820893526077,
-0.0474027581512928,
-0.033192411065101624,
-0.05089877173304558,
0.09268779307603836,
0.0027016177773475647,
-0.013032863847911358,
0.06225382536649704,
0.018461886793375015,
-0.03468076512217522,
-0.13738220930099487,
-0.003998516593128443,
-0.06407131254673004,
-0.002974896226078272,
-0.07655023038387299,
0.09565986692905426,
0.01814146526157856,
0.05629716068506241,
0.09571745246648788,
-0.017592018470168114,
-0.023939087986946106,
0.10294406861066818,
0.07564365118741989,
-0.07011288404464722,
-0.034823596477508545,
0.02919715642929077,
0.03231927379965782,
0.09611783176660538,
-0.035464510321617126,
-0.02283036708831787,
0.044592682272195816,
-0.024336934089660645,
-0.026738399639725685,
0.12935678660869598,
0.10840952396392822,
0.0058742547407746315,
-0.07331182062625885,
0.07330961525440216,
-0.05870681256055832,
-0.007068289443850517,
-0.028375741094350815,
0.010484161786735058,
0.015857519581913948,
-0.032410696148872375,
-0.051423560827970505,
0.024483205750584602,
0.08195797353982925,
-0.07757620513439178,
0.05857475847005844,
-0.0017586920876055956,
-0.06167776882648468,
0.033108584582805634,
0.014527054503560066,
-0.10006406158208847,
-0.023473218083381653,
0.07624225318431854,
0.003692748723551631,
-0.07444816827774048,
0.05664786696434021,
-0.047833655029535294,
-0.017597075551748276,
-0.001707339775748551
] |
1401.4392
|
Krisztina Marton
|
K. Marton, G. Kiss, A. Laszlo, D. Varga
|
Low Momentum Particle Detector for the NA61 Experiment at CERN
| null | null |
10.1016/j.nima.2014.06.014
| null |
physics.ins-det hep-ex
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The NA61 Experiment at CERN SPS is a large acceptance hadron spectrometer,
aimed to studying of hadron-hadron, hadron-nucleus, and nucleus-nucleus
interactions in a fixed target environment. The present paper discusses the
construction and performance of the Low Momentum Particle Detector (LMPD), a
small time projection chamber unit which has been added to the NA61 setup in
2012. The LMPD considerably extends the detector acceptance towards the
backward region, surrounding the target in hadron-nucleus interactions. The
LMPD features simultaneous range and ionization measurements, which allows for
particle identification and momentum measurement in the 0.1-0.25 GeV/c momentum
range for protons. The possibility of Z=1 particle identification in this range
is directly demonstrated.
|
[
{
"created": "Fri, 17 Jan 2014 15:58:47 GMT",
"version": "v1"
},
{
"created": "Wed, 11 Jun 2014 13:42:36 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Marton",
"K.",
""
],
[
"Kiss",
"G.",
""
],
[
"Laszlo",
"A.",
""
],
[
"Varga",
"D.",
""
]
] |
[
-0.02939113788306713,
0.05435539409518242,
-0.01821015030145645,
0.011095650494098663,
0.07546724379062653,
-0.030683232471346855,
-0.03826203942298889,
0.004688273649662733,
-0.06557030975818634,
0.0284933652728796,
0.0019748227205127478,
-0.03017880581319332,
0.013810910284519196,
-0.022938406094908714,
-0.014915956184267998,
-0.06209199130535126,
0.07830516993999481,
0.007468536030501127,
-0.030419228598475456,
0.01728251576423645,
-0.09923458844423294,
0.053475163877010345,
0.07933308184146881,
0.03503269702196121,
0.07630327343940735,
-0.057638365775346756,
0.03793959319591522,
-0.015053552575409412,
0.013683165423572063,
0.01252969540655613,
0.04108712449669838,
0.0004149467567913234,
0.00806441716849804,
0.041136275976896286,
0.027625879272818565,
0.022003255784511566,
0.06881655007600784,
0.061771079897880554,
-0.043034862726926804,
-0.03503789007663727,
0.061404041945934296,
0.05903676897287369,
0.04732818901538849,
0.007324479054659605,
0.03923173248767853,
0.016654949635267258,
0.007829050533473492,
-0.055350981652736664,
0.06821838021278381,
0.0048876297660171986,
0.03270754963159561,
0.006308408919721842,
-0.008005167357623577,
-0.04233914986252785,
-0.08307192474603653,
0.08797106146812439,
-0.06697921454906464,
-0.021978149190545082,
0.028986720368266106,
0.03879298269748688,
-0.013298600912094116,
-0.05553397908806801,
0.028936710208654404,
-0.007514741271734238,
0.10542938113212585,
-0.04374111816287041,
0.026816509664058685,
0.011327402666211128,
0.08081897348165512,
-0.03360249474644661,
-0.013175738975405693,
0.06382009387016296,
0.009597627446055412,
0.014848201535642147,
-0.03371798247098923,
-0.03313639760017395,
-0.04087887331843376,
-0.08369643986225128,
0.07109386473894119,
-0.03769239783287048,
0.005793023854494095,
-0.04129289090633392,
-0.05547025427222252,
-0.0035847704857587814,
-0.0271396953612566,
0.06592722982168198,
-0.038721419870853424,
0.062142178416252136,
-0.00969324167817831,
-0.046760641038417816,
0.06783115863800049,
-0.09550386667251587,
-0.029234448447823524,
-0.00016256183153018355,
-0.011775797232985497,
-0.009639804251492023,
0.037606339901685715,
0.03133728355169296,
0.03509373590350151,
0.07488306611776352,
0.10756438225507736,
0.03675151988863945,
-0.03033975325524807,
0.027411676943302155,
-0.061395637691020966,
0.028912773355841637,
0.05692445486783981,
-0.0011267635272815824,
-0.055297598242759705,
0.08762030303478241,
0.07110852003097534,
-0.03855280205607414,
0.013017942197620869,
-0.029408376663923264,
0.008215200155973434,
-0.015041892416775227,
-0.021050093695521355,
-0.012007467448711395,
-0.026687124744057655,
-0.08233291655778885,
-0.03647495433688164,
-0.013997998088598251,
-0.008179260417819023,
0.025432894006371498,
0.09336117655038834,
0.029359031468629837,
-0.0828222706913948,
1.4799517957890756e-33,
-0.0056115430779755116,
-0.0021059687715023756,
-0.03700495511293411,
-0.020769216120243073,
-0.12785246968269348,
0.038968030363321304,
-0.0026820290368050337,
-0.012216427363455296,
-0.03413122147321701,
0.04631491377949715,
0.012178140692412853,
-0.005758431740105152,
-0.01454213447868824,
-0.07030267268419266,
-0.02764398790895939,
-0.026033300906419754,
0.01432299055159092,
0.07595452666282654,
0.034276630729436874,
0.0242653489112854,
-0.06257259845733643,
-0.04284260421991348,
-0.055563051253557205,
-0.04495773836970329,
0.06939541548490524,
0.0848957821726799,
-0.023367049172520638,
-0.02888641320168972,
-0.04780532047152519,
-0.011417165398597717,
0.010482977144420147,
0.06252239644527435,
-0.054329510778188705,
0.1029948890209198,
-0.011950643733143806,
-0.008360370062291622,
-0.09706971794366837,
0.02546282671391964,
0.05474625155329704,
-0.0904030054807663,
0.028366554528474808,
0.09424766898155212,
-0.02798278070986271,
-0.02944098226726055,
-0.04769190028309822,
-0.06806173175573349,
-0.029390603303909302,
-0.01875043287873268,
0.05369805544614792,
0.00702277896925807,
0.01561008207499981,
-0.06435498595237732,
0.013061007484793663,
-0.0337291955947876,
0.05574844405055046,
-0.03303472325205803,
0.02338816225528717,
-0.0070266760885715485,
0.055023305118083954,
0.08073607832193375,
0.017722513526678085,
0.1032177060842514,
-0.030379237607121468,
0.05960483103990555,
0.002083447063341737,
0.06964047998189926,
-0.12380421906709671,
-0.019666587933897972,
0.031151948496699333,
0.06512115150690079,
-0.013357398100197315,
-0.000009892874913930427,
0.02790084481239319,
-0.045943133533000946,
0.04845402389764786,
0.019640523940324783,
-0.02212919108569622,
0.03390660881996155,
-0.004863721318542957,
-0.011901484802365303,
0.0087890625,
-0.07044472545385361,
-0.010601101443171501,
0.04171821102499962,
-0.04082273691892624,
0.03832770138978958,
-0.07850804924964905,
-0.07342713326215744,
-0.01030191034078598,
-0.04315118119120598,
0.06286885589361191,
0.008032893761992455,
-0.04404465854167938,
0.018803438171744347,
-0.04669715464115143,
-1.410940818339703e-33,
-0.04016321524977684,
0.04967789724469185,
0.002019573003053665,
0.06755765527486801,
-0.008260064758360386,
0.015216360799968243,
-0.013002939522266388,
-0.0966116189956665,
-0.007992368191480637,
0.015935910865664482,
0.07093830406665802,
-0.0323002003133297,
-0.018552256748080254,
-0.05432018265128136,
0.06969629973173141,
0.04287048056721687,
0.051394447684288025,
-0.028180213645100594,
0.10114090144634247,
-0.008273642510175705,
0.02577412687242031,
-0.0067145973443984985,
-0.038417961448431015,
-0.041954606771469116,
0.0438971146941185,
-0.021474689245224,
0.11704540997743607,
-0.1297612339258194,
0.0686577558517456,
-0.1050298810005188,
-0.10024616867303848,
0.05298637971282005,
0.00017251260578632355,
0.008690934628248215,
0.0018308967119082808,
-0.06960564106702805,
-0.014085927978157997,
-0.00720050698146224,
-0.0010472954018041492,
-0.048228975385427475,
0.011643849313259125,
0.15230238437652588,
-0.02180858515202999,
0.033240631222724915,
-0.01927364617586136,
0.055004797875881195,
0.07592113316059113,
0.09806067496538162,
0.05554041638970375,
-0.02436003088951111,
-0.01784645952284336,
-0.0476783812046051,
0.04663547873497009,
0.019863765686750412,
0.02655295841395855,
0.059994686394929886,
0.050266992300748825,
0.030789172276854515,
0.03056647814810276,
-0.03936639800667763,
-0.002983352867886424,
-0.03151075169444084,
-0.020668117329478264,
-0.041247203946113586,
-0.04263615980744362,
0.002731278771534562,
0.04405355453491211,
0.13534174859523773,
-0.06507575511932373,
-0.03872314840555191,
0.11129958927631378,
0.005934206303209066,
0.11959271132946014,
-0.039175551384687424,
-0.0323832705616951,
-0.044771708548069,
0.026573695242404938,
-0.07052868604660034,
0.0696743056178093,
-0.025025557726621628,
-0.03380464389920235,
0.05364371836185455,
-0.045143965631723404,
0.022996744140982628,
0.1509602665901184,
0.07412829995155334,
-0.06388148665428162,
0.012895779684185982,
-0.040922388434410095,
0.010594384744763374,
-0.007164627779275179,
-0.015676716342568398,
0.039668742567300797,
0.0020948736928403378,
-0.025600505992770195,
-4.003516451689393e-8,
0.015492339618504047,
-0.08566245436668396,
-0.055447813123464584,
-0.053480785340070724,
0.03256135806441307,
0.009878314100205898,
-0.028131265193223953,
0.06423648446798325,
-0.015427466481924057,
0.004267898853868246,
0.09489750862121582,
-0.0299004428088665,
-0.025333203375339508,
-0.07948967814445496,
0.0228459183126688,
0.04235461726784706,
-0.04209550470113754,
0.010053673759102821,
-0.06577309966087341,
0.04832746833562851,
0.06223490461707115,
0.008298685774207115,
-0.04155139997601509,
-0.016217155382037163,
-0.02173161879181862,
0.0031960769556462765,
-0.07246888428926468,
0.04823650047183037,
0.04058437421917915,
-0.10344651341438293,
-0.0871950015425682,
-0.005452336277812719,
0.00916333869099617,
-0.0532725527882576,
0.07589767873287201,
0.029928365722298622,
-0.022606991231441498,
0.03283974528312683,
0.012905186042189598,
0.03326554223895073,
-0.1257348656654358,
-0.050986241549253464,
-0.05479496344923973,
-0.004641711711883545,
-0.10759902000427246,
0.028842272236943245,
-0.02981618419289589,
-0.08835908770561218,
-0.05173542723059654,
0.01112910732626915,
0.007038786541670561,
0.030680179595947266,
0.029843270778656006,
-0.05341118201613426,
0.027825472876429558,
0.08517768234014511,
0.014529280364513397,
-0.10921994596719742,
-0.04158192500472069,
0.03413597494363785,
0.09752386808395386,
0.013632391579449177,
-0.1258353590965271,
0.004219002556055784
] | null | null | null | null | null | null | null |
[
-0.02939113788306713,
0.05435539409518242,
-0.01821015030145645,
0.011095650494098663,
0.07546724379062653,
-0.030683232471346855,
-0.03826203942298889,
0.004688273649662733,
-0.06557030975818634,
0.0284933652728796,
0.0019748227205127478,
-0.03017880581319332,
0.013810910284519196,
-0.022938406094908714,
-0.014915956184267998,
-0.06209199130535126,
0.07830516993999481,
0.007468536030501127,
-0.030419228598475456,
0.01728251576423645,
-0.09923458844423294,
0.053475163877010345,
0.07933308184146881,
0.03503269702196121,
0.07630327343940735,
-0.057638365775346756,
0.03793959319591522,
-0.015053552575409412,
0.013683165423572063,
0.01252969540655613,
0.04108712449669838,
0.0004149467567913234,
0.00806441716849804,
0.041136275976896286,
0.027625879272818565,
0.022003255784511566,
0.06881655007600784,
0.061771079897880554,
-0.043034862726926804,
-0.03503789007663727,
0.061404041945934296,
0.05903676897287369,
0.04732818901538849,
0.007324479054659605,
0.03923173248767853,
0.016654949635267258,
0.007829050533473492,
-0.055350981652736664,
0.06821838021278381,
0.0048876297660171986,
0.03270754963159561,
0.006308408919721842,
-0.008005167357623577,
-0.04233914986252785,
-0.08307192474603653,
0.08797106146812439,
-0.06697921454906464,
-0.021978149190545082,
0.028986720368266106,
0.03879298269748688,
-0.013298600912094116,
-0.05553397908806801,
0.028936710208654404,
-0.007514741271734238,
0.10542938113212585,
-0.04374111816287041,
0.026816509664058685,
0.011327402666211128,
0.08081897348165512,
-0.03360249474644661,
-0.013175738975405693,
0.06382009387016296,
0.009597627446055412,
0.014848201535642147,
-0.03371798247098923,
-0.03313639760017395,
-0.04087887331843376,
-0.08369643986225128,
0.07109386473894119,
-0.03769239783287048,
0.005793023854494095,
-0.04129289090633392,
-0.05547025427222252,
-0.0035847704857587814,
-0.0271396953612566,
0.06592722982168198,
-0.038721419870853424,
0.062142178416252136,
-0.00969324167817831,
-0.046760641038417816,
0.06783115863800049,
-0.09550386667251587,
-0.029234448447823524,
-0.00016256183153018355,
-0.011775797232985497,
-0.009639804251492023,
0.037606339901685715,
0.03133728355169296,
0.03509373590350151,
0.07488306611776352,
0.10756438225507736,
0.03675151988863945,
-0.03033975325524807,
0.027411676943302155,
-0.061395637691020966,
0.028912773355841637,
0.05692445486783981,
-0.0011267635272815824,
-0.055297598242759705,
0.08762030303478241,
0.07110852003097534,
-0.03855280205607414,
0.013017942197620869,
-0.029408376663923264,
0.008215200155973434,
-0.015041892416775227,
-0.021050093695521355,
-0.012007467448711395,
-0.026687124744057655,
-0.08233291655778885,
-0.03647495433688164,
-0.013997998088598251,
-0.008179260417819023,
0.025432894006371498,
0.09336117655038834,
0.029359031468629837,
-0.0828222706913948,
1.4799517957890756e-33,
-0.0056115430779755116,
-0.0021059687715023756,
-0.03700495511293411,
-0.020769216120243073,
-0.12785246968269348,
0.038968030363321304,
-0.0026820290368050337,
-0.012216427363455296,
-0.03413122147321701,
0.04631491377949715,
0.012178140692412853,
-0.005758431740105152,
-0.01454213447868824,
-0.07030267268419266,
-0.02764398790895939,
-0.026033300906419754,
0.01432299055159092,
0.07595452666282654,
0.034276630729436874,
0.0242653489112854,
-0.06257259845733643,
-0.04284260421991348,
-0.055563051253557205,
-0.04495773836970329,
0.06939541548490524,
0.0848957821726799,
-0.023367049172520638,
-0.02888641320168972,
-0.04780532047152519,
-0.011417165398597717,
0.010482977144420147,
0.06252239644527435,
-0.054329510778188705,
0.1029948890209198,
-0.011950643733143806,
-0.008360370062291622,
-0.09706971794366837,
0.02546282671391964,
0.05474625155329704,
-0.0904030054807663,
0.028366554528474808,
0.09424766898155212,
-0.02798278070986271,
-0.02944098226726055,
-0.04769190028309822,
-0.06806173175573349,
-0.029390603303909302,
-0.01875043287873268,
0.05369805544614792,
0.00702277896925807,
0.01561008207499981,
-0.06435498595237732,
0.013061007484793663,
-0.0337291955947876,
0.05574844405055046,
-0.03303472325205803,
0.02338816225528717,
-0.0070266760885715485,
0.055023305118083954,
0.08073607832193375,
0.017722513526678085,
0.1032177060842514,
-0.030379237607121468,
0.05960483103990555,
0.002083447063341737,
0.06964047998189926,
-0.12380421906709671,
-0.019666587933897972,
0.031151948496699333,
0.06512115150690079,
-0.013357398100197315,
-0.000009892874913930427,
0.02790084481239319,
-0.045943133533000946,
0.04845402389764786,
0.019640523940324783,
-0.02212919108569622,
0.03390660881996155,
-0.004863721318542957,
-0.011901484802365303,
0.0087890625,
-0.07044472545385361,
-0.010601101443171501,
0.04171821102499962,
-0.04082273691892624,
0.03832770138978958,
-0.07850804924964905,
-0.07342713326215744,
-0.01030191034078598,
-0.04315118119120598,
0.06286885589361191,
0.008032893761992455,
-0.04404465854167938,
0.018803438171744347,
-0.04669715464115143,
-1.410940818339703e-33,
-0.04016321524977684,
0.04967789724469185,
0.002019573003053665,
0.06755765527486801,
-0.008260064758360386,
0.015216360799968243,
-0.013002939522266388,
-0.0966116189956665,
-0.007992368191480637,
0.015935910865664482,
0.07093830406665802,
-0.0323002003133297,
-0.018552256748080254,
-0.05432018265128136,
0.06969629973173141,
0.04287048056721687,
0.051394447684288025,
-0.028180213645100594,
0.10114090144634247,
-0.008273642510175705,
0.02577412687242031,
-0.0067145973443984985,
-0.038417961448431015,
-0.041954606771469116,
0.0438971146941185,
-0.021474689245224,
0.11704540997743607,
-0.1297612339258194,
0.0686577558517456,
-0.1050298810005188,
-0.10024616867303848,
0.05298637971282005,
0.00017251260578632355,
0.008690934628248215,
0.0018308967119082808,
-0.06960564106702805,
-0.014085927978157997,
-0.00720050698146224,
-0.0010472954018041492,
-0.048228975385427475,
0.011643849313259125,
0.15230238437652588,
-0.02180858515202999,
0.033240631222724915,
-0.01927364617586136,
0.055004797875881195,
0.07592113316059113,
0.09806067496538162,
0.05554041638970375,
-0.02436003088951111,
-0.01784645952284336,
-0.0476783812046051,
0.04663547873497009,
0.019863765686750412,
0.02655295841395855,
0.059994686394929886,
0.050266992300748825,
0.030789172276854515,
0.03056647814810276,
-0.03936639800667763,
-0.002983352867886424,
-0.03151075169444084,
-0.020668117329478264,
-0.041247203946113586,
-0.04263615980744362,
0.002731278771534562,
0.04405355453491211,
0.13534174859523773,
-0.06507575511932373,
-0.03872314840555191,
0.11129958927631378,
0.005934206303209066,
0.11959271132946014,
-0.039175551384687424,
-0.0323832705616951,
-0.044771708548069,
0.026573695242404938,
-0.07052868604660034,
0.0696743056178093,
-0.025025557726621628,
-0.03380464389920235,
0.05364371836185455,
-0.045143965631723404,
0.022996744140982628,
0.1509602665901184,
0.07412829995155334,
-0.06388148665428162,
0.012895779684185982,
-0.040922388434410095,
0.010594384744763374,
-0.007164627779275179,
-0.015676716342568398,
0.039668742567300797,
0.0020948736928403378,
-0.025600505992770195,
-4.003516451689393e-8,
0.015492339618504047,
-0.08566245436668396,
-0.055447813123464584,
-0.053480785340070724,
0.03256135806441307,
0.009878314100205898,
-0.028131265193223953,
0.06423648446798325,
-0.015427466481924057,
0.004267898853868246,
0.09489750862121582,
-0.0299004428088665,
-0.025333203375339508,
-0.07948967814445496,
0.0228459183126688,
0.04235461726784706,
-0.04209550470113754,
0.010053673759102821,
-0.06577309966087341,
0.04832746833562851,
0.06223490461707115,
0.008298685774207115,
-0.04155139997601509,
-0.016217155382037163,
-0.02173161879181862,
0.0031960769556462765,
-0.07246888428926468,
0.04823650047183037,
0.04058437421917915,
-0.10344651341438293,
-0.0871950015425682,
-0.005452336277812719,
0.00916333869099617,
-0.0532725527882576,
0.07589767873287201,
0.029928365722298622,
-0.022606991231441498,
0.03283974528312683,
0.012905186042189598,
0.03326554223895073,
-0.1257348656654358,
-0.050986241549253464,
-0.05479496344923973,
-0.004641711711883545,
-0.10759902000427246,
0.028842272236943245,
-0.02981618419289589,
-0.08835908770561218,
-0.05173542723059654,
0.01112910732626915,
0.007038786541670561,
0.030680179595947266,
0.029843270778656006,
-0.05341118201613426,
0.027825472876429558,
0.08517768234014511,
0.014529280364513397,
-0.10921994596719742,
-0.04158192500472069,
0.03413597494363785,
0.09752386808395386,
0.013632391579449177,
-0.1258353590965271,
0.004219002556055784
] |
1401.4396
|
Andrew Adamatzky
|
Andrew Adamatzky
|
Towards plant wires
| null | null | null | null |
cs.ET physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In experimental laboratory studies we evaluate a possibility of making
electrical wires from living plants. In scoping experiments we use lettuce
seedlings as a prototype model of a plant wire. We approximate an electrical
potential transfer function by applying direct current voltage to the lettuce
seedlings and recording output voltage. We analyse oscillation frequencies of
the output potential and assess noise immunity of the plant wires. Our findings
will be used in future designs of self-growing wetware circuits and devices,
and integration of plant-based electronic components into future and emergent
bio-hybrid systems.
|
[
{
"created": "Fri, 17 Jan 2014 16:06:57 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Adamatzky",
"Andrew",
""
]
] |
[
-0.0757446438074112,
0.01619839295744896,
0.0004749709041789174,
0.0018508763751015067,
0.02799488604068756,
-0.04151659831404686,
0.026143722236156464,
0.008821483701467514,
-0.002361978404223919,
0.028719132766127586,
0.041146960109472275,
-0.073882557451725,
0.010601907037198544,
-0.022703681141138077,
-0.05202134698629379,
0.014706515707075596,
0.021079882979393005,
0.07265245169401169,
-0.039949703961610794,
-0.01991693302989006,
0.08701378852128983,
0.036410506814718246,
0.04272909834980965,
-0.03560427576303482,
0.02422414720058441,
-0.039071034640073776,
-0.030813351273536682,
0.03644656762480736,
-0.03442564979195595,
-0.10005661100149155,
-0.039872683584690094,
-0.04808998107910156,
-0.0382782444357872,
-0.051242027431726456,
-0.041017889976501465,
0.018572824075818062,
0.06024622544646263,
-0.11431664228439331,
0.07509727030992508,
-0.03148869052529335,
0.03137480467557907,
-0.029385903850197792,
0.06107756495475769,
0.023693030700087547,
-0.019319431856274605,
-0.0380706824362278,
0.03982049971818924,
-0.04967113584280014,
-0.03426361456513405,
-0.09471592307090759,
0.051039837300777435,
-0.006195290945470333,
0.07462247461080551,
0.0006030304939486086,
-0.016990290954709053,
-0.002316683065146208,
0.0929616242647171,
-0.0030251939315348864,
-0.00356758339330554,
-0.004642961081117392,
0.07661013305187225,
0.0332871749997139,
0.025014633312821388,
0.00005623094693874009,
-0.05715927854180336,
0.00017251759709324688,
0.0015826406888663769,
0.06843429058790207,
0.09405582398176193,
-0.10552921146154404,
-0.07424788177013397,
-0.018035024404525757,
-0.04698007553815842,
0.016058484092354774,
0.048759374767541885,
0.013802039436995983,
-0.06718398630619049,
0.11872364580631256,
-0.009282487444579601,
0.040122199803590775,
-0.004954711068421602,
-0.04145626351237297,
-0.09582307934761047,
-0.05360795557498932,
-0.021684106439352036,
0.05798492580652237,
0.05572536215186119,
-0.00908531155437231,
-0.018725493922829628,
-0.05057476460933685,
-0.06503502279520035,
-0.035565704107284546,
0.00795295275747776,
0.07040958851575851,
-0.03802282363176346,
0.0031683207489550114,
-0.007686547469347715,
-0.1346137523651123,
0.013646246865391731,
-0.014050631783902645,
-0.0346221849322319,
0.012870287522673607,
0.03971476852893829,
0.011618532240390778,
0.07837104052305222,
-0.001989390468224883,
-0.021018676459789276,
-0.05303846672177315,
-0.014952165074646473,
-0.03347272425889969,
-0.0365266278386116,
0.029662983492016792,
-0.07509316504001617,
0.10765738040208817,
0.01282126922160387,
-0.08004666119813919,
-0.01775112748146057,
-0.0051103439182043076,
0.06563279032707214,
0.036247074604034424,
0.034419164061546326,
-0.015786105766892433,
-0.0809512585401535,
0.03792049363255501,
0.05772954225540161,
0.017663439735770226,
0.0037767975591123104,
1.9139439427706795e-33,
-0.01272508967667818,
-0.03137917071580887,
0.0241076722741127,
-0.014368181116878986,
0.07090669125318527,
-0.041843660175800323,
-0.0002449263702146709,
0.02817683480679989,
0.05935850739479065,
0.027664341032505035,
-0.09474961459636688,
0.026217687875032425,
0.061961039900779724,
0.04145938158035278,
0.10562851279973984,
-0.016730554401874542,
-0.049928706139326096,
-0.1378851681947708,
0.13681815564632416,
0.05418629199266434,
-0.013412055559456348,
-0.03536234796047211,
0.023079225793480873,
0.05371909588575363,
0.0727074071764946,
-0.07697738707065582,
0.01577116921544075,
-0.024906344711780548,
-0.009130801074206829,
-0.03354082256555557,
0.01119192410260439,
0.03151913359761238,
0.042361970990896225,
0.00885105226188898,
-0.009228760376572609,
0.017767298966646194,
0.053030576556921005,
0.00888993963599205,
0.07040294259786606,
0.06214829534292221,
0.04364396259188652,
0.0018879366107285023,
0.051736462861299515,
0.02766345627605915,
0.01517521496862173,
-0.006834476254880428,
0.0053874473087489605,
0.05971731245517731,
0.06746364384889603,
0.04066157341003418,
-0.03884607180953026,
-0.030714958906173706,
0.03755151480436325,
0.02625061571598053,
0.06914526224136353,
-0.0015190609265118837,
-0.019209405407309532,
0.021174022927880287,
-0.00962374359369278,
0.015444383025169373,
-0.06664847582578659,
0.09165433794260025,
-0.005969802848994732,
-0.03577306494116783,
-0.03177974373102188,
0.03385617583990097,
-0.018493475392460823,
-0.025352129712700844,
-0.00564425578340888,
-0.056907352060079575,
-0.008691513910889626,
-0.05217980965971947,
-0.07230212539434433,
-0.11009754240512848,
0.0023619073908776045,
0.01047044713050127,
-0.10923511534929276,
0.004108017776161432,
-0.0009299306548200548,
-0.0601072795689106,
0.09824616461992264,
-0.011900069192051888,
-0.07548144459724426,
0.013326266780495644,
0.027487212792038918,
-0.007197187282145023,
-0.0665392279624939,
0.04883857071399689,
-0.029999099671840668,
0.02385631762444973,
0.12872257828712463,
0.06684733927249908,
0.13956546783447266,
-0.05390564352273941,
0.02622995339334011,
-2.4857993529136675e-33,
-0.013126387260854244,
0.044782716780900955,
0.025162994861602783,
0.07692958414554596,
0.07302655279636383,
-0.015595139004290104,
-0.04319436848163605,
0.0014000481460243464,
-0.03126741945743561,
0.06975142657756805,
-0.04330551251769066,
0.07668486982584,
-0.015088245272636414,
0.03554850071668625,
-0.05704672634601593,
0.0013195682549849153,
-0.07137040793895721,
-0.0035284203477203846,
0.09781443327665329,
-0.02693859487771988,
-0.04057762771844864,
0.0579480342566967,
0.0007522034575231373,
-0.08345801383256912,
-0.00750797288492322,
0.00459681823849678,
0.00360565516166389,
0.020329788327217102,
-0.06599174439907074,
-0.01988450437784195,
0.016000809147953987,
0.04302939027547836,
-0.011280233040452003,
0.052301302552223206,
0.10908780992031097,
-0.045006509870290756,
0.05939432233572006,
-0.02384130284190178,
0.06326699256896973,
-0.06029341742396355,
-0.010334864258766174,
-0.005730822216719389,
-0.0043780505657196045,
-0.051109518855810165,
-0.030454013496637344,
0.04055691137909889,
-0.10994184762239456,
-0.01715993881225586,
-0.011149252764880657,
0.021346453577280045,
0.03584224730730057,
0.03931412100791931,
-0.009314160794019699,
-0.07998458296060562,
-0.01507924497127533,
-0.06071116775274277,
0.03685611113905907,
0.03731224313378334,
0.046331774443387985,
-0.00482766330242157,
0.016986733302474022,
-0.09145890921354294,
-0.0000200007671082858,
-0.048478927463293076,
-0.08152710646390915,
0.02471877634525299,
0.03523314744234085,
0.09042265266180038,
0.06583517044782639,
0.004774483852088451,
0.054834380745887756,
0.07102669030427933,
0.07299073785543442,
-0.09274353086948395,
-0.07418261468410492,
-0.01655036397278309,
-0.05020865797996521,
-0.146798238158226,
-0.05275939032435417,
-0.01700509712100029,
-0.0038725777994841337,
0.04061273857951164,
-0.033497657626867294,
-0.1012219488620758,
0.026912108063697815,
-0.07822711020708084,
-0.06215621903538704,
0.0018160236068069935,
0.033525582402944565,
0.036523591727018356,
0.02835504710674286,
0.017495132982730865,
0.026030423119664192,
0.0245708879083395,
0.04305164888501167,
-4.168292377926264e-8,
0.043511465191841125,
0.045183323323726654,
-0.012904196977615356,
-0.03746332228183746,
0.04481075331568718,
0.04332419112324715,
0.04314233362674713,
-0.0961790606379509,
-0.012652851641178131,
-0.006576934829354286,
-0.015740104019641876,
0.014498105272650719,
0.027328046038746834,
0.023913681507110596,
0.10276743024587631,
0.04492909833788872,
0.07152868807315826,
0.04343757405877113,
-0.03718923404812813,
0.02727806754410267,
-0.021873770281672478,
0.04903136566281319,
-0.10025171935558319,
0.10904765874147415,
0.09914753586053848,
-0.011659319512546062,
0.07080614566802979,
-0.001389122218824923,
0.039871297776699066,
0.04198622703552246,
0.03002234734594822,
0.012500487267971039,
-0.06048673391342163,
0.081287682056427,
-0.034515030682086945,
-0.02377387508749962,
-0.05451411381363869,
0.0047060041688382626,
0.022526197135448456,
-0.033799029886722565,
-0.10129900276660919,
-0.07847455888986588,
-0.10426057130098343,
-0.004062028136104345,
-0.032751426100730896,
-0.0399765744805336,
-0.014893059618771076,
-0.0397581122815609,
-0.052668556571006775,
0.09621778875589371,
-0.0331905372440815,
-0.04084159806370735,
0.012274607084691525,
-0.053610652685165405,
-0.01822972297668457,
0.05346563830971718,
-0.02122974768280983,
0.019068099558353424,
-0.02513449266552925,
0.014924164861440659,
-0.08150912076234818,
0.026684772223234177,
0.06459587067365646,
-0.025137536227703094
] | null | null | null | null | null | null | null |
[
-0.0757446438074112,
0.01619839295744896,
0.0004749709041789174,
0.0018508763751015067,
0.02799488604068756,
-0.04151659831404686,
0.026143722236156464,
0.008821483701467514,
-0.002361978404223919,
0.028719132766127586,
0.041146960109472275,
-0.073882557451725,
0.010601907037198544,
-0.022703681141138077,
-0.05202134698629379,
0.014706515707075596,
0.021079882979393005,
0.07265245169401169,
-0.039949703961610794,
-0.01991693302989006,
0.08701378852128983,
0.036410506814718246,
0.04272909834980965,
-0.03560427576303482,
0.02422414720058441,
-0.039071034640073776,
-0.030813351273536682,
0.03644656762480736,
-0.03442564979195595,
-0.10005661100149155,
-0.039872683584690094,
-0.04808998107910156,
-0.0382782444357872,
-0.051242027431726456,
-0.041017889976501465,
0.018572824075818062,
0.06024622544646263,
-0.11431664228439331,
0.07509727030992508,
-0.03148869052529335,
0.03137480467557907,
-0.029385903850197792,
0.06107756495475769,
0.023693030700087547,
-0.019319431856274605,
-0.0380706824362278,
0.03982049971818924,
-0.04967113584280014,
-0.03426361456513405,
-0.09471592307090759,
0.051039837300777435,
-0.006195290945470333,
0.07462247461080551,
0.0006030304939486086,
-0.016990290954709053,
-0.002316683065146208,
0.0929616242647171,
-0.0030251939315348864,
-0.00356758339330554,
-0.004642961081117392,
0.07661013305187225,
0.0332871749997139,
0.025014633312821388,
0.00005623094693874009,
-0.05715927854180336,
0.00017251759709324688,
0.0015826406888663769,
0.06843429058790207,
0.09405582398176193,
-0.10552921146154404,
-0.07424788177013397,
-0.018035024404525757,
-0.04698007553815842,
0.016058484092354774,
0.048759374767541885,
0.013802039436995983,
-0.06718398630619049,
0.11872364580631256,
-0.009282487444579601,
0.040122199803590775,
-0.004954711068421602,
-0.04145626351237297,
-0.09582307934761047,
-0.05360795557498932,
-0.021684106439352036,
0.05798492580652237,
0.05572536215186119,
-0.00908531155437231,
-0.018725493922829628,
-0.05057476460933685,
-0.06503502279520035,
-0.035565704107284546,
0.00795295275747776,
0.07040958851575851,
-0.03802282363176346,
0.0031683207489550114,
-0.007686547469347715,
-0.1346137523651123,
0.013646246865391731,
-0.014050631783902645,
-0.0346221849322319,
0.012870287522673607,
0.03971476852893829,
0.011618532240390778,
0.07837104052305222,
-0.001989390468224883,
-0.021018676459789276,
-0.05303846672177315,
-0.014952165074646473,
-0.03347272425889969,
-0.0365266278386116,
0.029662983492016792,
-0.07509316504001617,
0.10765738040208817,
0.01282126922160387,
-0.08004666119813919,
-0.01775112748146057,
-0.0051103439182043076,
0.06563279032707214,
0.036247074604034424,
0.034419164061546326,
-0.015786105766892433,
-0.0809512585401535,
0.03792049363255501,
0.05772954225540161,
0.017663439735770226,
0.0037767975591123104,
1.9139439427706795e-33,
-0.01272508967667818,
-0.03137917071580887,
0.0241076722741127,
-0.014368181116878986,
0.07090669125318527,
-0.041843660175800323,
-0.0002449263702146709,
0.02817683480679989,
0.05935850739479065,
0.027664341032505035,
-0.09474961459636688,
0.026217687875032425,
0.061961039900779724,
0.04145938158035278,
0.10562851279973984,
-0.016730554401874542,
-0.049928706139326096,
-0.1378851681947708,
0.13681815564632416,
0.05418629199266434,
-0.013412055559456348,
-0.03536234796047211,
0.023079225793480873,
0.05371909588575363,
0.0727074071764946,
-0.07697738707065582,
0.01577116921544075,
-0.024906344711780548,
-0.009130801074206829,
-0.03354082256555557,
0.01119192410260439,
0.03151913359761238,
0.042361970990896225,
0.00885105226188898,
-0.009228760376572609,
0.017767298966646194,
0.053030576556921005,
0.00888993963599205,
0.07040294259786606,
0.06214829534292221,
0.04364396259188652,
0.0018879366107285023,
0.051736462861299515,
0.02766345627605915,
0.01517521496862173,
-0.006834476254880428,
0.0053874473087489605,
0.05971731245517731,
0.06746364384889603,
0.04066157341003418,
-0.03884607180953026,
-0.030714958906173706,
0.03755151480436325,
0.02625061571598053,
0.06914526224136353,
-0.0015190609265118837,
-0.019209405407309532,
0.021174022927880287,
-0.00962374359369278,
0.015444383025169373,
-0.06664847582578659,
0.09165433794260025,
-0.005969802848994732,
-0.03577306494116783,
-0.03177974373102188,
0.03385617583990097,
-0.018493475392460823,
-0.025352129712700844,
-0.00564425578340888,
-0.056907352060079575,
-0.008691513910889626,
-0.05217980965971947,
-0.07230212539434433,
-0.11009754240512848,
0.0023619073908776045,
0.01047044713050127,
-0.10923511534929276,
0.004108017776161432,
-0.0009299306548200548,
-0.0601072795689106,
0.09824616461992264,
-0.011900069192051888,
-0.07548144459724426,
0.013326266780495644,
0.027487212792038918,
-0.007197187282145023,
-0.0665392279624939,
0.04883857071399689,
-0.029999099671840668,
0.02385631762444973,
0.12872257828712463,
0.06684733927249908,
0.13956546783447266,
-0.05390564352273941,
0.02622995339334011,
-2.4857993529136675e-33,
-0.013126387260854244,
0.044782716780900955,
0.025162994861602783,
0.07692958414554596,
0.07302655279636383,
-0.015595139004290104,
-0.04319436848163605,
0.0014000481460243464,
-0.03126741945743561,
0.06975142657756805,
-0.04330551251769066,
0.07668486982584,
-0.015088245272636414,
0.03554850071668625,
-0.05704672634601593,
0.0013195682549849153,
-0.07137040793895721,
-0.0035284203477203846,
0.09781443327665329,
-0.02693859487771988,
-0.04057762771844864,
0.0579480342566967,
0.0007522034575231373,
-0.08345801383256912,
-0.00750797288492322,
0.00459681823849678,
0.00360565516166389,
0.020329788327217102,
-0.06599174439907074,
-0.01988450437784195,
0.016000809147953987,
0.04302939027547836,
-0.011280233040452003,
0.052301302552223206,
0.10908780992031097,
-0.045006509870290756,
0.05939432233572006,
-0.02384130284190178,
0.06326699256896973,
-0.06029341742396355,
-0.010334864258766174,
-0.005730822216719389,
-0.0043780505657196045,
-0.051109518855810165,
-0.030454013496637344,
0.04055691137909889,
-0.10994184762239456,
-0.01715993881225586,
-0.011149252764880657,
0.021346453577280045,
0.03584224730730057,
0.03931412100791931,
-0.009314160794019699,
-0.07998458296060562,
-0.01507924497127533,
-0.06071116775274277,
0.03685611113905907,
0.03731224313378334,
0.046331774443387985,
-0.00482766330242157,
0.016986733302474022,
-0.09145890921354294,
-0.0000200007671082858,
-0.048478927463293076,
-0.08152710646390915,
0.02471877634525299,
0.03523314744234085,
0.09042265266180038,
0.06583517044782639,
0.004774483852088451,
0.054834380745887756,
0.07102669030427933,
0.07299073785543442,
-0.09274353086948395,
-0.07418261468410492,
-0.01655036397278309,
-0.05020865797996521,
-0.146798238158226,
-0.05275939032435417,
-0.01700509712100029,
-0.0038725777994841337,
0.04061273857951164,
-0.033497657626867294,
-0.1012219488620758,
0.026912108063697815,
-0.07822711020708084,
-0.06215621903538704,
0.0018160236068069935,
0.033525582402944565,
0.036523591727018356,
0.02835504710674286,
0.017495132982730865,
0.026030423119664192,
0.0245708879083395,
0.04305164888501167,
-4.168292377926264e-8,
0.043511465191841125,
0.045183323323726654,
-0.012904196977615356,
-0.03746332228183746,
0.04481075331568718,
0.04332419112324715,
0.04314233362674713,
-0.0961790606379509,
-0.012652851641178131,
-0.006576934829354286,
-0.015740104019641876,
0.014498105272650719,
0.027328046038746834,
0.023913681507110596,
0.10276743024587631,
0.04492909833788872,
0.07152868807315826,
0.04343757405877113,
-0.03718923404812813,
0.02727806754410267,
-0.021873770281672478,
0.04903136566281319,
-0.10025171935558319,
0.10904765874147415,
0.09914753586053848,
-0.011659319512546062,
0.07080614566802979,
-0.001389122218824923,
0.039871297776699066,
0.04198622703552246,
0.03002234734594822,
0.012500487267971039,
-0.06048673391342163,
0.081287682056427,
-0.034515030682086945,
-0.02377387508749962,
-0.05451411381363869,
0.0047060041688382626,
0.022526197135448456,
-0.033799029886722565,
-0.10129900276660919,
-0.07847455888986588,
-0.10426057130098343,
-0.004062028136104345,
-0.032751426100730896,
-0.0399765744805336,
-0.014893059618771076,
-0.0397581122815609,
-0.052668556571006775,
0.09621778875589371,
-0.0331905372440815,
-0.04084159806370735,
0.012274607084691525,
-0.053610652685165405,
-0.01822972297668457,
0.05346563830971718,
-0.02122974768280983,
0.019068099558353424,
-0.02513449266552925,
0.014924164861440659,
-0.08150912076234818,
0.026684772223234177,
0.06459587067365646,
-0.025137536227703094
] |
1401.4412
|
Krishna Venkateswara
|
Krishna Venkateswara, Charles A. Hagedorn, Matthew D. Turner, Trevor
Arp, Jens H. Gundlach
|
A high-precision mechanical absolute-rotation sensor
| null |
Rev. Sci. Instrum. 85, 015005 (2014)
|
10.1063/1.4862816
| null |
physics.ins-det physics.geo-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We have developed a mechanical absolute-rotation sensor capable of resolving
ground rotation angle of less than 1 nrad$/\sqrt{\text{Hz}}$ above $30$ mHz and
0.2 nrad$/\sqrt{\text{Hz}}$ above $100$ mHz about a single horizontal axis. The
device consists of a meter-scale beam balance, suspended by a pair of flexures,
with a resonance frequency of 10.8 mHz. The center of mass is located 3 $\mu$m
above the pivot, giving an excellent horizontal displacement rejection of
better than $3\times10^{-5}$ rad/m. The angle of the beam is read out optically
using a high-sensitivity autocollimator. We have also built a tiltmeter with
better than 1 nrad$/\sqrt{\text{Hz}}$ sensitivity above 30 mHz. Co-located
measurements using the two instruments allowed us to distinguish between
background rotation signal at low frequencies and intrinsic instrument noise.
The rotation sensor is useful for rotational seismology and for rejecting
background rotation signal from seismometers in experiments demanding high
levels of seismic isolation, such as Advanced LIGO.
|
[
{
"created": "Thu, 16 Jan 2014 18:57:48 GMT",
"version": "v1"
}
] |
2014-01-30
|
[
[
"Venkateswara",
"Krishna",
""
],
[
"Hagedorn",
"Charles A.",
""
],
[
"Turner",
"Matthew D.",
""
],
[
"Arp",
"Trevor",
""
],
[
"Gundlach",
"Jens H.",
""
]
] |
[
-0.05130273848772049,
-0.010422606021165848,
-0.05583591386675835,
-0.07975701987743378,
-0.018571117892861366,
-0.0632261335849762,
0.008511785417795181,
0.014502485282719135,
0.06283610314130783,
-0.047262128442525864,
-0.001416276441887021,
-0.026959696784615517,
-0.027990225702524185,
-0.05529281869530678,
-0.060651808977127075,
0.008562471717596054,
0.09011330455541611,
0.13213329017162323,
-0.009843223728239536,
0.042050551623106,
-0.021476436406373978,
0.010018822737038136,
-0.01493464969098568,
0.07373730093240738,
-0.06853768229484558,
-0.00879592727869749,
-0.021518103778362274,
-0.037469055503606796,
-0.04232320934534073,
-0.006736284587532282,
-0.0185246579349041,
0.02718871645629406,
-0.04113661125302315,
-0.00009285606211051345,
-0.024577094241976738,
-0.07792281359434128,
0.02436223439872265,
-0.07312995195388794,
-0.05386675149202347,
-0.06330325454473495,
0.05689529329538345,
0.0457826592028141,
0.11140354722738266,
-0.036592185497283936,
-0.014776904135942459,
0.045877330005168915,
0.05590305104851723,
-0.0872369036078453,
-0.03197133541107178,
0.04478759691119194,
-0.023201270028948784,
-0.026079734787344933,
-0.00811889860779047,
-0.00828433409333229,
0.005398500710725784,
0.09806206077337265,
0.09651505947113037,
-0.046455491334199905,
0.06139226630330086,
0.02340950071811676,
0.09887724369764328,
0.019353464245796204,
-0.0756555125117302,
-0.05455014109611511,
-0.033837880939245224,
-0.023718448355793953,
0.047358639538288116,
-0.04917606711387634,
-0.011004611849784851,
-0.02545848675072193,
-0.005283282604068518,
0.01809508353471756,
0.03991208225488663,
0.036589592695236206,
-0.005934897810220718,
-0.00958659965544939,
-0.011809097602963448,
-0.02728983201086521,
0.06332247704267502,
0.015025471337139606,
0.006262156646698713,
-0.04689612612128258,
0.013053152710199356,
0.01240848284214735,
-0.02020644210278988,
-0.005848081316798925,
-0.019473569467663765,
0.144655242562294,
-0.03335503861308098,
0.0029729767702519894,
0.0034336582757532597,
-0.04038925841450691,
-0.13547320663928986,
-0.010383442975580692,
0.045527879148721695,
0.039251960813999176,
0.02549884095788002,
-0.05033537745475769,
-0.028979770839214325,
0.030629461631178856,
0.0046576643362641335,
0.02210390381515026,
-0.024949822574853897,
0.06199989467859268,
-0.07846785336732864,
0.02240709960460663,
-0.007250447291880846,
-0.0052480739541351795,
-0.002436034381389618,
0.024002546444535255,
0.0006391231436282396,
0.04300282150506973,
-0.03481917083263397,
-0.009589447639882565,
0.0015815027290955186,
-0.04115885868668556,
-0.022978508844971657,
0.019949080422520638,
-0.024772178381681442,
-0.024971090257167816,
0.04012608155608177,
-0.028190232813358307,
-0.018669627606868744,
0.02825191803276539,
0.14001116156578064,
0.042396754026412964,
-0.034211527556180954,
3.178051098519782e-33,
0.005164629779756069,
0.15939931571483612,
0.022744210436940193,
-0.053041670471429825,
-0.10615173727273941,
-0.028828630223870277,
-0.01228721346706152,
0.09025992453098297,
0.017333373427391052,
0.0841636210680008,
0.06307204067707062,
0.10685501247644424,
0.04295966401696205,
-0.0981624498963356,
0.0015679143834859133,
-0.009984453208744526,
0.06310373544692993,
-0.03511882200837135,
0.028104647994041443,
0.0028288147877901793,
0.04186553880572319,
-0.04764697700738907,
-0.011562669649720192,
0.017342492938041687,
-0.04275674372911453,
0.010685811750590801,
0.04046236723661423,
0.029666507616639137,
-0.09547765552997589,
-0.006927650421857834,
0.005695737898349762,
-0.0024801266845315695,
0.019266296178102493,
-0.03096156194806099,
0.0534726157784462,
-0.09522545337677002,
-0.03988325595855713,
0.015818001702427864,
-0.10943560302257538,
0.030100956559181213,
0.0661667138338089,
0.04689713194966316,
-0.0012114583514630795,
0.023035069927573204,
0.06826896965503693,
-0.008016692474484444,
-0.0604633167386055,
-0.00007712620572419837,
0.0777754932641983,
0.07488765567541122,
0.030447127297520638,
-0.02213864028453827,
-0.023178555071353912,
-0.012360668741166592,
0.07761203497648239,
0.03674053028225899,
-0.006158174015581608,
-0.05579231679439545,
-0.007612650748342276,
-0.033682700246572495,
-0.024576902389526367,
-0.09498340636491776,
0.09398358315229416,
-0.0652008056640625,
0.011411278508603573,
-0.007994644343852997,
-0.05999899283051491,
0.014076419174671173,
-0.07512199133634567,
0.004470308776944876,
0.018904689699411392,
-0.06528081744909286,
-0.007031216286122799,
0.0096881203353405,
-0.03235054761171341,
0.056466978043317795,
-0.0005941926501691341,
0.09713270515203476,
-0.02517297863960266,
0.0068879458121955395,
0.012463110499083996,
0.05646810680627823,
0.03329852968454361,
-0.03216792643070221,
-0.0018412742065265775,
0.05986138433218002,
-0.044802188873291016,
-0.044189825654029846,
-0.04934370145201683,
0.00635580625385046,
0.024290936067700386,
-0.015293051488697529,
-0.06441748142242432,
-0.014225056394934654,
-0.07310266047716141,
-3.1040930347278746e-33,
-0.020672254264354706,
-0.04025397449731827,
-0.04102494567632675,
0.06463628262281418,
0.019195718690752983,
0.015443139709532261,
0.09996554255485535,
0.023280436173081398,
-0.05725956708192825,
-0.024302784353494644,
0.01597287878394127,
-0.0025191742461174726,
-0.048726554960012436,
0.09852209687232971,
0.001395559636875987,
0.03056180477142334,
-0.059058092534542084,
0.011135445907711983,
-0.020167171955108643,
0.08208997547626495,
0.0884474366903305,
0.07358908653259277,
-0.01901189796626568,
0.09466896206140518,
0.058846306055784225,
0.02485566958785057,
0.01636010967195034,
-0.03293803706765175,
-0.021700480952858925,
0.007224497850984335,
-0.043863143771886826,
0.005272810813039541,
0.09824386984109879,
-0.016495738178491592,
-0.027575649321079254,
0.027794823050498962,
-0.04101571813225746,
-0.051203884184360504,
-0.03382350876927376,
0.0026423875242471695,
-0.005242529325187206,
0.16753941774368286,
-0.012176265940070152,
-0.01620255410671234,
-0.05853885039687157,
-0.018867403268814087,
0.024282656610012054,
0.05450494959950447,
0.04390944913029671,
-0.0019050107803195715,
-0.04035154730081558,
0.02736770361661911,
0.040106598287820816,
0.0350588783621788,
0.08444170653820038,
0.02425379678606987,
0.01069148164242506,
-0.012568879872560501,
-0.0016428155358880758,
0.023927807807922363,
-0.031228607520461082,
0.015232045203447342,
-0.04692723602056503,
-0.017589308321475983,
0.02885899692773819,
0.11792197823524475,
0.10834208875894547,
-0.018304381519556046,
-0.07419541478157043,
0.09223749488592148,
0.03643903508782387,
0.03066325932741165,
0.07529975473880768,
-0.009150195866823196,
-0.0009527691290713847,
0.02552756480872631,
0.0932820737361908,
-0.03554452210664749,
-0.048955149948596954,
0.03207150474190712,
0.010369585826992989,
-0.0821535736322403,
-0.024626584723591805,
0.06711763143539429,
0.002162760589271784,
-0.0850548967719078,
-0.10904398560523987,
-0.015351561829447746,
0.006901445332914591,
0.01271722000092268,
0.03957910090684891,
0.032874807715415955,
-0.017492450773715973,
-0.146142840385437,
0.1260554939508438,
-5.8746248754459884e-8,
-0.06281132996082306,
-0.006025313399732113,
-0.051750801503658295,
-0.0254965927451849,
-0.039271432906389236,
0.01125235203653574,
0.04448920860886574,
-0.08816414326429367,
-0.05559426546096802,
-0.08329731225967407,
0.002577865030616522,
-0.08335034549236298,
-0.028836505487561226,
0.007117535453289747,
0.05615351349115372,
-0.0020692013204097748,
0.04131700471043587,
-0.00031998392660170794,
-0.04805738106369972,
0.043115049600601196,
0.015658853575587273,
0.030503474175930023,
0.04809302091598511,
-0.06993262469768524,
0.01066132914274931,
0.041948553174734116,
-0.041539743542671204,
0.015249034389853477,
0.029841290786862373,
0.0386456698179245,
0.022863414138555527,
-0.06762929260730743,
0.03626672923564911,
-0.0686379000544548,
-0.044005438685417175,
0.05585571005940437,
-0.06265532970428467,
0.03479444980621338,
0.04486295208334923,
-0.026176100596785545,
-0.06815155595541,
0.050376567989587784,
-0.1585971713066101,
0.020458584651350975,
-0.013085845857858658,
-0.003265762235969305,
0.022343842312693596,
-0.06767064332962036,
-0.01955050602555275,
0.010655771940946579,
-0.013310127891600132,
-0.0025050751864910126,
0.05082279071211815,
0.014345888048410416,
-0.0007575172930955887,
0.08228937536478043,
0.08626341074705124,
-0.09969345480203629,
-0.06067370995879173,
0.004520107991993427,
0.03833635896444321,
-0.03379816934466362,
-0.09295041859149933,
-0.07059226185083389
] | null | null | null | null | null | null | null |
[
-0.05130273848772049,
-0.010422606021165848,
-0.05583591386675835,
-0.07975701987743378,
-0.018571117892861366,
-0.0632261335849762,
0.008511785417795181,
0.014502485282719135,
0.06283610314130783,
-0.047262128442525864,
-0.001416276441887021,
-0.026959696784615517,
-0.027990225702524185,
-0.05529281869530678,
-0.060651808977127075,
0.008562471717596054,
0.09011330455541611,
0.13213329017162323,
-0.009843223728239536,
0.042050551623106,
-0.021476436406373978,
0.010018822737038136,
-0.01493464969098568,
0.07373730093240738,
-0.06853768229484558,
-0.00879592727869749,
-0.021518103778362274,
-0.037469055503606796,
-0.04232320934534073,
-0.006736284587532282,
-0.0185246579349041,
0.02718871645629406,
-0.04113661125302315,
-0.00009285606211051345,
-0.024577094241976738,
-0.07792281359434128,
0.02436223439872265,
-0.07312995195388794,
-0.05386675149202347,
-0.06330325454473495,
0.05689529329538345,
0.0457826592028141,
0.11140354722738266,
-0.036592185497283936,
-0.014776904135942459,
0.045877330005168915,
0.05590305104851723,
-0.0872369036078453,
-0.03197133541107178,
0.04478759691119194,
-0.023201270028948784,
-0.026079734787344933,
-0.00811889860779047,
-0.00828433409333229,
0.005398500710725784,
0.09806206077337265,
0.09651505947113037,
-0.046455491334199905,
0.06139226630330086,
0.02340950071811676,
0.09887724369764328,
0.019353464245796204,
-0.0756555125117302,
-0.05455014109611511,
-0.033837880939245224,
-0.023718448355793953,
0.047358639538288116,
-0.04917606711387634,
-0.011004611849784851,
-0.02545848675072193,
-0.005283282604068518,
0.01809508353471756,
0.03991208225488663,
0.036589592695236206,
-0.005934897810220718,
-0.00958659965544939,
-0.011809097602963448,
-0.02728983201086521,
0.06332247704267502,
0.015025471337139606,
0.006262156646698713,
-0.04689612612128258,
0.013053152710199356,
0.01240848284214735,
-0.02020644210278988,
-0.005848081316798925,
-0.019473569467663765,
0.144655242562294,
-0.03335503861308098,
0.0029729767702519894,
0.0034336582757532597,
-0.04038925841450691,
-0.13547320663928986,
-0.010383442975580692,
0.045527879148721695,
0.039251960813999176,
0.02549884095788002,
-0.05033537745475769,
-0.028979770839214325,
0.030629461631178856,
0.0046576643362641335,
0.02210390381515026,
-0.024949822574853897,
0.06199989467859268,
-0.07846785336732864,
0.02240709960460663,
-0.007250447291880846,
-0.0052480739541351795,
-0.002436034381389618,
0.024002546444535255,
0.0006391231436282396,
0.04300282150506973,
-0.03481917083263397,
-0.009589447639882565,
0.0015815027290955186,
-0.04115885868668556,
-0.022978508844971657,
0.019949080422520638,
-0.024772178381681442,
-0.024971090257167816,
0.04012608155608177,
-0.028190232813358307,
-0.018669627606868744,
0.02825191803276539,
0.14001116156578064,
0.042396754026412964,
-0.034211527556180954,
3.178051098519782e-33,
0.005164629779756069,
0.15939931571483612,
0.022744210436940193,
-0.053041670471429825,
-0.10615173727273941,
-0.028828630223870277,
-0.01228721346706152,
0.09025992453098297,
0.017333373427391052,
0.0841636210680008,
0.06307204067707062,
0.10685501247644424,
0.04295966401696205,
-0.0981624498963356,
0.0015679143834859133,
-0.009984453208744526,
0.06310373544692993,
-0.03511882200837135,
0.028104647994041443,
0.0028288147877901793,
0.04186553880572319,
-0.04764697700738907,
-0.011562669649720192,
0.017342492938041687,
-0.04275674372911453,
0.010685811750590801,
0.04046236723661423,
0.029666507616639137,
-0.09547765552997589,
-0.006927650421857834,
0.005695737898349762,
-0.0024801266845315695,
0.019266296178102493,
-0.03096156194806099,
0.0534726157784462,
-0.09522545337677002,
-0.03988325595855713,
0.015818001702427864,
-0.10943560302257538,
0.030100956559181213,
0.0661667138338089,
0.04689713194966316,
-0.0012114583514630795,
0.023035069927573204,
0.06826896965503693,
-0.008016692474484444,
-0.0604633167386055,
-0.00007712620572419837,
0.0777754932641983,
0.07488765567541122,
0.030447127297520638,
-0.02213864028453827,
-0.023178555071353912,
-0.012360668741166592,
0.07761203497648239,
0.03674053028225899,
-0.006158174015581608,
-0.05579231679439545,
-0.007612650748342276,
-0.033682700246572495,
-0.024576902389526367,
-0.09498340636491776,
0.09398358315229416,
-0.0652008056640625,
0.011411278508603573,
-0.007994644343852997,
-0.05999899283051491,
0.014076419174671173,
-0.07512199133634567,
0.004470308776944876,
0.018904689699411392,
-0.06528081744909286,
-0.007031216286122799,
0.0096881203353405,
-0.03235054761171341,
0.056466978043317795,
-0.0005941926501691341,
0.09713270515203476,
-0.02517297863960266,
0.0068879458121955395,
0.012463110499083996,
0.05646810680627823,
0.03329852968454361,
-0.03216792643070221,
-0.0018412742065265775,
0.05986138433218002,
-0.044802188873291016,
-0.044189825654029846,
-0.04934370145201683,
0.00635580625385046,
0.024290936067700386,
-0.015293051488697529,
-0.06441748142242432,
-0.014225056394934654,
-0.07310266047716141,
-3.1040930347278746e-33,
-0.020672254264354706,
-0.04025397449731827,
-0.04102494567632675,
0.06463628262281418,
0.019195718690752983,
0.015443139709532261,
0.09996554255485535,
0.023280436173081398,
-0.05725956708192825,
-0.024302784353494644,
0.01597287878394127,
-0.0025191742461174726,
-0.048726554960012436,
0.09852209687232971,
0.001395559636875987,
0.03056180477142334,
-0.059058092534542084,
0.011135445907711983,
-0.020167171955108643,
0.08208997547626495,
0.0884474366903305,
0.07358908653259277,
-0.01901189796626568,
0.09466896206140518,
0.058846306055784225,
0.02485566958785057,
0.01636010967195034,
-0.03293803706765175,
-0.021700480952858925,
0.007224497850984335,
-0.043863143771886826,
0.005272810813039541,
0.09824386984109879,
-0.016495738178491592,
-0.027575649321079254,
0.027794823050498962,
-0.04101571813225746,
-0.051203884184360504,
-0.03382350876927376,
0.0026423875242471695,
-0.005242529325187206,
0.16753941774368286,
-0.012176265940070152,
-0.01620255410671234,
-0.05853885039687157,
-0.018867403268814087,
0.024282656610012054,
0.05450494959950447,
0.04390944913029671,
-0.0019050107803195715,
-0.04035154730081558,
0.02736770361661911,
0.040106598287820816,
0.0350588783621788,
0.08444170653820038,
0.02425379678606987,
0.01069148164242506,
-0.012568879872560501,
-0.0016428155358880758,
0.023927807807922363,
-0.031228607520461082,
0.015232045203447342,
-0.04692723602056503,
-0.017589308321475983,
0.02885899692773819,
0.11792197823524475,
0.10834208875894547,
-0.018304381519556046,
-0.07419541478157043,
0.09223749488592148,
0.03643903508782387,
0.03066325932741165,
0.07529975473880768,
-0.009150195866823196,
-0.0009527691290713847,
0.02552756480872631,
0.0932820737361908,
-0.03554452210664749,
-0.048955149948596954,
0.03207150474190712,
0.010369585826992989,
-0.0821535736322403,
-0.024626584723591805,
0.06711763143539429,
0.002162760589271784,
-0.0850548967719078,
-0.10904398560523987,
-0.015351561829447746,
0.006901445332914591,
0.01271722000092268,
0.03957910090684891,
0.032874807715415955,
-0.017492450773715973,
-0.146142840385437,
0.1260554939508438,
-5.8746248754459884e-8,
-0.06281132996082306,
-0.006025313399732113,
-0.051750801503658295,
-0.0254965927451849,
-0.039271432906389236,
0.01125235203653574,
0.04448920860886574,
-0.08816414326429367,
-0.05559426546096802,
-0.08329731225967407,
0.002577865030616522,
-0.08335034549236298,
-0.028836505487561226,
0.007117535453289747,
0.05615351349115372,
-0.0020692013204097748,
0.04131700471043587,
-0.00031998392660170794,
-0.04805738106369972,
0.043115049600601196,
0.015658853575587273,
0.030503474175930023,
0.04809302091598511,
-0.06993262469768524,
0.01066132914274931,
0.041948553174734116,
-0.041539743542671204,
0.015249034389853477,
0.029841290786862373,
0.0386456698179245,
0.022863414138555527,
-0.06762929260730743,
0.03626672923564911,
-0.0686379000544548,
-0.044005438685417175,
0.05585571005940437,
-0.06265532970428467,
0.03479444980621338,
0.04486295208334923,
-0.026176100596785545,
-0.06815155595541,
0.050376567989587784,
-0.1585971713066101,
0.020458584651350975,
-0.013085845857858658,
-0.003265762235969305,
0.022343842312693596,
-0.06767064332962036,
-0.01955050602555275,
0.010655771940946579,
-0.013310127891600132,
-0.0025050751864910126,
0.05082279071211815,
0.014345888048410416,
-0.0007575172930955887,
0.08228937536478043,
0.08626341074705124,
-0.09969345480203629,
-0.06067370995879173,
0.004520107991993427,
0.03833635896444321,
-0.03379816934466362,
-0.09295041859149933,
-0.07059226185083389
] |
1401.4420
|
Roman Kontchakov
|
Stanislav Kikot, Roman Kontchakov, Vladimir Podolskii and Michael
Zakharyaschev
|
On the Succinctness of Query Rewriting over OWL 2 QL Ontologies with
Shallow Chases
| null | null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We investigate the size of first-order rewritings of conjunctive queries over
OWL 2 QL ontologies of depth 1 and 2 by means of hypergraph programs computing
Boolean functions. Both positive and negative results are obtained. Conjunctive
queries over ontologies of depth 1 have polynomial-size nonrecursive datalog
rewritings; tree-shaped queries have polynomial positive existential
rewritings; however, in the worst case, positive existential rewritings can
only be of superpolynomial size. Positive existential and nonrecursive datalog
rewritings of queries over ontologies of depth 2 suffer an exponential blowup
in the worst case, while first-order rewritings are superpolynomial unless
$\text{NP} \subseteq \text{P}/\text{poly}$. We also analyse rewritings of
tree-shaped queries over arbitrary ontologies and observe that the query
entailment problem for such queries is fixed-parameter tractable.
|
[
{
"created": "Fri, 17 Jan 2014 18:03:08 GMT",
"version": "v1"
},
{
"created": "Wed, 22 Jan 2014 10:22:59 GMT",
"version": "v2"
}
] |
2014-01-23
|
[
[
"Kikot",
"Stanislav",
""
],
[
"Kontchakov",
"Roman",
""
],
[
"Podolskii",
"Vladimir",
""
],
[
"Zakharyaschev",
"Michael",
""
]
] |
[
0.004270806908607483,
0.011289193294942379,
0.042865242809057236,
0.013583198189735413,
-0.04302704334259033,
-0.07242459803819656,
-0.032963093370199203,
-0.04937252774834633,
0.022011609748005867,
0.09282900393009186,
-0.05946558713912964,
-0.014504639431834221,
0.020386286079883575,
0.04695107787847519,
0.07045966386795044,
0.10657413303852081,
0.026696929708123207,
-0.004577198531478643,
-0.020693644881248474,
0.005196799524128437,
0.11494213342666626,
0.04820781946182251,
-0.07723789662122726,
-0.015317356213927269,
-0.025913000106811523,
-0.10216827690601349,
-0.08959656208753586,
-0.03145331144332886,
0.028047680854797363,
-0.01858978159725666,
-0.05883340910077095,
0.11152251064777374,
-0.06815197318792343,
0.0569707527756691,
0.050769343972206116,
0.06055106222629547,
0.03687768429517746,
-0.025346867740154266,
-0.027227625250816345,
-0.002502704970538616,
-0.005115737207233906,
0.024274595081806183,
-0.0952029675245285,
-0.0396808460354805,
-0.0056785475462675095,
0.023770349100232124,
-0.023515010252594948,
0.0036593156401067972,
-0.047283947467803955,
-0.012686291709542274,
-0.07226786017417908,
-0.028587644919753075,
-0.10957475006580353,
-0.03701502084732056,
0.07238994538784027,
0.005048749968409538,
-0.10618139058351517,
0.013364315032958984,
-0.07043665647506714,
-0.03322230279445648,
-0.04072822257876396,
-0.04084586724638939,
-0.023407118394970894,
0.005620629992336035,
0.027720846235752106,
0.014756819233298302,
0.010043256916105747,
-0.015126540325582027,
0.047671839594841,
0.08538320660591125,
-0.026548994705080986,
0.025440895929932594,
-0.09870991110801697,
0.0024619735777378082,
-0.02569970116019249,
-0.0490214079618454,
0.04562612995505333,
-0.0035290569067001343,
-0.009888285771012306,
-0.08938653767108917,
0.029278583824634552,
0.02044212818145752,
-0.01682806760072708,
0.03147226944565773,
0.06481272727251053,
-0.05556334927678108,
0.021246282383799553,
-0.033862557262182236,
0.027407435700297356,
-0.011599204502999783,
-0.0193296130746603,
-0.05748431012034416,
0.04142490401864052,
0.0031235970091074705,
0.07789920270442963,
-0.01819618232548237,
-0.03363889455795288,
-0.03297792747616768,
0.059982918202877045,
0.03675904870033264,
-0.011230191215872765,
0.0642760768532753,
-0.009380986914038658,
-0.10366396605968475,
-0.00903940387070179,
0.011418359354138374,
-0.04425906762480736,
0.0029779307078570127,
-0.004228075034916401,
0.020041238516569138,
-0.00045862598926760256,
0.039847541600465775,
0.07129774242639542,
-0.06677167862653732,
-0.016271434724330902,
0.026558123528957367,
0.023557614535093307,
0.011343494057655334,
-0.018207283690571785,
-0.092362180352211,
0.029297899454832077,
0.052090149372816086,
0.029505720362067223,
0.02461254596710205,
0.019441422075033188,
-0.022412212565541267,
-0.050394121557474136,
6.044120853543544e-33,
0.033607255667448044,
0.1027313843369484,
0.01707971654832363,
-0.022565389052033424,
0.08691315352916718,
0.050007399171590805,
0.14667968451976776,
0.013376533053815365,
-0.0489700622856617,
0.09417440742254257,
-0.06483035534620285,
0.04480006545782089,
-0.038383305072784424,
-0.042962536215782166,
0.09349054843187332,
0.010896699503064156,
-0.02851109579205513,
0.027490949258208275,
-0.0876290574669838,
-0.01677192933857441,
0.024357199668884277,
0.037803731858730316,
-0.03559037670493126,
0.06177288666367531,
0.019123602658510208,
-0.06857532262802124,
-0.030471349135041237,
0.02469034679234028,
-0.03911084309220314,
-0.024235764518380165,
-0.05936737358570099,
-0.060676209628582,
-0.025414807721972466,
0.08388188481330872,
-0.06645867973566055,
0.008387542329728603,
0.01772437058389187,
-0.07332643121480942,
0.015824036672711372,
-0.0385914109647274,
-0.03946124389767647,
0.05518253147602081,
0.02172604762017727,
-0.06537282466888428,
-0.04848767817020416,
-0.07183405756950378,
-0.07485782355070114,
0.03260265290737152,
-0.016165724024176598,
-0.05087104067206383,
0.06711919605731964,
0.04613763093948364,
0.023984594270586967,
0.012710136361420155,
0.007048793602734804,
-0.04114290326833725,
0.035901982337236404,
0.07894200831651688,
0.01670968346297741,
0.14695073664188385,
-0.057950180023908615,
-0.07727750390768051,
0.023040156811475754,
-0.009715805761516094,
-0.07107421010732651,
0.04247991368174553,
-0.007137201726436615,
-0.03407970443367958,
0.09983594715595245,
-0.05064450204372406,
0.008149365894496441,
0.028993625193834305,
0.01723727397620678,
-0.054043035954236984,
0.0339917428791523,
-0.010850006714463234,
-0.056777577847242355,
-0.09702953696250916,
0.00858913455158472,
0.010345790535211563,
-0.021430399268865585,
-0.02103150449693203,
0.03966742381453514,
0.052438776940107346,
0.01080996636301279,
-0.14685103297233582,
0.06250348687171936,
-0.012374483980238438,
-0.012472170405089855,
-0.025783468037843704,
-0.06228170543909073,
0.004023295361548662,
0.06502436846494675,
-0.0410759299993515,
0.0948505699634552,
-6.074899703751887e-33,
-0.04307948425412178,
-0.05022579804062843,
0.017991134896874428,
0.038297902792692184,
-0.07602555304765701,
-0.0660242810845375,
0.01898781955242157,
-0.0478205569088459,
0.0016547378618270159,
-0.08269190043210983,
-0.009400761686265469,
-0.005293148569762707,
0.08948996663093567,
-0.04307892546057701,
0.012871654704213142,
0.026012523099780083,
0.001630560727789998,
-0.07244616746902466,
-0.06391378492116928,
0.03466009348630905,
0.021325767040252686,
0.13951542973518372,
-0.11601485311985016,
0.05951292812824249,
0.05885225534439087,
0.027175631374120712,
-0.04423150420188904,
-0.0016515105962753296,
0.05116986855864525,
0.04248512163758278,
-0.0429806225001812,
-0.12267200648784637,
-0.04560600966215134,
-0.017496582120656967,
0.03720943257212639,
-0.0854874923825264,
0.017539381980895996,
0.01615196280181408,
-0.08277156949043274,
0.025323016569018364,
-0.024875003844499588,
-0.01132011879235506,
0.002306909067556262,
0.06468541920185089,
0.00739368936046958,
-0.021675679832696915,
-0.09265385568141937,
0.018317613750696182,
0.06130456551909447,
-0.057833749800920486,
-0.0333215557038784,
0.016269223764538765,
0.03565559908747673,
0.06275401264429092,
0.0005716396844945848,
0.011420134454965591,
-0.0483195036649704,
0.054779838770627975,
0.002514021936804056,
-0.04126003384590149,
-0.038426972925662994,
-0.017802653834223747,
0.008836094290018082,
0.057042196393013,
0.03834143653512001,
-0.03871075063943863,
-0.080413319170475,
-0.01998608373105526,
-0.05034424364566803,
-0.029184674844145775,
-0.05095649138092995,
-0.021502789109945297,
-0.028875036165118217,
0.03323806822299957,
0.0058887796476483345,
0.04705880954861641,
0.04208261892199516,
0.06946027278900146,
0.03020755760371685,
0.08396220207214355,
-0.04087129980325699,
0.017635582014918327,
0.07158567011356354,
0.07912731170654297,
0.011881940998136997,
-0.07197894901037216,
0.09212429076433182,
0.05574600026011467,
0.015109441243112087,
-0.012063306756317616,
-0.00902931485325098,
0.010982921347022057,
0.026726016774773598,
0.04616725444793701,
0.04215412586927414,
-4.249483964713363e-8,
-0.06684012711048126,
-0.02797592803835869,
0.017568031325936317,
0.014490751549601555,
0.09773784130811691,
-0.027456248179078102,
0.06514573097229004,
0.14359816908836365,
-0.04191257059574127,
0.03903965279459953,
-0.041134756058454514,
0.05456973612308502,
0.0021467097103595734,
-0.057057879865169525,
0.01495151873677969,
-0.007743455935269594,
0.0188664048910141,
-0.03499749302864075,
-0.03257962316274643,
-0.0007831736584194005,
-0.044310424476861954,
0.03153681382536888,
-0.10751589387655258,
0.029298406094312668,
0.07074654847383499,
-0.05516313761472702,
0.01106556598097086,
-0.038570910692214966,
0.011948197148740292,
0.05923376604914665,
-0.01753903739154339,
0.030202656984329224,
0.08925770223140717,
0.06994502991437912,
0.007817924953997135,
0.029419399797916412,
0.05658213794231415,
0.08060106635093689,
-0.049266133457422256,
-0.06570305675268173,
0.02755097486078739,
-0.024491287767887115,
-0.0042562405578792095,
0.05236421525478363,
0.05055364966392517,
-0.06453912705183029,
0.02611519768834114,
-0.03074590489268303,
0.04041879251599312,
0.019876498728990555,
-0.0021708945278078318,
0.04105193167924881,
0.00846252404153347,
-0.07606867700815201,
-0.03180251270532608,
0.08851628750562668,
-0.10437049716711044,
0.06264355778694153,
0.03232813626527786,
-0.0007588152075186372,
0.05286568030714989,
0.010963517241179943,
0.0802193135023117,
-0.004586059134453535
] | null | null | null | null | null | null | null |
[
0.004270806908607483,
0.011289193294942379,
0.042865242809057236,
0.013583198189735413,
-0.04302704334259033,
-0.07242459803819656,
-0.032963093370199203,
-0.04937252774834633,
0.022011609748005867,
0.09282900393009186,
-0.05946558713912964,
-0.014504639431834221,
0.020386286079883575,
0.04695107787847519,
0.07045966386795044,
0.10657413303852081,
0.026696929708123207,
-0.004577198531478643,
-0.020693644881248474,
0.005196799524128437,
0.11494213342666626,
0.04820781946182251,
-0.07723789662122726,
-0.015317356213927269,
-0.025913000106811523,
-0.10216827690601349,
-0.08959656208753586,
-0.03145331144332886,
0.028047680854797363,
-0.01858978159725666,
-0.05883340910077095,
0.11152251064777374,
-0.06815197318792343,
0.0569707527756691,
0.050769343972206116,
0.06055106222629547,
0.03687768429517746,
-0.025346867740154266,
-0.027227625250816345,
-0.002502704970538616,
-0.005115737207233906,
0.024274595081806183,
-0.0952029675245285,
-0.0396808460354805,
-0.0056785475462675095,
0.023770349100232124,
-0.023515010252594948,
0.0036593156401067972,
-0.047283947467803955,
-0.012686291709542274,
-0.07226786017417908,
-0.028587644919753075,
-0.10957475006580353,
-0.03701502084732056,
0.07238994538784027,
0.005048749968409538,
-0.10618139058351517,
0.013364315032958984,
-0.07043665647506714,
-0.03322230279445648,
-0.04072822257876396,
-0.04084586724638939,
-0.023407118394970894,
0.005620629992336035,
0.027720846235752106,
0.014756819233298302,
0.010043256916105747,
-0.015126540325582027,
0.047671839594841,
0.08538320660591125,
-0.026548994705080986,
0.025440895929932594,
-0.09870991110801697,
0.0024619735777378082,
-0.02569970116019249,
-0.0490214079618454,
0.04562612995505333,
-0.0035290569067001343,
-0.009888285771012306,
-0.08938653767108917,
0.029278583824634552,
0.02044212818145752,
-0.01682806760072708,
0.03147226944565773,
0.06481272727251053,
-0.05556334927678108,
0.021246282383799553,
-0.033862557262182236,
0.027407435700297356,
-0.011599204502999783,
-0.0193296130746603,
-0.05748431012034416,
0.04142490401864052,
0.0031235970091074705,
0.07789920270442963,
-0.01819618232548237,
-0.03363889455795288,
-0.03297792747616768,
0.059982918202877045,
0.03675904870033264,
-0.011230191215872765,
0.0642760768532753,
-0.009380986914038658,
-0.10366396605968475,
-0.00903940387070179,
0.011418359354138374,
-0.04425906762480736,
0.0029779307078570127,
-0.004228075034916401,
0.020041238516569138,
-0.00045862598926760256,
0.039847541600465775,
0.07129774242639542,
-0.06677167862653732,
-0.016271434724330902,
0.026558123528957367,
0.023557614535093307,
0.011343494057655334,
-0.018207283690571785,
-0.092362180352211,
0.029297899454832077,
0.052090149372816086,
0.029505720362067223,
0.02461254596710205,
0.019441422075033188,
-0.022412212565541267,
-0.050394121557474136,
6.044120853543544e-33,
0.033607255667448044,
0.1027313843369484,
0.01707971654832363,
-0.022565389052033424,
0.08691315352916718,
0.050007399171590805,
0.14667968451976776,
0.013376533053815365,
-0.0489700622856617,
0.09417440742254257,
-0.06483035534620285,
0.04480006545782089,
-0.038383305072784424,
-0.042962536215782166,
0.09349054843187332,
0.010896699503064156,
-0.02851109579205513,
0.027490949258208275,
-0.0876290574669838,
-0.01677192933857441,
0.024357199668884277,
0.037803731858730316,
-0.03559037670493126,
0.06177288666367531,
0.019123602658510208,
-0.06857532262802124,
-0.030471349135041237,
0.02469034679234028,
-0.03911084309220314,
-0.024235764518380165,
-0.05936737358570099,
-0.060676209628582,
-0.025414807721972466,
0.08388188481330872,
-0.06645867973566055,
0.008387542329728603,
0.01772437058389187,
-0.07332643121480942,
0.015824036672711372,
-0.0385914109647274,
-0.03946124389767647,
0.05518253147602081,
0.02172604762017727,
-0.06537282466888428,
-0.04848767817020416,
-0.07183405756950378,
-0.07485782355070114,
0.03260265290737152,
-0.016165724024176598,
-0.05087104067206383,
0.06711919605731964,
0.04613763093948364,
0.023984594270586967,
0.012710136361420155,
0.007048793602734804,
-0.04114290326833725,
0.035901982337236404,
0.07894200831651688,
0.01670968346297741,
0.14695073664188385,
-0.057950180023908615,
-0.07727750390768051,
0.023040156811475754,
-0.009715805761516094,
-0.07107421010732651,
0.04247991368174553,
-0.007137201726436615,
-0.03407970443367958,
0.09983594715595245,
-0.05064450204372406,
0.008149365894496441,
0.028993625193834305,
0.01723727397620678,
-0.054043035954236984,
0.0339917428791523,
-0.010850006714463234,
-0.056777577847242355,
-0.09702953696250916,
0.00858913455158472,
0.010345790535211563,
-0.021430399268865585,
-0.02103150449693203,
0.03966742381453514,
0.052438776940107346,
0.01080996636301279,
-0.14685103297233582,
0.06250348687171936,
-0.012374483980238438,
-0.012472170405089855,
-0.025783468037843704,
-0.06228170543909073,
0.004023295361548662,
0.06502436846494675,
-0.0410759299993515,
0.0948505699634552,
-6.074899703751887e-33,
-0.04307948425412178,
-0.05022579804062843,
0.017991134896874428,
0.038297902792692184,
-0.07602555304765701,
-0.0660242810845375,
0.01898781955242157,
-0.0478205569088459,
0.0016547378618270159,
-0.08269190043210983,
-0.009400761686265469,
-0.005293148569762707,
0.08948996663093567,
-0.04307892546057701,
0.012871654704213142,
0.026012523099780083,
0.001630560727789998,
-0.07244616746902466,
-0.06391378492116928,
0.03466009348630905,
0.021325767040252686,
0.13951542973518372,
-0.11601485311985016,
0.05951292812824249,
0.05885225534439087,
0.027175631374120712,
-0.04423150420188904,
-0.0016515105962753296,
0.05116986855864525,
0.04248512163758278,
-0.0429806225001812,
-0.12267200648784637,
-0.04560600966215134,
-0.017496582120656967,
0.03720943257212639,
-0.0854874923825264,
0.017539381980895996,
0.01615196280181408,
-0.08277156949043274,
0.025323016569018364,
-0.024875003844499588,
-0.01132011879235506,
0.002306909067556262,
0.06468541920185089,
0.00739368936046958,
-0.021675679832696915,
-0.09265385568141937,
0.018317613750696182,
0.06130456551909447,
-0.057833749800920486,
-0.0333215557038784,
0.016269223764538765,
0.03565559908747673,
0.06275401264429092,
0.0005716396844945848,
0.011420134454965591,
-0.0483195036649704,
0.054779838770627975,
0.002514021936804056,
-0.04126003384590149,
-0.038426972925662994,
-0.017802653834223747,
0.008836094290018082,
0.057042196393013,
0.03834143653512001,
-0.03871075063943863,
-0.080413319170475,
-0.01998608373105526,
-0.05034424364566803,
-0.029184674844145775,
-0.05095649138092995,
-0.021502789109945297,
-0.028875036165118217,
0.03323806822299957,
0.0058887796476483345,
0.04705880954861641,
0.04208261892199516,
0.06946027278900146,
0.03020755760371685,
0.08396220207214355,
-0.04087129980325699,
0.017635582014918327,
0.07158567011356354,
0.07912731170654297,
0.011881940998136997,
-0.07197894901037216,
0.09212429076433182,
0.05574600026011467,
0.015109441243112087,
-0.012063306756317616,
-0.00902931485325098,
0.010982921347022057,
0.026726016774773598,
0.04616725444793701,
0.04215412586927414,
-4.249483964713363e-8,
-0.06684012711048126,
-0.02797592803835869,
0.017568031325936317,
0.014490751549601555,
0.09773784130811691,
-0.027456248179078102,
0.06514573097229004,
0.14359816908836365,
-0.04191257059574127,
0.03903965279459953,
-0.041134756058454514,
0.05456973612308502,
0.0021467097103595734,
-0.057057879865169525,
0.01495151873677969,
-0.007743455935269594,
0.0188664048910141,
-0.03499749302864075,
-0.03257962316274643,
-0.0007831736584194005,
-0.044310424476861954,
0.03153681382536888,
-0.10751589387655258,
0.029298406094312668,
0.07074654847383499,
-0.05516313761472702,
0.01106556598097086,
-0.038570910692214966,
0.011948197148740292,
0.05923376604914665,
-0.01753903739154339,
0.030202656984329224,
0.08925770223140717,
0.06994502991437912,
0.007817924953997135,
0.029419399797916412,
0.05658213794231415,
0.08060106635093689,
-0.049266133457422256,
-0.06570305675268173,
0.02755097486078739,
-0.024491287767887115,
-0.0042562405578792095,
0.05236421525478363,
0.05055364966392517,
-0.06453912705183029,
0.02611519768834114,
-0.03074590489268303,
0.04041879251599312,
0.019876498728990555,
-0.0021708945278078318,
0.04105193167924881,
0.00846252404153347,
-0.07606867700815201,
-0.03180251270532608,
0.08851628750562668,
-0.10437049716711044,
0.06264355778694153,
0.03232813626527786,
-0.0007588152075186372,
0.05286568030714989,
0.010963517241179943,
0.0802193135023117,
-0.004586059134453535
] |
1401.4424
|
Thomas Caswell
|
Thomas A. Caswell
|
Dynamics of Vapor Layer Under a Leidenfrost Drop
|
11 pages, 12 figures, University of Chicago PhD Thesis
|
Phys. Rev. E 90, 013014 (2014)
|
10.1103/PhysRevE.90.013014
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the Leidenfrost effect a small drop of fluid is levitated above a
sufficiently hot surface, on a persistent vapor layer generated by evaporation
from the drop. The vapor layer thermally insulates the drop from the surface
leading to extraordinarily long drop lifetimes. The top-view shape of the
levitated drops can exhibit persistent star-like vibrations. I extend recent
work [Burton et al. PRL 2012] to study the bottom surface of the drop using
interference-imaging. In this work I use a high-speed camera and automated
image analysis to image, locate and classify the interference fringes. From the
interference fringes I reconstruct the shape and height profile of the rim
where the drop is closest to the surface. I measure the drop-size dependence of
the planar vibrational mode frequencies, which agree well with previous work. I
observe a distinct breathing mode in the average radius of the drop, the
frequency of which scales differently with drop size than the other modes. This
breathing mode can be tightly coupled to a vertical motion of the drop. I
further observe a qualitative difference in the structure and dynamics of the
vertical profile of the rim between large and small drops.
|
[
{
"created": "Fri, 17 Jan 2014 18:12:39 GMT",
"version": "v1"
}
] |
2014-07-30
|
[
[
"Caswell",
"Thomas A.",
""
]
] |
[
-0.08026303350925446,
-0.011387107893824577,
0.11454742401838303,
-0.011288869194686413,
0.040732622146606445,
-0.08282557129859924,
0.08307995647192001,
0.03143826127052307,
0.0016309916973114014,
-0.10153156518936157,
-0.054182276129722595,
-0.017182065173983574,
-0.08419165015220642,
-0.04014149308204651,
-0.03985206037759781,
-0.01872408390045166,
0.022278549149632454,
0.03745793551206589,
0.0028613910544663668,
-0.025403790175914764,
0.07289677858352661,
-0.07648491114377975,
-0.03757362440228462,
-0.010245267301797867,
-0.02329905703663826,
0.07084669917821884,
-0.005259224213659763,
-0.00821362528949976,
0.035087764263153076,
-0.07102227210998535,
-0.018025605008006096,
0.11108719557523727,
-0.15143108367919922,
-0.04224993288516998,
0.004506966099143028,
-0.05649961531162262,
-0.013219676911830902,
0.1028694212436676,
-0.03991645574569702,
-0.07863450050354004,
0.02974805235862732,
0.040748775005340576,
0.026186197996139526,
-0.013337233103811741,
-0.0357382670044899,
0.04659252613782883,
0.06983575969934464,
0.008422219194471836,
-0.04131128266453743,
-0.015379986725747585,
-0.01687755063176155,
-0.008530762977898121,
0.08959325402975082,
0.001504921237938106,
-0.015395349822938442,
0.08190727233886719,
0.07065305858850479,
-0.049473077058792114,
0.031689632683992386,
-0.028418373316526413,
0.07897395640611649,
0.07469939440488815,
-0.08961290121078491,
-0.006445548962801695,
0.03161657974123955,
0.044109757989645004,
0.054487694054841995,
-0.029454855248332024,
0.006901870481669903,
-0.019743146374821663,
-0.02140345796942711,
0.08743476867675781,
-0.032343607395887375,
0.0002220359892817214,
-0.01101845782250166,
-0.0020480386447161436,
-0.029429396614432335,
0.013263994827866554,
0.0716773197054863,
0.08005033433437347,
0.11165229231119156,
0.00005840004450874403,
0.033080436289310455,
-0.03321525454521179,
-0.09184013307094574,
-0.07878010720014572,
0.07467945665121078,
-0.024024922400712967,
-0.028117584064602852,
0.01639449968934059,
0.021391166374087334,
0.02949765883386135,
-0.15083648264408112,
-0.04314319044351578,
-0.006001830101013184,
0.01203093584626913,
0.03017936460673809,
-0.11125263571739197,
0.1150912269949913,
0.049243707209825516,
-0.047894250601530075,
-0.1014813631772995,
0.015020787715911865,
0.08239895105361938,
-0.01885300874710083,
-0.003659452311694622,
0.009858822450041771,
-0.02685890719294548,
0.027492500841617584,
0.0913073942065239,
-0.02571326307952404,
0.04973483830690384,
-0.029947586357593536,
-0.00012520552263595164,
-0.03808232396841049,
-0.02783159166574478,
-0.031326740980148315,
0.020226262509822845,
0.03903050348162651,
-0.040529292076826096,
0.008642476052045822,
0.06480801850557327,
0.05454661697149277,
0.028249209746718407,
0.04914279654622078,
-0.015229686163365841,
-0.09949278086423874,
1.5224663040514483e-33,
0.010611402802169323,
-0.012129785493016243,
-0.004433476831763983,
-0.016404828056693077,
0.03665551915764809,
-0.07710159569978714,
-0.0485440269112587,
0.0443396270275116,
0.037312719970941544,
0.10291185975074768,
-0.040814440697431564,
-0.03815612196922302,
0.001152437529526651,
0.01657075621187687,
0.023527750745415688,
-0.050856564193964005,
0.12050671875476837,
-0.015292583964765072,
-0.11873575299978256,
-0.04322776943445206,
-0.03910700976848602,
-0.025229882448911667,
-0.01999596878886223,
0.01722108945250511,
-0.007045012433081865,
0.019818883389234543,
-0.024427218362689018,
-0.026580778881907463,
0.043908074498176575,
0.06840495020151138,
0.035450082272291183,
-0.009310119785368443,
0.022167785093188286,
0.020595639944076538,
0.04872963950037956,
0.08409339189529419,
-0.011934961192309856,
0.007745003327727318,
-0.03616735339164734,
-0.03584589809179306,
-0.005605293903499842,
-0.0024499637074768543,
0.001321518560871482,
0.053778212517499924,
-0.001977904699742794,
-0.10575299710035324,
-0.016813451424241066,
0.047112010419368744,
-0.015214215032756329,
0.03011244907975197,
0.012990511022508144,
-0.025911681354045868,
-0.03686295822262764,
-0.060423269867897034,
0.07379462569952011,
0.0765739306807518,
0.03158062696456909,
-0.10251928120851517,
-0.03783241659402847,
-0.06347856670618057,
0.011107278987765312,
-0.02770402282476425,
-0.02258223667740822,
0.009267563931643963,
0.0829966738820076,
0.02115430310368538,
-0.08978554606437683,
0.016816698014736176,
-0.04610484838485718,
-0.003095533698797226,
-0.04737634211778641,
0.005090193822979927,
0.06676368415355682,
-0.04009350389242172,
-0.0035644182935357094,
0.014375416561961174,
-0.016249606385827065,
0.008878524415194988,
0.028394902125000954,
0.045073267072439194,
0.04044169932603836,
-0.016215775161981583,
0.017436901107430458,
-0.13979458808898926,
-0.07804775983095169,
-0.027919264510273933,
0.016749929636716843,
0.013217474333941936,
-0.06610933691263199,
-0.017729051411151886,
-0.012356508523225784,
0.020260939374566078,
0.060065679252147675,
-0.05378691107034683,
-0.016217119991779327,
-3.65160450787831e-33,
-0.040316615253686905,
0.039112403988838196,
-0.017197968438267708,
0.01504162885248661,
0.07769954949617386,
0.06563033163547516,
0.10904248803853989,
0.12064896523952484,
-0.0720466673374176,
-0.05330973118543625,
-0.05053843930363655,
0.013793622143566608,
-0.13446716964244843,
0.033303216099739075,
-0.038607653230428696,
-0.02022332325577736,
-0.017450738698244095,
-0.01898081600666046,
0.028647245839238167,
-0.005582996178418398,
0.0660148486495018,
-0.010455765761435032,
0.022923845797777176,
0.03159099817276001,
-0.01042854506522417,
-0.02654869295656681,
0.014324827119708061,
-0.004601727705448866,
-0.04338352754712105,
0.04639216512441635,
-0.07631074637174606,
0.044958192855119705,
0.0987209603190422,
-0.0048548937775194645,
0.023430032655596733,
0.029746295884251595,
0.04627331718802452,
-0.04650742560625076,
-0.07153830677270889,
-0.11737226694822311,
0.005948270671069622,
0.0028307486791163683,
-0.01546906866133213,
-0.04276585951447487,
0.05915165692567825,
-0.025207165628671646,
-0.01620282419025898,
0.037479422986507416,
0.006042586639523506,
0.016191629692912102,
-0.035631436854600906,
-0.006275930441915989,
-0.049488600343465805,
0.05874750018119812,
0.019186660647392273,
-0.04033936560153961,
0.006566301919519901,
-0.031136374920606613,
-0.022287508472800255,
0.0641261488199234,
0.014299497939646244,
-0.07609826326370239,
-0.03662015497684479,
-0.04063069075345993,
0.0840388685464859,
-0.005446898750960827,
0.00632727425545454,
-0.012905183248221874,
-0.026249585673213005,
0.0248225349932909,
-0.03146471083164215,
-0.020600760355591774,
0.06826763600111008,
-0.047501418739557266,
0.04542887955904007,
-0.011846295557916164,
0.07455693185329437,
-0.01808493211865425,
-0.011343245394527912,
0.008148365654051304,
-0.02986827678978443,
-0.037991397082805634,
-0.017324205487966537,
0.02457471936941147,
0.003016639966517687,
-0.029177764430642128,
-0.08729871362447739,
-0.08653402328491211,
-0.006368141621351242,
0.05550248920917511,
0.022326666861772537,
0.008437645621597767,
-0.031753502786159515,
-0.0690915659070015,
0.13352330029010773,
-5.9128854701384626e-8,
0.09303009510040283,
0.022864799946546555,
-0.00661539938300848,
-0.006633630953729153,
0.021384401246905327,
0.020433660596609116,
0.044840529561042786,
-0.057927604764699936,
0.022561900317668915,
-0.1675025224685669,
-0.03604188933968544,
0.0012812947388738394,
0.05430004745721817,
0.030435387045145035,
0.07233911752700806,
-0.032426781952381134,
-0.002385714091360569,
0.0013309945352375507,
-0.08622218668460846,
0.023907076567411423,
-0.013147814199328423,
0.022986358031630516,
0.050220172852277756,
-0.07837531715631485,
-0.015086425468325615,
-0.008662469685077667,
-0.020732766017317772,
-0.02280980907380581,
-0.007782155182212591,
-0.02060072310268879,
-0.03718075528740883,
0.06103214994072914,
-0.012530232779681683,
-0.001267923740670085,
-0.04382612183690071,
0.07138213515281677,
-0.042225874960422516,
0.01658737100660801,
-0.012620978988707066,
0.032542821019887924,
-0.010913643054664135,
0.058293040841817856,
-0.021198485046625137,
0.01410286407917738,
0.13450732827186584,
0.07844580709934235,
0.07494569569826126,
0.0022695160005241632,
-0.01099997665733099,
0.066926509141922,
-0.0707935094833374,
0.06651834398508072,
0.0120477844029665,
0.10809990763664246,
-0.026303227990865707,
0.02242201566696167,
0.018255075439810753,
0.04588625952601433,
0.01791190914809704,
-0.06521030515432358,
0.04865923151373863,
-0.07459148019552231,
-0.0691995844244957,
0.00434005307033658
] | null | null | null | null | null | null | null |
[
-0.08026303350925446,
-0.011387107893824577,
0.11454742401838303,
-0.011288869194686413,
0.040732622146606445,
-0.08282557129859924,
0.08307995647192001,
0.03143826127052307,
0.0016309916973114014,
-0.10153156518936157,
-0.054182276129722595,
-0.017182065173983574,
-0.08419165015220642,
-0.04014149308204651,
-0.03985206037759781,
-0.01872408390045166,
0.022278549149632454,
0.03745793551206589,
0.0028613910544663668,
-0.025403790175914764,
0.07289677858352661,
-0.07648491114377975,
-0.03757362440228462,
-0.010245267301797867,
-0.02329905703663826,
0.07084669917821884,
-0.005259224213659763,
-0.00821362528949976,
0.035087764263153076,
-0.07102227210998535,
-0.018025605008006096,
0.11108719557523727,
-0.15143108367919922,
-0.04224993288516998,
0.004506966099143028,
-0.05649961531162262,
-0.013219676911830902,
0.1028694212436676,
-0.03991645574569702,
-0.07863450050354004,
0.02974805235862732,
0.040748775005340576,
0.026186197996139526,
-0.013337233103811741,
-0.0357382670044899,
0.04659252613782883,
0.06983575969934464,
0.008422219194471836,
-0.04131128266453743,
-0.015379986725747585,
-0.01687755063176155,
-0.008530762977898121,
0.08959325402975082,
0.001504921237938106,
-0.015395349822938442,
0.08190727233886719,
0.07065305858850479,
-0.049473077058792114,
0.031689632683992386,
-0.028418373316526413,
0.07897395640611649,
0.07469939440488815,
-0.08961290121078491,
-0.006445548962801695,
0.03161657974123955,
0.044109757989645004,
0.054487694054841995,
-0.029454855248332024,
0.006901870481669903,
-0.019743146374821663,
-0.02140345796942711,
0.08743476867675781,
-0.032343607395887375,
0.0002220359892817214,
-0.01101845782250166,
-0.0020480386447161436,
-0.029429396614432335,
0.013263994827866554,
0.0716773197054863,
0.08005033433437347,
0.11165229231119156,
0.00005840004450874403,
0.033080436289310455,
-0.03321525454521179,
-0.09184013307094574,
-0.07878010720014572,
0.07467945665121078,
-0.024024922400712967,
-0.028117584064602852,
0.01639449968934059,
0.021391166374087334,
0.02949765883386135,
-0.15083648264408112,
-0.04314319044351578,
-0.006001830101013184,
0.01203093584626913,
0.03017936460673809,
-0.11125263571739197,
0.1150912269949913,
0.049243707209825516,
-0.047894250601530075,
-0.1014813631772995,
0.015020787715911865,
0.08239895105361938,
-0.01885300874710083,
-0.003659452311694622,
0.009858822450041771,
-0.02685890719294548,
0.027492500841617584,
0.0913073942065239,
-0.02571326307952404,
0.04973483830690384,
-0.029947586357593536,
-0.00012520552263595164,
-0.03808232396841049,
-0.02783159166574478,
-0.031326740980148315,
0.020226262509822845,
0.03903050348162651,
-0.040529292076826096,
0.008642476052045822,
0.06480801850557327,
0.05454661697149277,
0.028249209746718407,
0.04914279654622078,
-0.015229686163365841,
-0.09949278086423874,
1.5224663040514483e-33,
0.010611402802169323,
-0.012129785493016243,
-0.004433476831763983,
-0.016404828056693077,
0.03665551915764809,
-0.07710159569978714,
-0.0485440269112587,
0.0443396270275116,
0.037312719970941544,
0.10291185975074768,
-0.040814440697431564,
-0.03815612196922302,
0.001152437529526651,
0.01657075621187687,
0.023527750745415688,
-0.050856564193964005,
0.12050671875476837,
-0.015292583964765072,
-0.11873575299978256,
-0.04322776943445206,
-0.03910700976848602,
-0.025229882448911667,
-0.01999596878886223,
0.01722108945250511,
-0.007045012433081865,
0.019818883389234543,
-0.024427218362689018,
-0.026580778881907463,
0.043908074498176575,
0.06840495020151138,
0.035450082272291183,
-0.009310119785368443,
0.022167785093188286,
0.020595639944076538,
0.04872963950037956,
0.08409339189529419,
-0.011934961192309856,
0.007745003327727318,
-0.03616735339164734,
-0.03584589809179306,
-0.005605293903499842,
-0.0024499637074768543,
0.001321518560871482,
0.053778212517499924,
-0.001977904699742794,
-0.10575299710035324,
-0.016813451424241066,
0.047112010419368744,
-0.015214215032756329,
0.03011244907975197,
0.012990511022508144,
-0.025911681354045868,
-0.03686295822262764,
-0.060423269867897034,
0.07379462569952011,
0.0765739306807518,
0.03158062696456909,
-0.10251928120851517,
-0.03783241659402847,
-0.06347856670618057,
0.011107278987765312,
-0.02770402282476425,
-0.02258223667740822,
0.009267563931643963,
0.0829966738820076,
0.02115430310368538,
-0.08978554606437683,
0.016816698014736176,
-0.04610484838485718,
-0.003095533698797226,
-0.04737634211778641,
0.005090193822979927,
0.06676368415355682,
-0.04009350389242172,
-0.0035644182935357094,
0.014375416561961174,
-0.016249606385827065,
0.008878524415194988,
0.028394902125000954,
0.045073267072439194,
0.04044169932603836,
-0.016215775161981583,
0.017436901107430458,
-0.13979458808898926,
-0.07804775983095169,
-0.027919264510273933,
0.016749929636716843,
0.013217474333941936,
-0.06610933691263199,
-0.017729051411151886,
-0.012356508523225784,
0.020260939374566078,
0.060065679252147675,
-0.05378691107034683,
-0.016217119991779327,
-3.65160450787831e-33,
-0.040316615253686905,
0.039112403988838196,
-0.017197968438267708,
0.01504162885248661,
0.07769954949617386,
0.06563033163547516,
0.10904248803853989,
0.12064896523952484,
-0.0720466673374176,
-0.05330973118543625,
-0.05053843930363655,
0.013793622143566608,
-0.13446716964244843,
0.033303216099739075,
-0.038607653230428696,
-0.02022332325577736,
-0.017450738698244095,
-0.01898081600666046,
0.028647245839238167,
-0.005582996178418398,
0.0660148486495018,
-0.010455765761435032,
0.022923845797777176,
0.03159099817276001,
-0.01042854506522417,
-0.02654869295656681,
0.014324827119708061,
-0.004601727705448866,
-0.04338352754712105,
0.04639216512441635,
-0.07631074637174606,
0.044958192855119705,
0.0987209603190422,
-0.0048548937775194645,
0.023430032655596733,
0.029746295884251595,
0.04627331718802452,
-0.04650742560625076,
-0.07153830677270889,
-0.11737226694822311,
0.005948270671069622,
0.0028307486791163683,
-0.01546906866133213,
-0.04276585951447487,
0.05915165692567825,
-0.025207165628671646,
-0.01620282419025898,
0.037479422986507416,
0.006042586639523506,
0.016191629692912102,
-0.035631436854600906,
-0.006275930441915989,
-0.049488600343465805,
0.05874750018119812,
0.019186660647392273,
-0.04033936560153961,
0.006566301919519901,
-0.031136374920606613,
-0.022287508472800255,
0.0641261488199234,
0.014299497939646244,
-0.07609826326370239,
-0.03662015497684479,
-0.04063069075345993,
0.0840388685464859,
-0.005446898750960827,
0.00632727425545454,
-0.012905183248221874,
-0.026249585673213005,
0.0248225349932909,
-0.03146471083164215,
-0.020600760355591774,
0.06826763600111008,
-0.047501418739557266,
0.04542887955904007,
-0.011846295557916164,
0.07455693185329437,
-0.01808493211865425,
-0.011343245394527912,
0.008148365654051304,
-0.02986827678978443,
-0.037991397082805634,
-0.017324205487966537,
0.02457471936941147,
0.003016639966517687,
-0.029177764430642128,
-0.08729871362447739,
-0.08653402328491211,
-0.006368141621351242,
0.05550248920917511,
0.022326666861772537,
0.008437645621597767,
-0.031753502786159515,
-0.0690915659070015,
0.13352330029010773,
-5.9128854701384626e-8,
0.09303009510040283,
0.022864799946546555,
-0.00661539938300848,
-0.006633630953729153,
0.021384401246905327,
0.020433660596609116,
0.044840529561042786,
-0.057927604764699936,
0.022561900317668915,
-0.1675025224685669,
-0.03604188933968544,
0.0012812947388738394,
0.05430004745721817,
0.030435387045145035,
0.07233911752700806,
-0.032426781952381134,
-0.002385714091360569,
0.0013309945352375507,
-0.08622218668460846,
0.023907076567411423,
-0.013147814199328423,
0.022986358031630516,
0.050220172852277756,
-0.07837531715631485,
-0.015086425468325615,
-0.008662469685077667,
-0.020732766017317772,
-0.02280980907380581,
-0.007782155182212591,
-0.02060072310268879,
-0.03718075528740883,
0.06103214994072914,
-0.012530232779681683,
-0.001267923740670085,
-0.04382612183690071,
0.07138213515281677,
-0.042225874960422516,
0.01658737100660801,
-0.012620978988707066,
0.032542821019887924,
-0.010913643054664135,
0.058293040841817856,
-0.021198485046625137,
0.01410286407917738,
0.13450732827186584,
0.07844580709934235,
0.07494569569826126,
0.0022695160005241632,
-0.01099997665733099,
0.066926509141922,
-0.0707935094833374,
0.06651834398508072,
0.0120477844029665,
0.10809990763664246,
-0.026303227990865707,
0.02242201566696167,
0.018255075439810753,
0.04588625952601433,
0.01791190914809704,
-0.06521030515432358,
0.04865923151373863,
-0.07459148019552231,
-0.0691995844244957,
0.00434005307033658
] |
1401.4426
|
Andreas Fring
|
Sanjib Dey, Andreas Fring and Thilagarajah Mathanaranjan
|
Non-Hermitian systems of Euclidean Lie algebraic type with real
eigenvalue spectra
|
17 pages, 5 figures
|
Annals of Physics, 346 (2014) 28-41
|
10.1016/j.aop.2014.04.002
| null |
quant-ph math-ph math.MP physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study several classes of non-Hermitian Hamiltonian systems, which can be
expressed in terms of bilinear combinations of Euclidean Lie algebraic
generators. The classes are distinguished by different versions of antilinear
(PT)-symmetries exhibiting various types of qualitative behaviour. On the basis
of explicitly computed non-perturbative Dyson maps we construct metric
operators, isospectral Hermitian counterparts for which we solve the
corresponding time-independent Schroedinger equation for specific choices of
the coupling constants. In these cases general analytical expressions for the
solutions are obtained in the form of Mathieu functions, which we analyze
numerically to obtain the corresponding energy eigenspectra. We identify
regions in the parameter space for which the corresponding spectra are entirely
real and also domains where the PT symmetry is spontaneously broken and
sometimes also regained at exceptional points. In some cases it is shown
explicitly how the threshold region from real to complex spectra is
characterized by the breakdown of the Dyson maps or the metric operator. We
establish the explicit relationship to models currently under investigation in
the context of beam dynamics in optical lattices.
|
[
{
"created": "Fri, 17 Jan 2014 18:18:02 GMT",
"version": "v1"
}
] |
2014-04-29
|
[
[
"Dey",
"Sanjib",
""
],
[
"Fring",
"Andreas",
""
],
[
"Mathanaranjan",
"Thilagarajah",
""
]
] |
[
-0.07386847585439682,
-0.007562515791505575,
0.012979963794350624,
0.02949492447078228,
-0.07702145725488663,
-0.001426976639777422,
0.053870588541030884,
-0.07632042467594147,
0.019261937588453293,
-0.0704193115234375,
0.10313405096530914,
-0.06217118352651596,
-0.1293439269065857,
-0.033251915127038956,
0.06669865548610687,
0.009797398932278156,
0.027366578578948975,
0.007403762545436621,
-0.057173166424036026,
0.03308017551898956,
0.047700315713882446,
-0.014944450929760933,
-0.05911000445485115,
0.044059496372938156,
0.007214466109871864,
-0.05420979484915733,
0.06370827555656433,
0.03407377377152443,
-0.011793914251029491,
0.03295127674937248,
0.023428762331604958,
-0.051766879856586456,
-0.11063652485609055,
-0.01873445324599743,
0.020614521577954292,
0.03653537482023239,
0.06334967166185379,
0.10176903009414673,
0.018234172835946083,
-0.06036669388413429,
0.028171604499220848,
0.033629246056079865,
-0.05818626657128334,
0.04387321323156357,
-0.010649994015693665,
-0.06691984087228775,
0.030412359163165092,
-0.04699494689702988,
-0.0921311303973198,
-0.09309207648038864,
-0.05007950961589813,
0.133961021900177,
0.02894321084022522,
-0.01249354612082243,
-0.014177615754306316,
-0.03281676769256592,
0.0428200289607048,
0.07788126915693283,
0.09254775196313858,
-0.07038330286741257,
-0.006701724138110876,
0.015775484964251518,
-0.025164291262626648,
-0.04875507578253746,
0.059502262622117996,
-0.002061485545709729,
0.022919926792383194,
0.006559103261679411,
0.055643655359745026,
0.04734775796532631,
-0.06099359691143036,
-0.058748695999383926,
-0.024062419310212135,
-0.02602996490895748,
0.029510244727134705,
0.03728670999407768,
-0.01656787283718586,
0.07599885761737823,
-0.050694264471530914,
0.04889383167028427,
0.06677652150392532,
0.053786810487508774,
-0.010187449865043163,
0.035685572773218155,
-0.008579938672482967,
0.05985451117157936,
-0.084995798766613,
-0.0013283200096338987,
0.05417787283658981,
-0.08289045840501785,
-0.016029829159379005,
-0.09193269163370132,
-0.05065002664923668,
-0.03794977813959122,
0.03211039677262306,
-0.021538760513067245,
0.028634387999773026,
0.003671877318993211,
0.016768116503953934,
0.025852585211396217,
0.03506818786263466,
-0.026632821187376976,
-0.024485226720571518,
0.026936978101730347,
-0.029286861419677734,
0.00889632198959589,
-0.013904905878007412,
0.05628957971930504,
-0.033453505486249924,
0.02862030267715454,
0.06313095986843109,
-0.03453103452920914,
-0.03181939199566841,
-0.0041778674349188805,
-0.004283036105334759,
-0.06984172016382217,
0.03610670939087868,
0.06080849841237068,
0.04299509897828102,
0.051554422825574875,
0.02283131144940853,
0.007841197773814201,
0.06678967922925949,
0.03333014249801636,
0.029998503625392914,
0.030684001743793488,
-0.07955561578273773,
1.1232250761580129e-33,
0.0007127850549295545,
0.07461515069007874,
0.024858830496668816,
0.022851502522826195,
0.021494708955287933,
-0.06151648238301277,
0.0176450926810503,
-0.0063986205495893955,
-0.007613380439579487,
0.04229895398020744,
0.014295028522610664,
0.05481864884495735,
0.04050130769610405,
-0.06310364603996277,
0.016463806852698326,
0.020580925047397614,
-0.05204781889915466,
-0.03168141841888428,
0.07128961384296417,
-0.031177615746855736,
0.047162871807813644,
0.04379509016871452,
-0.020330611616373062,
0.07930459082126617,
-0.04799896851181984,
0.03461208567023277,
0.04427230730652809,
0.0371139720082283,
-0.07094535231590271,
0.008647613227367401,
0.0861610546708107,
-0.008847957476973534,
0.06866864860057831,
-0.0003188203845638782,
0.09803874045610428,
0.036654647439718246,
-0.03666064143180847,
0.026318790391087532,
0.03700751066207886,
-0.06876827031373978,
-0.09552756696939468,
-0.02922661602497101,
0.0019178399816155434,
0.07460178434848785,
0.029420942068099976,
-0.07621096074581146,
0.0493798665702343,
0.04734737053513527,
-0.014545551501214504,
-0.06845458596944809,
-0.015015067532658577,
-0.04371928423643112,
-0.04335993528366089,
0.030789636075496674,
-0.06479642540216446,
-0.026798946782946587,
0.058015741407871246,
-0.0032424021046608686,
0.0086081987246871,
0.0207133200019598,
0.04487842693924904,
-0.03289344906806946,
0.06159915030002594,
-0.0987982451915741,
-0.0028814682736992836,
-0.09762388467788696,
-0.10808359086513519,
-0.025648582726716995,
0.040246278047561646,
-0.04722517356276512,
0.012843701057136059,
0.034924231469631195,
0.01703382283449173,
0.03988414630293846,
0.1275080442428589,
-0.0374007523059845,
-0.036246493458747864,
0.01631069928407669,
-0.05232197791337967,
0.04114234820008278,
-0.05179302766919136,
-0.023479729890823364,
-0.017634619027376175,
0.09501517564058304,
-0.00996014941483736,
-0.06907854229211807,
-0.05615558475255966,
-0.03496411070227623,
-0.050991643220186234,
-0.04902585595846176,
-0.04213086515665054,
-0.011161020956933498,
-0.09003046900033951,
0.03047172911465168,
-0.011670290492475033,
-5.404349236900883e-33,
-0.003621149342507124,
0.0336601659655571,
0.01780574955046177,
0.0012387752067297697,
0.06227076053619385,
-0.04488753154873848,
-0.03494535759091377,
0.07759914547204971,
-0.0009320018580183387,
-0.08060846477746964,
-0.006009717006236315,
0.025410303846001625,
-0.075336754322052,
0.1013951450586319,
-0.016099469736218452,
0.05800463631749153,
0.06098690629005432,
-0.0622304230928421,
0.004843868315219879,
0.02540176548063755,
-0.02265053801238537,
0.016095804050564766,
0.03334276005625725,
0.00850487407296896,
-0.0222108606249094,
0.03956424072384834,
0.07656246423721313,
0.05813730135560036,
0.06712043285369873,
0.05221954360604286,
0.08729608356952667,
0.011449762620031834,
-0.04053686931729317,
0.014359564520418644,
-0.12452603876590729,
0.09251642972230911,
-0.019561421126127243,
0.04727878049015999,
-0.014092590659856796,
0.07692272961139679,
0.011975705623626709,
-0.051988787949085236,
-0.010514955967664719,
0.028161609545350075,
-0.003077770583331585,
0.01299216877669096,
0.07274840027093887,
0.05113885551691055,
-0.09121918678283691,
-0.05212424695491791,
0.024020377546548843,
0.013495469465851784,
-0.046532172709703445,
0.026537321507930756,
-0.05917726084589958,
0.018045512959361076,
0.01192652527242899,
-0.0053501250222325325,
0.04664212465286255,
-0.0048486352898180485,
-0.05896961688995361,
-0.009948438964784145,
0.09105710685253143,
0.07515721023082733,
-0.03368965908885002,
-0.0326039083302021,
0.0001841019984567538,
-0.02630523033440113,
0.0003470383817330003,
-0.012700428254902363,
-0.01419871672987938,
-0.09234312921762466,
-0.08903469890356064,
-0.06626467406749725,
-0.015798650681972504,
-0.026507070288062096,
0.015473386272788048,
-0.03384747728705406,
0.04373640567064285,
-0.046060577034950256,
-0.015949971973896027,
-0.040099214762449265,
0.01846024952828884,
0.004655141849070787,
0.0007202458218671381,
-0.006467937957495451,
-0.0006104485364630818,
-0.016095446422696114,
-0.06769949942827225,
-0.028078800067305565,
0.0860661193728447,
0.0032752943225204945,
-0.0435410812497139,
0.00872045662254095,
0.08478374034166336,
-5.498918298485478e-8,
0.11141268908977509,
-0.05851074680685997,
-0.023026498034596443,
-0.007829226553440094,
-0.021398475393652916,
-0.03144530579447746,
-0.055992238223552704,
0.017689628526568413,
0.0017456462373957038,
0.05139670521020889,
0.028237607330083847,
-0.10720580816268921,
-0.0938287302851677,
-0.0543302558362484,
-0.03000781498849392,
0.012796328403055668,
0.03756045922636986,
0.0728103369474411,
-0.06382361799478531,
-0.05967290326952934,
-0.09585826843976974,
-0.022284798324108124,
-0.0288613922894001,
-0.06691121309995651,
-0.030126243829727173,
-0.05255497246980667,
-0.07318691909313202,
-0.1306133270263672,
0.01682063564658165,
0.09753524512052536,
0.04004373401403427,
0.011497072875499725,
0.021481629461050034,
0.041464660316705704,
-0.07541133463382721,
-0.08707628399133682,
-0.0936196893453598,
-0.06304948031902313,
-0.07661144435405731,
0.016946645453572273,
-0.00030552473617717624,
0.06030147895216942,
0.006527718156576157,
0.04269109293818474,
0.05638997256755829,
0.09129516035318375,
-0.018109427765011787,
0.06801194697618484,
0.061242349445819855,
0.10881984978914261,
-0.08076541125774384,
0.009758561849594116,
-0.0016514412127435207,
-0.0703166276216507,
-0.07299794256687164,
-0.013131759129464626,
-0.040422916412353516,
-0.05055892840027809,
0.06618033349514008,
0.015286886133253574,
0.032141320407390594,
0.0366741381585598,
-0.057008177042007446,
-0.033442821353673935
] | null | null | null | null | null | null | null |
[
-0.07386847585439682,
-0.007562515791505575,
0.012979963794350624,
0.02949492447078228,
-0.07702145725488663,
-0.001426976639777422,
0.053870588541030884,
-0.07632042467594147,
0.019261937588453293,
-0.0704193115234375,
0.10313405096530914,
-0.06217118352651596,
-0.1293439269065857,
-0.033251915127038956,
0.06669865548610687,
0.009797398932278156,
0.027366578578948975,
0.007403762545436621,
-0.057173166424036026,
0.03308017551898956,
0.047700315713882446,
-0.014944450929760933,
-0.05911000445485115,
0.044059496372938156,
0.007214466109871864,
-0.05420979484915733,
0.06370827555656433,
0.03407377377152443,
-0.011793914251029491,
0.03295127674937248,
0.023428762331604958,
-0.051766879856586456,
-0.11063652485609055,
-0.01873445324599743,
0.020614521577954292,
0.03653537482023239,
0.06334967166185379,
0.10176903009414673,
0.018234172835946083,
-0.06036669388413429,
0.028171604499220848,
0.033629246056079865,
-0.05818626657128334,
0.04387321323156357,
-0.010649994015693665,
-0.06691984087228775,
0.030412359163165092,
-0.04699494689702988,
-0.0921311303973198,
-0.09309207648038864,
-0.05007950961589813,
0.133961021900177,
0.02894321084022522,
-0.01249354612082243,
-0.014177615754306316,
-0.03281676769256592,
0.0428200289607048,
0.07788126915693283,
0.09254775196313858,
-0.07038330286741257,
-0.006701724138110876,
0.015775484964251518,
-0.025164291262626648,
-0.04875507578253746,
0.059502262622117996,
-0.002061485545709729,
0.022919926792383194,
0.006559103261679411,
0.055643655359745026,
0.04734775796532631,
-0.06099359691143036,
-0.058748695999383926,
-0.024062419310212135,
-0.02602996490895748,
0.029510244727134705,
0.03728670999407768,
-0.01656787283718586,
0.07599885761737823,
-0.050694264471530914,
0.04889383167028427,
0.06677652150392532,
0.053786810487508774,
-0.010187449865043163,
0.035685572773218155,
-0.008579938672482967,
0.05985451117157936,
-0.084995798766613,
-0.0013283200096338987,
0.05417787283658981,
-0.08289045840501785,
-0.016029829159379005,
-0.09193269163370132,
-0.05065002664923668,
-0.03794977813959122,
0.03211039677262306,
-0.021538760513067245,
0.028634387999773026,
0.003671877318993211,
0.016768116503953934,
0.025852585211396217,
0.03506818786263466,
-0.026632821187376976,
-0.024485226720571518,
0.026936978101730347,
-0.029286861419677734,
0.00889632198959589,
-0.013904905878007412,
0.05628957971930504,
-0.033453505486249924,
0.02862030267715454,
0.06313095986843109,
-0.03453103452920914,
-0.03181939199566841,
-0.0041778674349188805,
-0.004283036105334759,
-0.06984172016382217,
0.03610670939087868,
0.06080849841237068,
0.04299509897828102,
0.051554422825574875,
0.02283131144940853,
0.007841197773814201,
0.06678967922925949,
0.03333014249801636,
0.029998503625392914,
0.030684001743793488,
-0.07955561578273773,
1.1232250761580129e-33,
0.0007127850549295545,
0.07461515069007874,
0.024858830496668816,
0.022851502522826195,
0.021494708955287933,
-0.06151648238301277,
0.0176450926810503,
-0.0063986205495893955,
-0.007613380439579487,
0.04229895398020744,
0.014295028522610664,
0.05481864884495735,
0.04050130769610405,
-0.06310364603996277,
0.016463806852698326,
0.020580925047397614,
-0.05204781889915466,
-0.03168141841888428,
0.07128961384296417,
-0.031177615746855736,
0.047162871807813644,
0.04379509016871452,
-0.020330611616373062,
0.07930459082126617,
-0.04799896851181984,
0.03461208567023277,
0.04427230730652809,
0.0371139720082283,
-0.07094535231590271,
0.008647613227367401,
0.0861610546708107,
-0.008847957476973534,
0.06866864860057831,
-0.0003188203845638782,
0.09803874045610428,
0.036654647439718246,
-0.03666064143180847,
0.026318790391087532,
0.03700751066207886,
-0.06876827031373978,
-0.09552756696939468,
-0.02922661602497101,
0.0019178399816155434,
0.07460178434848785,
0.029420942068099976,
-0.07621096074581146,
0.0493798665702343,
0.04734737053513527,
-0.014545551501214504,
-0.06845458596944809,
-0.015015067532658577,
-0.04371928423643112,
-0.04335993528366089,
0.030789636075496674,
-0.06479642540216446,
-0.026798946782946587,
0.058015741407871246,
-0.0032424021046608686,
0.0086081987246871,
0.0207133200019598,
0.04487842693924904,
-0.03289344906806946,
0.06159915030002594,
-0.0987982451915741,
-0.0028814682736992836,
-0.09762388467788696,
-0.10808359086513519,
-0.025648582726716995,
0.040246278047561646,
-0.04722517356276512,
0.012843701057136059,
0.034924231469631195,
0.01703382283449173,
0.03988414630293846,
0.1275080442428589,
-0.0374007523059845,
-0.036246493458747864,
0.01631069928407669,
-0.05232197791337967,
0.04114234820008278,
-0.05179302766919136,
-0.023479729890823364,
-0.017634619027376175,
0.09501517564058304,
-0.00996014941483736,
-0.06907854229211807,
-0.05615558475255966,
-0.03496411070227623,
-0.050991643220186234,
-0.04902585595846176,
-0.04213086515665054,
-0.011161020956933498,
-0.09003046900033951,
0.03047172911465168,
-0.011670290492475033,
-5.404349236900883e-33,
-0.003621149342507124,
0.0336601659655571,
0.01780574955046177,
0.0012387752067297697,
0.06227076053619385,
-0.04488753154873848,
-0.03494535759091377,
0.07759914547204971,
-0.0009320018580183387,
-0.08060846477746964,
-0.006009717006236315,
0.025410303846001625,
-0.075336754322052,
0.1013951450586319,
-0.016099469736218452,
0.05800463631749153,
0.06098690629005432,
-0.0622304230928421,
0.004843868315219879,
0.02540176548063755,
-0.02265053801238537,
0.016095804050564766,
0.03334276005625725,
0.00850487407296896,
-0.0222108606249094,
0.03956424072384834,
0.07656246423721313,
0.05813730135560036,
0.06712043285369873,
0.05221954360604286,
0.08729608356952667,
0.011449762620031834,
-0.04053686931729317,
0.014359564520418644,
-0.12452603876590729,
0.09251642972230911,
-0.019561421126127243,
0.04727878049015999,
-0.014092590659856796,
0.07692272961139679,
0.011975705623626709,
-0.051988787949085236,
-0.010514955967664719,
0.028161609545350075,
-0.003077770583331585,
0.01299216877669096,
0.07274840027093887,
0.05113885551691055,
-0.09121918678283691,
-0.05212424695491791,
0.024020377546548843,
0.013495469465851784,
-0.046532172709703445,
0.026537321507930756,
-0.05917726084589958,
0.018045512959361076,
0.01192652527242899,
-0.0053501250222325325,
0.04664212465286255,
-0.0048486352898180485,
-0.05896961688995361,
-0.009948438964784145,
0.09105710685253143,
0.07515721023082733,
-0.03368965908885002,
-0.0326039083302021,
0.0001841019984567538,
-0.02630523033440113,
0.0003470383817330003,
-0.012700428254902363,
-0.01419871672987938,
-0.09234312921762466,
-0.08903469890356064,
-0.06626467406749725,
-0.015798650681972504,
-0.026507070288062096,
0.015473386272788048,
-0.03384747728705406,
0.04373640567064285,
-0.046060577034950256,
-0.015949971973896027,
-0.040099214762449265,
0.01846024952828884,
0.004655141849070787,
0.0007202458218671381,
-0.006467937957495451,
-0.0006104485364630818,
-0.016095446422696114,
-0.06769949942827225,
-0.028078800067305565,
0.0860661193728447,
0.0032752943225204945,
-0.0435410812497139,
0.00872045662254095,
0.08478374034166336,
-5.498918298485478e-8,
0.11141268908977509,
-0.05851074680685997,
-0.023026498034596443,
-0.007829226553440094,
-0.021398475393652916,
-0.03144530579447746,
-0.055992238223552704,
0.017689628526568413,
0.0017456462373957038,
0.05139670521020889,
0.028237607330083847,
-0.10720580816268921,
-0.0938287302851677,
-0.0543302558362484,
-0.03000781498849392,
0.012796328403055668,
0.03756045922636986,
0.0728103369474411,
-0.06382361799478531,
-0.05967290326952934,
-0.09585826843976974,
-0.022284798324108124,
-0.0288613922894001,
-0.06691121309995651,
-0.030126243829727173,
-0.05255497246980667,
-0.07318691909313202,
-0.1306133270263672,
0.01682063564658165,
0.09753524512052536,
0.04004373401403427,
0.011497072875499725,
0.021481629461050034,
0.041464660316705704,
-0.07541133463382721,
-0.08707628399133682,
-0.0936196893453598,
-0.06304948031902313,
-0.07661144435405731,
0.016946645453572273,
-0.00030552473617717624,
0.06030147895216942,
0.006527718156576157,
0.04269109293818474,
0.05638997256755829,
0.09129516035318375,
-0.018109427765011787,
0.06801194697618484,
0.061242349445819855,
0.10881984978914261,
-0.08076541125774384,
0.009758561849594116,
-0.0016514412127435207,
-0.0703166276216507,
-0.07299794256687164,
-0.013131759129464626,
-0.040422916412353516,
-0.05055892840027809,
0.06618033349514008,
0.015286886133253574,
0.032141320407390594,
0.0366741381585598,
-0.057008177042007446,
-0.033442821353673935
] |
1401.4428
|
Jeremy Hoskins
|
Anna C. Gilbert, Jeremy G. Hoskins, John C. Schotland
|
Diffuse Scattering on Graphs
| null | null | null | null |
math.CO cs.DM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We formulate and analyze difference equations on graphs analogous to
time-independent diffusion equations arising in the study of diffuse scattering
in continuous media. Moreover, we show how to construct solutions in the
presence of weak scatterers from the solution to the homogeneous (background
problem) using Born series, providing necessary conditions for convergence and
demonstrating the process through numerous examples. In addition, we outline a
method for finding Green's functions for Cayley graphs for both abelian and
non-abelian groups. Finally, we conclude with a discussion of the effects of
sparsity on our method and results, outlining the simplifications that can be
made provided that the scatterers are weak and well-separated.
|
[
{
"created": "Fri, 17 Jan 2014 18:30:19 GMT",
"version": "v1"
},
{
"created": "Tue, 1 Nov 2016 20:12:43 GMT",
"version": "v2"
}
] |
2016-11-03
|
[
[
"Gilbert",
"Anna C.",
""
],
[
"Hoskins",
"Jeremy G.",
""
],
[
"Schotland",
"John C.",
""
]
] |
[
-0.025470301508903503,
-0.01342001836746931,
0.07410635054111481,
0.060652054846286774,
0.05701499432325363,
-0.039472002536058426,
0.04152347519993782,
-0.07402433454990387,
0.0010387260699644685,
-0.0387224517762661,
0.08961112052202225,
-0.021381007507443428,
-0.049118801951408386,
0.03285638242959976,
0.07617048174142838,
-0.013412603177130222,
-0.0979650467634201,
-0.029246248304843903,
-0.051078423857688904,
0.008150606416165829,
-0.06263042986392975,
-0.02232884056866169,
-0.07505866885185242,
0.033569108694791794,
0.027957206591963768,
-0.0363946259021759,
0.03709467127919197,
0.03639732673764229,
0.06267525255680084,
-0.004397714510560036,
0.07380073517560959,
-0.024175040423870087,
-0.07678689807653427,
0.030366992577910423,
-0.07796064019203186,
-0.00028038054006174207,
-0.0016181153478100896,
-0.02267984300851822,
-0.03247162699699402,
0.018056098371744156,
0.01773681305348873,
0.08676804602146149,
-0.017899857833981514,
0.068150594830513,
0.01540203858166933,
-0.020563097670674324,
-0.006537578999996185,
0.024337561801075935,
-0.018872477114200592,
-0.02257409691810608,
-0.004421137738972902,
-0.010325660929083824,
-0.06272836029529572,
-0.005037369206547737,
0.07551228255033493,
-0.05524570494890213,
-0.011393717490136623,
-0.026157153770327568,
0.054114360362291336,
-0.05402922257781029,
0.020765220746397972,
-0.0069883898831903934,
0.029078051447868347,
-0.01787010207772255,
0.04659591242671013,
0.04605508968234062,
0.08538945764303207,
0.020214172080159187,
0.03321005031466484,
0.10772907733917236,
-0.046304356306791306,
0.05401422083377838,
-0.0017113223439082503,
-0.00881166197359562,
0.0013962076045572758,
0.04227527230978012,
-0.012223810888826847,
0.06702092289924622,
-0.08489032089710236,
-0.0238464567810297,
0.04337780550122261,
-0.03927908465266228,
-0.03554537147283554,
-0.03300090879201889,
-0.0118899866938591,
0.03256332874298096,
-0.06170942261815071,
0.02249416895210743,
-0.09619598090648651,
-0.07601138949394226,
-0.031463928520679474,
0.04839535057544708,
-0.053734906017780304,
-0.01999151147902012,
-0.09865899384021759,
-0.025040356442332268,
0.08032340556383133,
0.03611799329519272,
0.07052930444478989,
0.068610779941082,
0.005061033647507429,
-0.16066917777061462,
0.0513707771897316,
0.05032767355442047,
-0.0023247054778039455,
0.005769110284745693,
-0.04019381105899811,
-0.01434217020869255,
-0.09129490703344345,
0.028274737298488617,
-0.014230945147573948,
-0.01894778572022915,
-0.030039560049772263,
0.1548164188861847,
-0.02868720144033432,
-0.09385056048631668,
0.05746670067310333,
-0.024707332253456116,
0.11279251426458359,
-0.03466448187828064,
0.092405766248703,
0.03840353339910507,
-0.11402150988578796,
-0.03888489678502083,
-0.018800998106598854,
-0.04301254823803902,
0.007754746824502945,
-5.268027065200526e-34,
0.0271444171667099,
-0.03522394970059395,
-0.01771734654903412,
-0.03804999217391014,
0.10570505261421204,
-0.04587024077773094,
-0.013588866218924522,
0.02685711532831192,
0.025730334222316742,
0.029724696651101112,
-0.08883247524499893,
0.10957027971744537,
-0.01358023937791586,
-0.011365854181349277,
0.012696736492216587,
-0.008518343791365623,
-0.0007547752466052771,
0.008072666823863983,
0.07339697331190109,
-0.04620727524161339,
0.0293861236423254,
-0.01937062293291092,
-0.014850563369691372,
0.04369206354022026,
0.03532111272215843,
-0.016324928030371666,
-0.015102163888514042,
-0.08346669375896454,
0.047358885407447815,
-0.01164194755256176,
-0.08334553241729736,
0.05210667848587036,
-0.01989166811108589,
0.09105941653251648,
0.03435632959008217,
0.02248448133468628,
-0.07286232709884644,
-0.022571731358766556,
0.024491360411047935,
0.026707353070378304,
-0.05124840885400772,
0.03275633230805397,
0.029471512883901596,
-0.0024515653494745493,
-0.02629014104604721,
0.08006644994020462,
-0.02997441776096821,
-0.03654278442263603,
0.024076253175735474,
0.032305341213941574,
-0.05323104187846184,
-0.04727039858698845,
-0.07659471780061722,
-0.06461306661367416,
0.005688964389264584,
-0.00768054835498333,
0.03667382150888443,
0.028948908671736717,
-0.02946064993739128,
-0.07296033948659897,
0.09421222656965256,
0.018990734592080116,
0.017805753275752068,
-0.02797883003950119,
-0.0010738575365394354,
-0.03290236368775368,
-0.094429612159729,
0.08613210171461105,
0.04614942893385887,
-0.07274521142244339,
-0.011326365172863007,
0.08855438232421875,
-0.034123484045267105,
-0.06999967247247696,
0.08558700233697891,
-0.07126092910766602,
0.014330594800412655,
-0.03546472638845444,
-0.06050144508481026,
0.027166329324245453,
-0.0819384753704071,
-0.0680830329656601,
-0.007934476248919964,
-0.06844836473464966,
-0.10135468095541,
-0.04104406014084816,
0.002667428459972143,
0.05817035213112831,
-0.03987409919500351,
-0.04408860579133034,
-0.030596714466810226,
0.021770671010017395,
0.037421416491270065,
-0.010479611344635487,
0.0767664983868599,
-2.2074288826565107e-33,
0.021081745624542236,
0.10329410433769226,
0.07921584695577621,
0.07677649706602097,
-0.007300451397895813,
-0.019429422914981842,
0.0272563137114048,
0.06092704087495804,
0.024420151486992836,
0.024293646216392517,
-0.029853930696845055,
0.03173789009451866,
-0.04864669591188431,
0.011204766109585762,
-0.06279557943344116,
-0.0462222583591938,
0.02963348850607872,
0.0045266468077898026,
-0.03951673209667206,
-0.01946517452597618,
-0.1225975900888443,
0.06229941546916962,
0.10574290156364441,
-0.08048328757286072,
-0.0016748604830354452,
-0.015525280497968197,
-0.0020800894126296043,
0.03713139519095421,
-0.006403543055057526,
-0.021771235391497612,
0.026284310966730118,
-0.05720045045018196,
0.009975697845220566,
-0.12357886135578156,
0.01912112720310688,
0.015151905827224255,
0.04189455136656761,
0.02885674312710762,
0.0485742948949337,
0.043314699083566666,
0.024789519608020782,
-0.004885811358690262,
0.024451741948723793,
0.09632406383752823,
-0.030478518456220627,
0.06145978346467018,
0.04438843950629234,
-0.04658939689397812,
-0.05232282355427742,
0.011486097238957882,
0.04653681442141533,
0.04840144142508507,
0.02523658238351345,
-0.02612786740064621,
-0.023700542747974396,
0.07767467200756073,
0.10884798318147659,
-0.04282159358263016,
-0.08924398571252823,
-0.025172360241413116,
-0.048066504299640656,
-0.05076245963573456,
0.02782435156404972,
-0.05260825157165527,
-0.011375807225704193,
0.015756666660308838,
-0.10397199541330338,
-0.0655888095498085,
0.03362850099802017,
0.08298780024051666,
0.054260291159152985,
-0.05507780611515045,
-0.05078597739338875,
-0.04217664897441864,
0.024204662069678307,
-0.037238940596580505,
-0.025488315150141716,
-0.02822152152657509,
-0.05684025213122368,
-0.011322707869112492,
-0.06707814335823059,
0.026423286646604538,
-0.0002602038730401546,
-0.0059281000867486,
-0.023086300119757652,
-0.0799747034907341,
-0.026751535013318062,
-0.04114973172545433,
-0.026410240679979324,
-0.0011980478884652257,
0.11022180318832397,
-0.0022310621570795774,
0.07157794386148453,
0.0004345779598224908,
0.0400141142308712,
-4.5469363385564066e-8,
-0.04776373505592346,
-0.018058281391859055,
-0.06339680403470993,
-0.05910707637667656,
0.10717266798019409,
-0.038919344544410706,
0.005042579956352711,
0.017925411462783813,
0.07997572422027588,
0.07836150377988815,
0.0009445024188607931,
-0.01972317509353161,
-0.0157181229442358,
-0.008518598042428493,
0.013133248314261436,
0.044331129640340805,
-0.0023751279804855585,
-0.04789236932992935,
-0.015365634113550186,
-0.03208615258336067,
-0.10072087496519089,
-0.02151901088654995,
-0.0555555559694767,
0.09222404658794403,
-0.01712070405483246,
0.07004013657569885,
-0.0031894424464553595,
-0.12036281079053879,
0.0035646972246468067,
0.05919289216399193,
0.004229698795825243,
0.022996466606855392,
0.002853169571608305,
0.06152069941163063,
-0.018109429627656937,
0.05094020441174507,
0.045915257185697556,
0.035730697214603424,
-0.09895773231983185,
-0.02352106012403965,
-0.020125163719058037,
0.04657457768917084,
-0.028583763167262077,
0.01745421625673771,
0.06919680535793304,
-0.0388248972594738,
0.01515407394617796,
0.05889170616865158,
-0.0018155347788706422,
0.03389755263924599,
0.037823308259248734,
-0.02550668641924858,
-0.049363985657691956,
0.034714750945568085,
0.080558180809021,
-0.07335907965898514,
0.001983213471248746,
0.0019669360481202602,
0.044810909777879715,
0.0008555345120839775,
-0.019208548590540886,
0.03464673087000847,
0.04837929457426071,
0.08418241888284683
] | null | null | null | null | null | null | null |
[
-0.025470301508903503,
-0.01342001836746931,
0.07410635054111481,
0.060652054846286774,
0.05701499432325363,
-0.039472002536058426,
0.04152347519993782,
-0.07402433454990387,
0.0010387260699644685,
-0.0387224517762661,
0.08961112052202225,
-0.021381007507443428,
-0.049118801951408386,
0.03285638242959976,
0.07617048174142838,
-0.013412603177130222,
-0.0979650467634201,
-0.029246248304843903,
-0.051078423857688904,
0.008150606416165829,
-0.06263042986392975,
-0.02232884056866169,
-0.07505866885185242,
0.033569108694791794,
0.027957206591963768,
-0.0363946259021759,
0.03709467127919197,
0.03639732673764229,
0.06267525255680084,
-0.004397714510560036,
0.07380073517560959,
-0.024175040423870087,
-0.07678689807653427,
0.030366992577910423,
-0.07796064019203186,
-0.00028038054006174207,
-0.0016181153478100896,
-0.02267984300851822,
-0.03247162699699402,
0.018056098371744156,
0.01773681305348873,
0.08676804602146149,
-0.017899857833981514,
0.068150594830513,
0.01540203858166933,
-0.020563097670674324,
-0.006537578999996185,
0.024337561801075935,
-0.018872477114200592,
-0.02257409691810608,
-0.004421137738972902,
-0.010325660929083824,
-0.06272836029529572,
-0.005037369206547737,
0.07551228255033493,
-0.05524570494890213,
-0.011393717490136623,
-0.026157153770327568,
0.054114360362291336,
-0.05402922257781029,
0.020765220746397972,
-0.0069883898831903934,
0.029078051447868347,
-0.01787010207772255,
0.04659591242671013,
0.04605508968234062,
0.08538945764303207,
0.020214172080159187,
0.03321005031466484,
0.10772907733917236,
-0.046304356306791306,
0.05401422083377838,
-0.0017113223439082503,
-0.00881166197359562,
0.0013962076045572758,
0.04227527230978012,
-0.012223810888826847,
0.06702092289924622,
-0.08489032089710236,
-0.0238464567810297,
0.04337780550122261,
-0.03927908465266228,
-0.03554537147283554,
-0.03300090879201889,
-0.0118899866938591,
0.03256332874298096,
-0.06170942261815071,
0.02249416895210743,
-0.09619598090648651,
-0.07601138949394226,
-0.031463928520679474,
0.04839535057544708,
-0.053734906017780304,
-0.01999151147902012,
-0.09865899384021759,
-0.025040356442332268,
0.08032340556383133,
0.03611799329519272,
0.07052930444478989,
0.068610779941082,
0.005061033647507429,
-0.16066917777061462,
0.0513707771897316,
0.05032767355442047,
-0.0023247054778039455,
0.005769110284745693,
-0.04019381105899811,
-0.01434217020869255,
-0.09129490703344345,
0.028274737298488617,
-0.014230945147573948,
-0.01894778572022915,
-0.030039560049772263,
0.1548164188861847,
-0.02868720144033432,
-0.09385056048631668,
0.05746670067310333,
-0.024707332253456116,
0.11279251426458359,
-0.03466448187828064,
0.092405766248703,
0.03840353339910507,
-0.11402150988578796,
-0.03888489678502083,
-0.018800998106598854,
-0.04301254823803902,
0.007754746824502945,
-5.268027065200526e-34,
0.0271444171667099,
-0.03522394970059395,
-0.01771734654903412,
-0.03804999217391014,
0.10570505261421204,
-0.04587024077773094,
-0.013588866218924522,
0.02685711532831192,
0.025730334222316742,
0.029724696651101112,
-0.08883247524499893,
0.10957027971744537,
-0.01358023937791586,
-0.011365854181349277,
0.012696736492216587,
-0.008518343791365623,
-0.0007547752466052771,
0.008072666823863983,
0.07339697331190109,
-0.04620727524161339,
0.0293861236423254,
-0.01937062293291092,
-0.014850563369691372,
0.04369206354022026,
0.03532111272215843,
-0.016324928030371666,
-0.015102163888514042,
-0.08346669375896454,
0.047358885407447815,
-0.01164194755256176,
-0.08334553241729736,
0.05210667848587036,
-0.01989166811108589,
0.09105941653251648,
0.03435632959008217,
0.02248448133468628,
-0.07286232709884644,
-0.022571731358766556,
0.024491360411047935,
0.026707353070378304,
-0.05124840885400772,
0.03275633230805397,
0.029471512883901596,
-0.0024515653494745493,
-0.02629014104604721,
0.08006644994020462,
-0.02997441776096821,
-0.03654278442263603,
0.024076253175735474,
0.032305341213941574,
-0.05323104187846184,
-0.04727039858698845,
-0.07659471780061722,
-0.06461306661367416,
0.005688964389264584,
-0.00768054835498333,
0.03667382150888443,
0.028948908671736717,
-0.02946064993739128,
-0.07296033948659897,
0.09421222656965256,
0.018990734592080116,
0.017805753275752068,
-0.02797883003950119,
-0.0010738575365394354,
-0.03290236368775368,
-0.094429612159729,
0.08613210171461105,
0.04614942893385887,
-0.07274521142244339,
-0.011326365172863007,
0.08855438232421875,
-0.034123484045267105,
-0.06999967247247696,
0.08558700233697891,
-0.07126092910766602,
0.014330594800412655,
-0.03546472638845444,
-0.06050144508481026,
0.027166329324245453,
-0.0819384753704071,
-0.0680830329656601,
-0.007934476248919964,
-0.06844836473464966,
-0.10135468095541,
-0.04104406014084816,
0.002667428459972143,
0.05817035213112831,
-0.03987409919500351,
-0.04408860579133034,
-0.030596714466810226,
0.021770671010017395,
0.037421416491270065,
-0.010479611344635487,
0.0767664983868599,
-2.2074288826565107e-33,
0.021081745624542236,
0.10329410433769226,
0.07921584695577621,
0.07677649706602097,
-0.007300451397895813,
-0.019429422914981842,
0.0272563137114048,
0.06092704087495804,
0.024420151486992836,
0.024293646216392517,
-0.029853930696845055,
0.03173789009451866,
-0.04864669591188431,
0.011204766109585762,
-0.06279557943344116,
-0.0462222583591938,
0.02963348850607872,
0.0045266468077898026,
-0.03951673209667206,
-0.01946517452597618,
-0.1225975900888443,
0.06229941546916962,
0.10574290156364441,
-0.08048328757286072,
-0.0016748604830354452,
-0.015525280497968197,
-0.0020800894126296043,
0.03713139519095421,
-0.006403543055057526,
-0.021771235391497612,
0.026284310966730118,
-0.05720045045018196,
0.009975697845220566,
-0.12357886135578156,
0.01912112720310688,
0.015151905827224255,
0.04189455136656761,
0.02885674312710762,
0.0485742948949337,
0.043314699083566666,
0.024789519608020782,
-0.004885811358690262,
0.024451741948723793,
0.09632406383752823,
-0.030478518456220627,
0.06145978346467018,
0.04438843950629234,
-0.04658939689397812,
-0.05232282355427742,
0.011486097238957882,
0.04653681442141533,
0.04840144142508507,
0.02523658238351345,
-0.02612786740064621,
-0.023700542747974396,
0.07767467200756073,
0.10884798318147659,
-0.04282159358263016,
-0.08924398571252823,
-0.025172360241413116,
-0.048066504299640656,
-0.05076245963573456,
0.02782435156404972,
-0.05260825157165527,
-0.011375807225704193,
0.015756666660308838,
-0.10397199541330338,
-0.0655888095498085,
0.03362850099802017,
0.08298780024051666,
0.054260291159152985,
-0.05507780611515045,
-0.05078597739338875,
-0.04217664897441864,
0.024204662069678307,
-0.037238940596580505,
-0.025488315150141716,
-0.02822152152657509,
-0.05684025213122368,
-0.011322707869112492,
-0.06707814335823059,
0.026423286646604538,
-0.0002602038730401546,
-0.0059281000867486,
-0.023086300119757652,
-0.0799747034907341,
-0.026751535013318062,
-0.04114973172545433,
-0.026410240679979324,
-0.0011980478884652257,
0.11022180318832397,
-0.0022310621570795774,
0.07157794386148453,
0.0004345779598224908,
0.0400141142308712,
-4.5469363385564066e-8,
-0.04776373505592346,
-0.018058281391859055,
-0.06339680403470993,
-0.05910707637667656,
0.10717266798019409,
-0.038919344544410706,
0.005042579956352711,
0.017925411462783813,
0.07997572422027588,
0.07836150377988815,
0.0009445024188607931,
-0.01972317509353161,
-0.0157181229442358,
-0.008518598042428493,
0.013133248314261436,
0.044331129640340805,
-0.0023751279804855585,
-0.04789236932992935,
-0.015365634113550186,
-0.03208615258336067,
-0.10072087496519089,
-0.02151901088654995,
-0.0555555559694767,
0.09222404658794403,
-0.01712070405483246,
0.07004013657569885,
-0.0031894424464553595,
-0.12036281079053879,
0.0035646972246468067,
0.05919289216399193,
0.004229698795825243,
0.022996466606855392,
0.002853169571608305,
0.06152069941163063,
-0.018109429627656937,
0.05094020441174507,
0.045915257185697556,
0.035730697214603424,
-0.09895773231983185,
-0.02352106012403965,
-0.020125163719058037,
0.04657457768917084,
-0.028583763167262077,
0.01745421625673771,
0.06919680535793304,
-0.0388248972594738,
0.01515407394617796,
0.05889170616865158,
-0.0018155347788706422,
0.03389755263924599,
0.037823308259248734,
-0.02550668641924858,
-0.049363985657691956,
0.034714750945568085,
0.080558180809021,
-0.07335907965898514,
0.001983213471248746,
0.0019669360481202602,
0.044810909777879715,
0.0008555345120839775,
-0.019208548590540886,
0.03464673087000847,
0.04837929457426071,
0.08418241888284683
] |
1401.4436
|
Muhammad Arshad Ul Abedin
|
Muhammad Arshad Ul Abedin, Vincent Ng, Latifur Khan
|
Cause Identification from Aviation Safety Incident Reports via Weakly
Supervised Semantic Lexicon Construction
| null |
Journal Of Artificial Intelligence Research, Volume 38, pages
569-631, 2010
|
10.1613/jair.2986
| null |
cs.CL cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Aviation Safety Reporting System collects voluntarily submitted reports
on aviation safety incidents to facilitate research work aiming to reduce such
incidents. To effectively reduce these incidents, it is vital to accurately
identify why these incidents occurred. More precisely, given a set of possible
causes, or shaping factors, this task of cause identification involves
identifying all and only those shaping factors that are responsible for the
incidents described in a report. We investigate two approaches to cause
identification. Both approaches exploit information provided by a semantic
lexicon, which is automatically constructed via Thelen and Riloffs Basilisk
framework augmented with our linguistic and algorithmic modifications. The
first approach labels a report using a simple heuristic, which looks for the
words and phrases acquired during the semantic lexicon learning process in the
report. The second approach recasts cause identification as a text
classification problem, employing supervised and transductive text
classification algorithms to learn models from incident reports labeled with
shaping factors and using the models to label unseen reports. Our experiments
show that both the heuristic-based approach and the learning-based approach
(when given sufficient training data) outperform the baseline system
significantly.
|
[
{
"created": "Thu, 16 Jan 2014 04:53:44 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Abedin",
"Muhammad Arshad Ul",
""
],
[
"Ng",
"Vincent",
""
],
[
"Khan",
"Latifur",
""
]
] |
[
0.05162793770432472,
0.02333558164536953,
-0.02890685386955738,
0.07519497722387314,
0.0974312424659729,
0.05105854570865631,
0.05934269353747368,
0.026812244206666946,
-0.05165574699640274,
0.045028481632471085,
-0.0030652740970253944,
-0.031565237790346146,
0.05434216931462288,
0.08785539865493774,
-0.010844234377145767,
0.0031803324818611145,
0.026337480172514915,
0.0360042005777359,
-0.11234873533248901,
-0.03745453804731369,
0.06863616406917572,
0.14624811708927155,
0.04119839891791344,
0.06021200492978096,
-0.05929408222436905,
0.014163009822368622,
0.024063779041171074,
0.052167896181344986,
0.013474716804921627,
-0.004418661352247,
0.05692296475172043,
0.03270169347524643,
-0.03322458639740944,
0.01482004951685667,
0.028227373957633972,
0.005105472169816494,
-0.021751638501882553,
0.06888198107481003,
-0.024262893944978714,
0.003886793041601777,
-0.08169545233249664,
-0.10390076786279678,
-0.021527286618947983,
0.0825081542134285,
-0.013260314241051674,
0.03987541422247887,
-0.04850862920284271,
0.04569670557975769,
-0.006435234099626541,
0.03924284875392914,
-0.09361806511878967,
-0.016261711716651917,
0.02802017331123352,
-0.013065683655440807,
-0.05228057876229286,
-0.02508852817118168,
-0.00863705761730671,
-0.024512022733688354,
-0.07785443961620331,
-0.09489224851131439,
-0.054295510053634644,
-0.07890443503856659,
0.031898483633995056,
-0.0019308006158098578,
-0.026972085237503052,
0.027549080550670624,
-0.02906917780637741,
0.007740749511867762,
0.05062573403120041,
0.0359160453081131,
0.006288271397352219,
0.10220567137002945,
0.030225422233343124,
0.07944665104150772,
-0.01011416595429182,
0.07166524231433868,
0.014418755657970905,
0.01695094257593155,
0.0016159263905137777,
-0.030598727986216545,
0.006990691646933556,
0.0397707000374794,
0.027612410485744476,
0.10596314072608948,
0.1117532029747963,
-0.026597503572702408,
0.05513765290379524,
0.04139577969908714,
-0.04174385964870453,
0.0421428382396698,
-0.04511850327253342,
-0.04969696328043938,
0.16666686534881592,
-0.03606882691383362,
-0.03378045931458473,
0.0009824080625548959,
-0.09186501055955887,
-0.06479310989379883,
0.06444807350635529,
0.03733298182487488,
0.059796322137117386,
0.053732700645923615,
0.01315806619822979,
-0.011574344709515572,
-0.05561940744519234,
-0.0336606428027153,
0.016335029155015945,
-0.04346690699458122,
0.04791296273469925,
-0.06301996856927872,
0.01139225997030735,
0.09951099753379822,
-0.0341799221932888,
-0.12706097960472107,
0.020008116960525513,
0.018144983798265457,
-0.053519293665885925,
0.03135830536484718,
0.010223181918263435,
0.04389334097504616,
-0.04921657592058182,
0.026006922125816345,
0.025002311915159225,
0.04186495393514633,
-0.03221095725893974,
-0.023888105526566505,
-0.037674885243177414,
5.206247949402603e-34,
0.027886275202035904,
0.025132955983281136,
-0.04789544641971588,
0.025995709002017975,
0.013867635279893875,
-0.06319960206747055,
-0.12346447259187698,
0.014361017383635044,
0.05836060270667076,
0.005865088198333979,
-0.02541740983724594,
0.03889704868197441,
0.04916204512119293,
-0.038978513330221176,
0.05019966885447502,
-0.042754869908094406,
-0.0763983279466629,
0.07699280232191086,
-0.09768004715442657,
-0.09474527090787888,
-0.02026304602622986,
-0.058454159647226334,
0.035333096981048584,
-0.006121434271335602,
-0.012963145971298218,
0.016273992136120796,
0.025082096457481384,
-0.03626590967178345,
-0.007467150688171387,
0.03327382355928421,
-0.014711759984493256,
0.007911181077361107,
0.053746603429317474,
-0.010923510417342186,
0.05369341000914574,
-0.04174496978521347,
-0.04213607683777809,
-0.03742814064025879,
0.008584150113165379,
-0.007404580246657133,
-0.14079032838344574,
0.012632562778890133,
-0.006293656770139933,
-0.008917347528040409,
0.007513443008065224,
0.00003793330324697308,
-0.08668933063745499,
-0.006017678417265415,
0.00918952003121376,
-0.0490475632250309,
0.0438934862613678,
-0.049292221665382385,
0.07403713464736938,
0.014842679724097252,
-0.03264416754245758,
0.04375207796692848,
0.05063655599951744,
-0.0336538627743721,
0.0038638280238956213,
-0.013770456425845623,
-0.023621365427970886,
0.088285431265831,
-0.002224210649728775,
0.05582106113433838,
0.05110407620668411,
-0.004701790865510702,
0.08041659742593765,
0.05349982902407646,
0.022128816694021225,
-0.010224169120192528,
-0.03879382088780403,
0.07240027189254761,
-0.050127413123846054,
0.0016707972390577197,
-0.03297761455178261,
-0.013716282323002815,
0.04005344584584236,
-0.057716839015483856,
-0.04253343120217323,
0.06461437791585922,
-0.013835448771715164,
-0.012459680438041687,
0.07671317458152771,
-0.07412397861480713,
-0.015882905572652817,
-0.06497979164123535,
0.05451369658112526,
-0.03099570982158184,
-0.01485722791403532,
0.03373006358742714,
-0.08158543705940247,
0.04195919632911682,
-0.0023236244451254606,
0.05110006406903267,
-0.004411886911839247,
-1.4197175367075222e-34,
-0.062346264719963074,
-0.06277170032262802,
-0.05497618019580841,
-0.022120589390397072,
-0.051771149039268494,
-0.06669235229492188,
-0.033652953803539276,
-0.002369923982769251,
0.049621861428022385,
-0.01889648661017418,
-0.08444929867982864,
-0.06952472031116486,
-0.011066140606999397,
-0.027654951438307762,
0.0021110032685101032,
-0.013726861216127872,
0.02361426316201687,
0.0773380920290947,
0.011541685089468956,
0.10065058618783951,
0.007516215555369854,
0.07410185039043427,
-0.1164712905883789,
-0.03219396248459816,
-0.059265296906232834,
0.019671257585287094,
0.06796894967556,
0.08149043470621109,
-0.01987321674823761,
-0.018569104373455048,
-0.004871536046266556,
0.024519918486475945,
-0.011421198025345802,
0.0385625995695591,
-0.10105595737695694,
-0.007866506464779377,
0.057378605008125305,
-0.07987471669912338,
-0.04682924225926399,
-0.015443061478435993,
0.023878801614046097,
0.08973538875579834,
-0.1036122739315033,
-0.04567737877368927,
-0.04163501039147377,
-0.11316647380590439,
-0.05593156814575195,
0.011769012548029423,
0.016335295513272285,
-0.0383567176759243,
-0.008670182898640633,
-0.05678790062665939,
-0.06117807701230049,
0.050409864634275436,
-0.007472529076039791,
-0.03015654720366001,
0.036310818046331406,
-0.07558654993772507,
-0.030472012236714363,
0.005659604445099831,
-0.02567645162343979,
0.07555753737688065,
0.0381607785820961,
0.01687714271247387,
0.03222743794322014,
-0.1011698916554451,
-0.04219060018658638,
-0.005936356261372566,
-0.016543321311473846,
-0.015733228996396065,
0.018141672015190125,
0.07047081738710403,
-0.01904786005616188,
0.020167892798781395,
-0.030307821929454803,
-0.030618075281381607,
-0.03377089649438858,
-0.0017727853264659643,
-0.11503663659095764,
0.009038210846483707,
0.11319919675588608,
-0.04240721836686134,
0.05805865675210953,
0.11062043905258179,
-0.018774764612317085,
0.09210581332445145,
0.07402582466602325,
0.05323119834065437,
0.08219344168901443,
0.004161466844379902,
-0.02245400846004486,
0.01601106859743595,
-0.01765540987253189,
0.0992416962981224,
-0.008572793565690517,
-4.0446309412800474e-8,
-0.038198553025722504,
0.04362829774618149,
-0.06195239722728729,
0.05364886671304703,
0.029469972476363182,
-0.033276837319135666,
-0.04075584560632706,
0.011121022514998913,
-0.08132974058389664,
-0.13185566663742065,
0.04606770724058151,
-0.007258204277604818,
-0.04999519884586334,
-0.002399428514763713,
-0.01890052668750286,
0.02042849175632,
0.002724296413362026,
0.04438706859946251,
-0.004919546656310558,
0.017836732789874077,
0.020946646109223366,
0.02505035325884819,
0.001713646692223847,
0.01891121082007885,
0.047346554696559906,
-0.06047537177801132,
-0.0018774353666231036,
-0.03605015575885773,
0.06783044338226318,
-0.028623288497328758,
-0.0592745803296566,
0.010740972124040127,
-0.04711848497390747,
-0.01179356686770916,
0.0587833896279335,
0.09997779130935669,
0.08090033382177353,
-0.064120352268219,
-0.06390794366598129,
0.005081432871520519,
0.04568641632795334,
0.09617826342582703,
0.021334344521164894,
0.04852858930826187,
0.013922885991632938,
-0.004518662579357624,
-0.04931615665555,
-0.04431873932480812,
0.03190445899963379,
-0.03135910630226135,
0.015799712389707565,
-0.017663778737187386,
0.03043605014681816,
0.09693267941474915,
0.014835494570434093,
0.04117128252983093,
-0.005280397832393646,
0.01751433126628399,
-0.024884801357984543,
-0.0070421346463263035,
0.0620429627597332,
0.07833176106214523,
0.051303431391716,
0.04718712344765663
] | null | null | null | null | null | null | null |
[
0.05162793770432472,
0.02333558164536953,
-0.02890685386955738,
0.07519497722387314,
0.0974312424659729,
0.05105854570865631,
0.05934269353747368,
0.026812244206666946,
-0.05165574699640274,
0.045028481632471085,
-0.0030652740970253944,
-0.031565237790346146,
0.05434216931462288,
0.08785539865493774,
-0.010844234377145767,
0.0031803324818611145,
0.026337480172514915,
0.0360042005777359,
-0.11234873533248901,
-0.03745453804731369,
0.06863616406917572,
0.14624811708927155,
0.04119839891791344,
0.06021200492978096,
-0.05929408222436905,
0.014163009822368622,
0.024063779041171074,
0.052167896181344986,
0.013474716804921627,
-0.004418661352247,
0.05692296475172043,
0.03270169347524643,
-0.03322458639740944,
0.01482004951685667,
0.028227373957633972,
0.005105472169816494,
-0.021751638501882553,
0.06888198107481003,
-0.024262893944978714,
0.003886793041601777,
-0.08169545233249664,
-0.10390076786279678,
-0.021527286618947983,
0.0825081542134285,
-0.013260314241051674,
0.03987541422247887,
-0.04850862920284271,
0.04569670557975769,
-0.006435234099626541,
0.03924284875392914,
-0.09361806511878967,
-0.016261711716651917,
0.02802017331123352,
-0.013065683655440807,
-0.05228057876229286,
-0.02508852817118168,
-0.00863705761730671,
-0.024512022733688354,
-0.07785443961620331,
-0.09489224851131439,
-0.054295510053634644,
-0.07890443503856659,
0.031898483633995056,
-0.0019308006158098578,
-0.026972085237503052,
0.027549080550670624,
-0.02906917780637741,
0.007740749511867762,
0.05062573403120041,
0.0359160453081131,
0.006288271397352219,
0.10220567137002945,
0.030225422233343124,
0.07944665104150772,
-0.01011416595429182,
0.07166524231433868,
0.014418755657970905,
0.01695094257593155,
0.0016159263905137777,
-0.030598727986216545,
0.006990691646933556,
0.0397707000374794,
0.027612410485744476,
0.10596314072608948,
0.1117532029747963,
-0.026597503572702408,
0.05513765290379524,
0.04139577969908714,
-0.04174385964870453,
0.0421428382396698,
-0.04511850327253342,
-0.04969696328043938,
0.16666686534881592,
-0.03606882691383362,
-0.03378045931458473,
0.0009824080625548959,
-0.09186501055955887,
-0.06479310989379883,
0.06444807350635529,
0.03733298182487488,
0.059796322137117386,
0.053732700645923615,
0.01315806619822979,
-0.011574344709515572,
-0.05561940744519234,
-0.0336606428027153,
0.016335029155015945,
-0.04346690699458122,
0.04791296273469925,
-0.06301996856927872,
0.01139225997030735,
0.09951099753379822,
-0.0341799221932888,
-0.12706097960472107,
0.020008116960525513,
0.018144983798265457,
-0.053519293665885925,
0.03135830536484718,
0.010223181918263435,
0.04389334097504616,
-0.04921657592058182,
0.026006922125816345,
0.025002311915159225,
0.04186495393514633,
-0.03221095725893974,
-0.023888105526566505,
-0.037674885243177414,
5.206247949402603e-34,
0.027886275202035904,
0.025132955983281136,
-0.04789544641971588,
0.025995709002017975,
0.013867635279893875,
-0.06319960206747055,
-0.12346447259187698,
0.014361017383635044,
0.05836060270667076,
0.005865088198333979,
-0.02541740983724594,
0.03889704868197441,
0.04916204512119293,
-0.038978513330221176,
0.05019966885447502,
-0.042754869908094406,
-0.0763983279466629,
0.07699280232191086,
-0.09768004715442657,
-0.09474527090787888,
-0.02026304602622986,
-0.058454159647226334,
0.035333096981048584,
-0.006121434271335602,
-0.012963145971298218,
0.016273992136120796,
0.025082096457481384,
-0.03626590967178345,
-0.007467150688171387,
0.03327382355928421,
-0.014711759984493256,
0.007911181077361107,
0.053746603429317474,
-0.010923510417342186,
0.05369341000914574,
-0.04174496978521347,
-0.04213607683777809,
-0.03742814064025879,
0.008584150113165379,
-0.007404580246657133,
-0.14079032838344574,
0.012632562778890133,
-0.006293656770139933,
-0.008917347528040409,
0.007513443008065224,
0.00003793330324697308,
-0.08668933063745499,
-0.006017678417265415,
0.00918952003121376,
-0.0490475632250309,
0.0438934862613678,
-0.049292221665382385,
0.07403713464736938,
0.014842679724097252,
-0.03264416754245758,
0.04375207796692848,
0.05063655599951744,
-0.0336538627743721,
0.0038638280238956213,
-0.013770456425845623,
-0.023621365427970886,
0.088285431265831,
-0.002224210649728775,
0.05582106113433838,
0.05110407620668411,
-0.004701790865510702,
0.08041659742593765,
0.05349982902407646,
0.022128816694021225,
-0.010224169120192528,
-0.03879382088780403,
0.07240027189254761,
-0.050127413123846054,
0.0016707972390577197,
-0.03297761455178261,
-0.013716282323002815,
0.04005344584584236,
-0.057716839015483856,
-0.04253343120217323,
0.06461437791585922,
-0.013835448771715164,
-0.012459680438041687,
0.07671317458152771,
-0.07412397861480713,
-0.015882905572652817,
-0.06497979164123535,
0.05451369658112526,
-0.03099570982158184,
-0.01485722791403532,
0.03373006358742714,
-0.08158543705940247,
0.04195919632911682,
-0.0023236244451254606,
0.05110006406903267,
-0.004411886911839247,
-1.4197175367075222e-34,
-0.062346264719963074,
-0.06277170032262802,
-0.05497618019580841,
-0.022120589390397072,
-0.051771149039268494,
-0.06669235229492188,
-0.033652953803539276,
-0.002369923982769251,
0.049621861428022385,
-0.01889648661017418,
-0.08444929867982864,
-0.06952472031116486,
-0.011066140606999397,
-0.027654951438307762,
0.0021110032685101032,
-0.013726861216127872,
0.02361426316201687,
0.0773380920290947,
0.011541685089468956,
0.10065058618783951,
0.007516215555369854,
0.07410185039043427,
-0.1164712905883789,
-0.03219396248459816,
-0.059265296906232834,
0.019671257585287094,
0.06796894967556,
0.08149043470621109,
-0.01987321674823761,
-0.018569104373455048,
-0.004871536046266556,
0.024519918486475945,
-0.011421198025345802,
0.0385625995695591,
-0.10105595737695694,
-0.007866506464779377,
0.057378605008125305,
-0.07987471669912338,
-0.04682924225926399,
-0.015443061478435993,
0.023878801614046097,
0.08973538875579834,
-0.1036122739315033,
-0.04567737877368927,
-0.04163501039147377,
-0.11316647380590439,
-0.05593156814575195,
0.011769012548029423,
0.016335295513272285,
-0.0383567176759243,
-0.008670182898640633,
-0.05678790062665939,
-0.06117807701230049,
0.050409864634275436,
-0.007472529076039791,
-0.03015654720366001,
0.036310818046331406,
-0.07558654993772507,
-0.030472012236714363,
0.005659604445099831,
-0.02567645162343979,
0.07555753737688065,
0.0381607785820961,
0.01687714271247387,
0.03222743794322014,
-0.1011698916554451,
-0.04219060018658638,
-0.005936356261372566,
-0.016543321311473846,
-0.015733228996396065,
0.018141672015190125,
0.07047081738710403,
-0.01904786005616188,
0.020167892798781395,
-0.030307821929454803,
-0.030618075281381607,
-0.03377089649438858,
-0.0017727853264659643,
-0.11503663659095764,
0.009038210846483707,
0.11319919675588608,
-0.04240721836686134,
0.05805865675210953,
0.11062043905258179,
-0.018774764612317085,
0.09210581332445145,
0.07402582466602325,
0.05323119834065437,
0.08219344168901443,
0.004161466844379902,
-0.02245400846004486,
0.01601106859743595,
-0.01765540987253189,
0.0992416962981224,
-0.008572793565690517,
-4.0446309412800474e-8,
-0.038198553025722504,
0.04362829774618149,
-0.06195239722728729,
0.05364886671304703,
0.029469972476363182,
-0.033276837319135666,
-0.04075584560632706,
0.011121022514998913,
-0.08132974058389664,
-0.13185566663742065,
0.04606770724058151,
-0.007258204277604818,
-0.04999519884586334,
-0.002399428514763713,
-0.01890052668750286,
0.02042849175632,
0.002724296413362026,
0.04438706859946251,
-0.004919546656310558,
0.017836732789874077,
0.020946646109223366,
0.02505035325884819,
0.001713646692223847,
0.01891121082007885,
0.047346554696559906,
-0.06047537177801132,
-0.0018774353666231036,
-0.03605015575885773,
0.06783044338226318,
-0.028623288497328758,
-0.0592745803296566,
0.010740972124040127,
-0.04711848497390747,
-0.01179356686770916,
0.0587833896279335,
0.09997779130935669,
0.08090033382177353,
-0.064120352268219,
-0.06390794366598129,
0.005081432871520519,
0.04568641632795334,
0.09617826342582703,
0.021334344521164894,
0.04852858930826187,
0.013922885991632938,
-0.004518662579357624,
-0.04931615665555,
-0.04431873932480812,
0.03190445899963379,
-0.03135910630226135,
0.015799712389707565,
-0.017663778737187386,
0.03043605014681816,
0.09693267941474915,
0.014835494570434093,
0.04117128252983093,
-0.005280397832393646,
0.01751433126628399,
-0.024884801357984543,
-0.0070421346463263035,
0.0620429627597332,
0.07833176106214523,
0.051303431391716,
0.04718712344765663
] |
1401.4441
|
Jose Gracia
|
Christoph Niethammer, Colin W. Glass, Jose Gracia
|
Avoiding Serialization Effects in Data-Dependency aware Task Parallel
Algorithms for Spatial Decomposition
|
6 pages, 9 figures, published at ISPA2012
| null | null | null |
cs.DC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Spatial decomposition is a popular basis for parallelising code. Cast in the
frame of task parallelism, calculations on a spatial domain can be treated as a
task. If neighbouring domains interact and share results, access to the
specific data needs to be synchronized to avoid race conditions. This is the
case for a variety of applications, like most molecular dynamics and many
computational fluid dynamics codes. Here we present an unexpected problem which
can occur in dependency-driven task parallelization models like StarSs: the
tasks accessing a specific spatial domain are treated as interdependent, as
dependencies are detected automatically via memory addresses. Thus, the order
in which tasks are generated will have a severe impact on the dependency tree.
In the worst case, a complete serialization is reached and no two tasks can be
calculated in parallel. We present the problem in detail based on an example
from molecular dynamics, and introduce a theoretical framework to calculate the
degree of serialization. Furthermore, we present strategies to avoid this
unnecessary problem. We recommend treating these strategies as best practice
when using dependency-driven task parallel programming models like StarSs on
such scenarios.
|
[
{
"created": "Fri, 17 Jan 2014 19:28:10 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Niethammer",
"Christoph",
""
],
[
"Glass",
"Colin W.",
""
],
[
"Gracia",
"Jose",
""
]
] |
[
-0.058062028139829636,
-0.04692314192652702,
-0.004754854366183281,
-0.023436982184648514,
-0.0135593730956316,
-0.055559031665325165,
-0.0765320286154747,
-0.03144144266843796,
0.0263997670263052,
-0.00012405698362272233,
-0.0553399883210659,
-0.04818526655435562,
-0.005504054483026266,
0.055577412247657776,
-0.01083900686353445,
-0.08244374394416809,
-0.03795685991644859,
0.046044133603572845,
-0.08555922657251358,
-0.026876619085669518,
0.05020304396748543,
-0.01748833619058132,
-0.0603313222527504,
0.09185387939214706,
0.0012797944946214557,
0.049101367592811584,
0.031222309917211533,
-0.04356975853443146,
0.022419210523366928,
0.04054010286927223,
0.06697557866573334,
-0.009273450821638107,
-0.053128741681575775,
0.060193825513124466,
-0.018609706312417984,
0.024154281243681908,
-0.11874555796384811,
-0.05011715739965439,
-0.06852515786886215,
-0.05240408331155777,
0.011363821104168892,
0.05063251033425331,
0.042718078941106796,
0.054891977459192276,
-0.006224604323506355,
-0.05350270867347717,
-0.013838940300047398,
-0.007527308538556099,
-0.0043727257288992405,
-0.07437785714864731,
-0.09732687473297119,
-0.01955430768430233,
-0.04211714491248131,
0.032700780779123306,
0.04997604340314865,
-0.001513191731646657,
0.1221679076552391,
-0.07601677626371384,
-0.03490548953413963,
-0.048983048647642136,
-0.02933705970644951,
-0.017493773251771927,
-0.017253760248422623,
-0.03250739723443985,
0.02519359067082405,
0.0078086527064442635,
0.029149038717150688,
0.042271893471479416,
0.042798660695552826,
0.02018621377646923,
-0.05048277601599693,
0.04246005415916443,
-0.058469951152801514,
0.06625045835971832,
0.0458533801138401,
0.054554473608732224,
0.019071480259299278,
-0.009812649339437485,
-0.0025299510452896357,
-0.1403866857290268,
0.021740881726145744,
0.02926895208656788,
0.002088247099891305,
0.010844921693205833,
0.04604548215866089,
-0.05372971296310425,
-0.0026483582332730293,
0.10603373497724533,
0.06567949801683426,
0.04816349223256111,
0.01191799994558096,
-0.037862129509449005,
0.13891571760177612,
-0.014616718515753746,
-0.014333666302263737,
0.06133540719747543,
0.034751880913972855,
-0.01329695526510477,
0.053810980170965195,
0.026423193514347076,
-0.01266795489937067,
0.019159793853759766,
0.06791787594556808,
0.06415752321481705,
0.047495245933532715,
0.010998321697115898,
0.01376813929527998,
-0.022345978766679764,
-0.06681738048791885,
-0.03975075110793114,
0.028741108253598213,
0.0876755565404892,
0.017064865678548813,
0.049956828355789185,
-0.06014562025666237,
-0.008541961200535297,
0.03716987743973732,
-0.014503303915262222,
0.02512318640947342,
0.07534176856279373,
0.004995244089514017,
-0.048853904008865356,
0.009727954864501953,
0.02264561504125595,
0.017828118056058884,
-0.05369783192873001,
-0.040927473455667496,
1.0521551468847782e-33,
0.010702370665967464,
-0.01044317428022623,
0.06578359007835388,
0.028861064463853836,
0.019149260595440865,
-0.06122918426990509,
0.02017774060368538,
-0.00014333901344798505,
-0.0982344001531601,
-0.013077898882329464,
-0.07103495299816132,
0.05288872867822647,
-0.02983844093978405,
0.05925716087222099,
0.0010126634733751416,
-0.028462117537856102,
0.07306534796953201,
0.05880250781774521,
-0.03227902576327324,
0.05037648230791092,
0.011453589424490929,
-0.021947093307971954,
-0.04838475584983826,
-0.02725026197731495,
0.03769725561141968,
0.008363056927919388,
-0.04771389812231064,
-0.07863122224807739,
0.028617484495043755,
0.030978836119174957,
-0.10971526801586151,
-0.011754943989217281,
-0.059961263090372086,
0.09228525310754776,
0.038388658314943314,
0.01176027674227953,
-0.01143274549394846,
-0.06639435142278671,
-0.02350011095404625,
-0.061801303178071976,
0.02764781191945076,
0.002357174875214696,
-0.04867544025182724,
-0.03741453215479851,
-0.07318216562271118,
-0.06957641243934631,
-0.0018392083002254367,
0.0647098571062088,
0.026866646483540535,
0.019584041088819504,
0.09874385595321655,
0.06656341254711151,
0.008040406741201878,
-0.041474808007478714,
0.0387435220181942,
-0.04263259470462799,
-0.030057523399591446,
-0.02894345484673977,
0.08780580759048462,
0.10216837376356125,
-0.027989136055111885,
0.006198745686560869,
-0.023768091574311256,
0.07995101064443588,
0.07776762545108795,
-0.00003115062281722203,
-0.05096830800175667,
0.008745165541768074,
0.07060181349515915,
0.02755822241306305,
-0.05141213536262512,
0.03816866874694824,
-0.024584462866187096,
-0.012988927774131298,
0.06851503252983093,
0.05082635581493378,
0.05025234818458557,
-0.12004843354225159,
-0.07089269161224365,
0.014069878496229649,
-0.07249685376882553,
0.016917113214731216,
0.0033712766598910093,
0.01002507284283638,
-0.04812892898917198,
-0.06930473446846008,
0.02565145306289196,
0.018787981942296028,
-0.08787064999341965,
-0.08137532323598862,
-0.02745353989303112,
-0.1319945752620697,
0.04454823210835457,
-0.046966709196567535,
-0.030154315754771233,
-2.8034541096913358e-33,
-0.034949418157339096,
-0.0500526987016201,
0.002571668941527605,
-0.0002984045131597668,
-0.011068201623857021,
-0.0630398616194725,
-0.0403372086584568,
-0.13481491804122925,
-0.09696173667907715,
-0.009184776805341244,
-0.10819149017333984,
-0.028137076646089554,
0.04033224657177925,
0.007399635389447212,
0.060167014598846436,
-0.02403339557349682,
0.01653478480875492,
0.05263017117977142,
0.010471169836819172,
0.057594239711761475,
-0.024778906255960464,
0.08721786737442017,
-0.010595585219562054,
-0.043132320046424866,
-0.03172095865011215,
0.01332185324281454,
-0.05577868968248367,
-0.040501669049263,
-0.05121312662959099,
0.0070563447661697865,
-0.016648994758725166,
0.005369157996028662,
-0.012246343307197094,
-0.06442827731370926,
-0.04530904069542885,
0.068788543343544,
0.000015908904970274307,
-0.03405572101473808,
-0.038524724543094635,
0.002055438933894038,
0.028100820258259773,
-0.031216494739055634,
-0.09306500852108002,
0.04103856906294823,
0.06619821488857269,
0.05649837851524353,
-0.07235987484455109,
0.06629174202680588,
0.033153045922517776,
0.0014941158005967736,
0.002806424628943205,
0.09057801961898804,
0.02177003212273121,
0.04332147538661957,
0.03772769123315811,
-0.05090951547026634,
0.06302818655967712,
0.02239738218486309,
0.0512198843061924,
-0.04255999997258186,
-0.03691130876541138,
-0.09358064830303192,
0.053343839943408966,
-0.009480751119554043,
0.037749286741018295,
-0.05434805154800415,
0.03064619190990925,
-0.040696192532777786,
0.00972624309360981,
-0.01012603472918272,
0.054734230041503906,
0.026318110525608063,
0.026425344869494438,
0.07425380498170853,
0.07310085743665695,
-0.00998325552791357,
0.024642229080200195,
-0.036897096782922745,
-0.03906158357858658,
0.07299447059631348,
0.002070207381621003,
0.0479762926697731,
0.05230695754289627,
0.05837425962090492,
-0.027267515659332275,
0.015588522888720036,
0.05616094172000885,
-0.011881494894623756,
0.009422346949577332,
-0.04126196354627609,
-0.024838628247380257,
0.10249244421720505,
-0.007615109905600548,
0.046406090259552,
0.01510512363165617,
-4.778589612897122e-8,
0.07548373937606812,
-0.005599863361567259,
0.0030637122690677643,
0.034348804503679276,
-0.008883101865649223,
0.046781811863183975,
-0.06763698905706406,
0.03583952784538269,
0.03386969119310379,
0.026466578245162964,
0.09206893295049667,
-0.08216727524995804,
0.06821650266647339,
-0.03187571093440056,
0.041323889046907425,
0.050922248512506485,
0.04175431281328201,
-0.1119646206498146,
-0.07424449175596237,
0.049852125346660614,
0.02754119783639908,
0.0842781737446785,
-0.04634517431259155,
0.07346693426370621,
-0.01636623591184616,
-0.07437558472156525,
0.09411989897489548,
0.01756097748875618,
0.044418804347515106,
-0.04360690712928772,
0.0010601435787975788,
-0.010119950398802757,
-0.02989807166159153,
0.05697960779070854,
-0.03859613463282585,
0.020132459700107574,
0.08576373755931854,
0.05895425006747246,
0.014961573295295238,
-0.008568959310650826,
0.04559037834405899,
0.06211808696389198,
-0.09357652813196182,
0.05332860350608826,
0.1422521471977234,
0.054157622158527374,
-0.08975659310817719,
0.011126749217510223,
-0.02317647822201252,
-0.02525859698653221,
-0.09166842699050903,
0.029769284650683403,
-0.09270758181810379,
0.05142887681722641,
-0.0434100367128849,
0.0103991087526083,
-0.09432312101125717,
0.00011979806004092097,
0.06493710726499557,
-0.019901610910892487,
0.019180426374077797,
-0.019376689568161964,
-0.06002802401781082,
-0.05320930853486061
] | null | null | null | null | null | null | null |
[
-0.058062028139829636,
-0.04692314192652702,
-0.004754854366183281,
-0.023436982184648514,
-0.0135593730956316,
-0.055559031665325165,
-0.0765320286154747,
-0.03144144266843796,
0.0263997670263052,
-0.00012405698362272233,
-0.0553399883210659,
-0.04818526655435562,
-0.005504054483026266,
0.055577412247657776,
-0.01083900686353445,
-0.08244374394416809,
-0.03795685991644859,
0.046044133603572845,
-0.08555922657251358,
-0.026876619085669518,
0.05020304396748543,
-0.01748833619058132,
-0.0603313222527504,
0.09185387939214706,
0.0012797944946214557,
0.049101367592811584,
0.031222309917211533,
-0.04356975853443146,
0.022419210523366928,
0.04054010286927223,
0.06697557866573334,
-0.009273450821638107,
-0.053128741681575775,
0.060193825513124466,
-0.018609706312417984,
0.024154281243681908,
-0.11874555796384811,
-0.05011715739965439,
-0.06852515786886215,
-0.05240408331155777,
0.011363821104168892,
0.05063251033425331,
0.042718078941106796,
0.054891977459192276,
-0.006224604323506355,
-0.05350270867347717,
-0.013838940300047398,
-0.007527308538556099,
-0.0043727257288992405,
-0.07437785714864731,
-0.09732687473297119,
-0.01955430768430233,
-0.04211714491248131,
0.032700780779123306,
0.04997604340314865,
-0.001513191731646657,
0.1221679076552391,
-0.07601677626371384,
-0.03490548953413963,
-0.048983048647642136,
-0.02933705970644951,
-0.017493773251771927,
-0.017253760248422623,
-0.03250739723443985,
0.02519359067082405,
0.0078086527064442635,
0.029149038717150688,
0.042271893471479416,
0.042798660695552826,
0.02018621377646923,
-0.05048277601599693,
0.04246005415916443,
-0.058469951152801514,
0.06625045835971832,
0.0458533801138401,
0.054554473608732224,
0.019071480259299278,
-0.009812649339437485,
-0.0025299510452896357,
-0.1403866857290268,
0.021740881726145744,
0.02926895208656788,
0.002088247099891305,
0.010844921693205833,
0.04604548215866089,
-0.05372971296310425,
-0.0026483582332730293,
0.10603373497724533,
0.06567949801683426,
0.04816349223256111,
0.01191799994558096,
-0.037862129509449005,
0.13891571760177612,
-0.014616718515753746,
-0.014333666302263737,
0.06133540719747543,
0.034751880913972855,
-0.01329695526510477,
0.053810980170965195,
0.026423193514347076,
-0.01266795489937067,
0.019159793853759766,
0.06791787594556808,
0.06415752321481705,
0.047495245933532715,
0.010998321697115898,
0.01376813929527998,
-0.022345978766679764,
-0.06681738048791885,
-0.03975075110793114,
0.028741108253598213,
0.0876755565404892,
0.017064865678548813,
0.049956828355789185,
-0.06014562025666237,
-0.008541961200535297,
0.03716987743973732,
-0.014503303915262222,
0.02512318640947342,
0.07534176856279373,
0.004995244089514017,
-0.048853904008865356,
0.009727954864501953,
0.02264561504125595,
0.017828118056058884,
-0.05369783192873001,
-0.040927473455667496,
1.0521551468847782e-33,
0.010702370665967464,
-0.01044317428022623,
0.06578359007835388,
0.028861064463853836,
0.019149260595440865,
-0.06122918426990509,
0.02017774060368538,
-0.00014333901344798505,
-0.0982344001531601,
-0.013077898882329464,
-0.07103495299816132,
0.05288872867822647,
-0.02983844093978405,
0.05925716087222099,
0.0010126634733751416,
-0.028462117537856102,
0.07306534796953201,
0.05880250781774521,
-0.03227902576327324,
0.05037648230791092,
0.011453589424490929,
-0.021947093307971954,
-0.04838475584983826,
-0.02725026197731495,
0.03769725561141968,
0.008363056927919388,
-0.04771389812231064,
-0.07863122224807739,
0.028617484495043755,
0.030978836119174957,
-0.10971526801586151,
-0.011754943989217281,
-0.059961263090372086,
0.09228525310754776,
0.038388658314943314,
0.01176027674227953,
-0.01143274549394846,
-0.06639435142278671,
-0.02350011095404625,
-0.061801303178071976,
0.02764781191945076,
0.002357174875214696,
-0.04867544025182724,
-0.03741453215479851,
-0.07318216562271118,
-0.06957641243934631,
-0.0018392083002254367,
0.0647098571062088,
0.026866646483540535,
0.019584041088819504,
0.09874385595321655,
0.06656341254711151,
0.008040406741201878,
-0.041474808007478714,
0.0387435220181942,
-0.04263259470462799,
-0.030057523399591446,
-0.02894345484673977,
0.08780580759048462,
0.10216837376356125,
-0.027989136055111885,
0.006198745686560869,
-0.023768091574311256,
0.07995101064443588,
0.07776762545108795,
-0.00003115062281722203,
-0.05096830800175667,
0.008745165541768074,
0.07060181349515915,
0.02755822241306305,
-0.05141213536262512,
0.03816866874694824,
-0.024584462866187096,
-0.012988927774131298,
0.06851503252983093,
0.05082635581493378,
0.05025234818458557,
-0.12004843354225159,
-0.07089269161224365,
0.014069878496229649,
-0.07249685376882553,
0.016917113214731216,
0.0033712766598910093,
0.01002507284283638,
-0.04812892898917198,
-0.06930473446846008,
0.02565145306289196,
0.018787981942296028,
-0.08787064999341965,
-0.08137532323598862,
-0.02745353989303112,
-0.1319945752620697,
0.04454823210835457,
-0.046966709196567535,
-0.030154315754771233,
-2.8034541096913358e-33,
-0.034949418157339096,
-0.0500526987016201,
0.002571668941527605,
-0.0002984045131597668,
-0.011068201623857021,
-0.0630398616194725,
-0.0403372086584568,
-0.13481491804122925,
-0.09696173667907715,
-0.009184776805341244,
-0.10819149017333984,
-0.028137076646089554,
0.04033224657177925,
0.007399635389447212,
0.060167014598846436,
-0.02403339557349682,
0.01653478480875492,
0.05263017117977142,
0.010471169836819172,
0.057594239711761475,
-0.024778906255960464,
0.08721786737442017,
-0.010595585219562054,
-0.043132320046424866,
-0.03172095865011215,
0.01332185324281454,
-0.05577868968248367,
-0.040501669049263,
-0.05121312662959099,
0.0070563447661697865,
-0.016648994758725166,
0.005369157996028662,
-0.012246343307197094,
-0.06442827731370926,
-0.04530904069542885,
0.068788543343544,
0.000015908904970274307,
-0.03405572101473808,
-0.038524724543094635,
0.002055438933894038,
0.028100820258259773,
-0.031216494739055634,
-0.09306500852108002,
0.04103856906294823,
0.06619821488857269,
0.05649837851524353,
-0.07235987484455109,
0.06629174202680588,
0.033153045922517776,
0.0014941158005967736,
0.002806424628943205,
0.09057801961898804,
0.02177003212273121,
0.04332147538661957,
0.03772769123315811,
-0.05090951547026634,
0.06302818655967712,
0.02239738218486309,
0.0512198843061924,
-0.04255999997258186,
-0.03691130876541138,
-0.09358064830303192,
0.053343839943408966,
-0.009480751119554043,
0.037749286741018295,
-0.05434805154800415,
0.03064619190990925,
-0.040696192532777786,
0.00972624309360981,
-0.01012603472918272,
0.054734230041503906,
0.026318110525608063,
0.026425344869494438,
0.07425380498170853,
0.07310085743665695,
-0.00998325552791357,
0.024642229080200195,
-0.036897096782922745,
-0.03906158357858658,
0.07299447059631348,
0.002070207381621003,
0.0479762926697731,
0.05230695754289627,
0.05837425962090492,
-0.027267515659332275,
0.015588522888720036,
0.05616094172000885,
-0.011881494894623756,
0.009422346949577332,
-0.04126196354627609,
-0.024838628247380257,
0.10249244421720505,
-0.007615109905600548,
0.046406090259552,
0.01510512363165617,
-4.778589612897122e-8,
0.07548373937606812,
-0.005599863361567259,
0.0030637122690677643,
0.034348804503679276,
-0.008883101865649223,
0.046781811863183975,
-0.06763698905706406,
0.03583952784538269,
0.03386969119310379,
0.026466578245162964,
0.09206893295049667,
-0.08216727524995804,
0.06821650266647339,
-0.03187571093440056,
0.041323889046907425,
0.050922248512506485,
0.04175431281328201,
-0.1119646206498146,
-0.07424449175596237,
0.049852125346660614,
0.02754119783639908,
0.0842781737446785,
-0.04634517431259155,
0.07346693426370621,
-0.01636623591184616,
-0.07437558472156525,
0.09411989897489548,
0.01756097748875618,
0.044418804347515106,
-0.04360690712928772,
0.0010601435787975788,
-0.010119950398802757,
-0.02989807166159153,
0.05697960779070854,
-0.03859613463282585,
0.020132459700107574,
0.08576373755931854,
0.05895425006747246,
0.014961573295295238,
-0.008568959310650826,
0.04559037834405899,
0.06211808696389198,
-0.09357652813196182,
0.05332860350608826,
0.1422521471977234,
0.054157622158527374,
-0.08975659310817719,
0.011126749217510223,
-0.02317647822201252,
-0.02525859698653221,
-0.09166842699050903,
0.029769284650683403,
-0.09270758181810379,
0.05142887681722641,
-0.0434100367128849,
0.0103991087526083,
-0.09432312101125717,
0.00011979806004092097,
0.06493710726499557,
-0.019901610910892487,
0.019180426374077797,
-0.019376689568161964,
-0.06002802401781082,
-0.05320930853486061
] |
1401.4443
|
Remus Brad
|
Nusrat Fatema and Remus Brad
|
Attacks And Counterattacks On Wireless Sensor Networks
| null |
Nusrat Fatema and Remus Brad, Attacks and Counterattacks on
Wireless Sensor Networks, International Journal of Ad hoc, Sensor and
Ubiquitous Computing, vol. 4(6), pp. 1-15, December 2013
| null | null |
cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
WSN is formed by autonomous nodes with partial memory, communication range,
power, and bandwidth. Their occupation depends on inspecting corporal and
environmental conditions and communing through a system and performing data
processing. The application field is vast, comprising military, ecology,
healthcare, home or commercial and require a highly secured communication. The
paper analyses different types of attacks and counterattacks and provides
solutions for the WSN threats
|
[
{
"created": "Fri, 17 Jan 2014 19:43:42 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Fatema",
"Nusrat",
""
],
[
"Brad",
"Remus",
""
]
] |
[
-0.06088455393910408,
0.06506238877773285,
0.008621908724308014,
0.007954524829983711,
0.006225286051630974,
-0.04601876437664032,
0.09194985777139664,
0.00834919698536396,
0.01353407371789217,
0.0845809206366539,
0.0048835380002856255,
0.020697254687547684,
0.11195799708366394,
-0.024503523483872414,
-0.044794484972953796,
0.003958825953304768,
0.03302168846130371,
-0.06538362801074982,
0.03380165994167328,
-0.03866778314113617,
-0.044555068016052246,
0.06598477065563202,
-0.013953938148915768,
0.0014687995426356792,
-0.10244090110063553,
0.027055351063609123,
-0.0025066626258194447,
0.0365871898829937,
-0.021930547431111336,
-0.03197932243347168,
0.07432472705841064,
-0.06577727198600769,
0.022815030068159103,
0.07131373882293701,
-0.13107770681381226,
0.009407692588865757,
0.057829394936561584,
0.0013336963020265102,
-0.0018415035447105765,
0.06969967484474182,
-0.004027687944471836,
-0.009511287324130535,
0.025839481502771378,
0.061348557472229004,
-0.04256971925497055,
-0.005634879693388939,
-0.024857064709067345,
0.0651974156498909,
-0.020876673981547356,
-0.01976012997329235,
-0.006115851923823357,
-0.07178113609552383,
0.013470019213855267,
0.08967019617557526,
0.03800901025533676,
-0.08326935768127441,
-0.06423550844192505,
0.036904476583004,
0.038033273071050644,
-0.01326083391904831,
0.050453949719667435,
-0.02956506796181202,
-0.009051695466041565,
-0.0026438161730766296,
0.01133760530501604,
0.035097021609544754,
-0.009269164875149727,
0.08682242780923843,
0.08155816048383713,
-0.011555981822311878,
0.0489693358540535,
0.017825104296207428,
-0.06942781805992126,
-0.05776527151465416,
-0.03487521782517433,
0.027580970898270607,
-0.007600276730954647,
-0.004198555834591389,
-0.002330661751329899,
-0.006225239019840956,
0.0716116800904274,
-0.0044117458164691925,
-0.0019318534759804606,
0.052175138145685196,
0.025121331214904785,
-0.0005072069470770657,
-0.06349407136440277,
0.002542721340432763,
0.09539767354726791,
0.04372801631689072,
-0.061249978840351105,
-0.030153591185808182,
0.11270079761743546,
0.03010241501033306,
0.03501303121447563,
0.0178639255464077,
0.04726818576455116,
-0.04284539073705673,
-0.06529876589775085,
0.07510557025671005,
0.023178284987807274,
-0.07992378622293472,
-0.04393497109413147,
-0.07768232375383377,
0.07180614024400711,
-0.011059368960559368,
0.012641532346606255,
-0.0164503026753664,
0.051307570189237595,
0.017610374838113785,
-0.07876772433519363,
0.04488860443234444,
-0.06555065512657166,
-0.029270179569721222,
-0.05504170432686806,
-0.015353444032371044,
0.006906956434249878,
-0.026705633848905563,
-0.051278144121170044,
0.05774858221411705,
0.05355636030435562,
-0.10398482531309128,
-0.023043736815452576,
-0.054885830730199814,
0.04974621534347534,
-0.012875587679445744,
0.0450245626270771,
6.5608949861299e-34,
-0.01969008520245552,
0.02715887501835823,
-0.06971998512744904,
-0.036692943423986435,
0.0618625171482563,
-0.03673911839723587,
0.022268658503890038,
-0.040959712117910385,
-0.028548501431941986,
-0.021534347906708717,
-0.13846126198768616,
0.0344836562871933,
0.05575162544846535,
-0.0016770815709605813,
0.10645432770252228,
-0.020384280011057854,
0.05016416683793068,
0.03586145117878914,
0.06023598089814186,
0.02246559038758278,
0.027342265471816063,
-0.0842876136302948,
0.020481189712882042,
0.01850799471139908,
0.05336878448724747,
-0.046550121158361435,
-0.04532456025481224,
0.029194841161370277,
0.09180807322263718,
-0.0033136061392724514,
0.021952683106064796,
-0.03630312159657478,
-0.03484714776277542,
0.02556162327528,
0.030639970675110817,
0.025643862783908844,
-0.023511815816164017,
-0.0561332032084465,
-0.0035742109175771475,
-0.05872558057308197,
-0.02695629745721817,
-0.028236309066414833,
-0.004573621321469545,
0.04166878014802933,
0.10733168572187424,
-0.03735161945223808,
-0.0322352796792984,
-0.0280622486025095,
-0.0811481848359108,
0.010503607802093029,
-0.02963431552052498,
0.010844836942851543,
0.0036865302827209234,
0.02646281011402607,
0.05172324925661087,
0.042515914887189865,
0.09505538642406464,
0.03673931956291199,
-0.02999250963330269,
0.10821368545293808,
-0.024397650733590126,
-0.05745771899819374,
-0.012321134097874165,
-0.04598895087838173,
0.059001848101615906,
-0.035774268209934235,
-0.04075928032398224,
0.020817559212446213,
0.021055923774838448,
-0.003584141144528985,
0.013961230404675007,
-0.02228395827114582,
0.05886097624897957,
0.014461083337664604,
-0.06979987025260925,
0.033213987946510315,
0.06024367734789848,
0.043190259486436844,
-0.027065478265285492,
0.04059349000453949,
-0.022215327247977257,
0.033995795994997025,
0.038809940218925476,
0.06796757876873016,
0.0081484355032444,
0.0022787987254559994,
-0.04880937188863754,
-0.0738893523812294,
-0.07300885021686554,
0.10382305830717087,
-0.062346260994672775,
0.020653506740927696,
-0.011389272287487984,
0.02953983098268509,
-0.023602142930030823,
2.1025799982275697e-35,
-0.15554270148277283,
0.06903857737779617,
-0.05098467692732811,
0.03296805918216705,
-0.06755787879228592,
-0.02089664898812771,
-0.0954010933637619,
0.07743224501609802,
-0.03921797126531601,
0.047092337161302567,
-0.015233032405376434,
-0.06796845048666,
0.04887324199080467,
0.014682894572615623,
0.041316356509923935,
-0.05574678257107735,
0.020599739626049995,
0.004029116127640009,
0.006130541209131479,
-0.03745865076780319,
0.02912810444831848,
0.0769333466887474,
-0.026713278144598007,
-0.05862649902701378,
0.036875009536743164,
0.028569046407938004,
-0.06523091346025467,
0.05258120596408844,
0.01603258214890957,
0.022301381453871727,
-0.047015078365802765,
-0.06971632689237595,
0.025038480758666992,
-0.028127044439315796,
0.05883786454796791,
0.00888597872108221,
0.057636842131614685,
0.03536880388855934,
-0.02247854322195053,
-0.029378682374954224,
0.10542654991149902,
-0.04693058505654335,
-0.04630398005247116,
-0.005879904609173536,
-0.07003532350063324,
-0.03318014368414879,
-0.0918971598148346,
0.07199034094810486,
-0.09403498470783234,
-0.0005200591403990984,
0.07394365221261978,
0.00191424076911062,
-0.012468155473470688,
0.06029507517814636,
-0.0037007916253060102,
0.041342977434396744,
0.03676269203424454,
0.09861134737730026,
0.04494893178343773,
0.00917268730700016,
0.09037849307060242,
-0.09731438010931015,
-0.02823527902364731,
0.128005713224411,
0.01842804253101349,
0.024720054119825363,
-0.019984127953648567,
0.04368077218532562,
-0.006047599017620087,
0.025059552863240242,
0.06380701065063477,
0.05326268821954727,
0.019416695460677147,
-0.007456772029399872,
0.052795156836509705,
-0.061842650175094604,
-0.08071823418140411,
-0.035218533128499985,
-0.07836773246526718,
0.04702850058674812,
-0.012767748907208443,
0.047849420458078384,
-0.03876279294490814,
0.004845654126256704,
0.035800132900476456,
0.02797449566423893,
0.07653294503688812,
-0.04181342571973801,
0.014879176393151283,
-0.027419770136475563,
-0.019100705161690712,
-0.036250848323106766,
-0.040002427995204926,
0.011377672664821148,
-0.029808294028043747,
-4.595819547148494e-8,
-0.11204013228416443,
-0.0062162079848349094,
0.08881697803735733,
0.0318363755941391,
-0.011773926205933094,
0.04163111373782158,
0.019200164824724197,
-0.07883760333061218,
-0.010084481909871101,
0.02168549969792366,
0.020387301221489906,
-0.043347232043743134,
-0.027149232104420662,
-0.05297844111919403,
-0.01410449855029583,
-0.023771127685904503,
0.018919818103313446,
-0.10087788850069046,
-0.035032205283641815,
-0.025806106626987457,
0.014235703274607658,
-0.020732473582029343,
-0.018922628834843636,
0.08680503815412521,
0.051523830741643906,
0.028946738690137863,
-0.0029896933119744062,
-0.008750858716666698,
-0.035084452480077744,
0.08467186242341995,
-0.08039958775043488,
-0.06946229189634323,
0.008521652780473232,
0.06588927656412125,
-0.06009114161133766,
0.14054234325885773,
-0.06461533159017563,
-0.07545219361782074,
-0.03669232502579689,
0.022243456915020943,
-0.1115335077047348,
-0.01610659249126911,
0.01994873769581318,
0.038641851395368576,
-0.02974545955657959,
-0.012928125448524952,
-0.0017208752688020468,
0.008174237795174122,
0.05250426381826401,
-0.04526566341519356,
0.061272379010915756,
-0.09840423613786697,
0.021566221490502357,
0.02237304486334324,
-0.0540507510304451,
0.02558846026659012,
0.09401264041662216,
-0.09615888446569443,
0.015177953988313675,
0.1534450799226761,
-0.0017131742788478732,
0.04839830845594406,
-0.016248350962996483,
0.020958689972758293
] | null | null | null | null | null | null | null |
[
-0.06088455393910408,
0.06506238877773285,
0.008621908724308014,
0.007954524829983711,
0.006225286051630974,
-0.04601876437664032,
0.09194985777139664,
0.00834919698536396,
0.01353407371789217,
0.0845809206366539,
0.0048835380002856255,
0.020697254687547684,
0.11195799708366394,
-0.024503523483872414,
-0.044794484972953796,
0.003958825953304768,
0.03302168846130371,
-0.06538362801074982,
0.03380165994167328,
-0.03866778314113617,
-0.044555068016052246,
0.06598477065563202,
-0.013953938148915768,
0.0014687995426356792,
-0.10244090110063553,
0.027055351063609123,
-0.0025066626258194447,
0.0365871898829937,
-0.021930547431111336,
-0.03197932243347168,
0.07432472705841064,
-0.06577727198600769,
0.022815030068159103,
0.07131373882293701,
-0.13107770681381226,
0.009407692588865757,
0.057829394936561584,
0.0013336963020265102,
-0.0018415035447105765,
0.06969967484474182,
-0.004027687944471836,
-0.009511287324130535,
0.025839481502771378,
0.061348557472229004,
-0.04256971925497055,
-0.005634879693388939,
-0.024857064709067345,
0.0651974156498909,
-0.020876673981547356,
-0.01976012997329235,
-0.006115851923823357,
-0.07178113609552383,
0.013470019213855267,
0.08967019617557526,
0.03800901025533676,
-0.08326935768127441,
-0.06423550844192505,
0.036904476583004,
0.038033273071050644,
-0.01326083391904831,
0.050453949719667435,
-0.02956506796181202,
-0.009051695466041565,
-0.0026438161730766296,
0.01133760530501604,
0.035097021609544754,
-0.009269164875149727,
0.08682242780923843,
0.08155816048383713,
-0.011555981822311878,
0.0489693358540535,
0.017825104296207428,
-0.06942781805992126,
-0.05776527151465416,
-0.03487521782517433,
0.027580970898270607,
-0.007600276730954647,
-0.004198555834591389,
-0.002330661751329899,
-0.006225239019840956,
0.0716116800904274,
-0.0044117458164691925,
-0.0019318534759804606,
0.052175138145685196,
0.025121331214904785,
-0.0005072069470770657,
-0.06349407136440277,
0.002542721340432763,
0.09539767354726791,
0.04372801631689072,
-0.061249978840351105,
-0.030153591185808182,
0.11270079761743546,
0.03010241501033306,
0.03501303121447563,
0.0178639255464077,
0.04726818576455116,
-0.04284539073705673,
-0.06529876589775085,
0.07510557025671005,
0.023178284987807274,
-0.07992378622293472,
-0.04393497109413147,
-0.07768232375383377,
0.07180614024400711,
-0.011059368960559368,
0.012641532346606255,
-0.0164503026753664,
0.051307570189237595,
0.017610374838113785,
-0.07876772433519363,
0.04488860443234444,
-0.06555065512657166,
-0.029270179569721222,
-0.05504170432686806,
-0.015353444032371044,
0.006906956434249878,
-0.026705633848905563,
-0.051278144121170044,
0.05774858221411705,
0.05355636030435562,
-0.10398482531309128,
-0.023043736815452576,
-0.054885830730199814,
0.04974621534347534,
-0.012875587679445744,
0.0450245626270771,
6.5608949861299e-34,
-0.01969008520245552,
0.02715887501835823,
-0.06971998512744904,
-0.036692943423986435,
0.0618625171482563,
-0.03673911839723587,
0.022268658503890038,
-0.040959712117910385,
-0.028548501431941986,
-0.021534347906708717,
-0.13846126198768616,
0.0344836562871933,
0.05575162544846535,
-0.0016770815709605813,
0.10645432770252228,
-0.020384280011057854,
0.05016416683793068,
0.03586145117878914,
0.06023598089814186,
0.02246559038758278,
0.027342265471816063,
-0.0842876136302948,
0.020481189712882042,
0.01850799471139908,
0.05336878448724747,
-0.046550121158361435,
-0.04532456025481224,
0.029194841161370277,
0.09180807322263718,
-0.0033136061392724514,
0.021952683106064796,
-0.03630312159657478,
-0.03484714776277542,
0.02556162327528,
0.030639970675110817,
0.025643862783908844,
-0.023511815816164017,
-0.0561332032084465,
-0.0035742109175771475,
-0.05872558057308197,
-0.02695629745721817,
-0.028236309066414833,
-0.004573621321469545,
0.04166878014802933,
0.10733168572187424,
-0.03735161945223808,
-0.0322352796792984,
-0.0280622486025095,
-0.0811481848359108,
0.010503607802093029,
-0.02963431552052498,
0.010844836942851543,
0.0036865302827209234,
0.02646281011402607,
0.05172324925661087,
0.042515914887189865,
0.09505538642406464,
0.03673931956291199,
-0.02999250963330269,
0.10821368545293808,
-0.024397650733590126,
-0.05745771899819374,
-0.012321134097874165,
-0.04598895087838173,
0.059001848101615906,
-0.035774268209934235,
-0.04075928032398224,
0.020817559212446213,
0.021055923774838448,
-0.003584141144528985,
0.013961230404675007,
-0.02228395827114582,
0.05886097624897957,
0.014461083337664604,
-0.06979987025260925,
0.033213987946510315,
0.06024367734789848,
0.043190259486436844,
-0.027065478265285492,
0.04059349000453949,
-0.022215327247977257,
0.033995795994997025,
0.038809940218925476,
0.06796757876873016,
0.0081484355032444,
0.0022787987254559994,
-0.04880937188863754,
-0.0738893523812294,
-0.07300885021686554,
0.10382305830717087,
-0.062346260994672775,
0.020653506740927696,
-0.011389272287487984,
0.02953983098268509,
-0.023602142930030823,
2.1025799982275697e-35,
-0.15554270148277283,
0.06903857737779617,
-0.05098467692732811,
0.03296805918216705,
-0.06755787879228592,
-0.02089664898812771,
-0.0954010933637619,
0.07743224501609802,
-0.03921797126531601,
0.047092337161302567,
-0.015233032405376434,
-0.06796845048666,
0.04887324199080467,
0.014682894572615623,
0.041316356509923935,
-0.05574678257107735,
0.020599739626049995,
0.004029116127640009,
0.006130541209131479,
-0.03745865076780319,
0.02912810444831848,
0.0769333466887474,
-0.026713278144598007,
-0.05862649902701378,
0.036875009536743164,
0.028569046407938004,
-0.06523091346025467,
0.05258120596408844,
0.01603258214890957,
0.022301381453871727,
-0.047015078365802765,
-0.06971632689237595,
0.025038480758666992,
-0.028127044439315796,
0.05883786454796791,
0.00888597872108221,
0.057636842131614685,
0.03536880388855934,
-0.02247854322195053,
-0.029378682374954224,
0.10542654991149902,
-0.04693058505654335,
-0.04630398005247116,
-0.005879904609173536,
-0.07003532350063324,
-0.03318014368414879,
-0.0918971598148346,
0.07199034094810486,
-0.09403498470783234,
-0.0005200591403990984,
0.07394365221261978,
0.00191424076911062,
-0.012468155473470688,
0.06029507517814636,
-0.0037007916253060102,
0.041342977434396744,
0.03676269203424454,
0.09861134737730026,
0.04494893178343773,
0.00917268730700016,
0.09037849307060242,
-0.09731438010931015,
-0.02823527902364731,
0.128005713224411,
0.01842804253101349,
0.024720054119825363,
-0.019984127953648567,
0.04368077218532562,
-0.006047599017620087,
0.025059552863240242,
0.06380701065063477,
0.05326268821954727,
0.019416695460677147,
-0.007456772029399872,
0.052795156836509705,
-0.061842650175094604,
-0.08071823418140411,
-0.035218533128499985,
-0.07836773246526718,
0.04702850058674812,
-0.012767748907208443,
0.047849420458078384,
-0.03876279294490814,
0.004845654126256704,
0.035800132900476456,
0.02797449566423893,
0.07653294503688812,
-0.04181342571973801,
0.014879176393151283,
-0.027419770136475563,
-0.019100705161690712,
-0.036250848323106766,
-0.040002427995204926,
0.011377672664821148,
-0.029808294028043747,
-4.595819547148494e-8,
-0.11204013228416443,
-0.0062162079848349094,
0.08881697803735733,
0.0318363755941391,
-0.011773926205933094,
0.04163111373782158,
0.019200164824724197,
-0.07883760333061218,
-0.010084481909871101,
0.02168549969792366,
0.020387301221489906,
-0.043347232043743134,
-0.027149232104420662,
-0.05297844111919403,
-0.01410449855029583,
-0.023771127685904503,
0.018919818103313446,
-0.10087788850069046,
-0.035032205283641815,
-0.025806106626987457,
0.014235703274607658,
-0.020732473582029343,
-0.018922628834843636,
0.08680503815412521,
0.051523830741643906,
0.028946738690137863,
-0.0029896933119744062,
-0.008750858716666698,
-0.035084452480077744,
0.08467186242341995,
-0.08039958775043488,
-0.06946229189634323,
0.008521652780473232,
0.06588927656412125,
-0.06009114161133766,
0.14054234325885773,
-0.06461533159017563,
-0.07545219361782074,
-0.03669232502579689,
0.022243456915020943,
-0.1115335077047348,
-0.01610659249126911,
0.01994873769581318,
0.038641851395368576,
-0.02974545955657959,
-0.012928125448524952,
-0.0017208752688020468,
0.008174237795174122,
0.05250426381826401,
-0.04526566341519356,
0.061272379010915756,
-0.09840423613786697,
0.021566221490502357,
0.02237304486334324,
-0.0540507510304451,
0.02558846026659012,
0.09401264041662216,
-0.09615888446569443,
0.015177953988313675,
0.1534450799226761,
-0.0017131742788478732,
0.04839830845594406,
-0.016248350962996483,
0.020958689972758293
] |
1401.4446
|
Remus Brad
|
Cosmin Basca, Mihai Talos, Remus Brad
|
Humanoid Robot With Vision Recognition Control System
| null |
Proceedings of The International Symposium on System Theory,
Automation, Robotics, Computers, Informatics, Electronics and
Instrumentation, pp. 243-248, 20-22 October 2005, Craiova, Romania, ISBN
973-742-148-5
| null | null |
cs.RO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents a solution to controlling humanoid robotic systems. The
robot can be programmed to execute certain complex actions based on basic
motion primitives. The humanoid robot is programmed using a PC. The software
running on the PC can obtain at any given moment information about the state of
the robot, or it can program the robot to execute a different action, providing
the possibility of implementing a complex behavior. We want to provide the
robotic system the ability to understand more on the external real world. In
this paper we describe a method for detecting ellipses in real world images
using the Randomized Hough Transform with Result Clustering. Real world images
are preprocessed, noise reduction, greyscale transform, edge detection and
finaly binarization in order to be processed by the actual ellipse detector.
After all the ellipses are detected a post processing phase clusters the
results.
|
[
{
"created": "Fri, 17 Jan 2014 19:55:24 GMT",
"version": "v1"
}
] |
2014-01-20
|
[
[
"Basca",
"Cosmin",
""
],
[
"Talos",
"Mihai",
""
],
[
"Brad",
"Remus",
""
]
] |
[
-0.017367549240589142,
-0.0020389161072671413,
-0.029801392927765846,
-0.08090676367282867,
0.08104842901229858,
-0.06815141439437866,
0.037288617342710495,
-0.07579271495342255,
0.01380650233477354,
-0.027248142287135124,
0.07986725121736526,
-0.00019665085710585117,
0.04409179836511612,
-0.029158731922507286,
-0.0022379534784704447,
-0.05584222823381424,
-0.00835660845041275,
0.11082038283348083,
-0.054257843643426895,
-0.0057818288914859295,
-0.022098012268543243,
-0.04762145131826401,
0.016769129782915115,
0.06103269010782242,
-0.039464570581912994,
0.07848116010427475,
0.09564881026744843,
-0.03245984762907028,
-0.07090407609939575,
-0.056517407298088074,
0.02107861079275608,
-0.050010375678539276,
0.11580978333950043,
-0.05541558936238289,
-0.05359648913145065,
0.040674638003110886,
0.05961296707391739,
0.00745414150878787,
0.022915177047252655,
-0.06170573830604553,
-0.05182000622153282,
-0.05432233586907387,
0.056114938110113144,
-0.06671960651874542,
0.0943107008934021,
0.10535178333520889,
-0.06087682396173477,
-0.08083909004926682,
0.015945402905344963,
-0.028064562007784843,
-0.02860896661877632,
-0.037469491362571716,
0.027901548892259598,
0.014160699211061,
-0.04672950878739357,
0.02446366287767887,
0.03518848866224289,
-0.023548277094960213,
0.08856795728206635,
0.007114947307854891,
0.010050752200186253,
-0.03419972211122513,
0.07652810215950012,
0.018649952486157417,
-0.07342469692230225,
0.0068917954340577126,
0.008559131994843483,
-0.0971660166978836,
0.08045603334903717,
-0.07538232207298279,
-0.01547153852880001,
0.0517432726919651,
0.043377187103033066,
0.009536128491163254,
-0.02816840633749962,
0.02594801038503647,
-0.005968923214823008,
-0.04548449069261551,
0.016522468999028206,
0.016707658767700195,
0.026573771610856056,
-0.017816737294197083,
0.08634348958730698,
-0.01908082887530327,
0.08227362483739853,
0.012530396692454815,
-0.03339339792728424,
-0.027020813897252083,
0.060531437397003174,
0.010431619361042976,
-0.02882653847336769,
-0.03363843262195587,
-0.07357849180698395,
-0.07815413177013397,
-0.004470035433769226,
-0.0937361866235733,
0.010614425875246525,
-0.06689982116222382,
-0.009816091507673264,
0.04281841218471527,
0.006334143225103617,
-0.06225931644439697,
0.07603795826435089,
0.018468866124749184,
0.07815443724393845,
0.061151158064603806,
0.08837956935167313,
-0.011521107517182827,
0.11837038397789001,
-0.04926816374063492,
-0.013075554743409157,
-0.14560958743095398,
0.00044891631114296615,
0.0037671460304409266,
0.0030789293814450502,
0.03274345025420189,
0.017456693574786186,
0.06251435726881027,
0.008099081926047802,
-0.014164493419229984,
0.036579813808202744,
0.007416245527565479,
-0.033824313431978226,
0.003712140955030918,
0.08439235389232635,
-0.025976289063692093,
-0.02717691659927368,
-9.296922257721714e-35,
0.002084301086142659,
-0.006661086808890104,
0.015016768127679825,
-0.04680144414305687,
-0.039380695670843124,
0.018002459779381752,
-0.007113104686141014,
0.014705909416079521,
0.012530281208455563,
-0.012448437511920929,
0.01614096760749817,
-0.034920401871204376,
0.0027070411015301943,
0.05064833164215088,
0.07205024361610413,
-0.008411559276282787,
0.04098568484187126,
-0.0012136257719248533,
0.018189148977398872,
0.026728440076112747,
0.007959540002048016,
-0.03411001339554787,
-0.02249765396118164,
-0.09522587805986404,
-0.0917750671505928,
0.005108639597892761,
-0.03471553325653076,
-0.03316989913582802,
0.06492941081523895,
0.016616277396678925,
0.05347266420722008,
0.04327867552638054,
-0.05081520974636078,
0.09614182263612747,
-0.05673206225037575,
0.021039169281721115,
-0.05105910822749138,
-0.00022525040549226105,
-0.014316280372440815,
-0.040836405009031296,
0.04421282187104225,
0.05046875402331352,
0.04380640760064125,
-0.09819525480270386,
-0.025103600695729256,
0.0746581181883812,
0.06683530658483505,
0.11769291758537292,
-0.006313109304755926,
-0.01643802784383297,
0.013468019664287567,
-0.00024375728389713913,
-0.006226352881640196,
-0.000549142889212817,
0.02626858465373516,
-0.0005039496463723481,
-0.011172978207468987,
0.009671421721577644,
-0.056749965995550156,
0.022053007036447525,
0.052338648587465286,
-0.0022891999687999487,
0.006511899642646313,
-0.012866567820310593,
-0.005087757483124733,
-0.06190057471394539,
0.01905249059200287,
-0.016245514154434204,
0.017376122996211052,
0.03203220292925835,
0.030593985691666603,
-0.023082368075847626,
0.07848898321390152,
-0.0037816474214196205,
0.0022562274243682623,
0.042643528431653976,
0.04130994901061058,
-0.00577890407294035,
0.008067779242992401,
0.011010412126779556,
-0.07095694541931152,
-0.01372531522065401,
0.024286547675728798,
-0.04948067665100098,
0.09000467509031296,
0.007627169601619244,
-0.009552223607897758,
0.0252207163721323,
-0.05532790720462799,
-0.03224936127662659,
-0.06142490357160568,
-0.01829315721988678,
-0.07244479656219482,
0.06924163550138474,
0.021410565823316574,
-1.069400751037295e-33,
0.004618766251951456,
0.11158181726932526,
0.0038902342785149813,
0.02448967657983303,
-0.06290320307016373,
-0.02898789383471012,
-0.054736848920583725,
0.0061933924444019794,
-0.005827676504850388,
0.013551960699260235,
0.0032251644879579544,
-0.026355240494012833,
0.07624821364879608,
-0.012793241068720818,
-0.00044604044524021447,
-0.043746571987867355,
-0.049595218151807785,
-0.07627908885478973,
0.029723072424530983,
0.0025596702471375465,
-0.03846454620361328,
0.062254127115011215,
-0.022947149351239204,
-0.04303649440407753,
-0.05956265702843666,
0.05706118047237396,
0.018388554453849792,
-0.002246483229100704,
-0.02983335591852665,
0.06417760998010635,
-0.11555462330579758,
0.023068716749548912,
-0.0796302780508995,
0.05242173373699188,
0.014712735079228878,
-0.07713765650987625,
-0.08537990599870682,
-0.03871500864624977,
0.0741363987326622,
-0.036690983921289444,
-0.003875275608152151,
-0.014601755887269974,
-0.017963524907827377,
-0.04106173664331436,
0.04819455370306969,
-0.06238366290926933,
0.014593757688999176,
0.13096623122692108,
-0.029647469520568848,
0.05250002071261406,
-0.12301574647426605,
0.08714153617620468,
-0.08240381628274918,
-0.014482831582427025,
-0.039118941873311996,
0.05004076287150383,
-0.11807692050933838,
0.06656645983457565,
-0.03842641040682793,
-0.05551319196820259,
-0.04850601404905319,
0.022341545671224594,
-0.030986787751317024,
0.042142610996961594,
-0.01921350322663784,
0.05120435357093811,
-0.05489455163478851,
0.017640938982367516,
0.030690042302012444,
-0.007141777314245701,
0.06274134665727615,
0.00232639629393816,
0.06175680458545685,
0.025733647868037224,
0.043671105057001114,
-0.046626005321741104,
-0.034626394510269165,
-0.10309967398643494,
0.021320171654224396,
-0.05145624279975891,
-0.004734195303171873,
-0.07886719703674316,
0.08049418032169342,
0.054240453988313675,
-0.01737242564558983,
0.07817722856998444,
-0.12163090705871582,
-0.08710137009620667,
0.07984563708305359,
0.03363405913114548,
-0.012530791573226452,
0.045839764177799225,
0.08366547524929047,
0.05862560123205185,
-0.05290360003709793,
-4.329101344069386e-8,
0.027493398636579514,
-0.003171843709424138,
-0.003404009621590376,
-0.08484147489070892,
0.01590374857187271,
0.08441419154405594,
-0.004978514742106199,
0.003103965427726507,
-0.0251895934343338,
-0.0744585320353508,
0.024097980931401253,
-0.04636920616030693,
-0.029586249962449074,
-0.00803619995713234,
-0.016198696568608284,
0.057979412376880646,
0.02621747925877571,
0.03000684268772602,
-0.021345442160964012,
-0.0014341967180371284,
0.03005078062415123,
-0.0695452094078064,
0.04886321723461151,
0.08499187231063843,
-0.09232117980718613,
-0.06845389306545258,
-0.024563513696193695,
-0.00013239184045232832,
-0.037218157202005386,
-0.013173490762710571,
0.026721280068159103,
-0.035396527498960495,
0.04264320433139801,
0.06299345940351486,
0.08637505769729614,
0.03133152052760124,
-0.07289077341556549,
0.024209177121520042,
-0.04000382870435715,
-0.009527207352221012,
0.01252155564725399,
0.020270895212888718,
0.01028500497341156,
-0.021714570000767708,
0.04296109080314636,
0.054819028824567795,
0.1118326410651207,
-0.11932510137557983,
-0.008138353936374187,
0.01574188657104969,
0.008864674717187881,
-0.004963814280927181,
0.003308913204818964,
0.04824703931808472,
0.07073478400707245,
0.020575791597366333,
0.015829196199774742,
-0.04293893650174141,
0.08821789175271988,
0.1682921200990677,
-0.07427279651165009,
0.034824490547180176,
0.012097486294806004,
-0.07690981775522232
] | null | null | null | null | null | null | null |
[
-0.017367549240589142,
-0.0020389161072671413,
-0.029801392927765846,
-0.08090676367282867,
0.08104842901229858,
-0.06815141439437866,
0.037288617342710495,
-0.07579271495342255,
0.01380650233477354,
-0.027248142287135124,
0.07986725121736526,
-0.00019665085710585117,
0.04409179836511612,
-0.029158731922507286,
-0.0022379534784704447,
-0.05584222823381424,
-0.00835660845041275,
0.11082038283348083,
-0.054257843643426895,
-0.0057818288914859295,
-0.022098012268543243,
-0.04762145131826401,
0.016769129782915115,
0.06103269010782242,
-0.039464570581912994,
0.07848116010427475,
0.09564881026744843,
-0.03245984762907028,
-0.07090407609939575,
-0.056517407298088074,
0.02107861079275608,
-0.050010375678539276,
0.11580978333950043,
-0.05541558936238289,
-0.05359648913145065,
0.040674638003110886,
0.05961296707391739,
0.00745414150878787,
0.022915177047252655,
-0.06170573830604553,
-0.05182000622153282,
-0.05432233586907387,
0.056114938110113144,
-0.06671960651874542,
0.0943107008934021,
0.10535178333520889,
-0.06087682396173477,
-0.08083909004926682,
0.015945402905344963,
-0.028064562007784843,
-0.02860896661877632,
-0.037469491362571716,
0.027901548892259598,
0.014160699211061,
-0.04672950878739357,
0.02446366287767887,
0.03518848866224289,
-0.023548277094960213,
0.08856795728206635,
0.007114947307854891,
0.010050752200186253,
-0.03419972211122513,
0.07652810215950012,
0.018649952486157417,
-0.07342469692230225,
0.0068917954340577126,
0.008559131994843483,
-0.0971660166978836,
0.08045603334903717,
-0.07538232207298279,
-0.01547153852880001,
0.0517432726919651,
0.043377187103033066,
0.009536128491163254,
-0.02816840633749962,
0.02594801038503647,
-0.005968923214823008,
-0.04548449069261551,
0.016522468999028206,
0.016707658767700195,
0.026573771610856056,
-0.017816737294197083,
0.08634348958730698,
-0.01908082887530327,
0.08227362483739853,
0.012530396692454815,
-0.03339339792728424,
-0.027020813897252083,
0.060531437397003174,
0.010431619361042976,
-0.02882653847336769,
-0.03363843262195587,
-0.07357849180698395,
-0.07815413177013397,
-0.004470035433769226,
-0.0937361866235733,
0.010614425875246525,
-0.06689982116222382,
-0.009816091507673264,
0.04281841218471527,
0.006334143225103617,
-0.06225931644439697,
0.07603795826435089,
0.018468866124749184,
0.07815443724393845,
0.061151158064603806,
0.08837956935167313,
-0.011521107517182827,
0.11837038397789001,
-0.04926816374063492,
-0.013075554743409157,
-0.14560958743095398,
0.00044891631114296615,
0.0037671460304409266,
0.0030789293814450502,
0.03274345025420189,
0.017456693574786186,
0.06251435726881027,
0.008099081926047802,
-0.014164493419229984,
0.036579813808202744,
0.007416245527565479,
-0.033824313431978226,
0.003712140955030918,
0.08439235389232635,
-0.025976289063692093,
-0.02717691659927368,
-9.296922257721714e-35,
0.002084301086142659,
-0.006661086808890104,
0.015016768127679825,
-0.04680144414305687,
-0.039380695670843124,
0.018002459779381752,
-0.007113104686141014,
0.014705909416079521,
0.012530281208455563,
-0.012448437511920929,
0.01614096760749817,
-0.034920401871204376,
0.0027070411015301943,
0.05064833164215088,
0.07205024361610413,
-0.008411559276282787,
0.04098568484187126,
-0.0012136257719248533,
0.018189148977398872,
0.026728440076112747,
0.007959540002048016,
-0.03411001339554787,
-0.02249765396118164,
-0.09522587805986404,
-0.0917750671505928,
0.005108639597892761,
-0.03471553325653076,
-0.03316989913582802,
0.06492941081523895,
0.016616277396678925,
0.05347266420722008,
0.04327867552638054,
-0.05081520974636078,
0.09614182263612747,
-0.05673206225037575,
0.021039169281721115,
-0.05105910822749138,
-0.00022525040549226105,
-0.014316280372440815,
-0.040836405009031296,
0.04421282187104225,
0.05046875402331352,
0.04380640760064125,
-0.09819525480270386,
-0.025103600695729256,
0.0746581181883812,
0.06683530658483505,
0.11769291758537292,
-0.006313109304755926,
-0.01643802784383297,
0.013468019664287567,
-0.00024375728389713913,
-0.006226352881640196,
-0.000549142889212817,
0.02626858465373516,
-0.0005039496463723481,
-0.011172978207468987,
0.009671421721577644,
-0.056749965995550156,
0.022053007036447525,
0.052338648587465286,
-0.0022891999687999487,
0.006511899642646313,
-0.012866567820310593,
-0.005087757483124733,
-0.06190057471394539,
0.01905249059200287,
-0.016245514154434204,
0.017376122996211052,
0.03203220292925835,
0.030593985691666603,
-0.023082368075847626,
0.07848898321390152,
-0.0037816474214196205,
0.0022562274243682623,
0.042643528431653976,
0.04130994901061058,
-0.00577890407294035,
0.008067779242992401,
0.011010412126779556,
-0.07095694541931152,
-0.01372531522065401,
0.024286547675728798,
-0.04948067665100098,
0.09000467509031296,
0.007627169601619244,
-0.009552223607897758,
0.0252207163721323,
-0.05532790720462799,
-0.03224936127662659,
-0.06142490357160568,
-0.01829315721988678,
-0.07244479656219482,
0.06924163550138474,
0.021410565823316574,
-1.069400751037295e-33,
0.004618766251951456,
0.11158181726932526,
0.0038902342785149813,
0.02448967657983303,
-0.06290320307016373,
-0.02898789383471012,
-0.054736848920583725,
0.0061933924444019794,
-0.005827676504850388,
0.013551960699260235,
0.0032251644879579544,
-0.026355240494012833,
0.07624821364879608,
-0.012793241068720818,
-0.00044604044524021447,
-0.043746571987867355,
-0.049595218151807785,
-0.07627908885478973,
0.029723072424530983,
0.0025596702471375465,
-0.03846454620361328,
0.062254127115011215,
-0.022947149351239204,
-0.04303649440407753,
-0.05956265702843666,
0.05706118047237396,
0.018388554453849792,
-0.002246483229100704,
-0.02983335591852665,
0.06417760998010635,
-0.11555462330579758,
0.023068716749548912,
-0.0796302780508995,
0.05242173373699188,
0.014712735079228878,
-0.07713765650987625,
-0.08537990599870682,
-0.03871500864624977,
0.0741363987326622,
-0.036690983921289444,
-0.003875275608152151,
-0.014601755887269974,
-0.017963524907827377,
-0.04106173664331436,
0.04819455370306969,
-0.06238366290926933,
0.014593757688999176,
0.13096623122692108,
-0.029647469520568848,
0.05250002071261406,
-0.12301574647426605,
0.08714153617620468,
-0.08240381628274918,
-0.014482831582427025,
-0.039118941873311996,
0.05004076287150383,
-0.11807692050933838,
0.06656645983457565,
-0.03842641040682793,
-0.05551319196820259,
-0.04850601404905319,
0.022341545671224594,
-0.030986787751317024,
0.042142610996961594,
-0.01921350322663784,
0.05120435357093811,
-0.05489455163478851,
0.017640938982367516,
0.030690042302012444,
-0.007141777314245701,
0.06274134665727615,
0.00232639629393816,
0.06175680458545685,
0.025733647868037224,
0.043671105057001114,
-0.046626005321741104,
-0.034626394510269165,
-0.10309967398643494,
0.021320171654224396,
-0.05145624279975891,
-0.004734195303171873,
-0.07886719703674316,
0.08049418032169342,
0.054240453988313675,
-0.01737242564558983,
0.07817722856998444,
-0.12163090705871582,
-0.08710137009620667,
0.07984563708305359,
0.03363405913114548,
-0.012530791573226452,
0.045839764177799225,
0.08366547524929047,
0.05862560123205185,
-0.05290360003709793,
-4.329101344069386e-8,
0.027493398636579514,
-0.003171843709424138,
-0.003404009621590376,
-0.08484147489070892,
0.01590374857187271,
0.08441419154405594,
-0.004978514742106199,
0.003103965427726507,
-0.0251895934343338,
-0.0744585320353508,
0.024097980931401253,
-0.04636920616030693,
-0.029586249962449074,
-0.00803619995713234,
-0.016198696568608284,
0.057979412376880646,
0.02621747925877571,
0.03000684268772602,
-0.021345442160964012,
-0.0014341967180371284,
0.03005078062415123,
-0.0695452094078064,
0.04886321723461151,
0.08499187231063843,
-0.09232117980718613,
-0.06845389306545258,
-0.024563513696193695,
-0.00013239184045232832,
-0.037218157202005386,
-0.013173490762710571,
0.026721280068159103,
-0.035396527498960495,
0.04264320433139801,
0.06299345940351486,
0.08637505769729614,
0.03133152052760124,
-0.07289077341556549,
0.024209177121520042,
-0.04000382870435715,
-0.009527207352221012,
0.01252155564725399,
0.020270895212888718,
0.01028500497341156,
-0.021714570000767708,
0.04296109080314636,
0.054819028824567795,
0.1118326410651207,
-0.11932510137557983,
-0.008138353936374187,
0.01574188657104969,
0.008864674717187881,
-0.004963814280927181,
0.003308913204818964,
0.04824703931808472,
0.07073478400707245,
0.020575791597366333,
0.015829196199774742,
-0.04293893650174141,
0.08821789175271988,
0.1682921200990677,
-0.07427279651165009,
0.034824490547180176,
0.012097486294806004,
-0.07690981775522232
] |
1401.4451
|
Swanand Kadhe
|
Swanand Kadhe, Sidharth Jaggi, Mayank Bakshi, and Alex Sprintson
|
Reliable, Deniable, and Hidable Communication over Multipath Networks
|
26 pages, 4 figures; Extended version of the paper submitted for ISIT
2014
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the scenario wherein Alice wants to (potentially) communicate to
the intended receiver Bob over a network consisting of multiple parallel links
in the presence of a passive eavesdropper Willie, who observes an unknown
subset of links. A primary goal of our communication protocol is to make the
communication "deniable", {\it i.e.}, Willie should not be able to {\it
reliably} estimate whether or not Alice is transmitting any {\it covert}
information to Bob. Moreover, if Alice is indeed actively communicating, her
covert messages should be information-theoretically "hidable" in the sense that
Willie's observations should not {\it leak any information} about Alice's
(potential) message to Bob -- our notion of hidability is slightly stronger
than the notion of information-theoretic strong secrecy well-studied in the
literature, and may be of independent interest. It can be shown that
deniability does not imply either hidability or (weak or strong)
information-theoretic secrecy; nor does any form of information-theoretic
secrecy imply deniability. We present matching inner and outer bounds on the
capacity for deniable and hidable communication over {\it multipath networks}.
|
[
{
"created": "Fri, 17 Jan 2014 20:50:29 GMT",
"version": "v1"
},
{
"created": "Wed, 29 Jan 2014 02:03:03 GMT",
"version": "v2"
}
] |
2014-01-30
|
[
[
"Kadhe",
"Swanand",
""
],
[
"Jaggi",
"Sidharth",
""
],
[
"Bakshi",
"Mayank",
""
],
[
"Sprintson",
"Alex",
""
]
] |
[
-0.0700264647603035,
-0.05009416490793228,
-0.034364357590675354,
0.020696530118584633,
0.0571131594479084,
0.024716705083847046,
0.11642877012491226,
-0.060364287346601486,
0.01741742342710495,
0.024249840527772903,
-0.007249056361615658,
0.0537540577352047,
0.07170040160417557,
-0.04895858094096184,
0.02771840989589691,
-0.0211030300706625,
0.11772454530000687,
0.013814638368785381,
-0.1050763726234436,
0.04542539641261101,
0.07693683356046677,
-0.02582690492272377,
-0.00646478496491909,
0.011779388412833214,
-0.00451813917607069,
-0.06771108508110046,
-0.00020168384071439505,
-0.05778837203979492,
-0.09010901302099228,
-0.05933234095573425,
-0.02323269098997116,
-0.013942022807896137,
-0.0299674104899168,
0.00375659903511405,
-0.029190175235271454,
0.002988580847159028,
0.05385362729430199,
0.02859942428767681,
0.025895655155181885,
0.04550549015402794,
-0.01033027470111847,
0.04463319480419159,
-0.08250221610069275,
0.015002849511802197,
-0.07335512340068817,
-0.0018048358615487814,
0.04262062907218933,
0.05851205065846443,
-0.13762184977531433,
-0.0534684881567955,
-0.007962610572576523,
0.043997086584568024,
0.01569370925426483,
0.04594238102436066,
0.07512141764163971,
-0.10931770503520966,
-0.0745512843132019,
0.014629007317125797,
-0.09408338367938995,
0.0504055917263031,
0.04227126017212868,
-0.03264108672738075,
0.0189383402466774,
-0.031950972974300385,
0.0433192178606987,
0.05004502460360527,
0.022020168602466583,
0.03629991412162781,
-0.04530857503414154,
0.07969661056995392,
-0.006604574155062437,
-0.02280290238559246,
-0.1449917107820511,
-0.008289577439427376,
0.0555759072303772,
-0.025548260658979416,
0.06674517691135406,
0.008240871131420135,
-0.03392447158694267,
-0.041839368641376495,
0.04571017622947693,
0.022872386500239372,
0.021020956337451935,
-0.015870418399572372,
-0.026365943253040314,
-0.057622022926807404,
-0.07057969272136688,
0.0020179380662739277,
-0.006864615716040134,
-0.05527196824550629,
-0.09988895058631897,
-0.055619433522224426,
-0.019341804087162018,
0.09433410316705704,
0.08413032442331314,
-0.050768617540597916,
0.002110634231939912,
-0.023087529465556145,
-0.04340948536992073,
0.07219944894313812,
-0.014032226987183094,
0.027623776346445084,
0.01637197472155094,
-0.07296747714281082,
-0.0057868026196956635,
0.015812870115041733,
0.05888315662741661,
-0.044003359973430634,
0.02293352782726288,
0.07663413137197495,
0.02175806649029255,
-0.025950362905859947,
-0.044085316359996796,
-0.011018412187695503,
0.010737370699644089,
-0.018285268917679787,
-0.011058795265853405,
0.12402934581041336,
0.028177350759506226,
0.021648027002811432,
0.032951630651950836,
0.007688845042139292,
0.14280493557453156,
0.0073806969448924065,
-0.037676069885492325,
0.0013533297460526228,
-0.04613899812102318,
3.505742924014542e-33,
-0.04753730818629265,
0.03375236317515373,
-0.060723546892404556,
0.07531290501356125,
0.05996211990714073,
0.01736009307205677,
0.028704563155770302,
-0.022913848981261253,
0.011051277630031109,
0.03091116063296795,
-0.039442673325538635,
0.0558432899415493,
0.002634473377838731,
-0.0020280848257243633,
0.08155294507741928,
0.06388398259878159,
0.011674526147544384,
0.05648476257920265,
0.061851684004068375,
-0.037044692784547806,
0.10900796949863434,
-0.04131251573562622,
-0.07726652920246124,
-0.07211314141750336,
0.05315879359841347,
-0.0963413417339325,
0.03176145255565643,
-0.0877109169960022,
0.05520655959844589,
0.021920014172792435,
-0.08744335919618607,
0.050191789865493774,
0.09630605578422546,
0.018247146159410477,
0.03137555345892906,
-0.0038921907544136047,
-0.09529142826795578,
-0.053384728729724884,
-0.0006025522598065436,
-0.023181313648819923,
0.04832760617136955,
-0.036697547882795334,
0.040292780846357346,
-0.016749119386076927,
-0.036189861595630646,
-0.01073269173502922,
-0.017095694318413734,
-0.003416511695832014,
-0.12487736344337463,
-0.07482381165027618,
0.03783033415675163,
0.001582359429448843,
-0.0645940974354744,
-0.0659579187631607,
0.03102790005505085,
-0.03558383882045746,
-0.011937644332647324,
0.06729097664356232,
0.07023458927869797,
0.11570627242326736,
-0.05202711001038551,
0.06708122789859772,
0.06038924679160118,
-0.03607570007443428,
-0.02433011308312416,
0.03708565607666969,
-0.10735982656478882,
-0.07150858640670776,
0.08271487802267075,
-0.07860724627971649,
-0.06137622147798538,
0.02407619170844555,
-0.0070180571638047695,
-0.02258135750889778,
-0.05259813368320465,
-0.005589189939200878,
-0.0015278394566848874,
-0.02601335197687149,
0.10773111879825592,
0.011234580539166927,
-0.056948382407426834,
-0.05182074382901192,
0.004396229982376099,
0.07262156158685684,
-0.0633135586977005,
0.03067227639257908,
-0.041159916669130325,
0.016954414546489716,
-0.1141485646367073,
0.0028886781074106693,
0.02650669775903225,
0.023436879739165306,
-0.015179753303527832,
-0.05684705823659897,
0.0024917167611420155,
-5.6349753510604615e-33,
-0.02677108906209469,
0.03130383417010307,
-0.08492567390203476,
0.036504004150629044,
-0.026351308450102806,
-0.020750725641846657,
-0.02165462262928486,
-0.014834015630185604,
-0.023673998191952705,
-0.01247960515320301,
-0.0737547054886818,
0.0013514504535123706,
0.02834479697048664,
-0.031058132648468018,
0.010319680906832218,
-0.009098486043512821,
0.07870461046695709,
0.05694350227713585,
-0.020272742956876755,
-0.003005689475685358,
0.052689384669065475,
-0.06491032242774963,
-0.0992778018116951,
0.033655792474746704,
0.061981238424777985,
-0.0024421296548098326,
-0.0382857583463192,
0.049439821392297745,
0.01781035214662552,
0.06307131052017212,
-0.0028529863338917494,
-0.05225476622581482,
-0.05682286247611046,
-0.015444274060428143,
-0.05176297575235367,
-0.015083283185958862,
-0.0035129464231431484,
0.05027606710791588,
-0.0948120504617691,
0.001574809430167079,
0.05401168391108513,
0.028574544936418533,
-0.04519251361489296,
0.03500240296125412,
0.04463062435388565,
-0.06181095913052559,
-0.02697911113500595,
-0.019955793395638466,
0.02411011792719364,
0.03775380924344063,
0.055666133761405945,
-0.031116055324673653,
0.03920673578977585,
0.05356447398662567,
-0.05621238052845001,
0.07029276341199875,
-0.015463020652532578,
0.06258887052536011,
0.07674042880535126,
0.03812660276889801,
0.0058667645789682865,
-0.0538640171289444,
-0.057700734585523605,
0.07953595370054245,
0.07397707551717758,
-0.004310518503189087,
-0.001551001681946218,
-0.05097225680947304,
0.04924803972244263,
-0.0037576768081635237,
0.0756872221827507,
-0.06427054852247238,
-0.050163742154836655,
-0.01190043706446886,
0.10521893948316574,
0.07928717136383057,
0.0042558228597044945,
-0.025558294728398323,
-0.07884062081575394,
0.07323162257671356,
-0.05361660569906235,
0.018807973712682724,
-0.030677614733576775,
-0.010600815527141094,
0.10479629784822464,
-0.026066208258271217,
0.048745397478342056,
-0.03487739711999893,
0.03098498098552227,
-0.08073136955499649,
0.014931876212358475,
-0.005253839772194624,
-0.05457194894552231,
-0.040940821170806885,
-0.059635013341903687,
-5.1303583603612424e-8,
0.019798897206783295,
-0.01693866215646267,
-0.011000051163136959,
-0.049648262560367584,
0.06567243486642838,
0.009911762550473213,
-0.015260135754942894,
-0.10573525726795197,
0.004817571025341749,
0.011233074590563774,
0.013297609984874725,
0.01861218363046646,
-0.03622803837060928,
0.02528994530439377,
0.009983140043914318,
0.01355118677020073,
-0.05839036405086517,
-0.08879241347312927,
-0.015371117740869522,
0.006246894598007202,
-0.0055205379612743855,
-0.047873519361019135,
-0.0919051468372345,
0.047730427235364914,
0.03601090982556343,
-0.032559994608163834,
0.02987111546099186,
0.03207889571785927,
-0.024352969601750374,
0.10150765627622604,
-0.03367183730006218,
0.0011703242780640721,
0.01610596664249897,
0.0787985548377037,
-0.09552410989999771,
0.06987345218658447,
-0.0015084757469594479,
-0.004418445285409689,
-0.028368288651108742,
0.04854366183280945,
0.02410760521888733,
-0.048672303557395935,
-0.011630604043602943,
0.0508466511964798,
0.08988317102193832,
-0.0177750363945961,
0.028435274958610535,
-0.05242921784520149,
-0.07622577995061874,
-0.017476988956332207,
-0.015761952847242355,
0.013177205808460712,
0.056459005922079086,
0.04890945926308632,
0.006179771851748228,
0.03367516025900841,
0.04218939691781998,
-0.004002436529844999,
-0.0342508926987648,
0.04363273084163666,
0.031098047271370888,
0.06652084738016129,
-0.025087837129831314,
-0.024373294785618782
] | null | null | null | null | null | null | null |
[
-0.0700264647603035,
-0.05009416490793228,
-0.034364357590675354,
0.020696530118584633,
0.0571131594479084,
0.024716705083847046,
0.11642877012491226,
-0.060364287346601486,
0.01741742342710495,
0.024249840527772903,
-0.007249056361615658,
0.0537540577352047,
0.07170040160417557,
-0.04895858094096184,
0.02771840989589691,
-0.0211030300706625,
0.11772454530000687,
0.013814638368785381,
-0.1050763726234436,
0.04542539641261101,
0.07693683356046677,
-0.02582690492272377,
-0.00646478496491909,
0.011779388412833214,
-0.00451813917607069,
-0.06771108508110046,
-0.00020168384071439505,
-0.05778837203979492,
-0.09010901302099228,
-0.05933234095573425,
-0.02323269098997116,
-0.013942022807896137,
-0.0299674104899168,
0.00375659903511405,
-0.029190175235271454,
0.002988580847159028,
0.05385362729430199,
0.02859942428767681,
0.025895655155181885,
0.04550549015402794,
-0.01033027470111847,
0.04463319480419159,
-0.08250221610069275,
0.015002849511802197,
-0.07335512340068817,
-0.0018048358615487814,
0.04262062907218933,
0.05851205065846443,
-0.13762184977531433,
-0.0534684881567955,
-0.007962610572576523,
0.043997086584568024,
0.01569370925426483,
0.04594238102436066,
0.07512141764163971,
-0.10931770503520966,
-0.0745512843132019,
0.014629007317125797,
-0.09408338367938995,
0.0504055917263031,
0.04227126017212868,
-0.03264108672738075,
0.0189383402466774,
-0.031950972974300385,
0.0433192178606987,
0.05004502460360527,
0.022020168602466583,
0.03629991412162781,
-0.04530857503414154,
0.07969661056995392,
-0.006604574155062437,
-0.02280290238559246,
-0.1449917107820511,
-0.008289577439427376,
0.0555759072303772,
-0.025548260658979416,
0.06674517691135406,
0.008240871131420135,
-0.03392447158694267,
-0.041839368641376495,
0.04571017622947693,
0.022872386500239372,
0.021020956337451935,
-0.015870418399572372,
-0.026365943253040314,
-0.057622022926807404,
-0.07057969272136688,
0.0020179380662739277,
-0.006864615716040134,
-0.05527196824550629,
-0.09988895058631897,
-0.055619433522224426,
-0.019341804087162018,
0.09433410316705704,
0.08413032442331314,
-0.050768617540597916,
0.002110634231939912,
-0.023087529465556145,
-0.04340948536992073,
0.07219944894313812,
-0.014032226987183094,
0.027623776346445084,
0.01637197472155094,
-0.07296747714281082,
-0.0057868026196956635,
0.015812870115041733,
0.05888315662741661,
-0.044003359973430634,
0.02293352782726288,
0.07663413137197495,
0.02175806649029255,
-0.025950362905859947,
-0.044085316359996796,
-0.011018412187695503,
0.010737370699644089,
-0.018285268917679787,
-0.011058795265853405,
0.12402934581041336,
0.028177350759506226,
0.021648027002811432,
0.032951630651950836,
0.007688845042139292,
0.14280493557453156,
0.0073806969448924065,
-0.037676069885492325,
0.0013533297460526228,
-0.04613899812102318,
3.505742924014542e-33,
-0.04753730818629265,
0.03375236317515373,
-0.060723546892404556,
0.07531290501356125,
0.05996211990714073,
0.01736009307205677,
0.028704563155770302,
-0.022913848981261253,
0.011051277630031109,
0.03091116063296795,
-0.039442673325538635,
0.0558432899415493,
0.002634473377838731,
-0.0020280848257243633,
0.08155294507741928,
0.06388398259878159,
0.011674526147544384,
0.05648476257920265,
0.061851684004068375,
-0.037044692784547806,
0.10900796949863434,
-0.04131251573562622,
-0.07726652920246124,
-0.07211314141750336,
0.05315879359841347,
-0.0963413417339325,
0.03176145255565643,
-0.0877109169960022,
0.05520655959844589,
0.021920014172792435,
-0.08744335919618607,
0.050191789865493774,
0.09630605578422546,
0.018247146159410477,
0.03137555345892906,
-0.0038921907544136047,
-0.09529142826795578,
-0.053384728729724884,
-0.0006025522598065436,
-0.023181313648819923,
0.04832760617136955,
-0.036697547882795334,
0.040292780846357346,
-0.016749119386076927,
-0.036189861595630646,
-0.01073269173502922,
-0.017095694318413734,
-0.003416511695832014,
-0.12487736344337463,
-0.07482381165027618,
0.03783033415675163,
0.001582359429448843,
-0.0645940974354744,
-0.0659579187631607,
0.03102790005505085,
-0.03558383882045746,
-0.011937644332647324,
0.06729097664356232,
0.07023458927869797,
0.11570627242326736,
-0.05202711001038551,
0.06708122789859772,
0.06038924679160118,
-0.03607570007443428,
-0.02433011308312416,
0.03708565607666969,
-0.10735982656478882,
-0.07150858640670776,
0.08271487802267075,
-0.07860724627971649,
-0.06137622147798538,
0.02407619170844555,
-0.0070180571638047695,
-0.02258135750889778,
-0.05259813368320465,
-0.005589189939200878,
-0.0015278394566848874,
-0.02601335197687149,
0.10773111879825592,
0.011234580539166927,
-0.056948382407426834,
-0.05182074382901192,
0.004396229982376099,
0.07262156158685684,
-0.0633135586977005,
0.03067227639257908,
-0.041159916669130325,
0.016954414546489716,
-0.1141485646367073,
0.0028886781074106693,
0.02650669775903225,
0.023436879739165306,
-0.015179753303527832,
-0.05684705823659897,
0.0024917167611420155,
-5.6349753510604615e-33,
-0.02677108906209469,
0.03130383417010307,
-0.08492567390203476,
0.036504004150629044,
-0.026351308450102806,
-0.020750725641846657,
-0.02165462262928486,
-0.014834015630185604,
-0.023673998191952705,
-0.01247960515320301,
-0.0737547054886818,
0.0013514504535123706,
0.02834479697048664,
-0.031058132648468018,
0.010319680906832218,
-0.009098486043512821,
0.07870461046695709,
0.05694350227713585,
-0.020272742956876755,
-0.003005689475685358,
0.052689384669065475,
-0.06491032242774963,
-0.0992778018116951,
0.033655792474746704,
0.061981238424777985,
-0.0024421296548098326,
-0.0382857583463192,
0.049439821392297745,
0.01781035214662552,
0.06307131052017212,
-0.0028529863338917494,
-0.05225476622581482,
-0.05682286247611046,
-0.015444274060428143,
-0.05176297575235367,
-0.015083283185958862,
-0.0035129464231431484,
0.05027606710791588,
-0.0948120504617691,
0.001574809430167079,
0.05401168391108513,
0.028574544936418533,
-0.04519251361489296,
0.03500240296125412,
0.04463062435388565,
-0.06181095913052559,
-0.02697911113500595,
-0.019955793395638466,
0.02411011792719364,
0.03775380924344063,
0.055666133761405945,
-0.031116055324673653,
0.03920673578977585,
0.05356447398662567,
-0.05621238052845001,
0.07029276341199875,
-0.015463020652532578,
0.06258887052536011,
0.07674042880535126,
0.03812660276889801,
0.0058667645789682865,
-0.0538640171289444,
-0.057700734585523605,
0.07953595370054245,
0.07397707551717758,
-0.004310518503189087,
-0.001551001681946218,
-0.05097225680947304,
0.04924803972244263,
-0.0037576768081635237,
0.0756872221827507,
-0.06427054852247238,
-0.050163742154836655,
-0.01190043706446886,
0.10521893948316574,
0.07928717136383057,
0.0042558228597044945,
-0.025558294728398323,
-0.07884062081575394,
0.07323162257671356,
-0.05361660569906235,
0.018807973712682724,
-0.030677614733576775,
-0.010600815527141094,
0.10479629784822464,
-0.026066208258271217,
0.048745397478342056,
-0.03487739711999893,
0.03098498098552227,
-0.08073136955499649,
0.014931876212358475,
-0.005253839772194624,
-0.05457194894552231,
-0.040940821170806885,
-0.059635013341903687,
-5.1303583603612424e-8,
0.019798897206783295,
-0.01693866215646267,
-0.011000051163136959,
-0.049648262560367584,
0.06567243486642838,
0.009911762550473213,
-0.015260135754942894,
-0.10573525726795197,
0.004817571025341749,
0.011233074590563774,
0.013297609984874725,
0.01861218363046646,
-0.03622803837060928,
0.02528994530439377,
0.009983140043914318,
0.01355118677020073,
-0.05839036405086517,
-0.08879241347312927,
-0.015371117740869522,
0.006246894598007202,
-0.0055205379612743855,
-0.047873519361019135,
-0.0919051468372345,
0.047730427235364914,
0.03601090982556343,
-0.032559994608163834,
0.02987111546099186,
0.03207889571785927,
-0.024352969601750374,
0.10150765627622604,
-0.03367183730006218,
0.0011703242780640721,
0.01610596664249897,
0.0787985548377037,
-0.09552410989999771,
0.06987345218658447,
-0.0015084757469594479,
-0.004418445285409689,
-0.028368288651108742,
0.04854366183280945,
0.02410760521888733,
-0.048672303557395935,
-0.011630604043602943,
0.0508466511964798,
0.08988317102193832,
-0.0177750363945961,
0.028435274958610535,
-0.05242921784520149,
-0.07622577995061874,
-0.017476988956332207,
-0.015761952847242355,
0.013177205808460712,
0.056459005922079086,
0.04890945926308632,
0.006179771851748228,
0.03367516025900841,
0.04218939691781998,
-0.004002436529844999,
-0.0342508926987648,
0.04363273084163666,
0.031098047271370888,
0.06652084738016129,
-0.025087837129831314,
-0.024373294785618782
] |
1401.4453
|
Ali Aghamohammadi
|
A. Aghamohammadi
|
Resembling holographic dark energy with f(R)gravity as scalar field and
ghost dark energy with tachyon scalar fields
|
5 pages. 1figures
| null |
10.1007/s10773-014-2239-x
|
IJTP-D-14-00185R1
|
physics.gen-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this article,the dynamics and potential of two different scalar field
models is presented in a at Friedmann-Lemaitre-Robertson-Walker(FLRW) universe.
One of those models is obtained from the corresponding relation between
holographic energy density (HED) with energy density of the corresponding
scalar field of f(R) gravity,and other models is achieved from connection
between the ghost energy density (GDE) with energy density of the tachyon field
model. Also, a f(R) model according to the the HDE model is calculated then
stability,anti -gravity and viable conditions on it are investigated.
|
[
{
"created": "Sat, 18 Jan 2014 13:26:40 GMT",
"version": "v1"
},
{
"created": "Sun, 16 Feb 2014 12:28:03 GMT",
"version": "v2"
},
{
"created": "Sat, 22 Feb 2014 09:08:55 GMT",
"version": "v3"
}
] |
2014-07-10
|
[
[
"Aghamohammadi",
"A.",
""
]
] |
[
-0.039620526134967804,
-0.04364875331521034,
0.011386370286345482,
0.032595444470644,
0.0019298169063404202,
0.02767406962811947,
-0.04054025560617447,
0.007446098141372204,
0.00031475568539462984,
-0.050834931433200836,
-0.018918588757514954,
0.009301404468715191,
-0.053702134639024734,
0.017430653795599937,
-0.015315812081098557,
-0.06987886875867844,
-0.06320807337760925,
-0.0029463532846421003,
-0.05828925594687462,
0.0314687117934227,
-0.013870676048099995,
0.04533613845705986,
-0.07840578258037567,
0.021742193028330803,
0.01825668103992939,
-0.15085327625274658,
0.024828974157571793,
0.030900929123163223,
-0.01282410230487585,
-0.02139616571366787,
0.04699844866991043,
-0.03704655170440674,
-0.024949999526143074,
-0.01215579267591238,
0.02414236031472683,
0.0487954244017601,
0.038405537605285645,
-0.04135439917445183,
-0.0027671123389154673,
-0.015329387970268726,
-0.02423347346484661,
-0.034189410507678986,
0.028285203501582146,
-0.009458639658987522,
-0.01362069696187973,
-0.09718625247478485,
-0.004690260626375675,
-0.07324153184890747,
-0.011596406809985638,
0.029955344274640083,
0.041613537818193436,
0.03521842509508133,
0.02090470865368843,
0.02718254178762436,
0.048110466450452805,
0.06432650983333588,
0.045162566006183624,
-0.09627050161361694,
0.019651256501674652,
-0.09338416904211044,
-0.04896017536520958,
0.041182149201631546,
-0.032525818794965744,
-0.017475616186857224,
0.06381672620773315,
0.020127370953559875,
-0.011120242066681385,
0.05825522169470787,
0.013600803911685944,
0.002493508392944932,
-0.03469831869006157,
0.04822041839361191,
-0.07496805489063263,
-0.1668667048215866,
-0.009915601462125778,
-0.0226104948669672,
0.008985476568341255,
0.050710324198007584,
0.09056416898965836,
-0.0023654268588870764,
0.028198938816785812,
0.018442073836922646,
-0.024888448417186737,
-0.046393025666475296,
-0.06810099631547928,
-0.02729419805109501,
-0.020611535757780075,
0.029403941705822945,
0.04823453724384308,
0.061952345073223114,
0.07621565461158752,
0.0360528863966465,
-0.05178634449839592,
-0.028053725138306618,
-0.04597111791372299,
-0.00640584621578455,
-0.0526849702000618,
-0.016922449693083763,
-0.02139882929623127,
-0.014653792604804039,
0.046397533267736435,
-0.028524911031126976,
0.08743336796760559,
0.06887975335121155,
0.11984370648860931,
0.007321367971599102,
-0.025109287351369858,
0.03837459161877632,
0.039721809327602386,
0.06292587518692017,
0.08946797996759415,
0.014035224914550781,
-0.008948306553065777,
0.014086646027863026,
-0.12838906049728394,
0.03639218211174011,
0.03380245715379715,
0.041980281472206116,
-0.06469830125570297,
-0.03838125243782997,
-0.0032694798428565264,
0.005169992800801992,
0.07850562781095505,
-0.015884025022387505,
0.014090809039771557,
-0.052926331758499146,
-0.004752362612634897,
5.666510007402185e-34,
0.02120663784444332,
-0.07007045298814774,
0.04974399134516716,
0.0013556673657149076,
0.08533027023077011,
0.012814417481422424,
-0.07895741611719131,
0.08253641426563263,
0.018228933215141296,
-0.06901703774929047,
-0.08577600121498108,
0.06722002476453781,
0.02274288982152939,
0.03161638602614403,
-0.06293311715126038,
-0.05648340284824371,
-0.00011689466919051483,
-0.021756762638688087,
0.006966972723603249,
-0.02329038269817829,
0.053746458142995834,
0.044692303985357285,
-0.007472533732652664,
0.006582343019545078,
0.035513736307621,
0.04196907579898834,
0.02040449157357216,
0.03701116144657135,
-0.11830440163612366,
0.030379990115761757,
-0.046515658497810364,
-0.032986920326948166,
0.025898655876517296,
-0.03445139154791832,
-0.04457809776067734,
0.017716264352202415,
0.01720176264643669,
-0.025086378678679466,
-0.01825624145567417,
-0.0885038897395134,
0.03549661114811897,
0.002736147725954652,
0.03240629658102989,
-0.06148340553045273,
0.01319036167114973,
0.00781732052564621,
0.23564022779464722,
-0.03467144817113876,
-0.03458321839570999,
0.05698198825120926,
0.05110777169466019,
-0.04800521954894066,
-0.12452269345521927,
0.052673861384391785,
0.05281447246670723,
-0.025010816752910614,
-0.04330357164144516,
0.024531789124011993,
0.04624861851334572,
0.055275097489356995,
0.06919609010219574,
0.044449929147958755,
0.05204128846526146,
0.022975167259573936,
0.013685929588973522,
0.02001861296594143,
-0.009080280549824238,
-0.0897819846868515,
-0.030158108100295067,
0.009421114809811115,
0.07995545864105225,
0.0013031725538894534,
0.030302252620458603,
0.05191949009895325,
0.006540678441524506,
0.008828852325677872,
-0.04609166085720062,
-0.05645614489912987,
-0.05560415983200073,
0.0384729728102684,
-0.06543201208114624,
-0.05968635529279709,
-0.012512131594121456,
-0.0014004632830619812,
-0.0888957679271698,
-0.011533936485648155,
-0.0026631809305399656,
0.02237674593925476,
0.0012260308722034097,
-0.09519931674003601,
-0.0646374523639679,
0.024668443948030472,
0.057108715176582336,
-0.07748686522245407,
-0.0021681790240108967,
-3.489771996548698e-33,
-0.020315341651439667,
-0.005198990926146507,
0.021220892667770386,
0.023371828719973564,
-0.0213015079498291,
0.023420283570885658,
0.005720288492739201,
0.06763440370559692,
0.023918170481920242,
-0.09568754583597183,
0.018416207283735275,
0.015909286215901375,
-0.029026173055171967,
-0.04999716952443123,
0.13228866457939148,
-0.002253466285765171,
0.015153001062572002,
-0.018255015835165977,
-0.060481395572423935,
0.04200584441423416,
0.025625700131058693,
-0.04732096567749977,
-0.09665679186582565,
0.054004739969968796,
0.01016613095998764,
-0.027238603681325912,
0.06449214369058609,
-0.05147289112210274,
-0.01881948485970497,
0.1488085389137268,
0.03403925895690918,
-0.0018133023986592889,
0.01106326375156641,
0.08233672380447388,
-0.06524147838354111,
0.004399948753416538,
0.061094921082258224,
0.06974770128726959,
-0.07680569589138031,
0.03661111742258072,
-0.06461049616336823,
0.08905535191297531,
0.03425644338130951,
-0.01454163808375597,
-0.02899905852973461,
-0.001404787297360599,
-0.023439504206180573,
0.028275255113840103,
0.03166893124580383,
-0.04682000353932381,
-0.001546807587146759,
-0.042908187955617905,
0.020555544644594193,
0.049045220017433167,
-0.16015927493572235,
0.03030412271618843,
0.005899696610867977,
0.005473538767546415,
-0.05386967584490776,
-0.03209441527724266,
0.05244135484099388,
-0.031381428241729736,
0.04546554014086723,
-0.010890986770391464,
-0.028290975838899612,
-0.038127098232507706,
-0.0809144452214241,
-0.01980813778936863,
-0.019099071621894836,
-0.06589353829622269,
0.00007806736539350823,
-0.02480979636311531,
0.0404781848192215,
0.11246168613433838,
0.013097016140818596,
0.11543042212724686,
0.13089795410633087,
-0.06906282156705856,
0.08525659888982773,
-0.020350715145468712,
0.003741417545825243,
0.027832506224513054,
0.0536205880343914,
0.025555061176419258,
-0.06442192941904068,
-0.03228244557976723,
-0.05450141429901123,
-0.030223893001675606,
-0.010579850524663925,
-0.03298398107290268,
-0.0363171212375164,
-0.021395161747932434,
-0.00448842765763402,
0.0719209834933281,
-0.01642894744873047,
-4.524608598899249e-8,
0.017344383522868156,
-0.03345242887735367,
0.011451635509729385,
-0.008401035331189632,
-0.08814394474029541,
0.04511876031756401,
0.07131055742502213,
-0.04541040584445,
0.01765669882297516,
0.035593826323747635,
-0.0013108050916343927,
-0.034390345215797424,
-0.08431590348482132,
-0.00960293598473072,
-0.03913794830441475,
0.014339755289256573,
0.020388158038258553,
0.04460965842008591,
-0.04611073061823845,
0.049339283257722855,
0.054081447422504425,
0.02471281588077545,
-0.029656261205673218,
-0.04322454333305359,
0.007905636914074421,
0.0695153996348381,
0.006946157198399305,
-0.024832438677549362,
-0.004524115938693285,
0.03881314769387245,
0.02100241370499134,
0.0029860276263207197,
-0.05232129245996475,
0.034014251083135605,
-0.09386210143566132,
0.037884101271629333,
0.01354066003113985,
-0.003500765422359109,
-0.00442336592823267,
0.09943140298128128,
0.0658162459731102,
0.04401831701397896,
-0.016194988042116165,
-0.06545357406139374,
-0.04345885291695595,
0.0064355311915278435,
0.0007330463267862797,
-0.03962564468383789,
0.016972865909337997,
0.1234617680311203,
0.04071883484721184,
0.08994331955909729,
-0.09076474606990814,
-0.038493916392326355,
-0.012230572290718555,
-0.05563357472419739,
-0.07890237122774124,
0.028062013909220695,
-0.040187444537878036,
-0.0040033175610005856,
0.1129613146185875,
-0.04556899890303612,
0.027394643053412437,
0.0224712286144495
] | null | null | null | null | null | null | null |
[
-0.039620526134967804,
-0.04364875331521034,
0.011386370286345482,
0.032595444470644,
0.0019298169063404202,
0.02767406962811947,
-0.04054025560617447,
0.007446098141372204,
0.00031475568539462984,
-0.050834931433200836,
-0.018918588757514954,
0.009301404468715191,
-0.053702134639024734,
0.017430653795599937,
-0.015315812081098557,
-0.06987886875867844,
-0.06320807337760925,
-0.0029463532846421003,
-0.05828925594687462,
0.0314687117934227,
-0.013870676048099995,
0.04533613845705986,
-0.07840578258037567,
0.021742193028330803,
0.01825668103992939,
-0.15085327625274658,
0.024828974157571793,
0.030900929123163223,
-0.01282410230487585,
-0.02139616571366787,
0.04699844866991043,
-0.03704655170440674,
-0.024949999526143074,
-0.01215579267591238,
0.02414236031472683,
0.0487954244017601,
0.038405537605285645,
-0.04135439917445183,
-0.0027671123389154673,
-0.015329387970268726,
-0.02423347346484661,
-0.034189410507678986,
0.028285203501582146,
-0.009458639658987522,
-0.01362069696187973,
-0.09718625247478485,
-0.004690260626375675,
-0.07324153184890747,
-0.011596406809985638,
0.029955344274640083,
0.041613537818193436,
0.03521842509508133,
0.02090470865368843,
0.02718254178762436,
0.048110466450452805,
0.06432650983333588,
0.045162566006183624,
-0.09627050161361694,
0.019651256501674652,
-0.09338416904211044,
-0.04896017536520958,
0.041182149201631546,
-0.032525818794965744,
-0.017475616186857224,
0.06381672620773315,
0.020127370953559875,
-0.011120242066681385,
0.05825522169470787,
0.013600803911685944,
0.002493508392944932,
-0.03469831869006157,
0.04822041839361191,
-0.07496805489063263,
-0.1668667048215866,
-0.009915601462125778,
-0.0226104948669672,
0.008985476568341255,
0.050710324198007584,
0.09056416898965836,
-0.0023654268588870764,
0.028198938816785812,
0.018442073836922646,
-0.024888448417186737,
-0.046393025666475296,
-0.06810099631547928,
-0.02729419805109501,
-0.020611535757780075,
0.029403941705822945,
0.04823453724384308,
0.061952345073223114,
0.07621565461158752,
0.0360528863966465,
-0.05178634449839592,
-0.028053725138306618,
-0.04597111791372299,
-0.00640584621578455,
-0.0526849702000618,
-0.016922449693083763,
-0.02139882929623127,
-0.014653792604804039,
0.046397533267736435,
-0.028524911031126976,
0.08743336796760559,
0.06887975335121155,
0.11984370648860931,
0.007321367971599102,
-0.025109287351369858,
0.03837459161877632,
0.039721809327602386,
0.06292587518692017,
0.08946797996759415,
0.014035224914550781,
-0.008948306553065777,
0.014086646027863026,
-0.12838906049728394,
0.03639218211174011,
0.03380245715379715,
0.041980281472206116,
-0.06469830125570297,
-0.03838125243782997,
-0.0032694798428565264,
0.005169992800801992,
0.07850562781095505,
-0.015884025022387505,
0.014090809039771557,
-0.052926331758499146,
-0.004752362612634897,
5.666510007402185e-34,
0.02120663784444332,
-0.07007045298814774,
0.04974399134516716,
0.0013556673657149076,
0.08533027023077011,
0.012814417481422424,
-0.07895741611719131,
0.08253641426563263,
0.018228933215141296,
-0.06901703774929047,
-0.08577600121498108,
0.06722002476453781,
0.02274288982152939,
0.03161638602614403,
-0.06293311715126038,
-0.05648340284824371,
-0.00011689466919051483,
-0.021756762638688087,
0.006966972723603249,
-0.02329038269817829,
0.053746458142995834,
0.044692303985357285,
-0.007472533732652664,
0.006582343019545078,
0.035513736307621,
0.04196907579898834,
0.02040449157357216,
0.03701116144657135,
-0.11830440163612366,
0.030379990115761757,
-0.046515658497810364,
-0.032986920326948166,
0.025898655876517296,
-0.03445139154791832,
-0.04457809776067734,
0.017716264352202415,
0.01720176264643669,
-0.025086378678679466,
-0.01825624145567417,
-0.0885038897395134,
0.03549661114811897,
0.002736147725954652,
0.03240629658102989,
-0.06148340553045273,
0.01319036167114973,
0.00781732052564621,
0.23564022779464722,
-0.03467144817113876,
-0.03458321839570999,
0.05698198825120926,
0.05110777169466019,
-0.04800521954894066,
-0.12452269345521927,
0.052673861384391785,
0.05281447246670723,
-0.025010816752910614,
-0.04330357164144516,
0.024531789124011993,
0.04624861851334572,
0.055275097489356995,
0.06919609010219574,
0.044449929147958755,
0.05204128846526146,
0.022975167259573936,
0.013685929588973522,
0.02001861296594143,
-0.009080280549824238,
-0.0897819846868515,
-0.030158108100295067,
0.009421114809811115,
0.07995545864105225,
0.0013031725538894534,
0.030302252620458603,
0.05191949009895325,
0.006540678441524506,
0.008828852325677872,
-0.04609166085720062,
-0.05645614489912987,
-0.05560415983200073,
0.0384729728102684,
-0.06543201208114624,
-0.05968635529279709,
-0.012512131594121456,
-0.0014004632830619812,
-0.0888957679271698,
-0.011533936485648155,
-0.0026631809305399656,
0.02237674593925476,
0.0012260308722034097,
-0.09519931674003601,
-0.0646374523639679,
0.024668443948030472,
0.057108715176582336,
-0.07748686522245407,
-0.0021681790240108967,
-3.489771996548698e-33,
-0.020315341651439667,
-0.005198990926146507,
0.021220892667770386,
0.023371828719973564,
-0.0213015079498291,
0.023420283570885658,
0.005720288492739201,
0.06763440370559692,
0.023918170481920242,
-0.09568754583597183,
0.018416207283735275,
0.015909286215901375,
-0.029026173055171967,
-0.04999716952443123,
0.13228866457939148,
-0.002253466285765171,
0.015153001062572002,
-0.018255015835165977,
-0.060481395572423935,
0.04200584441423416,
0.025625700131058693,
-0.04732096567749977,
-0.09665679186582565,
0.054004739969968796,
0.01016613095998764,
-0.027238603681325912,
0.06449214369058609,
-0.05147289112210274,
-0.01881948485970497,
0.1488085389137268,
0.03403925895690918,
-0.0018133023986592889,
0.01106326375156641,
0.08233672380447388,
-0.06524147838354111,
0.004399948753416538,
0.061094921082258224,
0.06974770128726959,
-0.07680569589138031,
0.03661111742258072,
-0.06461049616336823,
0.08905535191297531,
0.03425644338130951,
-0.01454163808375597,
-0.02899905852973461,
-0.001404787297360599,
-0.023439504206180573,
0.028275255113840103,
0.03166893124580383,
-0.04682000353932381,
-0.001546807587146759,
-0.042908187955617905,
0.020555544644594193,
0.049045220017433167,
-0.16015927493572235,
0.03030412271618843,
0.005899696610867977,
0.005473538767546415,
-0.05386967584490776,
-0.03209441527724266,
0.05244135484099388,
-0.031381428241729736,
0.04546554014086723,
-0.010890986770391464,
-0.028290975838899612,
-0.038127098232507706,
-0.0809144452214241,
-0.01980813778936863,
-0.019099071621894836,
-0.06589353829622269,
0.00007806736539350823,
-0.02480979636311531,
0.0404781848192215,
0.11246168613433838,
0.013097016140818596,
0.11543042212724686,
0.13089795410633087,
-0.06906282156705856,
0.08525659888982773,
-0.020350715145468712,
0.003741417545825243,
0.027832506224513054,
0.0536205880343914,
0.025555061176419258,
-0.06442192941904068,
-0.03228244557976723,
-0.05450141429901123,
-0.030223893001675606,
-0.010579850524663925,
-0.03298398107290268,
-0.0363171212375164,
-0.021395161747932434,
-0.00448842765763402,
0.0719209834933281,
-0.01642894744873047,
-4.524608598899249e-8,
0.017344383522868156,
-0.03345242887735367,
0.011451635509729385,
-0.008401035331189632,
-0.08814394474029541,
0.04511876031756401,
0.07131055742502213,
-0.04541040584445,
0.01765669882297516,
0.035593826323747635,
-0.0013108050916343927,
-0.034390345215797424,
-0.08431590348482132,
-0.00960293598473072,
-0.03913794830441475,
0.014339755289256573,
0.020388158038258553,
0.04460965842008591,
-0.04611073061823845,
0.049339283257722855,
0.054081447422504425,
0.02471281588077545,
-0.029656261205673218,
-0.04322454333305359,
0.007905636914074421,
0.0695153996348381,
0.006946157198399305,
-0.024832438677549362,
-0.004524115938693285,
0.03881314769387245,
0.02100241370499134,
0.0029860276263207197,
-0.05232129245996475,
0.034014251083135605,
-0.09386210143566132,
0.037884101271629333,
0.01354066003113985,
-0.003500765422359109,
-0.00442336592823267,
0.09943140298128128,
0.0658162459731102,
0.04401831701397896,
-0.016194988042116165,
-0.06545357406139374,
-0.04345885291695595,
0.0064355311915278435,
0.0007330463267862797,
-0.03962564468383789,
0.016972865909337997,
0.1234617680311203,
0.04071883484721184,
0.08994331955909729,
-0.09076474606990814,
-0.038493916392326355,
-0.012230572290718555,
-0.05563357472419739,
-0.07890237122774124,
0.028062013909220695,
-0.040187444537878036,
-0.0040033175610005856,
0.1129613146185875,
-0.04556899890303612,
0.027394643053412437,
0.0224712286144495
] |
1401.4455
|
Alexey Slunyaev
|
Victor Shrira and Alexey Slunyaev
|
Nonlinear dynamics of trapped waves on jet currents and rogue waves
|
4 pages, 2 figures, 3 movies (supplemental materials, not enclosed to
this submission)
|
Phys. Rev. E. 89, 041002(R) (2014)
|
10.1103/PhysRevE.89.041002
| null |
physics.flu-dyn physics.geo-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Nonlinear dynamics of surface gravity waves trapped by an opposing jet
current is studied analytically and numerically. For wave fields narrowband in
frequency but not necessarily with narrow angular distributions the developed
asymptotic weakly nonlinear theory based on the modal approach of (V. Shrira,
A. Slunyaev, J. Fluid. Mech, 738, 65, 2014) leads to the one-dimensional
modified nonlinear Schr\"{o}dinger equation of self-focusing type for a single
mode. Its solutions such as envelope solitons and breathers are considered to
be prototypes of rogue waves; these solutions, in contrast to waves in the
absence of currents, are robust with respect to transverse perturbations, which
suggests potentially higher probability of rogue waves. Robustness of the
long-lived analytical solutions in form of the modulated trapped waves and
solitary wave groups is verified by direct numerical simulations of potential
Euler equations.
|
[
{
"created": "Sat, 18 Jan 2014 08:45:48 GMT",
"version": "v1"
}
] |
2017-03-17
|
[
[
"Shrira",
"Victor",
""
],
[
"Slunyaev",
"Alexey",
""
]
] |
[
-0.08563913404941559,
-0.012270253151655197,
0.038956284523010254,
0.02991347573697567,
-0.0398758128285408,
-0.03516796603798866,
0.025316305458545685,
-0.02111809514462948,
-0.021777432411909103,
-0.041987333446741104,
0.06229839846491814,
0.010831562802195549,
-0.06689545512199402,
-0.06742008030414581,
0.05634748190641403,
0.042055223137140274,
-0.06183015927672386,
-0.06463713943958282,
-0.050412148237228394,
0.018186310306191444,
-0.00647307513281703,
0.030734354630112648,
-0.04739419370889664,
-0.02504202164709568,
0.034980252385139465,
-0.05730369687080383,
0.0643501728773117,
-0.03784240409731865,
-0.014641085639595985,
0.00909439567476511,
0.06524363905191422,
0.04526984691619873,
-0.09744233638048172,
0.04844483360648155,
-0.0143394460901618,
-0.009697550907731056,
-0.035447485744953156,
0.04586222022771835,
-0.011930925771594048,
-0.0059791626408696175,
-0.022300047799944878,
0.028703631833195686,
-0.00007418156019411981,
0.05711102858185768,
0.025328250601887703,
-0.042503707110881805,
-0.03241611272096634,
-0.022758910432457924,
0.008093462325632572,
0.012900310568511486,
-0.001816226402297616,
-0.00045260172919370234,
-0.02522028610110283,
0.01952267996966839,
0.014041732996702194,
-0.044334448873996735,
-0.06325709819793701,
0.03160399943590164,
0.02464773692190647,
-0.029167138040065765,
0.07089628279209137,
0.0682968944311142,
0.023643234744668007,
-0.034201670438051224,
0.007507876958698034,
-0.02143007330596447,
0.05266209691762924,
0.0328633151948452,
0.0042006769217550755,
0.03720468282699585,
-0.00408764835447073,
-0.010174678638577461,
0.0029337734449654818,
-0.03259360417723656,
0.045393023639917374,
-0.007457558996975422,
-0.07824499905109406,
0.041927024722099304,
-0.054256338626146317,
0.07415022701025009,
-0.006670420058071613,
-0.025701971724629402,
-0.15657088160514832,
-0.012857613153755665,
-0.10212836414575577,
0.06505805999040604,
0.0010982734384015203,
-0.04491683095693588,
0.01984352245926857,
-0.015613185241818428,
-0.07329414784908295,
-0.09565338492393494,
0.03887377306818962,
-0.05258031561970711,
0.05766426771879196,
-0.046349819749593735,
0.06846942007541656,
0.0076311021111905575,
0.07044659554958344,
0.012384060770273209,
-0.01846754178404808,
-0.044401075690984726,
0.022871283814311028,
0.08739710599184036,
0.009275740012526512,
0.02905074693262577,
0.06579267978668213,
0.04362351819872856,
0.01743081957101822,
0.0390804186463356,
-0.03138319402933121,
0.046987541019916534,
0.03380178287625313,
-0.022907834500074387,
-0.012888237833976746,
-0.03971635177731514,
0.004587771836668253,
0.03518242388963699,
0.022781431674957275,
-0.015917766839265823,
0.03077104315161705,
0.004511769860982895,
0.0714440643787384,
0.001399836502969265,
-0.04591003432869911,
0.0803932398557663,
0.02233009785413742,
-1.5047957770582084e-33,
0.10391966253519058,
0.06418478488922119,
0.016644904389977455,
-0.03182481229305267,
-0.008082819171249866,
-0.06573096662759781,
0.06750581413507462,
0.07468990236520767,
-0.01562749594449997,
0.11032915115356445,
-0.14916886389255524,
0.09878295660018921,
0.008093259297311306,
0.008763722144067287,
0.00793493539094925,
-0.01712673529982567,
-0.007825271226465702,
-0.06803242862224579,
-0.0329584963619709,
0.04826214164495468,
0.018961399793624878,
0.04456393048167229,
-0.02491290122270584,
-0.13179168105125427,
-0.043729234486818314,
-0.02002943679690361,
-0.04585608094930649,
-0.012601916678249836,
-0.026539774611592293,
0.01526542566716671,
0.025850098580121994,
0.09281732141971588,
-0.031765010207891464,
0.020032625645399094,
0.030718818306922913,
0.031006302684545517,
0.039023108780384064,
0.06323135644197464,
-0.03791426867246628,
0.010274176485836506,
-0.05296769365668297,
-0.057132359594106674,
-0.006582770962268114,
0.06278534233570099,
0.08972685784101486,
-0.09384576231241226,
-0.018682727590203285,
0.06391935795545578,
0.027994005009531975,
0.004218996502459049,
-0.021072689443826675,
-0.0419715978205204,
-0.08620432019233704,
0.08480603247880936,
0.09624561667442322,
-0.017129871994256973,
0.05450642108917236,
-0.004080984275788069,
-0.02761576510965824,
-0.011598950251936913,
0.01615619845688343,
-0.07083632797002792,
0.04560349881649017,
-0.06265093386173248,
0.03267872706055641,
0.029985230416059494,
-0.0062808264046907425,
-0.022365150973200798,
-0.010639471933245659,
-0.04251866415143013,
0.015145671553909779,
0.05796957015991211,
-0.06954984366893768,
-0.012291504070162773,
0.016422659158706665,
-0.06525831669569016,
0.08072612434625626,
0.05509849265217781,
0.04683927446603775,
0.06174265965819359,
0.06571269780397415,
-0.015736257657408714,
0.000989540247246623,
0.04932982847094536,
-0.07589210569858551,
0.04696696624159813,
-0.0038012093864381313,
-0.023244086652994156,
-0.031543321907520294,
-0.04904530942440033,
-0.1408836841583252,
0.03013521432876587,
0.035187024623155594,
-0.09941420704126358,
-0.02689828909933567,
-2.9951910136348746e-33,
-0.01035077404230833,
0.045157890766859055,
-0.06033623218536377,
-0.020469125360250473,
0.05759541690349579,
0.11906968057155609,
0.056639064103364944,
0.12960009276866913,
-0.04274448752403259,
-0.03837759792804718,
-0.009894181974232197,
0.023435348644852638,
0.02177637256681919,
0.04474683478474617,
0.011208607815206051,
-0.018535124137997627,
0.003316557966172695,
0.05977698042988777,
-0.003185608424246311,
0.021379798650741577,
-0.005481223575770855,
-0.00472690025344491,
0.03337332233786583,
0.061549052596092224,
0.013483140617609024,
-0.03775870427489281,
0.029765959829092026,
0.016729051247239113,
-0.05205785110592842,
0.07372746616601944,
0.07326968759298325,
0.05930604040622711,
0.061288025230169296,
0.004671186208724976,
0.018168551847338676,
0.09650352597236633,
-0.011254776269197464,
0.033030781894922256,
0.016088806092739105,
-0.05191976949572563,
-0.05253102630376816,
0.03951214253902435,
0.11992288380861282,
-0.02440490573644638,
-0.028675485402345657,
0.027550343424081802,
0.02187335304915905,
-0.009666954167187214,
-0.05521068722009659,
0.031216450035572052,
-0.05395190417766571,
-0.11621707677841187,
0.003822687081992626,
0.0046214759349823,
0.006770839914679527,
0.06386635452508926,
-0.00004656084638554603,
-0.09182620793581009,
-0.021924741566181183,
-0.0011836924823001027,
-0.060530565679073334,
-0.05596822872757912,
0.09896063059568405,
-0.053527627140283585,
-0.07844995707273483,
-0.08162502199411392,
-0.06654089689254761,
-0.01710675284266472,
-0.019289523363113403,
-0.05047972872853279,
-0.027799392119050026,
-0.11018656194210052,
0.012901511043310165,
0.0022290097549557686,
-0.009045653976500034,
-0.057027511298656464,
-0.04279499873518944,
-0.040950268507003784,
-0.07853998988866806,
-0.003777487436309457,
0.10881507396697998,
0.007283186074346304,
0.06567573547363281,
-0.11854463070631027,
-0.003914764616638422,
-0.0054483562707901,
0.0010984010295942426,
-0.10250146687030792,
-0.016418032348155975,
0.03560636565089226,
0.03897115960717201,
0.04188758507370949,
-0.03803562372922897,
-0.027341390028595924,
0.1080048605799675,
-4.498106065398133e-8,
0.08711215853691101,
0.04265176132321358,
-0.013549359515309334,
0.014267044141888618,
-0.004546360578387976,
0.013169530779123306,
-0.06630173325538635,
-0.11232523620128632,
0.000932713970541954,
-0.07516174018383026,
-0.030226515606045723,
-0.05306905880570412,
-0.06508610397577286,
-0.06748457998037338,
-0.04737573862075806,
0.007065222132951021,
-0.044201698154211044,
0.035668570548295975,
-0.0052371518686413765,
0.04019291326403618,
-0.035255469381809235,
0.033836305141448975,
-0.037151582539081573,
-0.10616905242204666,
0.03987867012619972,
0.010325510986149311,
-0.0457938052713871,
-0.06694792956113815,
-0.038324564695358276,
0.04990682750940323,
-0.034309133887290955,
0.03482268005609512,
-0.03323822841048241,
0.051489826291799545,
-0.14104695618152618,
-0.020572731271386147,
0.04232453927397728,
0.023862898349761963,
-0.06647483259439468,
0.009629295207560062,
-0.006223901174962521,
0.060481421649456024,
-0.04128793627023697,
-0.02280276268720627,
0.03154619410634041,
0.11400900781154633,
0.04868596792221069,
-0.024941125884652138,
-0.05392978712916374,
0.0569353811442852,
-0.025044353678822517,
-0.00435849791392684,
0.026031864807009697,
-0.012856833636760712,
-0.0003046516212634742,
0.07822200655937195,
-0.09272156655788422,
0.029954269528388977,
0.018305480480194092,
-0.07969100773334503,
-0.0672711730003357,
0.0708938017487526,
-0.032735053449869156,
0.04519473388791084
] | null | null | null | null | null | null | null |
[
-0.08563913404941559,
-0.012270253151655197,
0.038956284523010254,
0.02991347573697567,
-0.0398758128285408,
-0.03516796603798866,
0.025316305458545685,
-0.02111809514462948,
-0.021777432411909103,
-0.041987333446741104,
0.06229839846491814,
0.010831562802195549,
-0.06689545512199402,
-0.06742008030414581,
0.05634748190641403,
0.042055223137140274,
-0.06183015927672386,
-0.06463713943958282,
-0.050412148237228394,
0.018186310306191444,
-0.00647307513281703,
0.030734354630112648,
-0.04739419370889664,
-0.02504202164709568,
0.034980252385139465,
-0.05730369687080383,
0.0643501728773117,
-0.03784240409731865,
-0.014641085639595985,
0.00909439567476511,
0.06524363905191422,
0.04526984691619873,
-0.09744233638048172,
0.04844483360648155,
-0.0143394460901618,
-0.009697550907731056,
-0.035447485744953156,
0.04586222022771835,
-0.011930925771594048,
-0.0059791626408696175,
-0.022300047799944878,
0.028703631833195686,
-0.00007418156019411981,
0.05711102858185768,
0.025328250601887703,
-0.042503707110881805,
-0.03241611272096634,
-0.022758910432457924,
0.008093462325632572,
0.012900310568511486,
-0.001816226402297616,
-0.00045260172919370234,
-0.02522028610110283,
0.01952267996966839,
0.014041732996702194,
-0.044334448873996735,
-0.06325709819793701,
0.03160399943590164,
0.02464773692190647,
-0.029167138040065765,
0.07089628279209137,
0.0682968944311142,
0.023643234744668007,
-0.034201670438051224,
0.007507876958698034,
-0.02143007330596447,
0.05266209691762924,
0.0328633151948452,
0.0042006769217550755,
0.03720468282699585,
-0.00408764835447073,
-0.010174678638577461,
0.0029337734449654818,
-0.03259360417723656,
0.045393023639917374,
-0.007457558996975422,
-0.07824499905109406,
0.041927024722099304,
-0.054256338626146317,
0.07415022701025009,
-0.006670420058071613,
-0.025701971724629402,
-0.15657088160514832,
-0.012857613153755665,
-0.10212836414575577,
0.06505805999040604,
0.0010982734384015203,
-0.04491683095693588,
0.01984352245926857,
-0.015613185241818428,
-0.07329414784908295,
-0.09565338492393494,
0.03887377306818962,
-0.05258031561970711,
0.05766426771879196,
-0.046349819749593735,
0.06846942007541656,
0.0076311021111905575,
0.07044659554958344,
0.012384060770273209,
-0.01846754178404808,
-0.044401075690984726,
0.022871283814311028,
0.08739710599184036,
0.009275740012526512,
0.02905074693262577,
0.06579267978668213,
0.04362351819872856,
0.01743081957101822,
0.0390804186463356,
-0.03138319402933121,
0.046987541019916534,
0.03380178287625313,
-0.022907834500074387,
-0.012888237833976746,
-0.03971635177731514,
0.004587771836668253,
0.03518242388963699,
0.022781431674957275,
-0.015917766839265823,
0.03077104315161705,
0.004511769860982895,
0.0714440643787384,
0.001399836502969265,
-0.04591003432869911,
0.0803932398557663,
0.02233009785413742,
-1.5047957770582084e-33,
0.10391966253519058,
0.06418478488922119,
0.016644904389977455,
-0.03182481229305267,
-0.008082819171249866,
-0.06573096662759781,
0.06750581413507462,
0.07468990236520767,
-0.01562749594449997,
0.11032915115356445,
-0.14916886389255524,
0.09878295660018921,
0.008093259297311306,
0.008763722144067287,
0.00793493539094925,
-0.01712673529982567,
-0.007825271226465702,
-0.06803242862224579,
-0.0329584963619709,
0.04826214164495468,
0.018961399793624878,
0.04456393048167229,
-0.02491290122270584,
-0.13179168105125427,
-0.043729234486818314,
-0.02002943679690361,
-0.04585608094930649,
-0.012601916678249836,
-0.026539774611592293,
0.01526542566716671,
0.025850098580121994,
0.09281732141971588,
-0.031765010207891464,
0.020032625645399094,
0.030718818306922913,
0.031006302684545517,
0.039023108780384064,
0.06323135644197464,
-0.03791426867246628,
0.010274176485836506,
-0.05296769365668297,
-0.057132359594106674,
-0.006582770962268114,
0.06278534233570099,
0.08972685784101486,
-0.09384576231241226,
-0.018682727590203285,
0.06391935795545578,
0.027994005009531975,
0.004218996502459049,
-0.021072689443826675,
-0.0419715978205204,
-0.08620432019233704,
0.08480603247880936,
0.09624561667442322,
-0.017129871994256973,
0.05450642108917236,
-0.004080984275788069,
-0.02761576510965824,
-0.011598950251936913,
0.01615619845688343,
-0.07083632797002792,
0.04560349881649017,
-0.06265093386173248,
0.03267872706055641,
0.029985230416059494,
-0.0062808264046907425,
-0.022365150973200798,
-0.010639471933245659,
-0.04251866415143013,
0.015145671553909779,
0.05796957015991211,
-0.06954984366893768,
-0.012291504070162773,
0.016422659158706665,
-0.06525831669569016,
0.08072612434625626,
0.05509849265217781,
0.04683927446603775,
0.06174265965819359,
0.06571269780397415,
-0.015736257657408714,
0.000989540247246623,
0.04932982847094536,
-0.07589210569858551,
0.04696696624159813,
-0.0038012093864381313,
-0.023244086652994156,
-0.031543321907520294,
-0.04904530942440033,
-0.1408836841583252,
0.03013521432876587,
0.035187024623155594,
-0.09941420704126358,
-0.02689828909933567,
-2.9951910136348746e-33,
-0.01035077404230833,
0.045157890766859055,
-0.06033623218536377,
-0.020469125360250473,
0.05759541690349579,
0.11906968057155609,
0.056639064103364944,
0.12960009276866913,
-0.04274448752403259,
-0.03837759792804718,
-0.009894181974232197,
0.023435348644852638,
0.02177637256681919,
0.04474683478474617,
0.011208607815206051,
-0.018535124137997627,
0.003316557966172695,
0.05977698042988777,
-0.003185608424246311,
0.021379798650741577,
-0.005481223575770855,
-0.00472690025344491,
0.03337332233786583,
0.061549052596092224,
0.013483140617609024,
-0.03775870427489281,
0.029765959829092026,
0.016729051247239113,
-0.05205785110592842,
0.07372746616601944,
0.07326968759298325,
0.05930604040622711,
0.061288025230169296,
0.004671186208724976,
0.018168551847338676,
0.09650352597236633,
-0.011254776269197464,
0.033030781894922256,
0.016088806092739105,
-0.05191976949572563,
-0.05253102630376816,
0.03951214253902435,
0.11992288380861282,
-0.02440490573644638,
-0.028675485402345657,
0.027550343424081802,
0.02187335304915905,
-0.009666954167187214,
-0.05521068722009659,
0.031216450035572052,
-0.05395190417766571,
-0.11621707677841187,
0.003822687081992626,
0.0046214759349823,
0.006770839914679527,
0.06386635452508926,
-0.00004656084638554603,
-0.09182620793581009,
-0.021924741566181183,
-0.0011836924823001027,
-0.060530565679073334,
-0.05596822872757912,
0.09896063059568405,
-0.053527627140283585,
-0.07844995707273483,
-0.08162502199411392,
-0.06654089689254761,
-0.01710675284266472,
-0.019289523363113403,
-0.05047972872853279,
-0.027799392119050026,
-0.11018656194210052,
0.012901511043310165,
0.0022290097549557686,
-0.009045653976500034,
-0.057027511298656464,
-0.04279499873518944,
-0.040950268507003784,
-0.07853998988866806,
-0.003777487436309457,
0.10881507396697998,
0.007283186074346304,
0.06567573547363281,
-0.11854463070631027,
-0.003914764616638422,
-0.0054483562707901,
0.0010984010295942426,
-0.10250146687030792,
-0.016418032348155975,
0.03560636565089226,
0.03897115960717201,
0.04188758507370949,
-0.03803562372922897,
-0.027341390028595924,
0.1080048605799675,
-4.498106065398133e-8,
0.08711215853691101,
0.04265176132321358,
-0.013549359515309334,
0.014267044141888618,
-0.004546360578387976,
0.013169530779123306,
-0.06630173325538635,
-0.11232523620128632,
0.000932713970541954,
-0.07516174018383026,
-0.030226515606045723,
-0.05306905880570412,
-0.06508610397577286,
-0.06748457998037338,
-0.04737573862075806,
0.007065222132951021,
-0.044201698154211044,
0.035668570548295975,
-0.0052371518686413765,
0.04019291326403618,
-0.035255469381809235,
0.033836305141448975,
-0.037151582539081573,
-0.10616905242204666,
0.03987867012619972,
0.010325510986149311,
-0.0457938052713871,
-0.06694792956113815,
-0.038324564695358276,
0.04990682750940323,
-0.034309133887290955,
0.03482268005609512,
-0.03323822841048241,
0.051489826291799545,
-0.14104695618152618,
-0.020572731271386147,
0.04232453927397728,
0.023862898349761963,
-0.06647483259439468,
0.009629295207560062,
-0.006223901174962521,
0.060481421649456024,
-0.04128793627023697,
-0.02280276268720627,
0.03154619410634041,
0.11400900781154633,
0.04868596792221069,
-0.024941125884652138,
-0.05392978712916374,
0.0569353811442852,
-0.025044353678822517,
-0.00435849791392684,
0.026031864807009697,
-0.012856833636760712,
-0.0003046516212634742,
0.07822200655937195,
-0.09272156655788422,
0.029954269528388977,
0.018305480480194092,
-0.07969100773334503,
-0.0672711730003357,
0.0708938017487526,
-0.032735053449869156,
0.04519473388791084
] |
1401.4472
|
Rushed Kanawati
|
Rushed Kanawati
|
YASCA: A collective intelligence approach for community detection in
complex networks
|
4pags
| null | null | null |
cs.SI physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we present an original approach for community detection in
complex networks. The approach belongs to the family of seed-centric
algorithms. However, instead of expanding communities around selected seeds as
most of existing approaches do, we explore here applying an ensemble clustering
approach to different network partitions derived from ego-centered communities
computed for each selected seed. Ego-centered communities are themselves
computed applying a recently proposed ensemble ranking based approach that
allow to efficiently combine various local modularities used to guide a greedy
optimisation process. Results of first experiments on real world networks for
which a ground truth decomposition into communities are known, argue for the
validity of our approach.
|
[
{
"created": "Fri, 17 Jan 2014 21:35:08 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Kanawati",
"Rushed",
""
]
] |
[
-0.009412973187863827,
0.005173305980861187,
-0.037336960434913635,
0.040232907980680466,
0.13011114299297333,
-0.05853775516152382,
-0.009860595688223839,
-0.04840850830078125,
0.04911791533231735,
-0.006709577515721321,
0.03421087563037872,
-0.04373086616396904,
0.03332214057445526,
0.0652066096663475,
-0.02997658960521221,
-0.039111990481615067,
0.030727675184607506,
0.01248535793274641,
-0.002762442221865058,
-0.014609258621931076,
-0.06668303161859512,
0.006891216617077589,
-0.002642821054905653,
0.014526907354593277,
0.10041019320487976,
0.008665991015732288,
-0.008742579258978367,
-0.006126931868493557,
0.04017854854464531,
-0.028110511600971222,
0.054932624101638794,
0.07135264575481415,
0.11546014994382858,
-0.013259436935186386,
-0.005842961836606264,
0.010312231257557869,
0.0023761927150189877,
0.028633709996938705,
0.05353429913520813,
0.0045908777974545956,
0.05379718914628029,
0.031214263290166855,
0.05834871158003807,
0.008481274358928204,
-0.008661027997732162,
0.09079600125551224,
-0.1396312266588211,
0.08139175921678543,
-0.010406043380498886,
-0.050937239080667496,
-0.04748944193124771,
0.03209879994392395,
-0.03613380715250969,
0.03264135867357254,
0.03138195723295212,
-0.020189322531223297,
0.0026225720066577196,
-0.009947436861693859,
0.004187129437923431,
-0.013184549286961555,
0.12916620075702667,
-0.036910705268383026,
-0.011802644468843937,
-0.006341410335153341,
0.06071414798498154,
0.044447630643844604,
0.06798697263002396,
0.06592705845832825,
0.09570738673210144,
-0.07351986318826675,
0.1228673905134201,
0.03822002187371254,
-0.06507466733455658,
0.053167738020420074,
0.07676880806684494,
0.07267387211322784,
0.03398258984088898,
-0.010706626810133457,
-0.028496740385890007,
0.024494022130966187,
-0.05188295990228653,
0.05930403992533684,
0.04929586872458458,
-0.057420771569013596,
0.004574387799948454,
-0.001601747004315257,
-0.044815100729465485,
-0.06738945841789246,
0.02684512734413147,
0.04220385104417801,
-0.10771042853593826,
0.045116156339645386,
0.04777903854846954,
-0.047021083533763885,
0.002942978637292981,
0.06239697337150574,
-0.03406086936593056,
-0.06636519730091095,
0.008915361016988754,
0.0634218081831932,
-0.038852281868457794,
-0.07215912640094757,
0.036934126168489456,
-0.12277460843324661,
0.048224832862615585,
0.025712791830301285,
0.012927170842885971,
-0.010810403153300285,
0.041637226939201355,
0.007133244536817074,
-0.04508744552731514,
0.008549128659069538,
0.017909418791532516,
-0.04451543465256691,
0.02776852808892727,
-0.018675116822123528,
0.15569163858890533,
0.12536635994911194,
0.04604213684797287,
0.06161659583449364,
-0.0436975359916687,
-0.027313971891999245,
0.018925029784440994,
-0.023000532761216164,
0.12108056992292404,
0.010677162557840347,
-0.09101685136556625,
3.437888614639279e-33,
-0.0022822546306997538,
-0.02481452375650406,
-0.03648846223950386,
-0.0028001039754599333,
0.05922650545835495,
-0.05875292420387268,
-0.04915686324238777,
-0.04444166272878647,
0.03386465087532997,
0.00039345104596577585,
-0.061959922313690186,
0.12354561686515808,
0.05611211434006691,
0.013240250758826733,
0.05452299118041992,
-0.03994646295905113,
0.03254784643650055,
0.028070198372006416,
-0.0008535403176210821,
-0.12097380310297012,
0.03908176347613335,
-0.024951202794909477,
0.06523459404706955,
-0.02859318256378174,
-0.043774958699941635,
-0.04802843555808067,
0.016526369377970695,
0.016075987368822098,
0.017145641148090363,
-0.011838271282613277,
-0.0038134881760925055,
0.009536816738545895,
-0.04831527918577194,
0.01374591514468193,
0.06362158060073853,
0.06924062967300415,
-0.002906093606725335,
-0.0332714319229126,
-0.015479596331715584,
-0.018078649416565895,
-0.05481545627117157,
0.049101658165454865,
-0.026634398847818375,
-0.0433487631380558,
0.005029832478612661,
0.05802755057811737,
-0.01850968413054943,
0.03276662901043892,
0.022614039480686188,
-0.022561751306056976,
-0.025766868144273758,
-0.10255690664052963,
0.06361497938632965,
0.090573251247406,
-0.07203034311532974,
0.04241901636123657,
0.012387715280056,
0.07094848901033401,
0.10328613966703415,
-0.027847597375512123,
-0.015887022018432617,
-0.04175518825650215,
-0.034053903073072433,
0.043085504323244095,
0.029423672705888748,
-0.00040613365126773715,
-0.03002770245075226,
0.05052519589662552,
0.0655694231390953,
0.02718302048742771,
0.04323699697852135,
0.024754807353019714,
-0.044943057000637054,
-0.004268829710781574,
-0.02175045944750309,
-0.050494804978370667,
-0.05093897879123688,
0.02067650482058525,
-0.042513880878686905,
0.04445495083928108,
-0.007025163155049086,
0.028944028541445732,
-0.07054267078638077,
-0.07408880442380905,
0.00623823469504714,
0.002931302646175027,
-0.013364361599087715,
0.03188271448016167,
0.009488100185990334,
-0.045734476298093796,
-0.06957362592220306,
-0.012387463822960854,
0.08694976568222046,
0.001984609989449382,
0.01345153246074915,
-2.7464988370001036e-33,
-0.07009457796812057,
0.03357281535863876,
0.034705448895692825,
-0.0034565082751214504,
0.021688032895326614,
-0.07906738668680191,
-0.056567754596471786,
-0.03144078701734543,
-0.05312597379088402,
0.01567256450653076,
-0.031082481145858765,
-0.019631173461675644,
0.06765295565128326,
0.009108700789511204,
-0.08208392560482025,
-0.0024738358333706856,
0.0112763661891222,
-0.01578075811266899,
0.009250348433852196,
0.013341052457690239,
-0.07336485385894775,
-0.028266681358218193,
-0.1322801411151886,
0.019631853327155113,
0.09252841025590897,
0.03253297135233879,
-0.01311985868960619,
0.03438230976462364,
-0.049523018300533295,
-0.032294824719429016,
-0.04872826486825943,
0.058719802647829056,
-0.09960390627384186,
-0.06311235576868057,
-0.013620679266750813,
0.0818111002445221,
-0.052709922194480896,
-0.0296119786798954,
0.019563090056180954,
0.006350584328174591,
-0.0314859114587307,
-0.02211071364581585,
-0.12248790264129639,
-0.019484393298625946,
-0.0044613974168896675,
-0.034017711877822876,
0.05026359483599663,
0.07658292353153229,
-0.018622372299432755,
0.04201795905828476,
-0.04746432602405548,
0.021846823394298553,
0.02794749289751053,
0.04013524577021599,
0.005217896308749914,
0.009450527839362621,
0.0007508853450417519,
0.10894662886857986,
0.005984027404338121,
0.004761965479701757,
-0.08077769726514816,
-0.10452883690595627,
-0.008290909230709076,
0.07736388593912125,
-0.033070798963308334,
-0.042182307690382004,
0.10579754412174225,
0.035399239510297775,
-0.04115146026015282,
0.03691432997584343,
0.052050694823265076,
0.09335828572511673,
0.0016980835935100913,
-0.012425226159393787,
-0.06617452204227448,
0.017997613176703453,
0.1064765527844429,
0.07359489053487778,
0.02135387621819973,
-0.04021936655044556,
-0.0008082312415353954,
-0.040386345237493515,
0.015215732157230377,
-0.005259867291897535,
0.06782867759466171,
-0.04321702942252159,
0.02439827285706997,
-0.002796310232952237,
0.034640491008758545,
0.06939011067152023,
0.011350528337061405,
-0.050443485379219055,
0.039698630571365356,
-0.020921779796481133,
0.01010475680232048,
-4.1420634033784154e-8,
-0.07340254634618759,
0.006894318852573633,
-0.09399951249361038,
-0.002356824465095997,
0.05046143755316734,
0.06577982008457184,
-0.02883625216782093,
0.04573984071612358,
-0.0928332656621933,
0.08521774411201477,
0.06167321279644966,
-0.01021958701312542,
-0.041640494018793106,
-0.007131880149245262,
0.03255370259284973,
-0.08073421567678452,
-0.022060682997107506,
0.01136965211480856,
-0.03773733600974083,
-0.028194963932037354,
0.05695956200361252,
-0.06609921902418137,
0.024005312472581863,
0.04272064194083214,
0.05204557999968529,
-0.06855455785989761,
-0.06589404493570328,
-0.07176938652992249,
-0.005330968182533979,
-0.0011311376001685858,
-0.03798792138695717,
0.00019122737285215408,
-0.03370588272809982,
-0.0038091083988547325,
0.00568703468888998,
0.14762432873249054,
-0.033720433712005615,
0.03884313255548477,
-0.07293945550918579,
0.024156538769602776,
-0.022638022899627686,
-0.026830220595002174,
-0.02941725216805935,
-0.0666305422782898,
-0.05755677819252014,
0.008620978333055973,
0.0007063994999043643,
0.018188944086432457,
0.010083935223519802,
-0.09543929249048233,
-0.012191863730549812,
-0.07388241589069366,
-0.059537261724472046,
-0.000860116328112781,
0.028483765199780464,
-0.013714175671339035,
-0.041388869285583496,
-0.010406840592622757,
0.12344150245189667,
0.013599377125501633,
-0.00738217169418931,
-0.016563817858695984,
-0.04849860072135925,
-0.09196705371141434
] | null | null | null | null | null | null | null |
[
-0.009412973187863827,
0.005173305980861187,
-0.037336960434913635,
0.040232907980680466,
0.13011114299297333,
-0.05853775516152382,
-0.009860595688223839,
-0.04840850830078125,
0.04911791533231735,
-0.006709577515721321,
0.03421087563037872,
-0.04373086616396904,
0.03332214057445526,
0.0652066096663475,
-0.02997658960521221,
-0.039111990481615067,
0.030727675184607506,
0.01248535793274641,
-0.002762442221865058,
-0.014609258621931076,
-0.06668303161859512,
0.006891216617077589,
-0.002642821054905653,
0.014526907354593277,
0.10041019320487976,
0.008665991015732288,
-0.008742579258978367,
-0.006126931868493557,
0.04017854854464531,
-0.028110511600971222,
0.054932624101638794,
0.07135264575481415,
0.11546014994382858,
-0.013259436935186386,
-0.005842961836606264,
0.010312231257557869,
0.0023761927150189877,
0.028633709996938705,
0.05353429913520813,
0.0045908777974545956,
0.05379718914628029,
0.031214263290166855,
0.05834871158003807,
0.008481274358928204,
-0.008661027997732162,
0.09079600125551224,
-0.1396312266588211,
0.08139175921678543,
-0.010406043380498886,
-0.050937239080667496,
-0.04748944193124771,
0.03209879994392395,
-0.03613380715250969,
0.03264135867357254,
0.03138195723295212,
-0.020189322531223297,
0.0026225720066577196,
-0.009947436861693859,
0.004187129437923431,
-0.013184549286961555,
0.12916620075702667,
-0.036910705268383026,
-0.011802644468843937,
-0.006341410335153341,
0.06071414798498154,
0.044447630643844604,
0.06798697263002396,
0.06592705845832825,
0.09570738673210144,
-0.07351986318826675,
0.1228673905134201,
0.03822002187371254,
-0.06507466733455658,
0.053167738020420074,
0.07676880806684494,
0.07267387211322784,
0.03398258984088898,
-0.010706626810133457,
-0.028496740385890007,
0.024494022130966187,
-0.05188295990228653,
0.05930403992533684,
0.04929586872458458,
-0.057420771569013596,
0.004574387799948454,
-0.001601747004315257,
-0.044815100729465485,
-0.06738945841789246,
0.02684512734413147,
0.04220385104417801,
-0.10771042853593826,
0.045116156339645386,
0.04777903854846954,
-0.047021083533763885,
0.002942978637292981,
0.06239697337150574,
-0.03406086936593056,
-0.06636519730091095,
0.008915361016988754,
0.0634218081831932,
-0.038852281868457794,
-0.07215912640094757,
0.036934126168489456,
-0.12277460843324661,
0.048224832862615585,
0.025712791830301285,
0.012927170842885971,
-0.010810403153300285,
0.041637226939201355,
0.007133244536817074,
-0.04508744552731514,
0.008549128659069538,
0.017909418791532516,
-0.04451543465256691,
0.02776852808892727,
-0.018675116822123528,
0.15569163858890533,
0.12536635994911194,
0.04604213684797287,
0.06161659583449364,
-0.0436975359916687,
-0.027313971891999245,
0.018925029784440994,
-0.023000532761216164,
0.12108056992292404,
0.010677162557840347,
-0.09101685136556625,
3.437888614639279e-33,
-0.0022822546306997538,
-0.02481452375650406,
-0.03648846223950386,
-0.0028001039754599333,
0.05922650545835495,
-0.05875292420387268,
-0.04915686324238777,
-0.04444166272878647,
0.03386465087532997,
0.00039345104596577585,
-0.061959922313690186,
0.12354561686515808,
0.05611211434006691,
0.013240250758826733,
0.05452299118041992,
-0.03994646295905113,
0.03254784643650055,
0.028070198372006416,
-0.0008535403176210821,
-0.12097380310297012,
0.03908176347613335,
-0.024951202794909477,
0.06523459404706955,
-0.02859318256378174,
-0.043774958699941635,
-0.04802843555808067,
0.016526369377970695,
0.016075987368822098,
0.017145641148090363,
-0.011838271282613277,
-0.0038134881760925055,
0.009536816738545895,
-0.04831527918577194,
0.01374591514468193,
0.06362158060073853,
0.06924062967300415,
-0.002906093606725335,
-0.0332714319229126,
-0.015479596331715584,
-0.018078649416565895,
-0.05481545627117157,
0.049101658165454865,
-0.026634398847818375,
-0.0433487631380558,
0.005029832478612661,
0.05802755057811737,
-0.01850968413054943,
0.03276662901043892,
0.022614039480686188,
-0.022561751306056976,
-0.025766868144273758,
-0.10255690664052963,
0.06361497938632965,
0.090573251247406,
-0.07203034311532974,
0.04241901636123657,
0.012387715280056,
0.07094848901033401,
0.10328613966703415,
-0.027847597375512123,
-0.015887022018432617,
-0.04175518825650215,
-0.034053903073072433,
0.043085504323244095,
0.029423672705888748,
-0.00040613365126773715,
-0.03002770245075226,
0.05052519589662552,
0.0655694231390953,
0.02718302048742771,
0.04323699697852135,
0.024754807353019714,
-0.044943057000637054,
-0.004268829710781574,
-0.02175045944750309,
-0.050494804978370667,
-0.05093897879123688,
0.02067650482058525,
-0.042513880878686905,
0.04445495083928108,
-0.007025163155049086,
0.028944028541445732,
-0.07054267078638077,
-0.07408880442380905,
0.00623823469504714,
0.002931302646175027,
-0.013364361599087715,
0.03188271448016167,
0.009488100185990334,
-0.045734476298093796,
-0.06957362592220306,
-0.012387463822960854,
0.08694976568222046,
0.001984609989449382,
0.01345153246074915,
-2.7464988370001036e-33,
-0.07009457796812057,
0.03357281535863876,
0.034705448895692825,
-0.0034565082751214504,
0.021688032895326614,
-0.07906738668680191,
-0.056567754596471786,
-0.03144078701734543,
-0.05312597379088402,
0.01567256450653076,
-0.031082481145858765,
-0.019631173461675644,
0.06765295565128326,
0.009108700789511204,
-0.08208392560482025,
-0.0024738358333706856,
0.0112763661891222,
-0.01578075811266899,
0.009250348433852196,
0.013341052457690239,
-0.07336485385894775,
-0.028266681358218193,
-0.1322801411151886,
0.019631853327155113,
0.09252841025590897,
0.03253297135233879,
-0.01311985868960619,
0.03438230976462364,
-0.049523018300533295,
-0.032294824719429016,
-0.04872826486825943,
0.058719802647829056,
-0.09960390627384186,
-0.06311235576868057,
-0.013620679266750813,
0.0818111002445221,
-0.052709922194480896,
-0.0296119786798954,
0.019563090056180954,
0.006350584328174591,
-0.0314859114587307,
-0.02211071364581585,
-0.12248790264129639,
-0.019484393298625946,
-0.0044613974168896675,
-0.034017711877822876,
0.05026359483599663,
0.07658292353153229,
-0.018622372299432755,
0.04201795905828476,
-0.04746432602405548,
0.021846823394298553,
0.02794749289751053,
0.04013524577021599,
0.005217896308749914,
0.009450527839362621,
0.0007508853450417519,
0.10894662886857986,
0.005984027404338121,
0.004761965479701757,
-0.08077769726514816,
-0.10452883690595627,
-0.008290909230709076,
0.07736388593912125,
-0.033070798963308334,
-0.042182307690382004,
0.10579754412174225,
0.035399239510297775,
-0.04115146026015282,
0.03691432997584343,
0.052050694823265076,
0.09335828572511673,
0.0016980835935100913,
-0.012425226159393787,
-0.06617452204227448,
0.017997613176703453,
0.1064765527844429,
0.07359489053487778,
0.02135387621819973,
-0.04021936655044556,
-0.0008082312415353954,
-0.040386345237493515,
0.015215732157230377,
-0.005259867291897535,
0.06782867759466171,
-0.04321702942252159,
0.02439827285706997,
-0.002796310232952237,
0.034640491008758545,
0.06939011067152023,
0.011350528337061405,
-0.050443485379219055,
0.039698630571365356,
-0.020921779796481133,
0.01010475680232048,
-4.1420634033784154e-8,
-0.07340254634618759,
0.006894318852573633,
-0.09399951249361038,
-0.002356824465095997,
0.05046143755316734,
0.06577982008457184,
-0.02883625216782093,
0.04573984071612358,
-0.0928332656621933,
0.08521774411201477,
0.06167321279644966,
-0.01021958701312542,
-0.041640494018793106,
-0.007131880149245262,
0.03255370259284973,
-0.08073421567678452,
-0.022060682997107506,
0.01136965211480856,
-0.03773733600974083,
-0.028194963932037354,
0.05695956200361252,
-0.06609921902418137,
0.024005312472581863,
0.04272064194083214,
0.05204557999968529,
-0.06855455785989761,
-0.06589404493570328,
-0.07176938652992249,
-0.005330968182533979,
-0.0011311376001685858,
-0.03798792138695717,
0.00019122737285215408,
-0.03370588272809982,
-0.0038091083988547325,
0.00568703468888998,
0.14762432873249054,
-0.033720433712005615,
0.03884313255548477,
-0.07293945550918579,
0.024156538769602776,
-0.022638022899627686,
-0.026830220595002174,
-0.02941725216805935,
-0.0666305422782898,
-0.05755677819252014,
0.008620978333055973,
0.0007063994999043643,
0.018188944086432457,
0.010083935223519802,
-0.09543929249048233,
-0.012191863730549812,
-0.07388241589069366,
-0.059537261724472046,
-0.000860116328112781,
0.028483765199780464,
-0.013714175671339035,
-0.041388869285583496,
-0.010406840592622757,
0.12344150245189667,
0.013599377125501633,
-0.00738217169418931,
-0.016563817858695984,
-0.04849860072135925,
-0.09196705371141434
] |
1401.4477
|
Lukas Einkemmer
|
Nicolas Crouseilles and Lukas Einkemmer and Erwan Faou
|
A Hamiltonian splitting for the Vlasov-Maxwell system
| null |
Journal of Computational Physics, Volume 283, 15 February 2015,
Pages 224-240
|
10.1016/j.jcp.2014.11.029
| null |
math.NA cs.NA physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A new splitting is proposed for solving the Vlasov-Maxwell system. This
splitting is based on a decomposition of the Hamiltonian of the Vlasov-Maxwell
system and allows for the construction of arbitrary high order methods by
composition (independent of the specific deterministic method used for the
discretization of the phase space). Moreover, we show that for a spectral
method in space this scheme satisfies Poisson's equation without explicitly
solving it. Finally, we present some examples in the context of the time
evolution of an electromagnetic plasma instability which emphasizes the
excellent behavior of the new splitting compared to methods from the
literature.
|
[
{
"created": "Fri, 17 Jan 2014 21:39:09 GMT",
"version": "v1"
}
] |
2017-01-06
|
[
[
"Crouseilles",
"Nicolas",
""
],
[
"Einkemmer",
"Lukas",
""
],
[
"Faou",
"Erwan",
""
]
] |
[
-0.09785818308591843,
0.07667388767004013,
0.05458486080169678,
-0.0008439547964371741,
-0.005918207112699747,
-0.0048187910579144955,
-0.013917687349021435,
0.008348425850272179,
-0.0053491247817873955,
-0.008972077630460262,
0.04021890088915825,
0.04037003219127655,
-0.07563028484582901,
-0.027194751426577568,
0.042502813041210175,
-0.08871348947286606,
-0.11115525662899017,
-0.0222471896559,
-0.01933988183736801,
0.022577784955501556,
-0.012300046160817146,
-0.015543774701654911,
-0.09069860726594925,
-0.05677422136068344,
0.07048715651035309,
0.028709225356578827,
0.026431085541844368,
-0.017893098294734955,
0.01700475439429283,
-0.018689565360546112,
0.18060308694839478,
-0.03308219090104103,
-0.13520550727844238,
0.01817471720278263,
-0.0388297438621521,
0.02202349714934826,
0.04763162136077881,
0.004668455105274916,
-0.13614390790462494,
0.08511300384998322,
-0.032707422971725464,
0.06110973283648491,
-0.04635047912597656,
-0.009403000585734844,
0.07553484290838242,
-0.00693668145686388,
0.05892377346754074,
-0.05125550553202629,
0.051850348711013794,
0.03898239880800247,
-0.03655088320374489,
0.07182738184928894,
0.04267440363764763,
-0.015642425045371056,
0.048159077763557434,
-0.08322633802890778,
0.03372177854180336,
0.021553317084908485,
-0.014577370136976242,
-0.0031893649138510227,
0.01646200194954872,
-0.01817191205918789,
-0.03947150334715843,
0.012433528900146484,
0.010900965891778469,
-0.0481598936021328,
0.05230464041233063,
-0.0199140515178442,
0.02051900513470173,
0.027992434799671173,
-0.06048336997628212,
0.008874868042767048,
-0.02414589188992977,
-0.04458780586719513,
0.023962462320923805,
0.04519528150558472,
0.05294948071241379,
-0.038473986089229584,
-0.008310362696647644,
0.04653597250580788,
0.021015571430325508,
0.06408555805683136,
-0.1429746001958847,
-0.01883922703564167,
-0.0356566496193409,
0.0278677586466074,
-0.10781528055667877,
-0.0343228243291378,
0.002126289764419198,
-0.06668530404567719,
0.044625770300626755,
-0.024800674989819527,
0.04087412729859352,
0.007327788043767214,
0.03885146975517273,
0.04639231413602829,
0.041386678814888,
0.04702117294073105,
0.12354671210050583,
0.04147523641586304,
-0.056928373873233795,
-0.1136980801820755,
0.005656247492879629,
0.08079539984464645,
0.030809849500656128,
-0.06652656197547913,
0.08867106586694717,
0.05648040398955345,
-0.06545320898294449,
-0.020748626440763474,
0.028008775785565376,
0.049001265317201614,
-0.08555039763450623,
-0.007459435611963272,
0.0794217586517334,
0.015962859615683556,
0.045775506645441055,
0.048204753547906876,
0.09893679618835449,
-0.00510801188647747,
-0.010250045917928219,
0.005330866202712059,
0.025506451725959778,
0.04292280972003937,
0.03473344445228577,
0.0042546470649540424,
0.04456111788749695,
-2.5611812342380084e-33,
-0.034804001450538635,
0.07608788460493088,
0.04004283994436264,
0.06610748916864395,
0.01889074593782425,
0.03956116735935211,
0.03400216996669769,
0.06960645318031311,
-0.0032692330423742533,
0.05287861078977585,
-0.054393503814935684,
0.02318175882101059,
0.0028617335483431816,
-0.012657158076763153,
-0.018026981502771378,
-0.05836409330368042,
0.0011006958084180951,
0.02191266417503357,
0.010730736888945103,
-0.008921196684241295,
0.19955234229564667,
-0.004104803781956434,
0.09098896384239197,
-0.002651466056704521,
-0.07670804858207703,
-0.03120284155011177,
0.04440043494105339,
-0.012110287323594093,
-0.014870790764689445,
0.023346349596977234,
-0.01564815454185009,
0.002115864772349596,
-0.025918422266840935,
0.046998217701911926,
0.06285078078508377,
0.0017174974782392383,
-0.05326755344867706,
0.030663790181279182,
-0.04781387373805046,
-0.0331333763897419,
-0.0474073700606823,
0.00978944730013609,
-0.01373403798788786,
-0.019549312070012093,
0.002595611149445176,
-0.015532842837274075,
-0.06620104610919952,
0.022955650463700294,
0.029121065512299538,
-0.013285336084663868,
-0.08025167137384415,
0.04369840770959854,
0.043248094618320465,
0.0499214269220829,
0.0625476986169815,
-0.003695444203913212,
0.04091999679803848,
-0.013049897737801075,
0.014432406052947044,
-0.095457062125206,
0.03885003179311752,
0.026981787756085396,
0.034762851893901825,
-0.030291089788079262,
0.008164521306753159,
-0.03553682565689087,
0.025504978373646736,
0.014707069844007492,
-0.0020432404708117247,
-0.029557285830378532,
-0.00812943372875452,
0.07985657453536987,
-0.03699649125337601,
-0.014413495548069477,
0.06030561402440071,
-0.08002755045890808,
0.013901080004870892,
0.0650569424033165,
-0.001878842944279313,
-0.12444765865802765,
-0.08343443274497986,
-0.03013416938483715,
0.05970245227217674,
0.07276636362075806,
-0.005287960171699524,
-0.028212476521730423,
-0.04385516420006752,
0.07706761360168457,
-0.06606223434209824,
-0.12036162614822388,
-0.10607432574033737,
0.01338090281933546,
0.08103559166193008,
-0.04417768120765686,
0.018839837983250618,
-1.6147737198653214e-34,
-0.005755361635237932,
-0.012432419694960117,
0.004503742791712284,
-0.040007155388593674,
0.00621243380010128,
-0.0019029149552807212,
-0.05530470982193947,
0.07516331225633621,
-0.07368876785039902,
0.012096520513296127,
0.005382833071053028,
-0.010044430382549763,
-0.05778472125530243,
-0.01772470772266388,
-0.03036847710609436,
-0.062223855406045914,
0.028167789801955223,
0.029590900987386703,
0.03524968400597572,
-0.025889918208122253,
-0.13656239211559296,
-0.04753871262073517,
0.07753023505210876,
-0.0319940410554409,
0.06145467609167099,
-0.051310960203409195,
0.0858352929353714,
-0.00477939285337925,
-0.02742682956159115,
0.06462957710027695,
-0.06236672401428223,
-0.01769566535949707,
-0.007515826262533665,
0.06621677428483963,
-0.009283913299441338,
0.040720850229263306,
-0.007931133732199669,
0.022994836792349815,
0.08857354521751404,
-0.014113122597336769,
-0.0674576461315155,
0.03146357461810112,
-0.02031496912240982,
-0.03860270231962204,
0.013536442071199417,
0.0775575041770935,
0.018362056463956833,
0.04633347690105438,
0.003414412494748831,
0.025270499289035797,
0.037472475320100784,
-0.0706462487578392,
0.024818092584609985,
0.0459575392305851,
-0.022252706810832024,
0.008897949010133743,
0.01730017364025116,
0.01448867004364729,
0.013340692035853863,
-0.04019355773925781,
-0.12001262605190277,
-0.06862777471542358,
0.08659251034259796,
0.04920397326350212,
0.030369559302926064,
-0.01817464828491211,
-0.06439181417226791,
0.01997714303433895,
-0.00031120071071200073,
-0.0022994817700237036,
0.026438241824507713,
0.04209510609507561,
-0.03582415357232094,
0.027982205152511597,
-0.03411208465695381,
-0.019809121266007423,
0.0538259819149971,
-0.08698645234107971,
0.025891361758112907,
-0.07590148597955704,
0.003647414967417717,
-0.041849393397569656,
-0.04312555119395256,
-0.025960184633731842,
-0.00539681501686573,
-0.038080185651779175,
0.02133333496749401,
-0.02033584751188755,
-0.022232916206121445,
-0.03363645076751709,
-0.009321833960711956,
0.050587236881256104,
0.035574618726968765,
-0.0056412494741380215,
0.0030715574976056814,
-4.2140861467032664e-8,
0.0782981812953949,
0.037257835268974304,
-0.03282832354307175,
0.03256824612617493,
0.052970997989177704,
-0.002473982982337475,
-0.1365329474210739,
-0.059895604848861694,
0.10548169910907745,
-0.034384265542030334,
0.017837075516581535,
-0.004842143040150404,
0.03733446076512337,
-0.046491604298353195,
-0.0575801245868206,
-0.025363832712173462,
-0.0023327015805989504,
0.003679951885715127,
-0.018798446282744408,
0.023399055004119873,
-0.009774473495781422,
0.016066495329141617,
0.004245101008564234,
-0.01719355210661888,
0.03888828307390213,
0.029914695769548416,
-0.0120380949229002,
-0.0640687569975853,
0.09892277419567108,
-0.010548718273639679,
-0.06790962815284729,
0.028088893741369247,
-0.028386414051055908,
0.10212690383195877,
-0.08587662875652313,
0.01879976876080036,
0.0012989537790417671,
0.02389676868915558,
-0.05543997511267662,
-0.05326133966445923,
-0.049859803169965744,
0.06168002635240555,
0.008283454924821854,
-0.030191166326403618,
0.01832900010049343,
0.10709750652313232,
-0.06235002353787422,
-0.016377853229641914,
-0.02012433297932148,
0.06729338318109512,
-0.06512795388698578,
0.08272486925125122,
-0.012783306650817394,
-0.023478342220187187,
-0.08670657873153687,
-0.019854776561260223,
-0.04493135213851929,
-0.07759378850460052,
0.05417037382721901,
-0.08998674899339676,
-0.02848765067756176,
-0.0014998894184827805,
-0.05780797451734543,
0.07692757993936539
] | null | null | null | null | null | null | null |
[
-0.09785818308591843,
0.07667388767004013,
0.05458486080169678,
-0.0008439547964371741,
-0.005918207112699747,
-0.0048187910579144955,
-0.013917687349021435,
0.008348425850272179,
-0.0053491247817873955,
-0.008972077630460262,
0.04021890088915825,
0.04037003219127655,
-0.07563028484582901,
-0.027194751426577568,
0.042502813041210175,
-0.08871348947286606,
-0.11115525662899017,
-0.0222471896559,
-0.01933988183736801,
0.022577784955501556,
-0.012300046160817146,
-0.015543774701654911,
-0.09069860726594925,
-0.05677422136068344,
0.07048715651035309,
0.028709225356578827,
0.026431085541844368,
-0.017893098294734955,
0.01700475439429283,
-0.018689565360546112,
0.18060308694839478,
-0.03308219090104103,
-0.13520550727844238,
0.01817471720278263,
-0.0388297438621521,
0.02202349714934826,
0.04763162136077881,
0.004668455105274916,
-0.13614390790462494,
0.08511300384998322,
-0.032707422971725464,
0.06110973283648491,
-0.04635047912597656,
-0.009403000585734844,
0.07553484290838242,
-0.00693668145686388,
0.05892377346754074,
-0.05125550553202629,
0.051850348711013794,
0.03898239880800247,
-0.03655088320374489,
0.07182738184928894,
0.04267440363764763,
-0.015642425045371056,
0.048159077763557434,
-0.08322633802890778,
0.03372177854180336,
0.021553317084908485,
-0.014577370136976242,
-0.0031893649138510227,
0.01646200194954872,
-0.01817191205918789,
-0.03947150334715843,
0.012433528900146484,
0.010900965891778469,
-0.0481598936021328,
0.05230464041233063,
-0.0199140515178442,
0.02051900513470173,
0.027992434799671173,
-0.06048336997628212,
0.008874868042767048,
-0.02414589188992977,
-0.04458780586719513,
0.023962462320923805,
0.04519528150558472,
0.05294948071241379,
-0.038473986089229584,
-0.008310362696647644,
0.04653597250580788,
0.021015571430325508,
0.06408555805683136,
-0.1429746001958847,
-0.01883922703564167,
-0.0356566496193409,
0.0278677586466074,
-0.10781528055667877,
-0.0343228243291378,
0.002126289764419198,
-0.06668530404567719,
0.044625770300626755,
-0.024800674989819527,
0.04087412729859352,
0.007327788043767214,
0.03885146975517273,
0.04639231413602829,
0.041386678814888,
0.04702117294073105,
0.12354671210050583,
0.04147523641586304,
-0.056928373873233795,
-0.1136980801820755,
0.005656247492879629,
0.08079539984464645,
0.030809849500656128,
-0.06652656197547913,
0.08867106586694717,
0.05648040398955345,
-0.06545320898294449,
-0.020748626440763474,
0.028008775785565376,
0.049001265317201614,
-0.08555039763450623,
-0.007459435611963272,
0.0794217586517334,
0.015962859615683556,
0.045775506645441055,
0.048204753547906876,
0.09893679618835449,
-0.00510801188647747,
-0.010250045917928219,
0.005330866202712059,
0.025506451725959778,
0.04292280972003937,
0.03473344445228577,
0.0042546470649540424,
0.04456111788749695,
-2.5611812342380084e-33,
-0.034804001450538635,
0.07608788460493088,
0.04004283994436264,
0.06610748916864395,
0.01889074593782425,
0.03956116735935211,
0.03400216996669769,
0.06960645318031311,
-0.0032692330423742533,
0.05287861078977585,
-0.054393503814935684,
0.02318175882101059,
0.0028617335483431816,
-0.012657158076763153,
-0.018026981502771378,
-0.05836409330368042,
0.0011006958084180951,
0.02191266417503357,
0.010730736888945103,
-0.008921196684241295,
0.19955234229564667,
-0.004104803781956434,
0.09098896384239197,
-0.002651466056704521,
-0.07670804858207703,
-0.03120284155011177,
0.04440043494105339,
-0.012110287323594093,
-0.014870790764689445,
0.023346349596977234,
-0.01564815454185009,
0.002115864772349596,
-0.025918422266840935,
0.046998217701911926,
0.06285078078508377,
0.0017174974782392383,
-0.05326755344867706,
0.030663790181279182,
-0.04781387373805046,
-0.0331333763897419,
-0.0474073700606823,
0.00978944730013609,
-0.01373403798788786,
-0.019549312070012093,
0.002595611149445176,
-0.015532842837274075,
-0.06620104610919952,
0.022955650463700294,
0.029121065512299538,
-0.013285336084663868,
-0.08025167137384415,
0.04369840770959854,
0.043248094618320465,
0.0499214269220829,
0.0625476986169815,
-0.003695444203913212,
0.04091999679803848,
-0.013049897737801075,
0.014432406052947044,
-0.095457062125206,
0.03885003179311752,
0.026981787756085396,
0.034762851893901825,
-0.030291089788079262,
0.008164521306753159,
-0.03553682565689087,
0.025504978373646736,
0.014707069844007492,
-0.0020432404708117247,
-0.029557285830378532,
-0.00812943372875452,
0.07985657453536987,
-0.03699649125337601,
-0.014413495548069477,
0.06030561402440071,
-0.08002755045890808,
0.013901080004870892,
0.0650569424033165,
-0.001878842944279313,
-0.12444765865802765,
-0.08343443274497986,
-0.03013416938483715,
0.05970245227217674,
0.07276636362075806,
-0.005287960171699524,
-0.028212476521730423,
-0.04385516420006752,
0.07706761360168457,
-0.06606223434209824,
-0.12036162614822388,
-0.10607432574033737,
0.01338090281933546,
0.08103559166193008,
-0.04417768120765686,
0.018839837983250618,
-1.6147737198653214e-34,
-0.005755361635237932,
-0.012432419694960117,
0.004503742791712284,
-0.040007155388593674,
0.00621243380010128,
-0.0019029149552807212,
-0.05530470982193947,
0.07516331225633621,
-0.07368876785039902,
0.012096520513296127,
0.005382833071053028,
-0.010044430382549763,
-0.05778472125530243,
-0.01772470772266388,
-0.03036847710609436,
-0.062223855406045914,
0.028167789801955223,
0.029590900987386703,
0.03524968400597572,
-0.025889918208122253,
-0.13656239211559296,
-0.04753871262073517,
0.07753023505210876,
-0.0319940410554409,
0.06145467609167099,
-0.051310960203409195,
0.0858352929353714,
-0.00477939285337925,
-0.02742682956159115,
0.06462957710027695,
-0.06236672401428223,
-0.01769566535949707,
-0.007515826262533665,
0.06621677428483963,
-0.009283913299441338,
0.040720850229263306,
-0.007931133732199669,
0.022994836792349815,
0.08857354521751404,
-0.014113122597336769,
-0.0674576461315155,
0.03146357461810112,
-0.02031496912240982,
-0.03860270231962204,
0.013536442071199417,
0.0775575041770935,
0.018362056463956833,
0.04633347690105438,
0.003414412494748831,
0.025270499289035797,
0.037472475320100784,
-0.0706462487578392,
0.024818092584609985,
0.0459575392305851,
-0.022252706810832024,
0.008897949010133743,
0.01730017364025116,
0.01448867004364729,
0.013340692035853863,
-0.04019355773925781,
-0.12001262605190277,
-0.06862777471542358,
0.08659251034259796,
0.04920397326350212,
0.030369559302926064,
-0.01817464828491211,
-0.06439181417226791,
0.01997714303433895,
-0.00031120071071200073,
-0.0022994817700237036,
0.026438241824507713,
0.04209510609507561,
-0.03582415357232094,
0.027982205152511597,
-0.03411208465695381,
-0.019809121266007423,
0.0538259819149971,
-0.08698645234107971,
0.025891361758112907,
-0.07590148597955704,
0.003647414967417717,
-0.041849393397569656,
-0.04312555119395256,
-0.025960184633731842,
-0.00539681501686573,
-0.038080185651779175,
0.02133333496749401,
-0.02033584751188755,
-0.022232916206121445,
-0.03363645076751709,
-0.009321833960711956,
0.050587236881256104,
0.035574618726968765,
-0.0056412494741380215,
0.0030715574976056814,
-4.2140861467032664e-8,
0.0782981812953949,
0.037257835268974304,
-0.03282832354307175,
0.03256824612617493,
0.052970997989177704,
-0.002473982982337475,
-0.1365329474210739,
-0.059895604848861694,
0.10548169910907745,
-0.034384265542030334,
0.017837075516581535,
-0.004842143040150404,
0.03733446076512337,
-0.046491604298353195,
-0.0575801245868206,
-0.025363832712173462,
-0.0023327015805989504,
0.003679951885715127,
-0.018798446282744408,
0.023399055004119873,
-0.009774473495781422,
0.016066495329141617,
0.004245101008564234,
-0.01719355210661888,
0.03888828307390213,
0.029914695769548416,
-0.0120380949229002,
-0.0640687569975853,
0.09892277419567108,
-0.010548718273639679,
-0.06790962815284729,
0.028088893741369247,
-0.028386414051055908,
0.10212690383195877,
-0.08587662875652313,
0.01879976876080036,
0.0012989537790417671,
0.02389676868915558,
-0.05543997511267662,
-0.05326133966445923,
-0.049859803169965744,
0.06168002635240555,
0.008283454924821854,
-0.030191166326403618,
0.01832900010049343,
0.10709750652313232,
-0.06235002353787422,
-0.016377853229641914,
-0.02012433297932148,
0.06729338318109512,
-0.06512795388698578,
0.08272486925125122,
-0.012783306650817394,
-0.023478342220187187,
-0.08670657873153687,
-0.019854776561260223,
-0.04493135213851929,
-0.07759378850460052,
0.05417037382721901,
-0.08998674899339676,
-0.02848765067756176,
-0.0014998894184827805,
-0.05780797451734543,
0.07692757993936539
] |
1401.4484
|
Eitan Yaakobi
|
Sarit Buzaglo and Eitan Yaakobi
|
Constrained Codes for Rank Modulation
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Motivated by the rank modulation scheme, a recent work by Sala and Dolecek
explored the study of constraint codes for permutations. The constraint studied
by them is inherited by the inter-cell interference phenomenon in flash
memories, where high-level cells can inadvertently increase the level of
low-level cells.
In this paper, the model studied by Sala and Dolecek is extended into two
constraints. A permutation $\sigma \in S_n$ satisfies the \emph{two-neighbor
$k$-constraint} if for all $2 \leq i \leq n-1$ either
$|\sigma(i-1)-\sigma(i)|\leq k$ or $|\sigma(i)-\sigma(i+1)|\leq k$, and it
satisfies the \emph{asymmetric two-neighbor $k$-constraint} if for all $2 \leq
i \leq n-1$, either $\sigma(i-1)-\sigma(i) < k$ or $\sigma(i+1)-\sigma(i) < k$.
We show that the capacity of the first constraint is $(1+\epsilon)/2$ in case
that $k=\Theta(n^{\epsilon})$ and the capacity of the second constraint is 1
regardless to the value of $k$. We also extend our results and study the
capacity of these two constraints combined with error-correction codes in the
Kendall's $\tau$ metric.
|
[
{
"created": "Fri, 17 Jan 2014 22:12:18 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Buzaglo",
"Sarit",
""
],
[
"Yaakobi",
"Eitan",
""
]
] |
[
-0.03847801312804222,
-0.045849066227674484,
-0.023258725181221962,
-0.03118920512497425,
-0.026151243597269058,
0.06967836618423462,
0.027486616745591164,
0.032946452498435974,
0.015546883456408978,
-0.013906629756093025,
-0.004553973209112883,
0.07973311096429825,
0.09940524399280548,
-0.083246611058712,
-0.058095745742321014,
0.06583961099386215,
0.04426198452711105,
-0.009640593081712723,
-0.06331150978803635,
0.020169910043478012,
0.05873584747314453,
-0.16663578152656555,
0.03854816406965256,
0.008005148731172085,
0.03559889644384384,
-0.048906054347753525,
0.031037701293826103,
0.06357404589653015,
0.04285423830151558,
-0.05805768445134163,
-0.012240507639944553,
0.052214816212654114,
0.003121020272374153,
0.07607533037662506,
0.049975164234638214,
-0.022033430635929108,
-0.013615482486784458,
-0.0019359280122444034,
0.008675274439156055,
0.018531858921051025,
-0.01110815815627575,
0.05898163467645645,
-0.003658154048025608,
0.016544492915272713,
0.010809332132339478,
0.02713688649237156,
0.048773959279060364,
0.021959155797958374,
-0.1527070254087448,
-0.170669287443161,
-0.007836827076971531,
0.11584880948066711,
-0.033034130930900574,
0.03539593145251274,
-0.0006335959187708795,
-0.04908958449959755,
-0.016173051670193672,
-0.03684356436133385,
0.07914941757917404,
0.07334671169519424,
0.06250978261232376,
0.0044675664976239204,
-0.027177752926945686,
-0.08299200981855392,
-0.020034482702612877,
-0.005410687066614628,
0.021542079746723175,
0.013558224774897099,
-0.039506945759058,
0.04412038251757622,
-0.01798802614212036,
0.004893224220722914,
-0.06007024645805359,
0.016767185181379318,
0.08533110469579697,
0.03352499380707741,
0.06458162516355515,
0.03011370450258255,
0.06375367939472198,
-0.020041389390826225,
-0.02072329632937908,
-0.04612301290035248,
0.053652871400117874,
-0.012933396734297276,
0.042628150433301926,
-0.11844705045223236,
-0.04043204337358475,
0.0003713108890224248,
0.051806554198265076,
0.015943482518196106,
-0.049031324684619904,
-0.0357322059571743,
0.0071920487098395824,
0.06229308620095253,
-0.029765872284770012,
-0.017115727066993713,
-0.0030939611606299877,
0.009992792271077633,
0.05452372506260872,
0.029974833130836487,
0.02878384105861187,
-0.015159651637077332,
-0.02432270720601082,
-0.013831321150064468,
0.05493411794304848,
-0.01061264518648386,
0.021345483139157295,
-0.023927444592118263,
-0.06413217633962631,
-0.07141518592834473,
0.04330848157405853,
0.04984794929623604,
-0.03733600676059723,
0.04890626296401024,
-0.07127585262060165,
-0.0026958556845784187,
0.02103395015001297,
0.020221471786499023,
0.11564221233129501,
-0.05193787440657616,
-0.02438545413315296,
-0.08948231488466263,
-0.033840667456388474,
0.028613535687327385,
0.020037343725562096,
-0.006697189994156361,
-0.01975861005485058,
3.269593088432052e-33,
-0.0023640936706215143,
0.054684899747371674,
-0.039866965264081955,
0.01125476323068142,
0.05181191489100456,
0.0086115263402462,
-0.03714289888739586,
-0.07465556263923645,
-0.027665063738822937,
0.017895715311169624,
-0.04903048276901245,
0.04991459101438522,
-0.012447883374989033,
-0.02870430052280426,
0.05243995785713196,
-0.016865937039256096,
0.013796067796647549,
-0.01033420767635107,
-0.022902151569724083,
-0.06564986705780029,
0.08601266145706177,
-0.07181213796138763,
-0.037792690098285675,
-0.013420303352177143,
0.01230632420629263,
-0.02340615727007389,
0.02116730995476246,
-0.15337081253528595,
0.049803514033555984,
0.029385961592197418,
-0.09140966832637787,
0.032269712537527084,
0.08413150906562805,
0.027818048372864723,
0.04204580560326576,
0.029156114906072617,
-0.014989655464887619,
-0.020418567582964897,
0.027140630409121513,
-0.05284009501338005,
-0.03304402902722359,
0.004494236316531897,
0.013317904435098171,
-0.0452045239508152,
0.019529031589627266,
-0.07450008392333984,
0.04907635226845741,
0.09100945293903351,
-0.09947425127029419,
0.014306243509054184,
-0.06201476976275444,
-0.023118162527680397,
-0.02691766433417797,
-0.029420718550682068,
0.050132784992456436,
-0.022209666669368744,
0.03934336081147194,
-0.020638231188058853,
0.07492228597402573,
0.12233195453882217,
-0.029587332159280777,
-0.05715445429086685,
0.006781597621738911,
0.0666307657957077,
0.10952616482973099,
-0.019166145473718643,
-0.08897899091243744,
-0.0646146833896637,
0.09159369021654129,
0.012947674840688705,
-0.012558266520500183,
-0.023094937205314636,
-0.03218111768364906,
-0.06062227115035057,
0.012340519577264786,
0.008159100078046322,
0.045061662793159485,
0.01390241738408804,
-0.019860578700900078,
-0.036882027983665466,
-0.06525072455406189,
-0.06369418650865555,
-0.04813019558787346,
0.0025692300405353308,
-0.05714304372668266,
-0.009349348954856396,
-0.0891755223274231,
0.00037875265115872025,
-0.07342453300952911,
-0.009957429952919483,
0.05544799566268921,
-0.05968698486685753,
0.006121400278061628,
-0.03645011782646179,
0.014187251217663288,
-3.593043950714236e-33,
-0.00830570887774229,
-0.0007034758455120027,
0.01079363003373146,
-0.021536285057663918,
0.078102707862854,
-0.008835241198539734,
0.00670443894341588,
0.019128767773509026,
-0.06423402577638626,
-0.004210738930851221,
-0.04733709990978241,
-0.031971525400877,
-0.014574621804058552,
0.04353625699877739,
0.012020551599562168,
-0.01935255341231823,
-0.0050674681551754475,
0.09474757313728333,
0.08861426264047623,
0.026877371594309807,
-0.02276480942964554,
0.07839785516262054,
0.02070530131459236,
0.12109982222318649,
0.008843785151839256,
0.007859528996050358,
-0.0785766988992691,
0.08827736973762512,
-0.030570296570658684,
0.029366225004196167,
-0.007810231763869524,
-0.0650702640414238,
0.014809787273406982,
0.05327954515814781,
0.042798351496458054,
-0.06390977650880814,
0.011538393795490265,
0.01204691082239151,
-0.017318883910775185,
0.05923960357904434,
0.05832911655306816,
-0.014590076170861721,
-0.024262677878141403,
0.0038973588962107897,
0.061662834137678146,
0.026587771251797676,
-0.05491071939468384,
-0.009609514847397804,
0.021025680005550385,
-0.060175828635692596,
0.013687752187252045,
-0.002604592591524124,
0.07517778873443604,
0.009992477484047413,
-0.05103747174143791,
-0.017359258607029915,
-0.04932460933923721,
0.014781485311686993,
0.1639222800731659,
-0.03306170552968979,
0.03309168294072151,
-0.07681064307689667,
0.02813783474266529,
-0.026562795042991638,
0.04460917040705681,
-0.04249052330851555,
0.05124196410179138,
-0.08504822105169296,
-0.07542562484741211,
0.07078588008880615,
-0.03636743500828743,
-0.015547783114016056,
-0.013183641247451305,
-0.015298872254788876,
-0.010557923465967178,
0.01652265153825283,
-0.050240714102983475,
-0.015972638502717018,
0.002931671217083931,
-0.03705722838640213,
-0.10435070097446442,
0.03246227279305458,
-0.019462864845991135,
0.06171703711152077,
-0.020047102123498917,
-0.013843653723597527,
0.10069574415683746,
0.023429298773407936,
0.009593049064278603,
-0.056198153644800186,
0.006626239512115717,
0.005973245017230511,
-0.033663310110569,
-0.041596148163080215,
0.02483927085995674,
-6.025616272609113e-8,
0.014093869365751743,
-0.011628319509327412,
-0.061615265905857086,
-0.036979563534259796,
0.12041320651769638,
-0.07623060792684555,
-0.01472313143312931,
0.022182723507285118,
0.020613010972738266,
0.009225568734109402,
0.10970164090394974,
0.08445259183645248,
0.04602447897195816,
0.024494335055351257,
-0.0013608059380203485,
0.025699717923998833,
-0.018319740891456604,
-0.05046461150050163,
0.017391132190823555,
0.06502289324998856,
-0.01958746276795864,
0.018238332122564316,
0.04440497234463692,
0.00927753560245037,
0.016912147402763367,
-0.0138137461617589,
-0.0015328364679589868,
-0.005898856092244387,
0.09416985511779785,
-0.008364185690879822,
0.08874069154262543,
-0.029083816334605217,
0.13066765666007996,
0.028385113924741745,
-0.10410464555025101,
0.041352178901433945,
-0.030596697703003883,
-0.058522675186395645,
-0.04235316067934036,
-0.09283693134784698,
0.0851244106888771,
0.03052118979394436,
-0.019662849605083466,
0.02470308355987072,
0.07995324581861496,
0.021486351266503334,
0.026746664196252823,
-0.09047956019639969,
-0.05580649897456169,
0.04686329513788223,
-0.08567909896373749,
0.03737989813089371,
-0.055215392261743546,
-0.013029126450419426,
-0.04482053592801094,
0.0026854476891458035,
-0.015199470333755016,
-0.015651503577828407,
0.10069560259580612,
-0.05476485192775726,
0.07419350743293762,
0.07754116505384445,
-0.0978202372789383,
-0.01664797216653824
] | null | null | null | null | null | null | null |
[
-0.03847801312804222,
-0.045849066227674484,
-0.023258725181221962,
-0.03118920512497425,
-0.026151243597269058,
0.06967836618423462,
0.027486616745591164,
0.032946452498435974,
0.015546883456408978,
-0.013906629756093025,
-0.004553973209112883,
0.07973311096429825,
0.09940524399280548,
-0.083246611058712,
-0.058095745742321014,
0.06583961099386215,
0.04426198452711105,
-0.009640593081712723,
-0.06331150978803635,
0.020169910043478012,
0.05873584747314453,
-0.16663578152656555,
0.03854816406965256,
0.008005148731172085,
0.03559889644384384,
-0.048906054347753525,
0.031037701293826103,
0.06357404589653015,
0.04285423830151558,
-0.05805768445134163,
-0.012240507639944553,
0.052214816212654114,
0.003121020272374153,
0.07607533037662506,
0.049975164234638214,
-0.022033430635929108,
-0.013615482486784458,
-0.0019359280122444034,
0.008675274439156055,
0.018531858921051025,
-0.01110815815627575,
0.05898163467645645,
-0.003658154048025608,
0.016544492915272713,
0.010809332132339478,
0.02713688649237156,
0.048773959279060364,
0.021959155797958374,
-0.1527070254087448,
-0.170669287443161,
-0.007836827076971531,
0.11584880948066711,
-0.033034130930900574,
0.03539593145251274,
-0.0006335959187708795,
-0.04908958449959755,
-0.016173051670193672,
-0.03684356436133385,
0.07914941757917404,
0.07334671169519424,
0.06250978261232376,
0.0044675664976239204,
-0.027177752926945686,
-0.08299200981855392,
-0.020034482702612877,
-0.005410687066614628,
0.021542079746723175,
0.013558224774897099,
-0.039506945759058,
0.04412038251757622,
-0.01798802614212036,
0.004893224220722914,
-0.06007024645805359,
0.016767185181379318,
0.08533110469579697,
0.03352499380707741,
0.06458162516355515,
0.03011370450258255,
0.06375367939472198,
-0.020041389390826225,
-0.02072329632937908,
-0.04612301290035248,
0.053652871400117874,
-0.012933396734297276,
0.042628150433301926,
-0.11844705045223236,
-0.04043204337358475,
0.0003713108890224248,
0.051806554198265076,
0.015943482518196106,
-0.049031324684619904,
-0.0357322059571743,
0.0071920487098395824,
0.06229308620095253,
-0.029765872284770012,
-0.017115727066993713,
-0.0030939611606299877,
0.009992792271077633,
0.05452372506260872,
0.029974833130836487,
0.02878384105861187,
-0.015159651637077332,
-0.02432270720601082,
-0.013831321150064468,
0.05493411794304848,
-0.01061264518648386,
0.021345483139157295,
-0.023927444592118263,
-0.06413217633962631,
-0.07141518592834473,
0.04330848157405853,
0.04984794929623604,
-0.03733600676059723,
0.04890626296401024,
-0.07127585262060165,
-0.0026958556845784187,
0.02103395015001297,
0.020221471786499023,
0.11564221233129501,
-0.05193787440657616,
-0.02438545413315296,
-0.08948231488466263,
-0.033840667456388474,
0.028613535687327385,
0.020037343725562096,
-0.006697189994156361,
-0.01975861005485058,
3.269593088432052e-33,
-0.0023640936706215143,
0.054684899747371674,
-0.039866965264081955,
0.01125476323068142,
0.05181191489100456,
0.0086115263402462,
-0.03714289888739586,
-0.07465556263923645,
-0.027665063738822937,
0.017895715311169624,
-0.04903048276901245,
0.04991459101438522,
-0.012447883374989033,
-0.02870430052280426,
0.05243995785713196,
-0.016865937039256096,
0.013796067796647549,
-0.01033420767635107,
-0.022902151569724083,
-0.06564986705780029,
0.08601266145706177,
-0.07181213796138763,
-0.037792690098285675,
-0.013420303352177143,
0.01230632420629263,
-0.02340615727007389,
0.02116730995476246,
-0.15337081253528595,
0.049803514033555984,
0.029385961592197418,
-0.09140966832637787,
0.032269712537527084,
0.08413150906562805,
0.027818048372864723,
0.04204580560326576,
0.029156114906072617,
-0.014989655464887619,
-0.020418567582964897,
0.027140630409121513,
-0.05284009501338005,
-0.03304402902722359,
0.004494236316531897,
0.013317904435098171,
-0.0452045239508152,
0.019529031589627266,
-0.07450008392333984,
0.04907635226845741,
0.09100945293903351,
-0.09947425127029419,
0.014306243509054184,
-0.06201476976275444,
-0.023118162527680397,
-0.02691766433417797,
-0.029420718550682068,
0.050132784992456436,
-0.022209666669368744,
0.03934336081147194,
-0.020638231188058853,
0.07492228597402573,
0.12233195453882217,
-0.029587332159280777,
-0.05715445429086685,
0.006781597621738911,
0.0666307657957077,
0.10952616482973099,
-0.019166145473718643,
-0.08897899091243744,
-0.0646146833896637,
0.09159369021654129,
0.012947674840688705,
-0.012558266520500183,
-0.023094937205314636,
-0.03218111768364906,
-0.06062227115035057,
0.012340519577264786,
0.008159100078046322,
0.045061662793159485,
0.01390241738408804,
-0.019860578700900078,
-0.036882027983665466,
-0.06525072455406189,
-0.06369418650865555,
-0.04813019558787346,
0.0025692300405353308,
-0.05714304372668266,
-0.009349348954856396,
-0.0891755223274231,
0.00037875265115872025,
-0.07342453300952911,
-0.009957429952919483,
0.05544799566268921,
-0.05968698486685753,
0.006121400278061628,
-0.03645011782646179,
0.014187251217663288,
-3.593043950714236e-33,
-0.00830570887774229,
-0.0007034758455120027,
0.01079363003373146,
-0.021536285057663918,
0.078102707862854,
-0.008835241198539734,
0.00670443894341588,
0.019128767773509026,
-0.06423402577638626,
-0.004210738930851221,
-0.04733709990978241,
-0.031971525400877,
-0.014574621804058552,
0.04353625699877739,
0.012020551599562168,
-0.01935255341231823,
-0.0050674681551754475,
0.09474757313728333,
0.08861426264047623,
0.026877371594309807,
-0.02276480942964554,
0.07839785516262054,
0.02070530131459236,
0.12109982222318649,
0.008843785151839256,
0.007859528996050358,
-0.0785766988992691,
0.08827736973762512,
-0.030570296570658684,
0.029366225004196167,
-0.007810231763869524,
-0.0650702640414238,
0.014809787273406982,
0.05327954515814781,
0.042798351496458054,
-0.06390977650880814,
0.011538393795490265,
0.01204691082239151,
-0.017318883910775185,
0.05923960357904434,
0.05832911655306816,
-0.014590076170861721,
-0.024262677878141403,
0.0038973588962107897,
0.061662834137678146,
0.026587771251797676,
-0.05491071939468384,
-0.009609514847397804,
0.021025680005550385,
-0.060175828635692596,
0.013687752187252045,
-0.002604592591524124,
0.07517778873443604,
0.009992477484047413,
-0.05103747174143791,
-0.017359258607029915,
-0.04932460933923721,
0.014781485311686993,
0.1639222800731659,
-0.03306170552968979,
0.03309168294072151,
-0.07681064307689667,
0.02813783474266529,
-0.026562795042991638,
0.04460917040705681,
-0.04249052330851555,
0.05124196410179138,
-0.08504822105169296,
-0.07542562484741211,
0.07078588008880615,
-0.03636743500828743,
-0.015547783114016056,
-0.013183641247451305,
-0.015298872254788876,
-0.010557923465967178,
0.01652265153825283,
-0.050240714102983475,
-0.015972638502717018,
0.002931671217083931,
-0.03705722838640213,
-0.10435070097446442,
0.03246227279305458,
-0.019462864845991135,
0.06171703711152077,
-0.020047102123498917,
-0.013843653723597527,
0.10069574415683746,
0.023429298773407936,
0.009593049064278603,
-0.056198153644800186,
0.006626239512115717,
0.005973245017230511,
-0.033663310110569,
-0.041596148163080215,
0.02483927085995674,
-6.025616272609113e-8,
0.014093869365751743,
-0.011628319509327412,
-0.061615265905857086,
-0.036979563534259796,
0.12041320651769638,
-0.07623060792684555,
-0.01472313143312931,
0.022182723507285118,
0.020613010972738266,
0.009225568734109402,
0.10970164090394974,
0.08445259183645248,
0.04602447897195816,
0.024494335055351257,
-0.0013608059380203485,
0.025699717923998833,
-0.018319740891456604,
-0.05046461150050163,
0.017391132190823555,
0.06502289324998856,
-0.01958746276795864,
0.018238332122564316,
0.04440497234463692,
0.00927753560245037,
0.016912147402763367,
-0.0138137461617589,
-0.0015328364679589868,
-0.005898856092244387,
0.09416985511779785,
-0.008364185690879822,
0.08874069154262543,
-0.029083816334605217,
0.13066765666007996,
0.028385113924741745,
-0.10410464555025101,
0.041352178901433945,
-0.030596697703003883,
-0.058522675186395645,
-0.04235316067934036,
-0.09283693134784698,
0.0851244106888771,
0.03052118979394436,
-0.019662849605083466,
0.02470308355987072,
0.07995324581861496,
0.021486351266503334,
0.026746664196252823,
-0.09047956019639969,
-0.05580649897456169,
0.04686329513788223,
-0.08567909896373749,
0.03737989813089371,
-0.055215392261743546,
-0.013029126450419426,
-0.04482053592801094,
0.0026854476891458035,
-0.015199470333755016,
-0.015651503577828407,
0.10069560259580612,
-0.05476485192775726,
0.07419350743293762,
0.07754116505384445,
-0.0978202372789383,
-0.01664797216653824
] |
1401.4489
|
Devansh Arpit
|
Devansh Arpit, Ifeoma Nwogu, Gaurav Srivastava, Venu Govindaraju
|
An Analysis of Random Projections in Cancelable Biometrics
| null | null | null | null |
cs.CV cs.LG stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
With increasing concerns about security, the need for highly secure physical
biometrics-based authentication systems utilizing \emph{cancelable biometric}
technologies is on the rise. Because the problem of cancelable template
generation deals with the trade-off between template security and matching
performance, many state-of-the-art algorithms successful in generating high
quality cancelable biometrics all have random projection as one of their early
processing steps. This paper therefore presents a formal analysis of why random
projections is an essential step in cancelable biometrics. By formally defining
the notion of an \textit{Independent Subspace Structure} for datasets, it can
be shown that random projection preserves the subspace structure of data
vectors generated from a union of independent linear subspaces. The bound on
the minimum number of random vectors required for this to hold is also derived
and is shown to depend logarithmically on the number of data samples, not only
in independent subspaces but in disjoint subspace settings as well. The
theoretical analysis presented is supported in detail with empirical results on
real-world face recognition datasets.
|
[
{
"created": "Fri, 17 Jan 2014 23:21:56 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Feb 2014 02:57:25 GMT",
"version": "v2"
},
{
"created": "Fri, 14 Nov 2014 02:38:09 GMT",
"version": "v3"
}
] |
2015-05-22
|
[
[
"Arpit",
"Devansh",
""
],
[
"Nwogu",
"Ifeoma",
""
],
[
"Srivastava",
"Gaurav",
""
],
[
"Govindaraju",
"Venu",
""
]
] |
[
-0.11496160179376602,
0.06768762320280075,
0.05210912972688675,
-0.04571811854839325,
0.03424890711903572,
0.004274031613022089,
0.09169068187475204,
-0.08987388759851456,
0.07822674512863159,
-0.017522551119327545,
0.06834964454174042,
-0.013674710877239704,
0.0824783593416214,
-0.037279099225997925,
-0.07206589728593826,
-0.1005883440375328,
0.004191637970507145,
0.09104781597852707,
0.005842762533575296,
0.07638474553823471,
0.02528744377195835,
-0.015470988117158413,
0.052212219685316086,
-0.008869514800608158,
0.038647253066301346,
-0.02978242002427578,
0.07776574045419693,
-0.01880069077014923,
-0.05170145630836487,
0.002253045095130801,
0.03547227382659912,
0.015466422773897648,
0.016097653657197952,
-0.008080019615590572,
-0.025866135954856873,
-0.04321753606200218,
0.03577948361635208,
0.07218553870916367,
-0.06009906530380249,
0.005863306578248739,
-0.09433501213788986,
0.020512152463197708,
-0.049036793410778046,
0.07865586876869202,
-0.005612083710730076,
0.04661833494901657,
0.010114973410964012,
-0.053747378289699554,
-0.034034714102745056,
-0.05875363573431969,
-0.05065475404262543,
0.00472232373431325,
-0.013550235889852047,
0.028190456330776215,
-0.014244849793612957,
-0.08946161717176437,
0.03492480143904686,
0.0033216362353414297,
-0.003553006798028946,
0.08657530695199966,
-0.005680882837623358,
-0.01593557931482792,
-0.0281890369951725,
-0.006838373374193907,
0.02960927225649357,
0.04528464004397392,
0.003645610762760043,
0.01421923004090786,
0.005386932287365198,
0.022932952269911766,
-0.08145482838153839,
0.009410609491169453,
-0.053313251584768295,
0.057272158563137054,
-0.01761982962489128,
0.041447512805461884,
-0.06003783643245697,
-0.03688941150903702,
0.07661252468824387,
0.020378733053803444,
0.011361285112798214,
-0.02713697776198387,
0.017484422773122787,
0.004104085732251406,
0.12229494005441666,
0.005741818342357874,
-0.04786187782883644,
-0.03449897840619087,
-0.04246532917022705,
-0.009145461954176426,
-0.08430492877960205,
-0.023829355835914612,
0.04340308904647827,
-0.0012910983059555292,
0.05038703233003616,
-0.054782118648290634,
0.08118726313114166,
-0.008046070113778114,
0.08278070390224457,
0.05055391415953636,
-0.04075932502746582,
-0.03236246109008789,
0.025517277419567108,
0.030659975484013557,
0.02086516283452511,
-0.016528310254216194,
-0.007104654796421528,
-0.08205925673246384,
0.07041618227958679,
-0.09077165275812149,
0.08797493577003479,
-0.026874227449297905,
-0.1010051965713501,
0.11274567246437073,
-0.008186280727386475,
-0.03203868865966797,
0.003971823491156101,
0.037635110318660736,
0.053690291941165924,
-0.019861018285155296,
-0.015647146850824356,
0.003863206598907709,
0.10276837646961212,
-0.023922057822346687,
-0.01716151088476181,
0.010935738682746887,
-0.0340658575296402,
4.5138450425698124e-33,
-0.0008314956212416291,
0.03228188678622246,
-0.06646080315113068,
0.06087290123105049,
0.030770495533943176,
0.04226633161306381,
-0.0062583559192717075,
0.021520039066672325,
0.010343704372644424,
0.03262856602668762,
-0.06351128220558167,
0.0037987763062119484,
-0.0015794058563187718,
0.09914910793304443,
0.047234222292900085,
0.08137664943933487,
0.057315390557050705,
0.09517674148082733,
-0.0148004200309515,
-0.026499807834625244,
0.10695142298936844,
-0.050562918186187744,
0.019014503806829453,
-0.038007911294698715,
0.06087607890367508,
-0.010486540384590626,
-0.029690366238355637,
-0.08206827193498611,
-0.07673779875040054,
0.018302224576473236,
-0.10790304094552994,
0.05837945267558098,
0.0965203270316124,
0.05097244679927826,
0.09205466508865356,
-0.017886117100715637,
0.0866665244102478,
-0.055843550711870193,
-0.028170254081487656,
-0.05283292755484581,
0.08272701501846313,
0.04268556833267212,
0.041516195982694626,
-0.09636511653661728,
-0.017193404957652092,
-0.03097955882549286,
-0.024743346497416496,
0.03157343715429306,
0.016718151047825813,
-0.04435271397233009,
0.02264772169291973,
0.019561471417546272,
-0.06450946629047394,
-0.03438306227326393,
-0.05026425048708916,
-0.06582462787628174,
-0.06707370281219482,
0.009512030519545078,
0.0008052306366153061,
0.10037986189126968,
-0.14210768043994904,
0.0896715447306633,
0.0076719122007489204,
-0.05041295289993286,
-0.06366465240716934,
-0.04469173029065132,
-0.053404271602630615,
-0.10812520235776901,
0.06210275739431381,
0.050288137048482895,
0.010934255085885525,
0.02724437601864338,
-0.0804426446557045,
-0.030351294204592705,
-0.04088761284947395,
0.017470218241214752,
0.032801590859889984,
0.061691928654909134,
-0.07742949575185776,
0.09128062427043915,
0.02786167897284031,
0.13621529936790466,
-0.03636902570724487,
-0.09668965637683868,
-0.004665272310376167,
-0.04729738458991051,
-0.006947831250727177,
-0.11602584272623062,
-0.0921412780880928,
-0.010069239884614944,
-0.023599624633789062,
-0.0497562550008297,
-0.04155467450618744,
0.04353790357708931,
-0.01643281802535057,
-6.359273093050907e-33,
-0.07322652637958527,
0.013025471940636635,
0.034009214490652084,
-0.04585046321153641,
-0.0009467726922594011,
-0.05568069592118263,
0.0701487734913826,
-0.0033541277516633272,
-0.014863005839288235,
-0.05083443596959114,
-0.0014569739578291774,
-0.03742004558444023,
0.10792414098978043,
-0.00974420364946127,
0.04913964122533798,
0.0502338632941246,
-0.008745606057345867,
0.005321187432855368,
-0.012190436944365501,
-0.012812001630663872,
0.006532488856464624,
0.025611193850636482,
-0.031047726050019264,
0.03791755437850952,
0.05528784170746803,
0.06386294215917587,
-0.05848367512226105,
0.03445819765329361,
0.021835198625922203,
-0.0397564098238945,
-0.00828054640442133,
-0.03930165246129036,
-0.11329154670238495,
-0.005503554828464985,
-0.06702758371829987,
-0.048706091940402985,
-0.0015026404289528728,
0.05728520080447197,
-0.02254527434706688,
0.002501155249774456,
0.030383137986063957,
0.02651369199156761,
-0.0981273204088211,
0.0023235154803842306,
0.04261733591556549,
-0.10830621421337128,
0.0344754122197628,
-0.005232501309365034,
0.014273334294557571,
-0.05140940845012665,
0.021731801331043243,
-0.000046198641939554363,
-0.015892036259174347,
0.07265102118253708,
-0.05241885781288147,
-0.06392593681812286,
-0.06936819106340408,
0.11516625434160233,
0.0924312099814415,
0.043960440903902054,
0.02663372829556465,
-0.034238968044519424,
-0.0035845665261149406,
0.09804292768239975,
0.01755654253065586,
-0.04615654796361923,
-0.01212355773895979,
0.03699019178748131,
-0.05461462214589119,
0.034653231501579285,
-0.004875381011515856,
-0.03585371375083923,
-0.012829084880650043,
0.04141290858387947,
0.02486586384475231,
-0.01256581861525774,
-0.008081224747002125,
-0.06384865939617157,
-0.026206450536847115,
0.04363429918885231,
0.01071876846253872,
-0.07154662907123566,
-0.029060428962111473,
0.009744185954332352,
0.06346716731786728,
0.025663191452622414,
-0.022178294137120247,
-0.08221825957298279,
0.051254160702228546,
0.001808315864764154,
0.002425875747576356,
0.04968646541237831,
-0.0683455541729927,
0.04951629042625427,
0.03398633748292923,
-4.630514283121556e-8,
0.014523121528327465,
-0.020196255296468735,
0.002958375494927168,
-0.04139738157391548,
-0.024808542802929878,
-0.032112475484609604,
-0.015147495083510876,
0.01735178381204605,
-0.040585607290267944,
-0.11607155203819275,
0.08117633312940598,
-0.030206894502043724,
0.009594338946044445,
-0.070249542593956,
-0.04500938206911087,
0.00962698832154274,
-0.09361942112445831,
0.023711321875452995,
0.017559366300702095,
-0.0004988264990970492,
-0.04848804697394371,
0.013819725252687931,
-0.07502520084381104,
0.01719515584409237,
-0.010315394960343838,
0.014637317508459091,
0.0038931446615606546,
-0.002135834889486432,
0.006181624718010426,
0.06458404660224915,
-0.043942276388406754,
-0.014615475200116634,
0.09803903102874756,
0.04692510515451431,
0.0069443159736692905,
0.03987439349293709,
-0.024322422221302986,
-0.049029406160116196,
-0.03430093824863434,
-0.04604964330792427,
0.004634831566363573,
-0.018557513132691383,
-0.04698529094457626,
0.043905146420001984,
0.05717712268233299,
0.022175641730427742,
0.08500497043132782,
-0.016816917806863785,
-0.018446704372763634,
0.048608992248773575,
0.04308178275823593,
-0.07465054839849472,
0.0001877809700090438,
0.0393785759806633,
-0.020181886851787567,
0.048954229801893234,
0.04752849042415619,
-0.07395520806312561,
0.07398011535406113,
0.024670161306858063,
0.009272291325032711,
0.0030350331217050552,
-0.05334719642996788,
-0.04348691180348396
] | null | null | null | null | null | null | null |
[
-0.11496160179376602,
0.06768762320280075,
0.05210912972688675,
-0.04571811854839325,
0.03424890711903572,
0.004274031613022089,
0.09169068187475204,
-0.08987388759851456,
0.07822674512863159,
-0.017522551119327545,
0.06834964454174042,
-0.013674710877239704,
0.0824783593416214,
-0.037279099225997925,
-0.07206589728593826,
-0.1005883440375328,
0.004191637970507145,
0.09104781597852707,
0.005842762533575296,
0.07638474553823471,
0.02528744377195835,
-0.015470988117158413,
0.052212219685316086,
-0.008869514800608158,
0.038647253066301346,
-0.02978242002427578,
0.07776574045419693,
-0.01880069077014923,
-0.05170145630836487,
0.002253045095130801,
0.03547227382659912,
0.015466422773897648,
0.016097653657197952,
-0.008080019615590572,
-0.025866135954856873,
-0.04321753606200218,
0.03577948361635208,
0.07218553870916367,
-0.06009906530380249,
0.005863306578248739,
-0.09433501213788986,
0.020512152463197708,
-0.049036793410778046,
0.07865586876869202,
-0.005612083710730076,
0.04661833494901657,
0.010114973410964012,
-0.053747378289699554,
-0.034034714102745056,
-0.05875363573431969,
-0.05065475404262543,
0.00472232373431325,
-0.013550235889852047,
0.028190456330776215,
-0.014244849793612957,
-0.08946161717176437,
0.03492480143904686,
0.0033216362353414297,
-0.003553006798028946,
0.08657530695199966,
-0.005680882837623358,
-0.01593557931482792,
-0.0281890369951725,
-0.006838373374193907,
0.02960927225649357,
0.04528464004397392,
0.003645610762760043,
0.01421923004090786,
0.005386932287365198,
0.022932952269911766,
-0.08145482838153839,
0.009410609491169453,
-0.053313251584768295,
0.057272158563137054,
-0.01761982962489128,
0.041447512805461884,
-0.06003783643245697,
-0.03688941150903702,
0.07661252468824387,
0.020378733053803444,
0.011361285112798214,
-0.02713697776198387,
0.017484422773122787,
0.004104085732251406,
0.12229494005441666,
0.005741818342357874,
-0.04786187782883644,
-0.03449897840619087,
-0.04246532917022705,
-0.009145461954176426,
-0.08430492877960205,
-0.023829355835914612,
0.04340308904647827,
-0.0012910983059555292,
0.05038703233003616,
-0.054782118648290634,
0.08118726313114166,
-0.008046070113778114,
0.08278070390224457,
0.05055391415953636,
-0.04075932502746582,
-0.03236246109008789,
0.025517277419567108,
0.030659975484013557,
0.02086516283452511,
-0.016528310254216194,
-0.007104654796421528,
-0.08205925673246384,
0.07041618227958679,
-0.09077165275812149,
0.08797493577003479,
-0.026874227449297905,
-0.1010051965713501,
0.11274567246437073,
-0.008186280727386475,
-0.03203868865966797,
0.003971823491156101,
0.037635110318660736,
0.053690291941165924,
-0.019861018285155296,
-0.015647146850824356,
0.003863206598907709,
0.10276837646961212,
-0.023922057822346687,
-0.01716151088476181,
0.010935738682746887,
-0.0340658575296402,
4.5138450425698124e-33,
-0.0008314956212416291,
0.03228188678622246,
-0.06646080315113068,
0.06087290123105049,
0.030770495533943176,
0.04226633161306381,
-0.0062583559192717075,
0.021520039066672325,
0.010343704372644424,
0.03262856602668762,
-0.06351128220558167,
0.0037987763062119484,
-0.0015794058563187718,
0.09914910793304443,
0.047234222292900085,
0.08137664943933487,
0.057315390557050705,
0.09517674148082733,
-0.0148004200309515,
-0.026499807834625244,
0.10695142298936844,
-0.050562918186187744,
0.019014503806829453,
-0.038007911294698715,
0.06087607890367508,
-0.010486540384590626,
-0.029690366238355637,
-0.08206827193498611,
-0.07673779875040054,
0.018302224576473236,
-0.10790304094552994,
0.05837945267558098,
0.0965203270316124,
0.05097244679927826,
0.09205466508865356,
-0.017886117100715637,
0.0866665244102478,
-0.055843550711870193,
-0.028170254081487656,
-0.05283292755484581,
0.08272701501846313,
0.04268556833267212,
0.041516195982694626,
-0.09636511653661728,
-0.017193404957652092,
-0.03097955882549286,
-0.024743346497416496,
0.03157343715429306,
0.016718151047825813,
-0.04435271397233009,
0.02264772169291973,
0.019561471417546272,
-0.06450946629047394,
-0.03438306227326393,
-0.05026425048708916,
-0.06582462787628174,
-0.06707370281219482,
0.009512030519545078,
0.0008052306366153061,
0.10037986189126968,
-0.14210768043994904,
0.0896715447306633,
0.0076719122007489204,
-0.05041295289993286,
-0.06366465240716934,
-0.04469173029065132,
-0.053404271602630615,
-0.10812520235776901,
0.06210275739431381,
0.050288137048482895,
0.010934255085885525,
0.02724437601864338,
-0.0804426446557045,
-0.030351294204592705,
-0.04088761284947395,
0.017470218241214752,
0.032801590859889984,
0.061691928654909134,
-0.07742949575185776,
0.09128062427043915,
0.02786167897284031,
0.13621529936790466,
-0.03636902570724487,
-0.09668965637683868,
-0.004665272310376167,
-0.04729738458991051,
-0.006947831250727177,
-0.11602584272623062,
-0.0921412780880928,
-0.010069239884614944,
-0.023599624633789062,
-0.0497562550008297,
-0.04155467450618744,
0.04353790357708931,
-0.01643281802535057,
-6.359273093050907e-33,
-0.07322652637958527,
0.013025471940636635,
0.034009214490652084,
-0.04585046321153641,
-0.0009467726922594011,
-0.05568069592118263,
0.0701487734913826,
-0.0033541277516633272,
-0.014863005839288235,
-0.05083443596959114,
-0.0014569739578291774,
-0.03742004558444023,
0.10792414098978043,
-0.00974420364946127,
0.04913964122533798,
0.0502338632941246,
-0.008745606057345867,
0.005321187432855368,
-0.012190436944365501,
-0.012812001630663872,
0.006532488856464624,
0.025611193850636482,
-0.031047726050019264,
0.03791755437850952,
0.05528784170746803,
0.06386294215917587,
-0.05848367512226105,
0.03445819765329361,
0.021835198625922203,
-0.0397564098238945,
-0.00828054640442133,
-0.03930165246129036,
-0.11329154670238495,
-0.005503554828464985,
-0.06702758371829987,
-0.048706091940402985,
-0.0015026404289528728,
0.05728520080447197,
-0.02254527434706688,
0.002501155249774456,
0.030383137986063957,
0.02651369199156761,
-0.0981273204088211,
0.0023235154803842306,
0.04261733591556549,
-0.10830621421337128,
0.0344754122197628,
-0.005232501309365034,
0.014273334294557571,
-0.05140940845012665,
0.021731801331043243,
-0.000046198641939554363,
-0.015892036259174347,
0.07265102118253708,
-0.05241885781288147,
-0.06392593681812286,
-0.06936819106340408,
0.11516625434160233,
0.0924312099814415,
0.043960440903902054,
0.02663372829556465,
-0.034238968044519424,
-0.0035845665261149406,
0.09804292768239975,
0.01755654253065586,
-0.04615654796361923,
-0.01212355773895979,
0.03699019178748131,
-0.05461462214589119,
0.034653231501579285,
-0.004875381011515856,
-0.03585371375083923,
-0.012829084880650043,
0.04141290858387947,
0.02486586384475231,
-0.01256581861525774,
-0.008081224747002125,
-0.06384865939617157,
-0.026206450536847115,
0.04363429918885231,
0.01071876846253872,
-0.07154662907123566,
-0.029060428962111473,
0.009744185954332352,
0.06346716731786728,
0.025663191452622414,
-0.022178294137120247,
-0.08221825957298279,
0.051254160702228546,
0.001808315864764154,
0.002425875747576356,
0.04968646541237831,
-0.0683455541729927,
0.04951629042625427,
0.03398633748292923,
-4.630514283121556e-8,
0.014523121528327465,
-0.020196255296468735,
0.002958375494927168,
-0.04139738157391548,
-0.024808542802929878,
-0.032112475484609604,
-0.015147495083510876,
0.01735178381204605,
-0.040585607290267944,
-0.11607155203819275,
0.08117633312940598,
-0.030206894502043724,
0.009594338946044445,
-0.070249542593956,
-0.04500938206911087,
0.00962698832154274,
-0.09361942112445831,
0.023711321875452995,
0.017559366300702095,
-0.0004988264990970492,
-0.04848804697394371,
0.013819725252687931,
-0.07502520084381104,
0.01719515584409237,
-0.010315394960343838,
0.014637317508459091,
0.0038931446615606546,
-0.002135834889486432,
0.006181624718010426,
0.06458404660224915,
-0.043942276388406754,
-0.014615475200116634,
0.09803903102874756,
0.04692510515451431,
0.0069443159736692905,
0.03987439349293709,
-0.024322422221302986,
-0.049029406160116196,
-0.03430093824863434,
-0.04604964330792427,
0.004634831566363573,
-0.018557513132691383,
-0.04698529094457626,
0.043905146420001984,
0.05717712268233299,
0.022175641730427742,
0.08500497043132782,
-0.016816917806863785,
-0.018446704372763634,
0.048608992248773575,
0.04308178275823593,
-0.07465054839849472,
0.0001877809700090438,
0.0393785759806633,
-0.020181886851787567,
0.048954229801893234,
0.04752849042415619,
-0.07395520806312561,
0.07398011535406113,
0.024670161306858063,
0.009272291325032711,
0.0030350331217050552,
-0.05334719642996788,
-0.04348691180348396
] |
1401.4490
|
Haig Atikian
|
Haig A. Atikian, Amin Eftekharian, A. Jafari Salim, Michael J. Burek,
Jennifer T. Choy, A. Hamed Majedi and Marko Loncar
|
Superconducting Nanowire Single Photon Detector on Diamond
| null | null |
10.1063/1.4869574
| null |
physics.optics quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Superconducting nanowire single photon detectors (SNSPDs) are fabricated
directly on diamond substrates and their optical and electrical properties are
characterized. Dark count performance and photon count rates are measured at
varying temperatures for 1310nm and 632nm photons. The procedure to prepare
diamond substrate surfaces suitable for the deposition and patterning of thin
film superconducting layers is reported. Using this approach, diamond
substrates with less than 300pm RMS surface roughness are obtained.
|
[
{
"created": "Fri, 17 Jan 2014 23:25:38 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Atikian",
"Haig A.",
""
],
[
"Eftekharian",
"Amin",
""
],
[
"Salim",
"A. Jafari",
""
],
[
"Burek",
"Michael J.",
""
],
[
"Choy",
"Jennifer T.",
""
],
[
"Majedi",
"A. Hamed",
""
],
[
"Loncar",
"Marko",
""
]
] |
[
0.0008589917561039329,
-0.04236689954996109,
-0.03232927247881889,
0.06304264813661575,
-0.01707402989268303,
0.06649687886238098,
-0.06032952293753624,
0.03445247933268547,
-0.07010109722614288,
-0.03724634647369385,
0.008493495173752308,
-0.05395545810461044,
0.06982956826686859,
0.016326773911714554,
-0.06422871351242065,
0.05064850673079491,
0.07812667638063431,
-0.036132633686065674,
0.16566850244998932,
-0.026492038741707802,
0.07927161455154419,
-0.053079668432474136,
0.04837891831994057,
-0.039296142756938934,
-0.03050266019999981,
0.0009333846974186599,
-0.044127047061920166,
-0.02138436771929264,
-0.003052246291190386,
0.015751853585243225,
-0.037064533680677414,
0.012396248057484627,
-0.003912388347089291,
0.08169591426849365,
0.00005315770613378845,
-0.04166186600923538,
0.013088684529066086,
-0.011998248286545277,
-0.02455497905611992,
-0.010128350928425789,
-0.01985086128115654,
-0.0003919901791960001,
-0.05290893092751503,
0.004625239409506321,
0.030752399936318398,
0.0032054020557552576,
0.03556752949953079,
0.0768023282289505,
-0.010599673725664616,
-0.07125554978847504,
0.15517736971378326,
0.044818613678216934,
0.054151587188243866,
-0.05661676824092865,
0.15354682505130768,
0.02598614990711212,
0.0013371555833145976,
-0.05700955167412758,
0.0331377312541008,
-0.007968595251441002,
0.020821111276745796,
-0.047325167804956436,
0.02352135442197323,
-0.0891992449760437,
0.13873893022537231,
0.0036526124458760023,
-0.08078226447105408,
0.022217610850930214,
-0.011751432903110981,
-0.0008327173418365419,
0.031409505754709244,
0.0559554323554039,
-0.03969034180045128,
0.0287507101893425,
-0.01129327155649662,
-0.013774225488305092,
0.0159748625010252,
0.06686827540397644,
-0.01962437853217125,
-0.02013464644551277,
-0.054602183401584625,
-0.00008897372026694939,
0.015991345047950745,
-0.017419205978512764,
-0.03385167941451073,
-0.004478249233216047,
0.01705571822822094,
0.022115433588624,
-0.06854245066642761,
-0.01432524248957634,
0.02726539969444275,
-0.0368657261133194,
-0.12360122054815292,
-0.035435207188129425,
-0.07903172075748444,
-0.03627339377999306,
-0.019927004352211952,
0.0015817437088117003,
-0.019188126549124718,
-0.06944750994443893,
0.10124203562736511,
-0.08448953926563263,
-0.032051123678684235,
0.04719119518995285,
-0.03251500055193901,
0.03745831176638603,
0.014660527929663658,
0.047299861907958984,
-0.03352141007781029,
0.030283762142062187,
0.047228243201971054,
0.02403487265110016,
-0.0434369295835495,
-0.04919742792844772,
-0.08303815871477127,
-0.019314976409077644,
-0.06651034206151962,
0.09155359864234924,
-0.03515844792127609,
0.07434224337339401,
-0.0797012597322464,
0.1055295392870903,
-0.031075209379196167,
0.03253525495529175,
0.0037449421361088753,
0.011937910690903664,
0.02405642718076706,
2.2710758406107912e-33,
0.055060867220163345,
0.029892876744270325,
-0.09209711849689484,
-0.0011349739506840706,
-0.02861548401415348,
-0.013860167935490608,
0.08963897079229355,
0.10818635672330856,
0.022073883563280106,
0.01927482709288597,
0.024569524452090263,
-0.033855829387903214,
-0.029748018831014633,
0.03937375545501709,
0.016717081889510155,
0.04985382407903671,
0.009393933229148388,
-0.12409652769565582,
0.0487520769238472,
0.04103080555796623,
-0.057226553559303284,
-0.09640911966562271,
0.01657712459564209,
0.07318808138370514,
0.0014230553060770035,
-0.027569947764277458,
-0.013336664997041225,
0.033816929906606674,
0.013385643251240253,
-0.02448834851384163,
0.026930667459964752,
0.06543339043855667,
0.12536375224590302,
0.05743180215358734,
0.010542459785938263,
0.0014859030488878489,
0.030193809419870377,
0.09487473219633102,
0.0024269851855933666,
-0.06391085684299469,
0.11786510050296783,
0.07985610514879227,
0.0277105700224638,
-0.04145669937133789,
0.006968036759644747,
-0.02690313011407852,
-0.03701013699173927,
-0.02061251737177372,
-0.04887251928448677,
0.02398507297039032,
-0.0032686300110071898,
-0.08262510597705841,
0.07488789409399033,
0.028884416446089745,
0.10992634296417236,
-0.009516987018287182,
-0.058818865567445755,
-0.08732301741838455,
0.05092276260256767,
-0.08401427417993546,
0.015848051756620407,
-0.047911256551742554,
-0.02327802963554859,
0.02364262007176876,
-0.0522514209151268,
0.0467405840754509,
0.0010780440643429756,
0.06622190773487091,
-0.10762345790863037,
-0.08521658182144165,
-0.010734002105891705,
0.10357387363910675,
0.03882701322436333,
-0.05328277125954628,
-0.031093599274754524,
-0.006412416230887175,
-0.004204599652439356,
-0.057805053889751434,
0.033708605915308,
0.018296722322702408,
-0.04216401278972626,
0.04007621109485626,
-0.008143898099660873,
-0.13046176731586456,
-0.010195904411375523,
0.04575955122709274,
-0.013101579621434212,
-0.0701320618391037,
-0.010922695510089397,
0.02124767191708088,
0.08462153375148773,
-0.12275522947311401,
0.029269235208630562,
-0.013405381701886654,
-0.05995604395866394,
-2.1885399741357428e-33,
0.034847065806388855,
-0.025770433247089386,
0.047439295798540115,
0.004752101376652718,
0.06362167000770569,
-0.015948355197906494,
0.0026385460514575243,
-0.024299893528223038,
-0.031705066561698914,
0.049181144684553146,
-0.043597374111413956,
0.06676439940929413,
0.024923278018832207,
-0.049340132623910904,
0.02962321788072586,
0.019308488816022873,
0.0026578432880342007,
0.0240688007324934,
0.03345468267798424,
0.018713640049099922,
-0.03495718911290169,
0.055909812450408936,
-0.025895940139889717,
-0.0849948525428772,
0.014315025880932808,
-0.04597525671124458,
-0.04309066757559776,
0.007511892821639776,
-0.0088742570951581,
0.012721535749733448,
-0.011972635053098202,
-0.001210617134347558,
0.06143379956483841,
0.013355632312595844,
-0.05766730383038521,
-0.05544479563832283,
0.07050783187150955,
0.04311949387192726,
0.05229143425822258,
-0.00025235777138732374,
0.035349007695913315,
0.018819738179445267,
-0.1629432886838913,
-0.0034939879551529884,
-0.0018810355104506016,
0.07726683467626572,
-0.06128706783056259,
-0.055442169308662415,
-0.008909167721867561,
-0.011229261755943298,
-0.051964789628982544,
0.011630608700215816,
-0.0801907554268837,
0.06456845253705978,
0.027996720746159554,
-0.02566107176244259,
-0.020871765911579132,
0.1235203742980957,
0.02011347934603691,
0.020575206726789474,
0.016061678528785706,
0.001312818261794746,
-0.058081112802028656,
0.03785230591893196,
0.06916540116071701,
0.06374891102313995,
0.03915346413850784,
0.0529070645570755,
0.012872427701950073,
0.004447379149496555,
0.01565123163163662,
0.011259159073233604,
0.004063909407705069,
-0.009104925207793713,
0.06046183034777641,
-0.03566095978021622,
-0.060239389538764954,
0.049347709864377975,
-0.025980498641729355,
0.06017883121967316,
-0.04083193093538284,
0.05485646054148674,
-0.03425917401909828,
0.028949087485671043,
0.044299669563770294,
-0.01731598563492298,
0.04118115082383156,
0.06400037556886673,
-0.07856936752796173,
0.054750896990299225,
0.015592878684401512,
-0.02141761966049671,
0.09233607351779938,
-0.10857295244932175,
-0.029786214232444763,
-3.305872198211546e-8,
0.02084256522357464,
-0.04641176387667656,
0.008640470914542675,
-0.11560195684432983,
0.04059067368507385,
-0.019822943955659866,
0.016375210136175156,
0.06797420978546143,
0.0676126554608345,
-0.038482192903757095,
-0.043158188462257385,
-0.07703497260808945,
-0.05186515301465988,
-0.07152170687913895,
0.07984676957130432,
-0.0165326576679945,
0.0032469318248331547,
-0.015098742209374905,
-0.0113986786454916,
-0.009722244925796986,
-0.014782365411520004,
0.023035172373056412,
0.06905031949281693,
0.00982025545090437,
-0.0344669409096241,
-0.024038618430495262,
0.02568897418677807,
-0.005605760961771011,
0.018292047083377838,
-0.04498588666319847,
-0.032834310084581375,
-0.01135503500699997,
0.05961161106824875,
-0.04220421612262726,
0.009493311867117882,
-0.0402953065931797,
0.013502690009772778,
0.030566254630684853,
0.13353319466114044,
0.010666766203939915,
-0.009050820954144001,
-0.02000374160706997,
-0.043548427522182465,
0.0007594632334075868,
0.028893155977129936,
-0.036391548812389374,
0.04917864874005318,
0.005742677953094244,
-0.025088127702474594,
0.01945013739168644,
-0.03851110860705376,
0.07172739505767822,
-0.032744016498327255,
-0.04234292358160019,
0.005590759217739105,
0.051945433020591736,
0.0412646047770977,
0.009539378806948662,
-0.03293829411268234,
0.012632445432245731,
-0.001828614971600473,
-0.09389975666999817,
-0.09835167974233627,
-0.00947643257677555
] | null | null | null | null | null | null | null |
[
0.0008589917561039329,
-0.04236689954996109,
-0.03232927247881889,
0.06304264813661575,
-0.01707402989268303,
0.06649687886238098,
-0.06032952293753624,
0.03445247933268547,
-0.07010109722614288,
-0.03724634647369385,
0.008493495173752308,
-0.05395545810461044,
0.06982956826686859,
0.016326773911714554,
-0.06422871351242065,
0.05064850673079491,
0.07812667638063431,
-0.036132633686065674,
0.16566850244998932,
-0.026492038741707802,
0.07927161455154419,
-0.053079668432474136,
0.04837891831994057,
-0.039296142756938934,
-0.03050266019999981,
0.0009333846974186599,
-0.044127047061920166,
-0.02138436771929264,
-0.003052246291190386,
0.015751853585243225,
-0.037064533680677414,
0.012396248057484627,
-0.003912388347089291,
0.08169591426849365,
0.00005315770613378845,
-0.04166186600923538,
0.013088684529066086,
-0.011998248286545277,
-0.02455497905611992,
-0.010128350928425789,
-0.01985086128115654,
-0.0003919901791960001,
-0.05290893092751503,
0.004625239409506321,
0.030752399936318398,
0.0032054020557552576,
0.03556752949953079,
0.0768023282289505,
-0.010599673725664616,
-0.07125554978847504,
0.15517736971378326,
0.044818613678216934,
0.054151587188243866,
-0.05661676824092865,
0.15354682505130768,
0.02598614990711212,
0.0013371555833145976,
-0.05700955167412758,
0.0331377312541008,
-0.007968595251441002,
0.020821111276745796,
-0.047325167804956436,
0.02352135442197323,
-0.0891992449760437,
0.13873893022537231,
0.0036526124458760023,
-0.08078226447105408,
0.022217610850930214,
-0.011751432903110981,
-0.0008327173418365419,
0.031409505754709244,
0.0559554323554039,
-0.03969034180045128,
0.0287507101893425,
-0.01129327155649662,
-0.013774225488305092,
0.0159748625010252,
0.06686827540397644,
-0.01962437853217125,
-0.02013464644551277,
-0.054602183401584625,
-0.00008897372026694939,
0.015991345047950745,
-0.017419205978512764,
-0.03385167941451073,
-0.004478249233216047,
0.01705571822822094,
0.022115433588624,
-0.06854245066642761,
-0.01432524248957634,
0.02726539969444275,
-0.0368657261133194,
-0.12360122054815292,
-0.035435207188129425,
-0.07903172075748444,
-0.03627339377999306,
-0.019927004352211952,
0.0015817437088117003,
-0.019188126549124718,
-0.06944750994443893,
0.10124203562736511,
-0.08448953926563263,
-0.032051123678684235,
0.04719119518995285,
-0.03251500055193901,
0.03745831176638603,
0.014660527929663658,
0.047299861907958984,
-0.03352141007781029,
0.030283762142062187,
0.047228243201971054,
0.02403487265110016,
-0.0434369295835495,
-0.04919742792844772,
-0.08303815871477127,
-0.019314976409077644,
-0.06651034206151962,
0.09155359864234924,
-0.03515844792127609,
0.07434224337339401,
-0.0797012597322464,
0.1055295392870903,
-0.031075209379196167,
0.03253525495529175,
0.0037449421361088753,
0.011937910690903664,
0.02405642718076706,
2.2710758406107912e-33,
0.055060867220163345,
0.029892876744270325,
-0.09209711849689484,
-0.0011349739506840706,
-0.02861548401415348,
-0.013860167935490608,
0.08963897079229355,
0.10818635672330856,
0.022073883563280106,
0.01927482709288597,
0.024569524452090263,
-0.033855829387903214,
-0.029748018831014633,
0.03937375545501709,
0.016717081889510155,
0.04985382407903671,
0.009393933229148388,
-0.12409652769565582,
0.0487520769238472,
0.04103080555796623,
-0.057226553559303284,
-0.09640911966562271,
0.01657712459564209,
0.07318808138370514,
0.0014230553060770035,
-0.027569947764277458,
-0.013336664997041225,
0.033816929906606674,
0.013385643251240253,
-0.02448834851384163,
0.026930667459964752,
0.06543339043855667,
0.12536375224590302,
0.05743180215358734,
0.010542459785938263,
0.0014859030488878489,
0.030193809419870377,
0.09487473219633102,
0.0024269851855933666,
-0.06391085684299469,
0.11786510050296783,
0.07985610514879227,
0.0277105700224638,
-0.04145669937133789,
0.006968036759644747,
-0.02690313011407852,
-0.03701013699173927,
-0.02061251737177372,
-0.04887251928448677,
0.02398507297039032,
-0.0032686300110071898,
-0.08262510597705841,
0.07488789409399033,
0.028884416446089745,
0.10992634296417236,
-0.009516987018287182,
-0.058818865567445755,
-0.08732301741838455,
0.05092276260256767,
-0.08401427417993546,
0.015848051756620407,
-0.047911256551742554,
-0.02327802963554859,
0.02364262007176876,
-0.0522514209151268,
0.0467405840754509,
0.0010780440643429756,
0.06622190773487091,
-0.10762345790863037,
-0.08521658182144165,
-0.010734002105891705,
0.10357387363910675,
0.03882701322436333,
-0.05328277125954628,
-0.031093599274754524,
-0.006412416230887175,
-0.004204599652439356,
-0.057805053889751434,
0.033708605915308,
0.018296722322702408,
-0.04216401278972626,
0.04007621109485626,
-0.008143898099660873,
-0.13046176731586456,
-0.010195904411375523,
0.04575955122709274,
-0.013101579621434212,
-0.0701320618391037,
-0.010922695510089397,
0.02124767191708088,
0.08462153375148773,
-0.12275522947311401,
0.029269235208630562,
-0.013405381701886654,
-0.05995604395866394,
-2.1885399741357428e-33,
0.034847065806388855,
-0.025770433247089386,
0.047439295798540115,
0.004752101376652718,
0.06362167000770569,
-0.015948355197906494,
0.0026385460514575243,
-0.024299893528223038,
-0.031705066561698914,
0.049181144684553146,
-0.043597374111413956,
0.06676439940929413,
0.024923278018832207,
-0.049340132623910904,
0.02962321788072586,
0.019308488816022873,
0.0026578432880342007,
0.0240688007324934,
0.03345468267798424,
0.018713640049099922,
-0.03495718911290169,
0.055909812450408936,
-0.025895940139889717,
-0.0849948525428772,
0.014315025880932808,
-0.04597525671124458,
-0.04309066757559776,
0.007511892821639776,
-0.0088742570951581,
0.012721535749733448,
-0.011972635053098202,
-0.001210617134347558,
0.06143379956483841,
0.013355632312595844,
-0.05766730383038521,
-0.05544479563832283,
0.07050783187150955,
0.04311949387192726,
0.05229143425822258,
-0.00025235777138732374,
0.035349007695913315,
0.018819738179445267,
-0.1629432886838913,
-0.0034939879551529884,
-0.0018810355104506016,
0.07726683467626572,
-0.06128706783056259,
-0.055442169308662415,
-0.008909167721867561,
-0.011229261755943298,
-0.051964789628982544,
0.011630608700215816,
-0.0801907554268837,
0.06456845253705978,
0.027996720746159554,
-0.02566107176244259,
-0.020871765911579132,
0.1235203742980957,
0.02011347934603691,
0.020575206726789474,
0.016061678528785706,
0.001312818261794746,
-0.058081112802028656,
0.03785230591893196,
0.06916540116071701,
0.06374891102313995,
0.03915346413850784,
0.0529070645570755,
0.012872427701950073,
0.004447379149496555,
0.01565123163163662,
0.011259159073233604,
0.004063909407705069,
-0.009104925207793713,
0.06046183034777641,
-0.03566095978021622,
-0.060239389538764954,
0.049347709864377975,
-0.025980498641729355,
0.06017883121967316,
-0.04083193093538284,
0.05485646054148674,
-0.03425917401909828,
0.028949087485671043,
0.044299669563770294,
-0.01731598563492298,
0.04118115082383156,
0.06400037556886673,
-0.07856936752796173,
0.054750896990299225,
0.015592878684401512,
-0.02141761966049671,
0.09233607351779938,
-0.10857295244932175,
-0.029786214232444763,
-3.305872198211546e-8,
0.02084256522357464,
-0.04641176387667656,
0.008640470914542675,
-0.11560195684432983,
0.04059067368507385,
-0.019822943955659866,
0.016375210136175156,
0.06797420978546143,
0.0676126554608345,
-0.038482192903757095,
-0.043158188462257385,
-0.07703497260808945,
-0.05186515301465988,
-0.07152170687913895,
0.07984676957130432,
-0.0165326576679945,
0.0032469318248331547,
-0.015098742209374905,
-0.0113986786454916,
-0.009722244925796986,
-0.014782365411520004,
0.023035172373056412,
0.06905031949281693,
0.00982025545090437,
-0.0344669409096241,
-0.024038618430495262,
0.02568897418677807,
-0.005605760961771011,
0.018292047083377838,
-0.04498588666319847,
-0.032834310084581375,
-0.01135503500699997,
0.05961161106824875,
-0.04220421612262726,
0.009493311867117882,
-0.0402953065931797,
0.013502690009772778,
0.030566254630684853,
0.13353319466114044,
0.010666766203939915,
-0.009050820954144001,
-0.02000374160706997,
-0.043548427522182465,
0.0007594632334075868,
0.028893155977129936,
-0.036391548812389374,
0.04917864874005318,
0.005742677953094244,
-0.025088127702474594,
0.01945013739168644,
-0.03851110860705376,
0.07172739505767822,
-0.032744016498327255,
-0.04234292358160019,
0.005590759217739105,
0.051945433020591736,
0.0412646047770977,
0.009539378806948662,
-0.03293829411268234,
0.012632445432245731,
-0.001828614971600473,
-0.09389975666999817,
-0.09835167974233627,
-0.00947643257677555
] |
1401.4492
|
Michael Clarkson
|
Michael R. Clarkson and Bernd Finkbeiner and Masoud Koleini and
Kristopher K. Micinski and Markus N. Rabe and C\'esar S\'anchez
|
Temporal Logics for Hyperproperties
| null | null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Two new logics for verification of hyperproperties are proposed.
Hyperproperties characterize security policies, such as noninterference, as a
property of sets of computation paths. Standard temporal logics such as LTL,
CTL, and CTL* can refer only to a single path at a time, hence cannot express
many hyperproperties of interest. The logics proposed here, HyperLTL and
HyperCTL*, add explicit and simultaneous quantification over multiple paths to
LTL and to CTL*. This kind of quantification enables expression of
hyperproperties. A model checking algorithm for the proposed logics is given.
For a fragment of HyperLTL, a prototype model checker has been implemented.
|
[
{
"created": "Fri, 17 Jan 2014 23:38:50 GMT",
"version": "v1"
},
{
"created": "Tue, 21 Jan 2014 04:59:36 GMT",
"version": "v2"
}
] |
2014-01-22
|
[
[
"Clarkson",
"Michael R.",
""
],
[
"Finkbeiner",
"Bernd",
""
],
[
"Koleini",
"Masoud",
""
],
[
"Micinski",
"Kristopher K.",
""
],
[
"Rabe",
"Markus N.",
""
],
[
"Sánchez",
"César",
""
]
] |
[
0.003577089635655284,
-0.0054966751486063,
-0.02259060926735401,
-0.06675740331411362,
0.002542436122894287,
-0.025853514671325684,
0.06891808658838272,
-0.0679420679807663,
0.05372379720211029,
0.0006119346944615245,
-0.023829780519008636,
-0.02887578494846821,
0.0393701046705246,
0.06001622974872589,
-0.01744343340396881,
-0.0027298368513584137,
0.03388568013906479,
-0.04626791179180145,
-0.041556376963853836,
-0.028506239876151085,
0.06053078547120094,
-0.0896916538476944,
-0.11706759035587311,
0.006133838091045618,
-0.08720482885837555,
-0.036235496401786804,
0.0021029552444815636,
-0.03804772347211838,
0.00003249590008636005,
0.016435328871011734,
0.021067414432764053,
0.016624977812170982,
-0.10254338383674622,
0.017032194882631302,
0.10914291441440582,
0.01615867391228676,
0.0012056221021339297,
-0.07536502927541733,
0.005215776152908802,
-0.04444349929690361,
-0.04848678782582283,
-0.14256252348423004,
-0.059431493282318115,
0.02524508163332939,
-0.032193996012210846,
-0.007500284351408482,
0.038186799734830856,
-0.02378397434949875,
-0.11022281646728516,
0.012233665212988853,
-0.0016625544521957636,
0.03501647710800171,
0.012908818200230598,
-0.048515331000089645,
0.04691755771636963,
0.019062131643295288,
0.02325287275016308,
-0.02850089967250824,
-0.03376464918255806,
0.013284300453960896,
-0.06092910096049309,
-0.015115024521946907,
-0.08653703331947327,
-0.02338431030511856,
-0.005834604613482952,
0.07516251504421234,
-0.05517832934856415,
-0.005616007372736931,
0.09550623595714569,
0.017132190987467766,
-0.0861172154545784,
-0.015275523066520691,
-0.006844908464699984,
0.04482535272836685,
-0.05608077347278595,
0.01394373644143343,
0.03538106009364128,
0.021797938272356987,
0.054562270641326904,
-0.13563835620880127,
-0.01853460818529129,
-0.00590452179312706,
-0.024473559111356735,
0.040481556206941605,
0.0967569425702095,
0.0033937906846404076,
-0.0026906332932412624,
0.006798477843403816,
0.12572959065437317,
0.0034479277674108744,
0.05906036123633385,
-0.0029154939111322165,
0.120951808989048,
0.02230072394013405,
0.10018632560968399,
-0.016510022804141045,
0.005038958042860031,
-0.05002299323678017,
0.02136700414121151,
0.04688037186861038,
-0.05828234553337097,
0.015561537817120552,
0.04105250909924507,
-0.027603626251220703,
0.1172899380326271,
0.05553837865591049,
0.022153515368700027,
0.030797690153121948,
-0.014039680361747742,
-0.025080697610974312,
-0.025995848700404167,
0.0013598705409094691,
0.09806472808122635,
-0.006741579622030258,
-0.019676193594932556,
0.040526557713747025,
-0.03146928921341896,
0.026421520859003067,
0.013239027932286263,
-0.03142588585615158,
-0.0021662444341927767,
-0.004742270335555077,
0.10243558883666992,
0.05480567738413811,
0.057549986988306046,
-0.09191528707742691,
0.005727833602577448,
5.5644445879851704e-33,
-0.014592878520488739,
0.06379425525665283,
-0.04697130620479584,
0.008760027587413788,
0.004055057652294636,
0.030891356989741325,
0.05778465420007706,
-0.04048968479037285,
0.01769012212753296,
-0.058479584753513336,
-0.0031774367671459913,
-0.013461695984005928,
-0.042254626750946045,
-0.002731052692979574,
0.07203620672225952,
0.07130619138479233,
0.02197476662695408,
0.06601577997207642,
0.034857768565416336,
-0.015531687997281551,
0.021702619269490242,
-0.05910676717758179,
-0.029287319630384445,
-0.016386939212679863,
-0.01266938354820013,
-0.016293592751026154,
-0.0528627373278141,
0.0072606634348630905,
0.016976529732346535,
0.041095513850450516,
-0.0176504198461771,
-0.01823490485548973,
0.01896398887038231,
0.10739187896251678,
0.052869293838739395,
0.08014311641454697,
-0.024097099900245667,
-0.02687906287610531,
0.05726821720600128,
-0.06197192519903183,
0.03957047685980797,
-0.07061313837766647,
-0.0032519595697522163,
-0.022038698196411133,
-0.03744744509458542,
-0.0499822162091732,
-0.11973214894533157,
0.020107433199882507,
-0.03359946981072426,
-0.02954774908721447,
0.09318570792675018,
0.05633078143000603,
-0.03320132568478584,
-0.05226133018732071,
-0.06798094511032104,
-0.058681972324848175,
-0.04993114247918129,
0.05818217992782593,
0.02529102750122547,
0.17182406783103943,
-0.037179771810770035,
0.03191934525966644,
-0.04931211099028587,
0.0012956422287970781,
-0.07615432888269424,
0.0017058892408385873,
-0.108395054936409,
-0.027095910161733627,
0.12146523594856262,
0.05294208973646164,
-0.04813160374760628,
0.02974827215075493,
0.1035170927643776,
0.06062686815857887,
0.014665497466921806,
-0.05039846897125244,
-0.0050062513910233974,
-0.008918521925807,
-0.024927977472543716,
0.004554128739982843,
-0.012876404449343681,
0.06292068958282471,
0.031367745250463486,
0.0503011979162693,
0.02900027297437191,
-0.08819808065891266,
-0.07864683866500854,
-0.01032958086580038,
-0.07098443061113358,
-0.046224817633628845,
-0.03409508243203163,
-0.03576844558119774,
0.003996000159531832,
0.04200703278183937,
0.010311475023627281,
-7.150881110937375e-33,
-0.01358302403241396,
-0.015594019554555416,
0.05212600156664848,
0.060691338032484055,
-0.10542802512645721,
-0.04486795887351036,
-0.04474707692861557,
-0.07820060849189758,
-0.0435563325881958,
0.030250374227762222,
0.07157595455646515,
-0.05207156762480736,
0.0004265425668563694,
-0.026393236592411995,
0.039551910012960434,
0.015190397389233112,
-0.025429541245102882,
-0.14360752701759338,
-0.013566263020038605,
0.11491624265909195,
0.10886358469724655,
0.035184748470783234,
-0.11217571794986725,
0.05292652174830437,
0.03858979046344757,
0.012015807442367077,
-0.061322715133428574,
-0.006494896486401558,
0.03703007102012634,
0.07872533798217773,
0.023224344477057457,
-0.024500517174601555,
-0.023889631032943726,
-0.08198393881320953,
0.014907973818480968,
-0.09770490974187851,
0.05660920590162277,
0.06181946024298668,
0.004014642909169197,
0.007839567959308624,
0.05276982858777046,
-0.06628328561782837,
0.012005573138594627,
-0.004279909655451775,
-0.010663531720638275,
0.04104326665401459,
0.02021065540611744,
0.015466208569705486,
-0.029712677001953125,
-0.08907680213451385,
0.010446521453559399,
-0.04844571650028229,
0.08385244011878967,
-0.00886167399585247,
-0.02490450069308281,
0.061159003525972366,
-0.004295859485864639,
-0.011504022404551506,
-0.011194685474038124,
0.02223280444741249,
-0.021135639399290085,
-0.04491203650832176,
0.05134882777929306,
0.028991036117076874,
-0.006022317335009575,
-0.03768616169691086,
-0.04904233664274216,
0.025701185688376427,
-0.017855819314718246,
-0.04384397342801094,
0.09533318877220154,
-0.006234421860426664,
-0.12516705691814423,
0.012420554645359516,
0.043212663382291794,
-0.08336514234542847,
0.027449291199445724,
-0.023900499567389488,
0.022011391818523407,
0.027615752071142197,
-0.052877336740493774,
0.046666041016578674,
0.022846294566988945,
-0.008900083601474762,
-0.05773884430527687,
-0.005874606315046549,
0.051126617938280106,
-0.014504006132483482,
-0.015895042568445206,
-0.02787470445036888,
-0.04922380670905113,
0.03492547944188118,
-0.07664984464645386,
0.0338401235640049,
-0.04572337493300438,
-4.618881277451692e-8,
0.001104055787436664,
0.03498506173491478,
-0.003742265747860074,
0.012910822406411171,
0.0662379264831543,
-0.005132346414029598,
-0.051677156239748,
-0.05041605606675148,
0.05544097721576691,
-0.022428371012210846,
0.05617324635386467,
0.023015478625893593,
-0.06418273597955704,
-0.05953453853726387,
-0.044062983244657516,
-0.014912792481482029,
0.00324914138764143,
-0.05763786658644676,
-0.024812573567032814,
0.04188727214932442,
0.009813006967306137,
0.03946160152554512,
-0.031292472034692764,
0.0646791160106659,
0.024736637249588966,
0.008365646004676819,
0.027632517740130424,
0.013951215893030167,
0.017234208062291145,
0.06999413669109344,
0.06093570962548256,
0.06029536575078964,
0.0385863222181797,
0.05940832197666168,
-0.003079183865338564,
0.12073221057653427,
0.025213776156306267,
-0.010202048346400261,
0.0037112419959157705,
0.014309024438261986,
0.007380957715213299,
0.04950008913874626,
-0.08228874951601028,
0.04013568535447121,
0.06917761266231537,
-0.021134130656719208,
0.007886606268584728,
-0.13640743494033813,
-0.04921865463256836,
-0.014297768473625183,
-0.0283002108335495,
0.019161760807037354,
-0.023721762001514435,
0.05179578438401222,
-0.11326377093791962,
0.02896633744239807,
-0.03243205323815346,
-0.053315795958042145,
0.0015480779111385345,
0.0586014948785305,
0.056483227759599686,
0.05762993171811104,
0.02110574208199978,
-0.04782358184456825
] |
Temporal Logics for Hyperproperties
|
https://arxiv.org/abs/1401.4492v2
|
https://arxiv.org/pdf/1401.4492v2.pdf
|
https://github.com/kmicinski/htltl2mc
| false | false |
https://paperswithcode.com/paper/temporal-logics-for-hyperproperties
|
[
0.003577089635655284,
-0.0054966751486063,
-0.02259060926735401,
-0.06675740331411362,
0.002542436122894287,
-0.025853514671325684,
0.06891808658838272,
-0.0679420679807663,
0.05372379720211029,
0.0006119346944615245,
-0.023829780519008636,
-0.02887578494846821,
0.0393701046705246,
0.06001622974872589,
-0.01744343340396881,
-0.0027298368513584137,
0.03388568013906479,
-0.04626791179180145,
-0.041556376963853836,
-0.028506239876151085,
0.06053078547120094,
-0.0896916538476944,
-0.11706759035587311,
0.006133838091045618,
-0.08720482885837555,
-0.036235496401786804,
0.0021029552444815636,
-0.03804772347211838,
0.00003249590008636005,
0.016435328871011734,
0.021067414432764053,
0.016624977812170982,
-0.10254338383674622,
0.017032194882631302,
0.10914291441440582,
0.01615867391228676,
0.0012056221021339297,
-0.07536502927541733,
0.005215776152908802,
-0.04444349929690361,
-0.04848678782582283,
-0.14256252348423004,
-0.059431493282318115,
0.02524508163332939,
-0.032193996012210846,
-0.007500284351408482,
0.038186799734830856,
-0.02378397434949875,
-0.11022281646728516,
0.012233665212988853,
-0.0016625544521957636,
0.03501647710800171,
0.012908818200230598,
-0.048515331000089645,
0.04691755771636963,
0.019062131643295288,
0.02325287275016308,
-0.02850089967250824,
-0.03376464918255806,
0.013284300453960896,
-0.06092910096049309,
-0.015115024521946907,
-0.08653703331947327,
-0.02338431030511856,
-0.005834604613482952,
0.07516251504421234,
-0.05517832934856415,
-0.005616007372736931,
0.09550623595714569,
0.017132190987467766,
-0.0861172154545784,
-0.015275523066520691,
-0.006844908464699984,
0.04482535272836685,
-0.05608077347278595,
0.01394373644143343,
0.03538106009364128,
0.021797938272356987,
0.054562270641326904,
-0.13563835620880127,
-0.01853460818529129,
-0.00590452179312706,
-0.024473559111356735,
0.040481556206941605,
0.0967569425702095,
0.0033937906846404076,
-0.0026906332932412624,
0.006798477843403816,
0.12572959065437317,
0.0034479277674108744,
0.05906036123633385,
-0.0029154939111322165,
0.120951808989048,
0.02230072394013405,
0.10018632560968399,
-0.016510022804141045,
0.005038958042860031,
-0.05002299323678017,
0.02136700414121151,
0.04688037186861038,
-0.05828234553337097,
0.015561537817120552,
0.04105250909924507,
-0.027603626251220703,
0.1172899380326271,
0.05553837865591049,
0.022153515368700027,
0.030797690153121948,
-0.014039680361747742,
-0.025080697610974312,
-0.025995848700404167,
0.0013598705409094691,
0.09806472808122635,
-0.006741579622030258,
-0.019676193594932556,
0.040526557713747025,
-0.03146928921341896,
0.026421520859003067,
0.013239027932286263,
-0.03142588585615158,
-0.0021662444341927767,
-0.004742270335555077,
0.10243558883666992,
0.05480567738413811,
0.057549986988306046,
-0.09191528707742691,
0.005727833602577448,
5.5644445879851704e-33,
-0.014592878520488739,
0.06379425525665283,
-0.04697130620479584,
0.008760027587413788,
0.004055057652294636,
0.030891356989741325,
0.05778465420007706,
-0.04048968479037285,
0.01769012212753296,
-0.058479584753513336,
-0.0031774367671459913,
-0.013461695984005928,
-0.042254626750946045,
-0.002731052692979574,
0.07203620672225952,
0.07130619138479233,
0.02197476662695408,
0.06601577997207642,
0.034857768565416336,
-0.015531687997281551,
0.021702619269490242,
-0.05910676717758179,
-0.029287319630384445,
-0.016386939212679863,
-0.01266938354820013,
-0.016293592751026154,
-0.0528627373278141,
0.0072606634348630905,
0.016976529732346535,
0.041095513850450516,
-0.0176504198461771,
-0.01823490485548973,
0.01896398887038231,
0.10739187896251678,
0.052869293838739395,
0.08014311641454697,
-0.024097099900245667,
-0.02687906287610531,
0.05726821720600128,
-0.06197192519903183,
0.03957047685980797,
-0.07061313837766647,
-0.0032519595697522163,
-0.022038698196411133,
-0.03744744509458542,
-0.0499822162091732,
-0.11973214894533157,
0.020107433199882507,
-0.03359946981072426,
-0.02954774908721447,
0.09318570792675018,
0.05633078143000603,
-0.03320132568478584,
-0.05226133018732071,
-0.06798094511032104,
-0.058681972324848175,
-0.04993114247918129,
0.05818217992782593,
0.02529102750122547,
0.17182406783103943,
-0.037179771810770035,
0.03191934525966644,
-0.04931211099028587,
0.0012956422287970781,
-0.07615432888269424,
0.0017058892408385873,
-0.108395054936409,
-0.027095910161733627,
0.12146523594856262,
0.05294208973646164,
-0.04813160374760628,
0.02974827215075493,
0.1035170927643776,
0.06062686815857887,
0.014665497466921806,
-0.05039846897125244,
-0.0050062513910233974,
-0.008918521925807,
-0.024927977472543716,
0.004554128739982843,
-0.012876404449343681,
0.06292068958282471,
0.031367745250463486,
0.0503011979162693,
0.02900027297437191,
-0.08819808065891266,
-0.07864683866500854,
-0.01032958086580038,
-0.07098443061113358,
-0.046224817633628845,
-0.03409508243203163,
-0.03576844558119774,
0.003996000159531832,
0.04200703278183937,
0.010311475023627281,
-7.150881110937375e-33,
-0.01358302403241396,
-0.015594019554555416,
0.05212600156664848,
0.060691338032484055,
-0.10542802512645721,
-0.04486795887351036,
-0.04474707692861557,
-0.07820060849189758,
-0.0435563325881958,
0.030250374227762222,
0.07157595455646515,
-0.05207156762480736,
0.0004265425668563694,
-0.026393236592411995,
0.039551910012960434,
0.015190397389233112,
-0.025429541245102882,
-0.14360752701759338,
-0.013566263020038605,
0.11491624265909195,
0.10886358469724655,
0.035184748470783234,
-0.11217571794986725,
0.05292652174830437,
0.03858979046344757,
0.012015807442367077,
-0.061322715133428574,
-0.006494896486401558,
0.03703007102012634,
0.07872533798217773,
0.023224344477057457,
-0.024500517174601555,
-0.023889631032943726,
-0.08198393881320953,
0.014907973818480968,
-0.09770490974187851,
0.05660920590162277,
0.06181946024298668,
0.004014642909169197,
0.007839567959308624,
0.05276982858777046,
-0.06628328561782837,
0.012005573138594627,
-0.004279909655451775,
-0.010663531720638275,
0.04104326665401459,
0.02021065540611744,
0.015466208569705486,
-0.029712677001953125,
-0.08907680213451385,
0.010446521453559399,
-0.04844571650028229,
0.08385244011878967,
-0.00886167399585247,
-0.02490450069308281,
0.061159003525972366,
-0.004295859485864639,
-0.011504022404551506,
-0.011194685474038124,
0.02223280444741249,
-0.021135639399290085,
-0.04491203650832176,
0.05134882777929306,
0.028991036117076874,
-0.006022317335009575,
-0.03768616169691086,
-0.04904233664274216,
0.025701185688376427,
-0.017855819314718246,
-0.04384397342801094,
0.09533318877220154,
-0.006234421860426664,
-0.12516705691814423,
0.012420554645359516,
0.043212663382291794,
-0.08336514234542847,
0.027449291199445724,
-0.023900499567389488,
0.022011391818523407,
0.027615752071142197,
-0.052877336740493774,
0.046666041016578674,
0.022846294566988945,
-0.008900083601474762,
-0.05773884430527687,
-0.005874606315046549,
0.051126617938280106,
-0.014504006132483482,
-0.015895042568445206,
-0.02787470445036888,
-0.04922380670905113,
0.03492547944188118,
-0.07664984464645386,
0.0338401235640049,
-0.04572337493300438,
-4.618881277451692e-8,
0.001104055787436664,
0.03498506173491478,
-0.003742265747860074,
0.012910822406411171,
0.0662379264831543,
-0.005132346414029598,
-0.051677156239748,
-0.05041605606675148,
0.05544097721576691,
-0.022428371012210846,
0.05617324635386467,
0.023015478625893593,
-0.06418273597955704,
-0.05953453853726387,
-0.044062983244657516,
-0.014912792481482029,
0.00324914138764143,
-0.05763786658644676,
-0.024812573567032814,
0.04188727214932442,
0.009813006967306137,
0.03946160152554512,
-0.031292472034692764,
0.0646791160106659,
0.024736637249588966,
0.008365646004676819,
0.027632517740130424,
0.013951215893030167,
0.017234208062291145,
0.06999413669109344,
0.06093570962548256,
0.06029536575078964,
0.0385863222181797,
0.05940832197666168,
-0.003079183865338564,
0.12073221057653427,
0.025213776156306267,
-0.010202048346400261,
0.0037112419959157705,
0.014309024438261986,
0.007380957715213299,
0.04950008913874626,
-0.08228874951601028,
0.04013568535447121,
0.06917761266231537,
-0.021134130656719208,
0.007886606268584728,
-0.13640743494033813,
-0.04921865463256836,
-0.014297768473625183,
-0.0283002108335495,
0.019161760807037354,
-0.023721762001514435,
0.05179578438401222,
-0.11326377093791962,
0.02896633744239807,
-0.03243205323815346,
-0.053315795958042145,
0.0015480779111385345,
0.0586014948785305,
0.056483227759599686,
0.05762993171811104,
0.02110574208199978,
-0.04782358184456825
] |
1401.4493
|
Stuart Szigeti
|
Stuart S. Szigeti, Andre R. R. Carvalho, James G. Morley, Michael R.
Hush
|
Ignorance is bliss: General and robust cancellation of decoherence via
no-knowledge quantum feedback
|
6 pages + 2 pages supplemental material, 3 figures
|
S. S. Szigeti, A. R. R. Carvalho, J. G. Morley and M. R. Hush,
Phys. Rev. Lett. 113, 020407 (2014)
|
10.1103/PhysRevLett.113.020407
| null |
quant-ph cond-mat.other physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A "no-knowledge" measurement of an open quantum system yields no information
about any system observable; it only returns noise input from the environment.
Surprisingly, performing such a no-knowledge measurement can be advantageous.
We prove that a system undergoing no-knowledge monitoring has reversible noise,
which can be cancelled by directly feeding back the measurement signal. We show
how no-knowledge feedback control can be used to cancel decoherence in an
arbitrary quantum system coupled to a Markovian reservoir that is being
monitored. Since no-knowledge feedback does not depend on the system state or
Hamiltonian, such decoherence cancellation is guaranteed to be general, robust
and can operate in conjunction with any other quantum control protocol. As an
application, we show that no-knowledge feedback could be used to improve the
performance of dissipative quantum computers subjected to local loss.
|
[
{
"created": "Fri, 17 Jan 2014 23:55:32 GMT",
"version": "v1"
},
{
"created": "Wed, 14 May 2014 00:15:03 GMT",
"version": "v2"
},
{
"created": "Fri, 11 Jul 2014 14:37:09 GMT",
"version": "v3"
}
] |
2014-07-14
|
[
[
"Szigeti",
"Stuart S.",
""
],
[
"Carvalho",
"Andre R. R.",
""
],
[
"Morley",
"James G.",
""
],
[
"Hush",
"Michael R.",
""
]
] |
[
-0.008675117045640945,
0.0739293172955513,
-0.043240178376436234,
0.10754946619272232,
-0.06345085054636002,
-0.006786250043660402,
-0.007606817875057459,
-0.11185340583324432,
0.02132228948175907,
0.03875654935836792,
-0.050366733223199844,
-0.0366361029446125,
0.025847313925623894,
-0.023571517318487167,
-0.09704139828681946,
0.03446510434150696,
0.10750402510166168,
0.03019750863313675,
0.03352184593677521,
-0.0091696847230196,
-0.05554977431893349,
0.05385838449001312,
0.01692221872508526,
0.07641907036304474,
-0.011183059774339199,
0.03808478266000748,
-0.029209010303020477,
-0.03317052125930786,
-0.006476000417023897,
-0.023347139358520508,
0.011035892181098461,
-0.06717308610677719,
-0.016531508415937424,
-0.07786911725997925,
0.06502189487218857,
0.007723944261670113,
0.049444083124399185,
-0.00028143427334725857,
-0.010268466547131538,
0.002386145992204547,
0.03327638655900955,
0.09439188241958618,
-0.09161914885044098,
0.020188136026263237,
-0.03703518584370613,
0.08196426928043365,
0.03549124300479889,
-0.0009507679496891797,
-0.018820062279701233,
-0.11177697777748108,
-0.004234124906361103,
0.05379093438386917,
0.03991081938147545,
0.013076008297502995,
0.0850776880979538,
0.04509322717785835,
0.00984845869243145,
-0.0364091731607914,
-0.14767105877399445,
-0.025102974846959114,
-0.028821075335144997,
-0.0438917800784111,
-0.078559510409832,
0.014993645250797272,
0.049285244196653366,
0.08382973819971085,
-0.06534052640199661,
0.028586015105247498,
0.006933597382158041,
-0.0006756348302587867,
-0.05342937260866165,
0.007450389210134745,
0.043955471366643906,
-0.06886862963438034,
-0.012361478991806507,
-0.06710710376501083,
-0.0746002048254013,
0.020401984453201294,
0.009550285525619984,
0.05902549996972084,
0.03939796984195709,
-0.05525852367281914,
0.03030974045395851,
-0.015054303221404552,
0.05089211091399193,
-0.002237334381788969,
0.017688367515802383,
0.005535531789064407,
0.06331062316894531,
-0.08800491690635681,
-0.11352165788412094,
-0.07594534009695053,
0.02193060889840126,
0.011124315671622753,
0.0030746893025934696,
-0.011672831140458584,
0.1165066808462143,
0.002537401858717203,
-0.011059971526265144,
0.05214923992753029,
0.06509331613779068,
0.029703490436077118,
-0.018419994041323662,
-0.008250057697296143,
-0.03340371325612068,
0.04529958590865135,
-0.00945967622101307,
0.017481332644820213,
0.005909628234803677,
-0.0046241395175457,
0.022059937939047813,
-0.013070754706859589,
0.08003894984722137,
0.03989800065755844,
-0.015585644170641899,
0.04213016852736473,
0.027845775708556175,
0.07638954371213913,
-0.0941978469491005,
0.006932087242603302,
-0.057950761169195175,
-0.045343056321144104,
0.039948828518390656,
0.02418885938823223,
0.0458022840321064,
0.09099646657705307,
-0.04214481636881828,
5.852091637215734e-34,
-0.014081417582929134,
0.0014027968281880021,
0.005892900750041008,
0.005714891012758017,
0.04612597078084946,
0.03735724091529846,
0.08453872054815292,
-0.05113235116004944,
-0.004848164971917868,
-0.05405641347169876,
0.09627412259578705,
-0.03054574318230152,
-0.03589796647429466,
-0.06433160603046417,
0.0842798575758934,
0.061393409967422485,
-0.03383832052350044,
-0.0023090383037924767,
0.05547873303294182,
-0.06258859485387802,
0.08276058733463287,
-0.019590584561228752,
-0.12748123705387115,
-0.04345694184303284,
0.01941525749862194,
-0.06699835509061813,
0.06367746740579605,
0.0038920468650758266,
-0.031737811863422394,
-0.025591038167476654,
-0.04652731493115425,
0.05349389463663101,
0.06376942247152328,
-0.03320232033729553,
0.011664441786706448,
-0.0255227442830801,
0.006774721667170525,
-0.008632201701402664,
-0.020772043615579605,
-0.07884771376848221,
0.01185725536197424,
-0.030427847057580948,
-0.0382852628827095,
-0.022998414933681488,
-0.03301661089062691,
-0.06759040057659149,
0.03251264989376068,
-0.05375535786151886,
-0.04789036512374878,
-0.07890921086072922,
0.05005763843655586,
-0.04925404116511345,
-0.07572051882743835,
-0.011509050615131855,
0.025120224803686142,
-0.10388351231813431,
0.0330098494887352,
-0.0426076278090477,
-0.02387261390686035,
0.06770290434360504,
-0.020189810544252396,
-0.01331531535834074,
0.0053329626098275185,
-0.052304256707429886,
-0.0419984832406044,
0.06813979148864746,
-0.08204134553670883,
-0.0013113056775182486,
-0.016624996438622475,
-0.005064151715487242,
-0.051672305911779404,
0.02009473741054535,
0.029619939625263214,
-0.008634795434772968,
0.05916011705994606,
-0.0015682149678468704,
-0.040575217455625534,
-0.0496869720518589,
0.057299643754959106,
0.0002653563569765538,
0.11052500456571579,
-0.13727280497550964,
-0.06131654977798462,
0.12880970537662506,
0.03169475868344307,
-0.07433599978685379,
-0.06339730322360992,
-0.00966513343155384,
-0.05119146406650543,
-0.015662172809243202,
-0.047288306057453156,
-0.0804680809378624,
0.02941625937819481,
0.06189006567001343,
-0.07811272889375687,
-1.3287330800924271e-33,
-0.011039022356271744,
-0.02187219262123108,
-0.023808879777789116,
0.04858030006289482,
-0.01179610937833786,
0.04787827283143997,
-0.01227909792214632,
0.010855484753847122,
-0.0032706994097679853,
-0.029845576733350754,
-0.00845277775079012,
0.037684325128793716,
0.03572828322649002,
0.08522530645132065,
-0.003928043879568577,
0.008220956660807133,
0.00747258123010397,
-0.032554641366004944,
0.026852190494537354,
0.01788092777132988,
-0.021767308935523033,
0.0030204185750335455,
-0.008939557708799839,
-0.01075767818838358,
0.057759154587984085,
0.08082948625087738,
-0.025187555700540543,
0.07187570631504059,
0.03848988190293312,
-0.027917344123125076,
0.011105116456747055,
-0.06933673471212387,
0.04081326350569725,
0.03779849782586098,
-0.02770356647670269,
0.05425906926393509,
0.028547607362270355,
0.010025243274867535,
-0.06502492725849152,
-0.02771856263279915,
0.0074738566763699055,
-0.019125884398818016,
-0.03340011090040207,
0.011555390432476997,
0.047989774495363235,
-0.006282496731728315,
-0.10280168801546097,
0.005666813813149929,
-0.002018778584897518,
0.009602731093764305,
0.030681751668453217,
0.08903630822896957,
0.019725695252418518,
0.1072935089468956,
-0.05032055824995041,
0.014906814321875572,
0.012918774038553238,
0.13020940124988556,
0.07396906614303589,
0.07434108853340149,
0.020061178132891655,
-0.04775257408618927,
-0.047254402190446854,
0.06845960021018982,
0.05469711124897003,
0.06243858113884926,
-0.041235990822315216,
0.11025086045265198,
0.10430806130170822,
-0.05139198899269104,
-0.03568538650870323,
0.003562644124031067,
0.009294787421822548,
-0.022072171792387962,
0.15297691524028778,
0.08042129874229431,
-0.04183905944228172,
-0.08265510946512222,
-0.0298541858792305,
0.016112618148326874,
-0.08407668024301529,
-0.0005369004211388528,
0.02028542384505272,
-0.009904284961521626,
0.05821496993303299,
0.015158234164118767,
-0.028188606724143028,
-0.08419109135866165,
0.0022279685363173485,
-0.004452898632735014,
0.002790850820019841,
-0.0011561940191313624,
-0.002099069068208337,
-0.04648913815617561,
0.0011288158129900694,
-3.7730011115399975e-8,
-0.04771045967936516,
-0.05581418797373772,
0.07062941044569016,
-0.011864440515637398,
0.008423042483627796,
-0.019640237092971802,
0.03454512730240822,
-0.05355967581272125,
-0.01757601462304592,
-0.025518115609884262,
0.06705857068300247,
-0.0767766535282135,
-0.06943629682064056,
0.009269241243600845,
0.0013241113629192114,
0.051734764128923416,
0.042946577072143555,
-0.01022465992718935,
0.00356367533095181,
-0.08009571582078934,
0.06893607974052429,
-0.041966453194618225,
-0.03525354713201523,
0.09285207837820053,
0.004092215560376644,
-0.058470066636800766,
0.023459874093532562,
0.045417629182338715,
-0.0019394769333302975,
-0.018357155844569206,
0.003679637098684907,
-0.05585832893848419,
0.11448211967945099,
0.11353416740894318,
-0.05914822220802307,
0.007055395282804966,
-0.03570465371012688,
-0.023411475121974945,
0.05537603050470352,
0.016210997477173805,
-0.08294372260570526,
0.05370260402560234,
-0.09639674425125122,
0.05647740140557289,
-0.007889024913311005,
0.01912131905555725,
0.024472123011946678,
-0.02980532869696617,
0.007503767963498831,
0.08682741969823837,
0.05869877338409424,
-0.019615262746810913,
0.039025358855724335,
-0.04791432246565819,
-0.012144437059760094,
0.0018284991383552551,
-0.0067688594572246075,
-0.010713394731283188,
-0.046830691397190094,
0.1004931628704071,
0.03986874967813492,
0.012449298985302448,
-0.030179128050804138,
0.050406746566295624
] | null | null | null | null | null | null | null |
[
-0.008675117045640945,
0.0739293172955513,
-0.043240178376436234,
0.10754946619272232,
-0.06345085054636002,
-0.006786250043660402,
-0.007606817875057459,
-0.11185340583324432,
0.02132228948175907,
0.03875654935836792,
-0.050366733223199844,
-0.0366361029446125,
0.025847313925623894,
-0.023571517318487167,
-0.09704139828681946,
0.03446510434150696,
0.10750402510166168,
0.03019750863313675,
0.03352184593677521,
-0.0091696847230196,
-0.05554977431893349,
0.05385838449001312,
0.01692221872508526,
0.07641907036304474,
-0.011183059774339199,
0.03808478266000748,
-0.029209010303020477,
-0.03317052125930786,
-0.006476000417023897,
-0.023347139358520508,
0.011035892181098461,
-0.06717308610677719,
-0.016531508415937424,
-0.07786911725997925,
0.06502189487218857,
0.007723944261670113,
0.049444083124399185,
-0.00028143427334725857,
-0.010268466547131538,
0.002386145992204547,
0.03327638655900955,
0.09439188241958618,
-0.09161914885044098,
0.020188136026263237,
-0.03703518584370613,
0.08196426928043365,
0.03549124300479889,
-0.0009507679496891797,
-0.018820062279701233,
-0.11177697777748108,
-0.004234124906361103,
0.05379093438386917,
0.03991081938147545,
0.013076008297502995,
0.0850776880979538,
0.04509322717785835,
0.00984845869243145,
-0.0364091731607914,
-0.14767105877399445,
-0.025102974846959114,
-0.028821075335144997,
-0.0438917800784111,
-0.078559510409832,
0.014993645250797272,
0.049285244196653366,
0.08382973819971085,
-0.06534052640199661,
0.028586015105247498,
0.006933597382158041,
-0.0006756348302587867,
-0.05342937260866165,
0.007450389210134745,
0.043955471366643906,
-0.06886862963438034,
-0.012361478991806507,
-0.06710710376501083,
-0.0746002048254013,
0.020401984453201294,
0.009550285525619984,
0.05902549996972084,
0.03939796984195709,
-0.05525852367281914,
0.03030974045395851,
-0.015054303221404552,
0.05089211091399193,
-0.002237334381788969,
0.017688367515802383,
0.005535531789064407,
0.06331062316894531,
-0.08800491690635681,
-0.11352165788412094,
-0.07594534009695053,
0.02193060889840126,
0.011124315671622753,
0.0030746893025934696,
-0.011672831140458584,
0.1165066808462143,
0.002537401858717203,
-0.011059971526265144,
0.05214923992753029,
0.06509331613779068,
0.029703490436077118,
-0.018419994041323662,
-0.008250057697296143,
-0.03340371325612068,
0.04529958590865135,
-0.00945967622101307,
0.017481332644820213,
0.005909628234803677,
-0.0046241395175457,
0.022059937939047813,
-0.013070754706859589,
0.08003894984722137,
0.03989800065755844,
-0.015585644170641899,
0.04213016852736473,
0.027845775708556175,
0.07638954371213913,
-0.0941978469491005,
0.006932087242603302,
-0.057950761169195175,
-0.045343056321144104,
0.039948828518390656,
0.02418885938823223,
0.0458022840321064,
0.09099646657705307,
-0.04214481636881828,
5.852091637215734e-34,
-0.014081417582929134,
0.0014027968281880021,
0.005892900750041008,
0.005714891012758017,
0.04612597078084946,
0.03735724091529846,
0.08453872054815292,
-0.05113235116004944,
-0.004848164971917868,
-0.05405641347169876,
0.09627412259578705,
-0.03054574318230152,
-0.03589796647429466,
-0.06433160603046417,
0.0842798575758934,
0.061393409967422485,
-0.03383832052350044,
-0.0023090383037924767,
0.05547873303294182,
-0.06258859485387802,
0.08276058733463287,
-0.019590584561228752,
-0.12748123705387115,
-0.04345694184303284,
0.01941525749862194,
-0.06699835509061813,
0.06367746740579605,
0.0038920468650758266,
-0.031737811863422394,
-0.025591038167476654,
-0.04652731493115425,
0.05349389463663101,
0.06376942247152328,
-0.03320232033729553,
0.011664441786706448,
-0.0255227442830801,
0.006774721667170525,
-0.008632201701402664,
-0.020772043615579605,
-0.07884771376848221,
0.01185725536197424,
-0.030427847057580948,
-0.0382852628827095,
-0.022998414933681488,
-0.03301661089062691,
-0.06759040057659149,
0.03251264989376068,
-0.05375535786151886,
-0.04789036512374878,
-0.07890921086072922,
0.05005763843655586,
-0.04925404116511345,
-0.07572051882743835,
-0.011509050615131855,
0.025120224803686142,
-0.10388351231813431,
0.0330098494887352,
-0.0426076278090477,
-0.02387261390686035,
0.06770290434360504,
-0.020189810544252396,
-0.01331531535834074,
0.0053329626098275185,
-0.052304256707429886,
-0.0419984832406044,
0.06813979148864746,
-0.08204134553670883,
-0.0013113056775182486,
-0.016624996438622475,
-0.005064151715487242,
-0.051672305911779404,
0.02009473741054535,
0.029619939625263214,
-0.008634795434772968,
0.05916011705994606,
-0.0015682149678468704,
-0.040575217455625534,
-0.0496869720518589,
0.057299643754959106,
0.0002653563569765538,
0.11052500456571579,
-0.13727280497550964,
-0.06131654977798462,
0.12880970537662506,
0.03169475868344307,
-0.07433599978685379,
-0.06339730322360992,
-0.00966513343155384,
-0.05119146406650543,
-0.015662172809243202,
-0.047288306057453156,
-0.0804680809378624,
0.02941625937819481,
0.06189006567001343,
-0.07811272889375687,
-1.3287330800924271e-33,
-0.011039022356271744,
-0.02187219262123108,
-0.023808879777789116,
0.04858030006289482,
-0.01179610937833786,
0.04787827283143997,
-0.01227909792214632,
0.010855484753847122,
-0.0032706994097679853,
-0.029845576733350754,
-0.00845277775079012,
0.037684325128793716,
0.03572828322649002,
0.08522530645132065,
-0.003928043879568577,
0.008220956660807133,
0.00747258123010397,
-0.032554641366004944,
0.026852190494537354,
0.01788092777132988,
-0.021767308935523033,
0.0030204185750335455,
-0.008939557708799839,
-0.01075767818838358,
0.057759154587984085,
0.08082948625087738,
-0.025187555700540543,
0.07187570631504059,
0.03848988190293312,
-0.027917344123125076,
0.011105116456747055,
-0.06933673471212387,
0.04081326350569725,
0.03779849782586098,
-0.02770356647670269,
0.05425906926393509,
0.028547607362270355,
0.010025243274867535,
-0.06502492725849152,
-0.02771856263279915,
0.0074738566763699055,
-0.019125884398818016,
-0.03340011090040207,
0.011555390432476997,
0.047989774495363235,
-0.006282496731728315,
-0.10280168801546097,
0.005666813813149929,
-0.002018778584897518,
0.009602731093764305,
0.030681751668453217,
0.08903630822896957,
0.019725695252418518,
0.1072935089468956,
-0.05032055824995041,
0.014906814321875572,
0.012918774038553238,
0.13020940124988556,
0.07396906614303589,
0.07434108853340149,
0.020061178132891655,
-0.04775257408618927,
-0.047254402190446854,
0.06845960021018982,
0.05469711124897003,
0.06243858113884926,
-0.041235990822315216,
0.11025086045265198,
0.10430806130170822,
-0.05139198899269104,
-0.03568538650870323,
0.003562644124031067,
0.009294787421822548,
-0.022072171792387962,
0.15297691524028778,
0.08042129874229431,
-0.04183905944228172,
-0.08265510946512222,
-0.0298541858792305,
0.016112618148326874,
-0.08407668024301529,
-0.0005369004211388528,
0.02028542384505272,
-0.009904284961521626,
0.05821496993303299,
0.015158234164118767,
-0.028188606724143028,
-0.08419109135866165,
0.0022279685363173485,
-0.004452898632735014,
0.002790850820019841,
-0.0011561940191313624,
-0.002099069068208337,
-0.04648913815617561,
0.0011288158129900694,
-3.7730011115399975e-8,
-0.04771045967936516,
-0.05581418797373772,
0.07062941044569016,
-0.011864440515637398,
0.008423042483627796,
-0.019640237092971802,
0.03454512730240822,
-0.05355967581272125,
-0.01757601462304592,
-0.025518115609884262,
0.06705857068300247,
-0.0767766535282135,
-0.06943629682064056,
0.009269241243600845,
0.0013241113629192114,
0.051734764128923416,
0.042946577072143555,
-0.01022465992718935,
0.00356367533095181,
-0.08009571582078934,
0.06893607974052429,
-0.041966453194618225,
-0.03525354713201523,
0.09285207837820053,
0.004092215560376644,
-0.058470066636800766,
0.023459874093532562,
0.045417629182338715,
-0.0019394769333302975,
-0.018357155844569206,
0.003679637098684907,
-0.05585832893848419,
0.11448211967945099,
0.11353416740894318,
-0.05914822220802307,
0.007055395282804966,
-0.03570465371012688,
-0.023411475121974945,
0.05537603050470352,
0.016210997477173805,
-0.08294372260570526,
0.05370260402560234,
-0.09639674425125122,
0.05647740140557289,
-0.007889024913311005,
0.01912131905555725,
0.024472123011946678,
-0.02980532869696617,
0.007503767963498831,
0.08682741969823837,
0.05869877338409424,
-0.019615262746810913,
0.039025358855724335,
-0.04791432246565819,
-0.012144437059760094,
0.0018284991383552551,
-0.0067688594572246075,
-0.010713394731283188,
-0.046830691397190094,
0.1004931628704071,
0.03986874967813492,
0.012449298985302448,
-0.030179128050804138,
0.050406746566295624
] |
1401.4499
|
Federico Echenique
|
Federico Echenique
|
Testing for separability is hard
| null | null | null | null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper shows that it is computationally hard to decide (or test) if a
consumption data set is consistent with separable preferences.
|
[
{
"created": "Sat, 18 Jan 2014 00:31:09 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Echenique",
"Federico",
""
]
] |
[
0.022026654332876205,
-0.04712269455194473,
-0.01435375027358532,
0.03541770204901695,
0.023758405819535255,
-0.03397323936223984,
0.018704457208514214,
-0.03218460455536842,
-0.031171876937150955,
0.027668220922350883,
0.010552886873483658,
0.0024976935237646103,
-0.021030845120549202,
-0.015685243532061577,
0.04285246878862381,
-0.06066729500889778,
0.10309847444295883,
-0.09262851625680923,
-0.023835280910134315,
0.03418077528476715,
-0.01901477761566639,
-0.07230545580387115,
-0.010305767878890038,
-0.017895901575684547,
0.06833940744400024,
0.07391733676195145,
0.04556659236550331,
0.0012271476443856955,
-0.003642662428319454,
-0.01388351246714592,
0.06036872789263725,
-0.015481147915124893,
0.05127885192632675,
-0.0570460706949234,
-0.0021040672436356544,
-0.02753014676272869,
-0.03372574970126152,
-0.04141867160797119,
-0.02423999272286892,
0.05717640370130539,
-0.06580944359302521,
-0.009184752590954304,
0.007114257663488388,
0.020461149513721466,
-0.04023180902004242,
0.06099777668714523,
-0.045802634209394455,
0.02844909206032753,
-0.0743570476770401,
-0.003941958304494619,
-0.006682868581265211,
0.03925789147615433,
-0.0004833319108001888,
-0.029559502378106117,
0.07856443524360657,
0.0022382887545973063,
-0.005589796230196953,
0.03292597085237503,
-0.00869610533118248,
0.004073707386851311,
-0.0682082399725914,
-0.07043401151895523,
-0.03052706830203533,
0.02596954256296158,
0.08693680912256241,
0.06430679559707642,
-0.03638674318790436,
0.05632086843252182,
-0.037212733179330826,
0.009272796101868153,
-0.025740114971995354,
0.07442240417003632,
-0.06433127075433731,
-0.03130597993731499,
0.009498163126409054,
0.017335671931505203,
0.04778248444199562,
-0.07363777607679367,
-0.01580914482474327,
-0.006156024057418108,
-0.08907966315746307,
-0.029468094930052757,
-0.04020684212446213,
0.06826865673065186,
0.08088450133800507,
-0.07786735892295837,
-0.017913341522216797,
-0.0064133647829294205,
-0.006714041344821453,
0.02014888823032379,
-0.02152879349887371,
0.07325850427150726,
0.0549592524766922,
-0.03875112906098366,
-0.014671513810753822,
0.08930773288011551,
0.04716465622186661,
-0.022723959758877754,
0.05859856307506561,
0.03474082052707672,
0.0005265391082502902,
0.08835071325302124,
-0.012985775247216225,
0.05483296513557434,
0.012547045014798641,
-0.062084443867206573,
-0.010372803546488285,
0.02206050045788288,
0.037380658090114594,
-0.018776684999465942,
-0.01273131649941206,
0.023236989974975586,
-0.02366132289171219,
0.017727646976709366,
0.0260317362844944,
-0.08006489276885986,
0.013235502876341343,
-0.008695998229086399,
0.07078927010297775,
0.08038268983364105,
-0.03406112641096115,
-0.0922626256942749,
0.08061207085847855,
-0.023211417719721794,
-0.02149929665029049,
0.08596187084913254,
0.010400601662695408,
-1.3527892964755168e-33,
-0.13794395327568054,
-0.08973079174757004,
-0.0045408220030367374,
-0.05909034237265587,
-0.041770704090595245,
-0.006572892423719168,
-0.0046966844238340855,
0.06494376063346863,
-0.02821541763842106,
0.005166954360902309,
0.04449482634663582,
0.07844206690788269,
-0.10756827890872955,
0.11451534926891327,
0.1758018434047699,
0.017454881221055984,
0.013101851567626,
0.04991552233695984,
-0.03434433043003082,
-0.10672028362751007,
0.11132295429706573,
0.02590654417872429,
0.006828033830970526,
-0.09734709560871124,
-0.01346705760806799,
-0.13516315817832947,
0.010469986125826836,
0.02580932527780533,
0.05542641505599022,
0.01720331609249115,
0.018441684544086456,
0.010568324476480484,
0.014416741207242012,
0.021239208057522774,
-0.03879445046186447,
0.03267619386315346,
-0.05131521821022034,
0.027342135086655617,
-0.020823029801249504,
-0.040538329631090164,
0.03495672717690468,
0.019110802561044693,
0.09873244911432266,
0.003758464939892292,
-0.09337176382541656,
0.047379232943058014,
0.005248279310762882,
0.012038270942866802,
0.02419373393058777,
-0.030549252405762672,
0.009077354334294796,
-0.028946999460458755,
-0.00466720387339592,
0.018242400139570236,
-0.06707511842250824,
-0.07442455738782883,
-0.021762773394584656,
-0.021938422694802284,
0.0738823264837265,
-0.024580271914601326,
-0.034138988703489304,
0.043649688363075256,
0.02933541126549244,
0.013966543599963188,
0.006667634937912226,
0.16696710884571075,
-0.011711805127561092,
-0.08680335432291031,
0.009379151277244091,
0.007033534813672304,
0.009941312484443188,
0.010144945234060287,
-0.059243567287921906,
-0.09464733302593231,
-0.000826977367978543,
-0.03020148165524006,
-0.007960332557559013,
0.0177016519010067,
-0.024114524945616722,
-0.07040470838546753,
0.04684513807296753,
-0.03797425329685211,
0.033239513635635376,
-0.009369079023599625,
-0.05010440573096275,
-0.060833223164081573,
0.0013710064813494682,
-0.03990975394845009,
-0.04224567115306854,
-0.0043945605866611,
0.04733731225132942,
0.035639453679323196,
0.03644568473100662,
-0.04754325747489929,
-0.00013656832743436098,
8.909165357088198e-34,
-0.0814535990357399,
0.009407589212059975,
0.11167397350072861,
0.11519013345241547,
-0.001911997445859015,
-0.019057976081967354,
-0.06677159667015076,
-0.06365235149860382,
0.07156908512115479,
0.029242156073451042,
-0.040031395852565765,
0.011372254230082035,
0.010580575093626976,
-0.002237963955849409,
-0.03123866207897663,
0.02847958914935589,
0.016196349635720253,
-0.05565020814538002,
0.0042012096382677555,
-0.05132228508591652,
-0.026529639959335327,
0.007779991254210472,
0.0004219223919790238,
0.004619351588189602,
-0.03449496254324913,
0.047912824898958206,
-0.11700616776943207,
0.005434123799204826,
-0.055860478430986404,
-0.08201591670513153,
-0.08791175484657288,
-0.04485189914703369,
-0.07323013991117477,
-0.04167203977704048,
0.03743230924010277,
-0.000355662516085431,
-0.06285993754863739,
0.1001615822315216,
-0.05669056996703148,
0.12643927335739136,
-0.01675972156226635,
0.034399788826704025,
-0.11459478735923767,
0.0647587925195694,
0.08402940630912781,
-0.016712279990315437,
-0.026791393756866455,
0.002914975630119443,
0.05601394549012184,
-0.015818387269973755,
0.0677458792924881,
0.061438076198101044,
0.04060257971286774,
0.044291336089372635,
-0.007731013931334019,
0.010640987195074558,
0.05664069578051567,
0.025665463879704475,
0.0525745153427124,
-0.0859508290886879,
-0.02533223107457161,
0.015123112127184868,
-0.015572313219308853,
0.07855772227048874,
-0.014958527870476246,
-0.0678212121129036,
0.025368979200720787,
-0.08102297782897949,
0.015722211450338364,
-0.05497387424111366,
-0.07478154450654984,
-0.08418931812047958,
-0.014565863646566868,
-0.05696821212768555,
-0.01287008635699749,
0.008025993593037128,
0.024304650723934174,
-0.033363983035087585,
0.021321985870599747,
0.12643690407276154,
-0.004627298563718796,
0.05520669370889664,
0.03402337804436684,
-0.06582140177488327,
-0.023629343137145042,
0.02517835423350334,
-0.05997265875339508,
-0.05609282851219177,
-0.01851189136505127,
0.019356651231646538,
0.0011571472277864814,
0.026836099103093147,
-0.02434382773935795,
0.03677184879779816,
-0.029020383954048157,
-2.502347484778511e-8,
-0.002032114425674081,
-0.10536262392997742,
0.04110861197113991,
0.1141374483704567,
0.010441348887979984,
-0.02483677677810192,
0.049599263817071915,
0.0608859658241272,
-0.004277961328625679,
0.025756480172276497,
0.08546160906553268,
0.07730210572481155,
-0.007988044992089272,
-0.0027597832959145308,
-0.02610202133655548,
-0.013742678798735142,
0.058400291949510574,
0.004590185824781656,
-0.04316777363419533,
0.06485273689031601,
0.037702612578868866,
0.06101373955607414,
0.08638481795787811,
0.010467223823070526,
0.03407137840986252,
0.03892013430595398,
-0.03025863878428936,
0.01433551125228405,
-0.001605778350494802,
0.13947021961212158,
0.05374529957771301,
-0.01696711778640747,
0.02479458972811699,
-0.027581561356782913,
0.03824356198310852,
0.04888748377561569,
-0.07179588824510574,
0.029003335162997246,
-0.06566424667835236,
-0.02342858910560608,
0.02818327210843563,
-0.06808938831090927,
-0.05800300091505051,
0.06016633287072182,
0.025611909106373787,
-0.026964882388710976,
0.01219453290104866,
-0.020509693771600723,
0.029447229579091072,
0.027606388553977013,
-0.018525386229157448,
-0.005614783149212599,
0.004197821952402592,
-0.03438394516706467,
0.023847635835409164,
-0.11098331212997437,
-0.01814422756433487,
-0.006137835327535868,
-0.09003374725580215,
-0.05094709247350693,
0.11859118193387985,
-0.0003233789175283164,
-0.02710655704140663,
0.027271106839179993
] | null | null | null | null | null | null | null |
[
0.022026654332876205,
-0.04712269455194473,
-0.01435375027358532,
0.03541770204901695,
0.023758405819535255,
-0.03397323936223984,
0.018704457208514214,
-0.03218460455536842,
-0.031171876937150955,
0.027668220922350883,
0.010552886873483658,
0.0024976935237646103,
-0.021030845120549202,
-0.015685243532061577,
0.04285246878862381,
-0.06066729500889778,
0.10309847444295883,
-0.09262851625680923,
-0.023835280910134315,
0.03418077528476715,
-0.01901477761566639,
-0.07230545580387115,
-0.010305767878890038,
-0.017895901575684547,
0.06833940744400024,
0.07391733676195145,
0.04556659236550331,
0.0012271476443856955,
-0.003642662428319454,
-0.01388351246714592,
0.06036872789263725,
-0.015481147915124893,
0.05127885192632675,
-0.0570460706949234,
-0.0021040672436356544,
-0.02753014676272869,
-0.03372574970126152,
-0.04141867160797119,
-0.02423999272286892,
0.05717640370130539,
-0.06580944359302521,
-0.009184752590954304,
0.007114257663488388,
0.020461149513721466,
-0.04023180902004242,
0.06099777668714523,
-0.045802634209394455,
0.02844909206032753,
-0.0743570476770401,
-0.003941958304494619,
-0.006682868581265211,
0.03925789147615433,
-0.0004833319108001888,
-0.029559502378106117,
0.07856443524360657,
0.0022382887545973063,
-0.005589796230196953,
0.03292597085237503,
-0.00869610533118248,
0.004073707386851311,
-0.0682082399725914,
-0.07043401151895523,
-0.03052706830203533,
0.02596954256296158,
0.08693680912256241,
0.06430679559707642,
-0.03638674318790436,
0.05632086843252182,
-0.037212733179330826,
0.009272796101868153,
-0.025740114971995354,
0.07442240417003632,
-0.06433127075433731,
-0.03130597993731499,
0.009498163126409054,
0.017335671931505203,
0.04778248444199562,
-0.07363777607679367,
-0.01580914482474327,
-0.006156024057418108,
-0.08907966315746307,
-0.029468094930052757,
-0.04020684212446213,
0.06826865673065186,
0.08088450133800507,
-0.07786735892295837,
-0.017913341522216797,
-0.0064133647829294205,
-0.006714041344821453,
0.02014888823032379,
-0.02152879349887371,
0.07325850427150726,
0.0549592524766922,
-0.03875112906098366,
-0.014671513810753822,
0.08930773288011551,
0.04716465622186661,
-0.022723959758877754,
0.05859856307506561,
0.03474082052707672,
0.0005265391082502902,
0.08835071325302124,
-0.012985775247216225,
0.05483296513557434,
0.012547045014798641,
-0.062084443867206573,
-0.010372803546488285,
0.02206050045788288,
0.037380658090114594,
-0.018776684999465942,
-0.01273131649941206,
0.023236989974975586,
-0.02366132289171219,
0.017727646976709366,
0.0260317362844944,
-0.08006489276885986,
0.013235502876341343,
-0.008695998229086399,
0.07078927010297775,
0.08038268983364105,
-0.03406112641096115,
-0.0922626256942749,
0.08061207085847855,
-0.023211417719721794,
-0.02149929665029049,
0.08596187084913254,
0.010400601662695408,
-1.3527892964755168e-33,
-0.13794395327568054,
-0.08973079174757004,
-0.0045408220030367374,
-0.05909034237265587,
-0.041770704090595245,
-0.006572892423719168,
-0.0046966844238340855,
0.06494376063346863,
-0.02821541763842106,
0.005166954360902309,
0.04449482634663582,
0.07844206690788269,
-0.10756827890872955,
0.11451534926891327,
0.1758018434047699,
0.017454881221055984,
0.013101851567626,
0.04991552233695984,
-0.03434433043003082,
-0.10672028362751007,
0.11132295429706573,
0.02590654417872429,
0.006828033830970526,
-0.09734709560871124,
-0.01346705760806799,
-0.13516315817832947,
0.010469986125826836,
0.02580932527780533,
0.05542641505599022,
0.01720331609249115,
0.018441684544086456,
0.010568324476480484,
0.014416741207242012,
0.021239208057522774,
-0.03879445046186447,
0.03267619386315346,
-0.05131521821022034,
0.027342135086655617,
-0.020823029801249504,
-0.040538329631090164,
0.03495672717690468,
0.019110802561044693,
0.09873244911432266,
0.003758464939892292,
-0.09337176382541656,
0.047379232943058014,
0.005248279310762882,
0.012038270942866802,
0.02419373393058777,
-0.030549252405762672,
0.009077354334294796,
-0.028946999460458755,
-0.00466720387339592,
0.018242400139570236,
-0.06707511842250824,
-0.07442455738782883,
-0.021762773394584656,
-0.021938422694802284,
0.0738823264837265,
-0.024580271914601326,
-0.034138988703489304,
0.043649688363075256,
0.02933541126549244,
0.013966543599963188,
0.006667634937912226,
0.16696710884571075,
-0.011711805127561092,
-0.08680335432291031,
0.009379151277244091,
0.007033534813672304,
0.009941312484443188,
0.010144945234060287,
-0.059243567287921906,
-0.09464733302593231,
-0.000826977367978543,
-0.03020148165524006,
-0.007960332557559013,
0.0177016519010067,
-0.024114524945616722,
-0.07040470838546753,
0.04684513807296753,
-0.03797425329685211,
0.033239513635635376,
-0.009369079023599625,
-0.05010440573096275,
-0.060833223164081573,
0.0013710064813494682,
-0.03990975394845009,
-0.04224567115306854,
-0.0043945605866611,
0.04733731225132942,
0.035639453679323196,
0.03644568473100662,
-0.04754325747489929,
-0.00013656832743436098,
8.909165357088198e-34,
-0.0814535990357399,
0.009407589212059975,
0.11167397350072861,
0.11519013345241547,
-0.001911997445859015,
-0.019057976081967354,
-0.06677159667015076,
-0.06365235149860382,
0.07156908512115479,
0.029242156073451042,
-0.040031395852565765,
0.011372254230082035,
0.010580575093626976,
-0.002237963955849409,
-0.03123866207897663,
0.02847958914935589,
0.016196349635720253,
-0.05565020814538002,
0.0042012096382677555,
-0.05132228508591652,
-0.026529639959335327,
0.007779991254210472,
0.0004219223919790238,
0.004619351588189602,
-0.03449496254324913,
0.047912824898958206,
-0.11700616776943207,
0.005434123799204826,
-0.055860478430986404,
-0.08201591670513153,
-0.08791175484657288,
-0.04485189914703369,
-0.07323013991117477,
-0.04167203977704048,
0.03743230924010277,
-0.000355662516085431,
-0.06285993754863739,
0.1001615822315216,
-0.05669056996703148,
0.12643927335739136,
-0.01675972156226635,
0.034399788826704025,
-0.11459478735923767,
0.0647587925195694,
0.08402940630912781,
-0.016712279990315437,
-0.026791393756866455,
0.002914975630119443,
0.05601394549012184,
-0.015818387269973755,
0.0677458792924881,
0.061438076198101044,
0.04060257971286774,
0.044291336089372635,
-0.007731013931334019,
0.010640987195074558,
0.05664069578051567,
0.025665463879704475,
0.0525745153427124,
-0.0859508290886879,
-0.02533223107457161,
0.015123112127184868,
-0.015572313219308853,
0.07855772227048874,
-0.014958527870476246,
-0.0678212121129036,
0.025368979200720787,
-0.08102297782897949,
0.015722211450338364,
-0.05497387424111366,
-0.07478154450654984,
-0.08418931812047958,
-0.014565863646566868,
-0.05696821212768555,
-0.01287008635699749,
0.008025993593037128,
0.024304650723934174,
-0.033363983035087585,
0.021321985870599747,
0.12643690407276154,
-0.004627298563718796,
0.05520669370889664,
0.03402337804436684,
-0.06582140177488327,
-0.023629343137145042,
0.02517835423350334,
-0.05997265875339508,
-0.05609282851219177,
-0.01851189136505127,
0.019356651231646538,
0.0011571472277864814,
0.026836099103093147,
-0.02434382773935795,
0.03677184879779816,
-0.029020383954048157,
-2.502347484778511e-8,
-0.002032114425674081,
-0.10536262392997742,
0.04110861197113991,
0.1141374483704567,
0.010441348887979984,
-0.02483677677810192,
0.049599263817071915,
0.0608859658241272,
-0.004277961328625679,
0.025756480172276497,
0.08546160906553268,
0.07730210572481155,
-0.007988044992089272,
-0.0027597832959145308,
-0.02610202133655548,
-0.013742678798735142,
0.058400291949510574,
0.004590185824781656,
-0.04316777363419533,
0.06485273689031601,
0.037702612578868866,
0.06101373955607414,
0.08638481795787811,
0.010467223823070526,
0.03407137840986252,
0.03892013430595398,
-0.03025863878428936,
0.01433551125228405,
-0.001605778350494802,
0.13947021961212158,
0.05374529957771301,
-0.01696711778640747,
0.02479458972811699,
-0.027581561356782913,
0.03824356198310852,
0.04888748377561569,
-0.07179588824510574,
0.029003335162997246,
-0.06566424667835236,
-0.02342858910560608,
0.02818327210843563,
-0.06808938831090927,
-0.05800300091505051,
0.06016633287072182,
0.025611909106373787,
-0.026964882388710976,
0.01219453290104866,
-0.020509693771600723,
0.029447229579091072,
0.027606388553977013,
-0.018525386229157448,
-0.005614783149212599,
0.004197821952402592,
-0.03438394516706467,
0.023847635835409164,
-0.11098331212997437,
-0.01814422756433487,
-0.006137835327535868,
-0.09003374725580215,
-0.05094709247350693,
0.11859118193387985,
-0.0003233789175283164,
-0.02710655704140663,
0.027271106839179993
] |
1401.4501
|
J. M. Vaquero
|
J.M. Vaquero and M.C. Gallego
|
Reconstructing Past Solar Activity using Meridian Solar Observations:
the Case of the Royal Observatory of the Spanish Navy (1833-1840)
|
14 pages, 4 figures, accepted for publication in Advances in Space
Research
| null |
10.1016/j.asr.2014.01.015
| null |
astro-ph.SR physics.hist-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Solar meridian observations have been used to evaluate the solar activity of
the past. Some important examples are the solar meridian observations made at
the Basilica of San Petronio in Bologna by several astronomers and the
observations made by Hevelius published in his book Machina Coelestis. However,
we do not know whether these observations, which were not aimed to estimate the
solar activity, are reliable for evaluating solar activity. In this paper, we
present the marginal notes about sunspots that are included in the manuscripts
of the meridian solar observations made at the Royal Observatory of the Spanish
Navy during the period 1833-1840. We compare these observations with other
solar activity indices such as sunspot area and number. Our conclusion is that
solar meridian observations should be used with extreme caution to evaluate
past solar activity.
|
[
{
"created": "Sat, 18 Jan 2014 00:50:56 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Vaquero",
"J. M.",
""
],
[
"Gallego",
"M. C.",
""
]
] |
[
0.00009764435526449233,
0.034493520855903625,
0.07996627688407898,
0.05161626636981964,
-0.017184140160679817,
-0.03269690275192261,
-0.020375419408082962,
-0.043429285287857056,
0.0008064816356636584,
-0.019509708508849144,
0.0030316633637994528,
-0.06626362353563309,
0.018709752708673477,
0.027976492419838905,
0.0535772480070591,
-0.029546108096837997,
-0.05163423344492912,
0.008423032239079475,
0.0887468084692955,
0.03134703263640404,
-0.03794730827212334,
-0.05798618122935295,
-0.0674276128411293,
0.03407958522439003,
0.05595853179693222,
0.06828851997852325,
-0.06854128837585449,
-0.029058003798127174,
-0.07460290193557739,
0.049851447343826294,
-0.08544003218412399,
0.10446268320083618,
-0.047727037221193314,
0.012708107009530067,
0.041935358196496964,
-0.0032873551826924086,
0.08098318427801132,
-0.0689244270324707,
-0.007708126679062843,
0.04153452441096306,
-0.03743695467710495,
-0.05865323916077614,
0.06624672561883926,
0.0846322625875473,
-0.0693051815032959,
0.032957591116428375,
0.0022212809417396784,
-0.04938405379652977,
-0.008916194550693035,
0.057347506284713745,
-0.006534034851938486,
0.058536846190690994,
0.009409810416400433,
0.0013332543894648552,
-0.027629517018795013,
0.05164552479982376,
-0.04863423481583595,
-0.03081592172384262,
0.06643963605165482,
0.010280340909957886,
0.005356473382562399,
0.03176269307732582,
-0.12427479028701782,
0.00300821615383029,
0.02721245028078556,
0.018139304593205452,
-0.06971776485443115,
-0.021883437409996986,
-0.01960020512342453,
-0.05870746821165085,
-0.00946718081831932,
0.04019714891910553,
-0.030271247029304504,
-0.0548594631254673,
-0.0746338963508606,
0.019968144595623016,
-0.012386373244225979,
-0.03023144043982029,
-0.03807190805673599,
-0.13327600061893463,
0.03251972794532776,
0.0661516785621643,
-0.034917768090963364,
0.0747036561369896,
0.024225931614637375,
0.03308803215622902,
0.022534584626555443,
0.07493318617343903,
0.05002933368086815,
0.017036698758602142,
0.04436240345239639,
-0.01491865236312151,
-0.10667268931865692,
-0.03618333861231804,
0.0244570542126894,
0.07604529708623886,
-0.013662622310221195,
0.02322959713637829,
0.03535391762852669,
0.033166367560625076,
0.08811133354902267,
0.019959790632128716,
-0.07051215320825577,
0.08273322135210037,
-0.027818312868475914,
0.017830071970820427,
0.0050347307696938515,
-0.06883493065834045,
-0.01124501135200262,
0.025765642523765564,
-0.04282451048493385,
0.025952519848942757,
-0.060296282172203064,
-0.056614626199007034,
0.021250832825899124,
0.028698811307549477,
0.042039789259433746,
0.02847973071038723,
-0.07624989748001099,
-0.04986574500799179,
0.015389391221106052,
0.012281138449907303,
0.07480724155902863,
0.10285889357328415,
-0.010998423211276531,
0.016272269189357758,
0.04713433235883713,
9.664937511334887e-34,
0.06762392818927765,
0.012820110656321049,
0.030148835852742195,
0.03486419469118118,
-0.016296809539198875,
0.07759875059127808,
-0.07991866767406464,
0.06019134446978569,
0.02082785591483116,
-0.042222972959280014,
-0.065050408244133,
0.06097795441746712,
0.028682172298431396,
-0.0050385016947984695,
0.06019456312060356,
0.03692004829645157,
0.10208640247583389,
-0.00006808010948589072,
-0.008146988227963448,
-0.0866168960928917,
-0.07450038939714432,
-0.003517973469570279,
0.03035162016749382,
-0.06545355170965195,
0.005365412216633558,
0.03951159492135048,
0.0014857768546789885,
-0.0050978222861886024,
-0.042487986385822296,
0.0553148053586483,
0.06846343725919724,
-0.05679689347743988,
0.011885546147823334,
0.06063012033700943,
0.03055935725569725,
0.006961648818105459,
0.0027879190165549517,
-0.01673710346221924,
-0.028648260980844498,
0.02358132414519787,
0.01849677786231041,
0.07651706784963608,
-0.01016319077461958,
0.04649844393134117,
-0.014449293725192547,
-0.006817456800490618,
0.017222223803400993,
0.021972840651869774,
0.072104312479496,
0.011936979368329048,
-0.049477122724056244,
0.028089120984077454,
-0.05890588089823723,
-0.11324905604124069,
0.016472522169351578,
0.07645519822835922,
-0.0015764260897412896,
0.04338522255420685,
-0.0615505613386631,
0.06801268458366394,
0.05132787674665451,
-0.017171155661344528,
0.015017285943031311,
-0.07993534952402115,
0.005603545345366001,
0.0714404433965683,
-0.08336521685123444,
0.0862947329878807,
-0.03415875881910324,
-0.0002090585185214877,
-0.06442684680223465,
-0.0014489993918687105,
0.037309687584638596,
0.046776045113801956,
0.04738457873463631,
-0.001834167167544365,
0.0594172328710556,
0.03298671543598175,
-0.023548999801278114,
0.046961162239313126,
-0.08475551754236221,
-0.040017783641815186,
0.033091332763433456,
-0.06428651511669159,
0.002200508024543524,
0.012925131246447563,
0.05435807257890701,
0.04973705857992172,
-0.005354313179850578,
-0.0770660936832428,
0.04932393878698349,
0.05726330354809761,
0.043947916477918625,
-0.01965624839067459,
-0.15334449708461761,
-3.352856292036672e-33,
-0.09951110929250717,
-0.018175093457102776,
-0.07391604781150818,
-0.01344202645123005,
-0.1025189608335495,
-0.05391768366098404,
-0.05974281579256058,
-0.004919637460261583,
-0.07991660386323929,
-0.01315563265234232,
-0.04975030571222305,
-0.03709850460290909,
0.028877491131424904,
-0.13194192945957184,
-0.00625442061573267,
0.017734678462147713,
0.0030042105354368687,
0.0395304374396801,
-0.11416567116975784,
0.07138685882091522,
-0.02778254821896553,
0.006060238461941481,
0.0028811923693865538,
-0.06339312344789505,
0.002150836633518338,
0.010658260434865952,
0.06155358627438545,
-0.07320014387369156,
-0.012318582274019718,
0.04777674376964569,
-0.09102202206850052,
-0.025716710835695267,
-0.019681237637996674,
-0.011714357882738113,
0.006069190334528685,
0.07015717774629593,
0.058709725737571716,
-0.036128874868154526,
-0.002210653154179454,
0.05266193673014641,
-0.056918688118457794,
0.05742674320936203,
0.05107228830456734,
-0.06866998225450516,
-0.004339339677244425,
0.013836498372256756,
-0.031947843730449677,
0.14814093708992004,
-0.046158041805028915,
0.037273015826940536,
0.011262889951467514,
-0.0976627767086029,
-0.06744641810655594,
0.00735891330987215,
0.029939809814095497,
-0.02487092837691307,
-0.052770476788282394,
0.026340389624238014,
-0.02509676292538643,
-0.02448451705276966,
0.018553689122200012,
-0.0193667933344841,
-0.010486120358109474,
0.024872854351997375,
0.010152274742722511,
-0.03449546545743942,
-0.0022985334508121014,
0.026539651677012444,
-0.04028218239545822,
0.0490083210170269,
0.08153986930847168,
-0.0594414658844471,
-0.13502265512943268,
0.008688980713486671,
-0.027060948312282562,
0.04106169193983078,
0.0559777207672596,
-0.015803825110197067,
-0.051506638526916504,
0.0396990068256855,
-0.08402806520462036,
0.008253451436758041,
-0.008653543889522552,
-0.06904619932174683,
0.01219800766557455,
0.003931791987270117,
-0.0036665198858827353,
-0.08836638927459717,
-0.07517517358064651,
0.010147335939109325,
-0.04748611897230148,
0.04533187672495842,
-0.05524124577641487,
0.058273013681173325,
0.025296315550804138,
-3.7647790662731495e-8,
0.041426919400691986,
0.014280108734965324,
-0.01964808627963066,
0.07278177887201309,
0.00819095503538847,
-0.02767258509993553,
0.0592697374522686,
0.018117213621735573,
0.0014908983139321208,
-0.007185683120042086,
0.05052310228347778,
-0.041696056723594666,
0.005771525204181671,
-0.04319271072745323,
-0.020663859322667122,
-0.02203652448952198,
0.06818725168704987,
-0.011306960135698318,
-0.028983691707253456,
0.04974061995744705,
0.09988604485988617,
0.06773611158132553,
0.05013808235526085,
-0.07490454614162445,
-0.010946623980998993,
0.024901872500777245,
0.0012222470249980688,
0.08428120613098145,
-0.06383231282234192,
-0.06240351125597954,
0.02719270810484886,
-0.024729572236537933,
-0.004867665469646454,
-0.1548553854227066,
-0.036701999604701996,
0.10548827052116394,
-0.04167861491441727,
0.03905403986573219,
0.0013106046244502068,
-0.0038507534191012383,
-0.008593025617301464,
-0.0041188704781234264,
-0.04796333983540535,
0.07302280515432358,
0.08187518268823624,
0.044465720653533936,
0.05695490166544914,
-0.060351308435201645,
-0.03672671690583229,
-0.024924585595726967,
0.03357253596186638,
-0.016723938286304474,
0.08111082017421722,
-0.031059296801686287,
-0.04585687071084976,
0.06050943583250046,
-0.006870302837342024,
-0.0326930433511734,
0.009644703008234501,
0.00017079377721529454,
-0.0008308780379593372,
0.03689573332667351,
-0.1420108824968338,
-0.05509910359978676
] | null | null | null | null | null | null | null |
[
0.00009764435526449233,
0.034493520855903625,
0.07996627688407898,
0.05161626636981964,
-0.017184140160679817,
-0.03269690275192261,
-0.020375419408082962,
-0.043429285287857056,
0.0008064816356636584,
-0.019509708508849144,
0.0030316633637994528,
-0.06626362353563309,
0.018709752708673477,
0.027976492419838905,
0.0535772480070591,
-0.029546108096837997,
-0.05163423344492912,
0.008423032239079475,
0.0887468084692955,
0.03134703263640404,
-0.03794730827212334,
-0.05798618122935295,
-0.0674276128411293,
0.03407958522439003,
0.05595853179693222,
0.06828851997852325,
-0.06854128837585449,
-0.029058003798127174,
-0.07460290193557739,
0.049851447343826294,
-0.08544003218412399,
0.10446268320083618,
-0.047727037221193314,
0.012708107009530067,
0.041935358196496964,
-0.0032873551826924086,
0.08098318427801132,
-0.0689244270324707,
-0.007708126679062843,
0.04153452441096306,
-0.03743695467710495,
-0.05865323916077614,
0.06624672561883926,
0.0846322625875473,
-0.0693051815032959,
0.032957591116428375,
0.0022212809417396784,
-0.04938405379652977,
-0.008916194550693035,
0.057347506284713745,
-0.006534034851938486,
0.058536846190690994,
0.009409810416400433,
0.0013332543894648552,
-0.027629517018795013,
0.05164552479982376,
-0.04863423481583595,
-0.03081592172384262,
0.06643963605165482,
0.010280340909957886,
0.005356473382562399,
0.03176269307732582,
-0.12427479028701782,
0.00300821615383029,
0.02721245028078556,
0.018139304593205452,
-0.06971776485443115,
-0.021883437409996986,
-0.01960020512342453,
-0.05870746821165085,
-0.00946718081831932,
0.04019714891910553,
-0.030271247029304504,
-0.0548594631254673,
-0.0746338963508606,
0.019968144595623016,
-0.012386373244225979,
-0.03023144043982029,
-0.03807190805673599,
-0.13327600061893463,
0.03251972794532776,
0.0661516785621643,
-0.034917768090963364,
0.0747036561369896,
0.024225931614637375,
0.03308803215622902,
0.022534584626555443,
0.07493318617343903,
0.05002933368086815,
0.017036698758602142,
0.04436240345239639,
-0.01491865236312151,
-0.10667268931865692,
-0.03618333861231804,
0.0244570542126894,
0.07604529708623886,
-0.013662622310221195,
0.02322959713637829,
0.03535391762852669,
0.033166367560625076,
0.08811133354902267,
0.019959790632128716,
-0.07051215320825577,
0.08273322135210037,
-0.027818312868475914,
0.017830071970820427,
0.0050347307696938515,
-0.06883493065834045,
-0.01124501135200262,
0.025765642523765564,
-0.04282451048493385,
0.025952519848942757,
-0.060296282172203064,
-0.056614626199007034,
0.021250832825899124,
0.028698811307549477,
0.042039789259433746,
0.02847973071038723,
-0.07624989748001099,
-0.04986574500799179,
0.015389391221106052,
0.012281138449907303,
0.07480724155902863,
0.10285889357328415,
-0.010998423211276531,
0.016272269189357758,
0.04713433235883713,
9.664937511334887e-34,
0.06762392818927765,
0.012820110656321049,
0.030148835852742195,
0.03486419469118118,
-0.016296809539198875,
0.07759875059127808,
-0.07991866767406464,
0.06019134446978569,
0.02082785591483116,
-0.042222972959280014,
-0.065050408244133,
0.06097795441746712,
0.028682172298431396,
-0.0050385016947984695,
0.06019456312060356,
0.03692004829645157,
0.10208640247583389,
-0.00006808010948589072,
-0.008146988227963448,
-0.0866168960928917,
-0.07450038939714432,
-0.003517973469570279,
0.03035162016749382,
-0.06545355170965195,
0.005365412216633558,
0.03951159492135048,
0.0014857768546789885,
-0.0050978222861886024,
-0.042487986385822296,
0.0553148053586483,
0.06846343725919724,
-0.05679689347743988,
0.011885546147823334,
0.06063012033700943,
0.03055935725569725,
0.006961648818105459,
0.0027879190165549517,
-0.01673710346221924,
-0.028648260980844498,
0.02358132414519787,
0.01849677786231041,
0.07651706784963608,
-0.01016319077461958,
0.04649844393134117,
-0.014449293725192547,
-0.006817456800490618,
0.017222223803400993,
0.021972840651869774,
0.072104312479496,
0.011936979368329048,
-0.049477122724056244,
0.028089120984077454,
-0.05890588089823723,
-0.11324905604124069,
0.016472522169351578,
0.07645519822835922,
-0.0015764260897412896,
0.04338522255420685,
-0.0615505613386631,
0.06801268458366394,
0.05132787674665451,
-0.017171155661344528,
0.015017285943031311,
-0.07993534952402115,
0.005603545345366001,
0.0714404433965683,
-0.08336521685123444,
0.0862947329878807,
-0.03415875881910324,
-0.0002090585185214877,
-0.06442684680223465,
-0.0014489993918687105,
0.037309687584638596,
0.046776045113801956,
0.04738457873463631,
-0.001834167167544365,
0.0594172328710556,
0.03298671543598175,
-0.023548999801278114,
0.046961162239313126,
-0.08475551754236221,
-0.040017783641815186,
0.033091332763433456,
-0.06428651511669159,
0.002200508024543524,
0.012925131246447563,
0.05435807257890701,
0.04973705857992172,
-0.005354313179850578,
-0.0770660936832428,
0.04932393878698349,
0.05726330354809761,
0.043947916477918625,
-0.01965624839067459,
-0.15334449708461761,
-3.352856292036672e-33,
-0.09951110929250717,
-0.018175093457102776,
-0.07391604781150818,
-0.01344202645123005,
-0.1025189608335495,
-0.05391768366098404,
-0.05974281579256058,
-0.004919637460261583,
-0.07991660386323929,
-0.01315563265234232,
-0.04975030571222305,
-0.03709850460290909,
0.028877491131424904,
-0.13194192945957184,
-0.00625442061573267,
0.017734678462147713,
0.0030042105354368687,
0.0395304374396801,
-0.11416567116975784,
0.07138685882091522,
-0.02778254821896553,
0.006060238461941481,
0.0028811923693865538,
-0.06339312344789505,
0.002150836633518338,
0.010658260434865952,
0.06155358627438545,
-0.07320014387369156,
-0.012318582274019718,
0.04777674376964569,
-0.09102202206850052,
-0.025716710835695267,
-0.019681237637996674,
-0.011714357882738113,
0.006069190334528685,
0.07015717774629593,
0.058709725737571716,
-0.036128874868154526,
-0.002210653154179454,
0.05266193673014641,
-0.056918688118457794,
0.05742674320936203,
0.05107228830456734,
-0.06866998225450516,
-0.004339339677244425,
0.013836498372256756,
-0.031947843730449677,
0.14814093708992004,
-0.046158041805028915,
0.037273015826940536,
0.011262889951467514,
-0.0976627767086029,
-0.06744641810655594,
0.00735891330987215,
0.029939809814095497,
-0.02487092837691307,
-0.052770476788282394,
0.026340389624238014,
-0.02509676292538643,
-0.02448451705276966,
0.018553689122200012,
-0.0193667933344841,
-0.010486120358109474,
0.024872854351997375,
0.010152274742722511,
-0.03449546545743942,
-0.0022985334508121014,
0.026539651677012444,
-0.04028218239545822,
0.0490083210170269,
0.08153986930847168,
-0.0594414658844471,
-0.13502265512943268,
0.008688980713486671,
-0.027060948312282562,
0.04106169193983078,
0.0559777207672596,
-0.015803825110197067,
-0.051506638526916504,
0.0396990068256855,
-0.08402806520462036,
0.008253451436758041,
-0.008653543889522552,
-0.06904619932174683,
0.01219800766557455,
0.003931791987270117,
-0.0036665198858827353,
-0.08836638927459717,
-0.07517517358064651,
0.010147335939109325,
-0.04748611897230148,
0.04533187672495842,
-0.05524124577641487,
0.058273013681173325,
0.025296315550804138,
-3.7647790662731495e-8,
0.041426919400691986,
0.014280108734965324,
-0.01964808627963066,
0.07278177887201309,
0.00819095503538847,
-0.02767258509993553,
0.0592697374522686,
0.018117213621735573,
0.0014908983139321208,
-0.007185683120042086,
0.05052310228347778,
-0.041696056723594666,
0.005771525204181671,
-0.04319271072745323,
-0.020663859322667122,
-0.02203652448952198,
0.06818725168704987,
-0.011306960135698318,
-0.028983691707253456,
0.04974061995744705,
0.09988604485988617,
0.06773611158132553,
0.05013808235526085,
-0.07490454614162445,
-0.010946623980998993,
0.024901872500777245,
0.0012222470249980688,
0.08428120613098145,
-0.06383231282234192,
-0.06240351125597954,
0.02719270810484886,
-0.024729572236537933,
-0.004867665469646454,
-0.1548553854227066,
-0.036701999604701996,
0.10548827052116394,
-0.04167861491441727,
0.03905403986573219,
0.0013106046244502068,
-0.0038507534191012383,
-0.008593025617301464,
-0.0041188704781234264,
-0.04796333983540535,
0.07302280515432358,
0.08187518268823624,
0.044465720653533936,
0.05695490166544914,
-0.060351308435201645,
-0.03672671690583229,
-0.024924585595726967,
0.03357253596186638,
-0.016723938286304474,
0.08111082017421722,
-0.031059296801686287,
-0.04585687071084976,
0.06050943583250046,
-0.006870302837342024,
-0.0326930433511734,
0.009644703008234501,
0.00017079377721529454,
-0.0008308780379593372,
0.03689573332667351,
-0.1420108824968338,
-0.05509910359978676
] |
1401.4505
|
Juan Song Dr.
|
Juan Song, Junyi Ye, Mengdi Qian, Fangfang Luo, Xian Li, Huadong Bian,
Ye Dai, Guo-hong Ma, Qingxi Chen, Yan Jiang, Quanzhong Zhao, Jianrong Qiu
|
Self-organized Voids Revisited: Experimental Verification of the
Formation Mechanism*
| null | null |
10.1088/1674-1056/23/7/077901
| null |
physics.optics
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
In this paper, several experiments were conducted to further clarify the
formation mechanism of self organized void array induced by a single laser
beam, including energy-related experiments, refractive-index-contrast-related
experiments, depth-related experiments and effective-numerical-aperture
experiment. These experiments indicate that the interface spherical aberration
is indeed responsible for the formation of void arrays.
|
[
{
"created": "Sat, 18 Jan 2014 01:41:03 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Song",
"Juan",
""
],
[
"Ye",
"Junyi",
""
],
[
"Qian",
"Mengdi",
""
],
[
"Luo",
"Fangfang",
""
],
[
"Li",
"Xian",
""
],
[
"Bian",
"Huadong",
""
],
[
"Dai",
"Ye",
""
],
[
"Ma",
"Guo-hong",
""
],
[
"Chen",
"Qingxi",
""
],
[
"Jiang",
"Yan",
""
],
[
"Zhao",
"Quanzhong",
""
],
[
"Qiu",
"Jianrong",
""
]
] |
[
0.02968592755496502,
-0.006471059285104275,
0.000029114371500327252,
0.05037152022123337,
-0.05899112671613693,
-0.1202666237950325,
0.05305354669690132,
-0.061992526054382324,
0.036291252821683884,
-0.009637564420700073,
-0.03313695266842842,
0.004307583440095186,
-0.018308958038687706,
-0.05517954379320145,
-0.015890391543507576,
0.007377734407782555,
0.0032257558777928352,
-0.018435202538967133,
-0.009257825091481209,
0.033849433064460754,
0.11282026022672653,
-0.030711250379681587,
-0.03546171262860298,
0.04684494808316231,
-0.04263186827301979,
0.014357790350914001,
0.03458297997713089,
-0.06028861552476883,
0.027581259608268738,
0.019105715677142143,
-0.036921288818120956,
-0.012604797258973122,
-0.061684366315603256,
0.05072812736034393,
0.0671011433005333,
-0.11791780591011047,
0.024514248594641685,
0.026221763342618942,
0.007028957828879356,
0.011756458319723606,
0.004763660486787558,
0.04067792370915413,
-0.02757049910724163,
0.025742027908563614,
-0.012537451460957527,
0.02300231344997883,
-0.03421337902545929,
-0.07483138889074326,
0.003690849058330059,
0.004303922411054373,
-0.004840943496674299,
0.024157170206308365,
0.03636084124445915,
-0.0145409619435668,
0.034370627254247665,
0.030140293762087822,
-0.06311795115470886,
0.024118902161717415,
0.005597312934696674,
-0.028237713500857353,
0.11198784410953522,
-0.002566603710874915,
-0.05455097183585167,
-0.026303263381123543,
0.09183923155069351,
0.0031061233021318913,
0.035143669694662094,
0.009438470005989075,
0.014517528004944324,
0.03074398823082447,
0.018950505182147026,
0.03669510409235954,
-0.024894539266824722,
-0.037148963660001755,
0.0678572803735733,
0.025549858808517456,
-0.043334782123565674,
-0.007738663349300623,
-0.04849592596292496,
0.03902505338191986,
0.06258589774370193,
0.04957720637321472,
-0.010522437281906605,
0.07210028916597366,
-0.10293126106262207,
-0.027904074639081955,
-0.02374221570789814,
0.016730666160583496,
-0.0028083918150514364,
-0.037428416311740875,
-0.010613990016281605,
-0.03290374577045441,
-0.10655777156352997,
-0.019770953804254532,
0.03567064553499222,
-0.07480238378047943,
0.0575779564678669,
-0.07766874879598618,
0.03144223242998123,
0.04179813340306282,
0.027139175683259964,
-0.06289096176624298,
0.00017512511112727225,
0.0757463350892067,
-0.019231943413615227,
0.03394397720694542,
-0.004667270462960005,
0.06232709810137749,
-0.06777135282754898,
0.0788104385137558,
0.07747382670640945,
-0.029520878568291664,
0.03644188120961189,
-0.013986064121127129,
-0.08883782476186752,
0.05437910184264183,
-0.04796632006764412,
0.015400158241391182,
-0.045779988169670105,
-0.007447675336152315,
-0.0005549514316953719,
0.03399106115102768,
0.09455089271068573,
0.11127926409244537,
-0.011618581600487232,
0.01782293990254402,
-0.031108779832720757,
-3.4650719215020445e-33,
0.01864074170589447,
0.019724784418940544,
-0.022833477705717087,
0.02354969084262848,
-0.07034319639205933,
-0.09370680898427963,
0.09161154925823212,
0.049260638654232025,
0.02461627870798111,
-0.053010713309049606,
-0.009898237884044647,
0.06217290461063385,
0.04605986177921295,
0.027335666120052338,
0.06579847633838654,
-0.005923837423324585,
0.11630446463823318,
0.08620518445968628,
-0.04580359533429146,
0.02641475945711136,
-0.06551620364189148,
0.08115371316671371,
0.01345763634890318,
-0.03394618630409241,
-0.026941349729895592,
0.07307116687297821,
-0.062290042638778687,
-0.007267259526997805,
-0.11772189289331436,
0.021100811660289764,
0.05129672586917877,
0.10285671800374985,
0.03864626586437225,
-0.017816128209233284,
0.08412493020296097,
0.05051960423588753,
-0.0494689866900444,
0.0602017380297184,
-0.05582590028643608,
-0.019021278247237206,
0.005010324064642191,
-0.027267631143331528,
0.08115990459918976,
-0.02586727775633335,
0.06436412036418915,
-0.1009417399764061,
-0.05294054374098778,
0.04383821785449982,
0.015523138456046581,
-0.015236030332744122,
-0.011475487612187862,
-0.012195846997201443,
-0.058552030473947525,
0.015453721396625042,
0.07205315679311752,
0.02553432062268257,
0.016561098396778107,
-0.03627169132232666,
0.022771300747990608,
-0.06328470259904861,
0.01514084730297327,
-0.060380421578884125,
-0.0396018847823143,
0.04805236682295799,
-0.05457688495516777,
-0.01089130062609911,
-0.04187208414077759,
-0.06382107734680176,
-0.003715587081387639,
-0.024044740945100784,
-0.014357127249240875,
0.03789324313402176,
-0.06503142416477203,
-0.004855650942772627,
0.057636987417936325,
0.016744036227464676,
-0.02716529741883278,
0.0017895509954541922,
0.0008657604339532554,
-0.02359113097190857,
0.029245706275105476,
-0.03351428359746933,
-0.026150505989789963,
-0.07604483515024185,
-0.07599634677171707,
0.02738322503864765,
0.03216632455587387,
0.04052520543336868,
-0.05662248656153679,
-0.025527223944664,
0.040968604385852814,
0.010495055466890335,
-0.03230142965912819,
-0.060624051839113235,
0.010480367578566074,
1.2749488870835303e-33,
0.08014959841966629,
0.019443746656179428,
-0.05782071873545647,
-0.03367080166935921,
0.02953687123954296,
0.06101219728589058,
0.05813285708427429,
-0.033870406448841095,
-0.03826465085148811,
0.060594622045755386,
-0.034602005034685135,
0.0796695351600647,
-0.04846290871500969,
0.003304113866761327,
-0.05609121173620224,
0.014976443722844124,
0.04131295531988144,
-0.03288649395108223,
-0.031771522015333176,
-0.020235028117895126,
0.06494498252868652,
0.045803144574165344,
0.10591383278369904,
-0.08872959017753601,
-0.00639645429328084,
-0.02299521118402481,
0.061721883714199066,
0.032747380435466766,
-0.05209062248468399,
0.06680798530578613,
0.03396594524383545,
0.014119984582066536,
0.0746198520064354,
0.016749298200011253,
0.06555723398923874,
0.0252775177359581,
0.03333074972033501,
-0.03851845860481262,
-0.06799735128879547,
-0.20033328235149384,
-0.05050308257341385,
0.109064981341362,
-0.024624701589345932,
-0.018779238685965538,
-0.05324176698923111,
-0.032362550497055054,
-0.017533093690872192,
0.03980270400643349,
-0.056233640760183334,
-0.08141392469406128,
-0.10184916853904724,
-0.08218763768672943,
0.003020363627001643,
-0.014287552796304226,
0.0016361125744879246,
0.04019869118928909,
0.025482814759016037,
0.07073689252138138,
0.0965256318449974,
0.08867944031953812,
-0.009921587072312832,
0.027285732328891754,
0.0862945020198822,
-0.07766082882881165,
0.008423357270658016,
-0.004964195657521486,
-0.03510301932692528,
0.07452141493558884,
0.021715186536312103,
0.005601220764219761,
0.049403056502342224,
-0.006707767024636269,
0.06489768624305725,
-0.026677407324314117,
-0.02575385570526123,
0.02814210206270218,
0.0554400198161602,
-0.04860498011112213,
-0.041425324976444244,
0.030995341017842293,
-0.04994351416826248,
-0.012287196703255177,
-0.011165812611579895,
0.12404733896255493,
-0.047132477164268494,
-0.05494046211242676,
-0.02385016903281212,
-0.055338066071271896,
-0.10856262594461441,
0.09548075497150421,
0.08611411601305008,
-0.027668029069900513,
0.11999205499887466,
-0.05173863470554352,
0.07271908223628998,
-3.6911757206326e-8,
0.03137130290269852,
0.010893824510276318,
0.01716732047498226,
0.05542072653770447,
-0.007289230357855558,
-0.11811598390340805,
-0.006267423741519451,
0.07187578082084656,
0.01688060723245144,
-0.08862315863370895,
-0.03616871312260628,
-0.07730935513973236,
-0.019549529999494553,
0.01659797877073288,
0.08655691891908646,
-0.019752075895667076,
-0.025634238496422768,
-0.03433005511760712,
-0.09086292237043381,
0.01877511292695999,
-0.032453764230012894,
-0.04547935351729393,
0.04040485993027687,
-0.04742071405053139,
0.006997477263212204,
0.05727143958210945,
0.009772468358278275,
-0.05949181318283081,
0.02511238493025303,
0.06455318629741669,
0.047635894268751144,
0.014315689913928509,
0.008716538548469543,
0.06046473607420921,
-0.11451171338558197,
0.06375803053379059,
-0.05474845692515373,
0.002942826133221388,
-0.02744920179247856,
-0.04570293799042702,
-0.042089562863111496,
0.022945374250411987,
0.01623613014817238,
-0.005830233450978994,
0.07124989479780197,
0.0804395005106926,
-0.05848713591694832,
-0.018681081011891365,
-0.03731197118759155,
-0.043081510812044144,
-0.058142323046922684,
0.009845673106610775,
-0.014184661209583282,
0.02348453365266323,
-0.03139865770936012,
-0.019869202747941017,
0.030367212370038033,
-0.021107299253344536,
0.09712748229503632,
-0.006115397438406944,
0.07281561195850372,
0.04005233943462372,
-0.028543386608362198,
-0.021506452932953835
] | null | null | null | null | null | null | null |
[
0.02968592755496502,
-0.006471059285104275,
0.000029114371500327252,
0.05037152022123337,
-0.05899112671613693,
-0.1202666237950325,
0.05305354669690132,
-0.061992526054382324,
0.036291252821683884,
-0.009637564420700073,
-0.03313695266842842,
0.004307583440095186,
-0.018308958038687706,
-0.05517954379320145,
-0.015890391543507576,
0.007377734407782555,
0.0032257558777928352,
-0.018435202538967133,
-0.009257825091481209,
0.033849433064460754,
0.11282026022672653,
-0.030711250379681587,
-0.03546171262860298,
0.04684494808316231,
-0.04263186827301979,
0.014357790350914001,
0.03458297997713089,
-0.06028861552476883,
0.027581259608268738,
0.019105715677142143,
-0.036921288818120956,
-0.012604797258973122,
-0.061684366315603256,
0.05072812736034393,
0.0671011433005333,
-0.11791780591011047,
0.024514248594641685,
0.026221763342618942,
0.007028957828879356,
0.011756458319723606,
0.004763660486787558,
0.04067792370915413,
-0.02757049910724163,
0.025742027908563614,
-0.012537451460957527,
0.02300231344997883,
-0.03421337902545929,
-0.07483138889074326,
0.003690849058330059,
0.004303922411054373,
-0.004840943496674299,
0.024157170206308365,
0.03636084124445915,
-0.0145409619435668,
0.034370627254247665,
0.030140293762087822,
-0.06311795115470886,
0.024118902161717415,
0.005597312934696674,
-0.028237713500857353,
0.11198784410953522,
-0.002566603710874915,
-0.05455097183585167,
-0.026303263381123543,
0.09183923155069351,
0.0031061233021318913,
0.035143669694662094,
0.009438470005989075,
0.014517528004944324,
0.03074398823082447,
0.018950505182147026,
0.03669510409235954,
-0.024894539266824722,
-0.037148963660001755,
0.0678572803735733,
0.025549858808517456,
-0.043334782123565674,
-0.007738663349300623,
-0.04849592596292496,
0.03902505338191986,
0.06258589774370193,
0.04957720637321472,
-0.010522437281906605,
0.07210028916597366,
-0.10293126106262207,
-0.027904074639081955,
-0.02374221570789814,
0.016730666160583496,
-0.0028083918150514364,
-0.037428416311740875,
-0.010613990016281605,
-0.03290374577045441,
-0.10655777156352997,
-0.019770953804254532,
0.03567064553499222,
-0.07480238378047943,
0.0575779564678669,
-0.07766874879598618,
0.03144223242998123,
0.04179813340306282,
0.027139175683259964,
-0.06289096176624298,
0.00017512511112727225,
0.0757463350892067,
-0.019231943413615227,
0.03394397720694542,
-0.004667270462960005,
0.06232709810137749,
-0.06777135282754898,
0.0788104385137558,
0.07747382670640945,
-0.029520878568291664,
0.03644188120961189,
-0.013986064121127129,
-0.08883782476186752,
0.05437910184264183,
-0.04796632006764412,
0.015400158241391182,
-0.045779988169670105,
-0.007447675336152315,
-0.0005549514316953719,
0.03399106115102768,
0.09455089271068573,
0.11127926409244537,
-0.011618581600487232,
0.01782293990254402,
-0.031108779832720757,
-3.4650719215020445e-33,
0.01864074170589447,
0.019724784418940544,
-0.022833477705717087,
0.02354969084262848,
-0.07034319639205933,
-0.09370680898427963,
0.09161154925823212,
0.049260638654232025,
0.02461627870798111,
-0.053010713309049606,
-0.009898237884044647,
0.06217290461063385,
0.04605986177921295,
0.027335666120052338,
0.06579847633838654,
-0.005923837423324585,
0.11630446463823318,
0.08620518445968628,
-0.04580359533429146,
0.02641475945711136,
-0.06551620364189148,
0.08115371316671371,
0.01345763634890318,
-0.03394618630409241,
-0.026941349729895592,
0.07307116687297821,
-0.062290042638778687,
-0.007267259526997805,
-0.11772189289331436,
0.021100811660289764,
0.05129672586917877,
0.10285671800374985,
0.03864626586437225,
-0.017816128209233284,
0.08412493020296097,
0.05051960423588753,
-0.0494689866900444,
0.0602017380297184,
-0.05582590028643608,
-0.019021278247237206,
0.005010324064642191,
-0.027267631143331528,
0.08115990459918976,
-0.02586727775633335,
0.06436412036418915,
-0.1009417399764061,
-0.05294054374098778,
0.04383821785449982,
0.015523138456046581,
-0.015236030332744122,
-0.011475487612187862,
-0.012195846997201443,
-0.058552030473947525,
0.015453721396625042,
0.07205315679311752,
0.02553432062268257,
0.016561098396778107,
-0.03627169132232666,
0.022771300747990608,
-0.06328470259904861,
0.01514084730297327,
-0.060380421578884125,
-0.0396018847823143,
0.04805236682295799,
-0.05457688495516777,
-0.01089130062609911,
-0.04187208414077759,
-0.06382107734680176,
-0.003715587081387639,
-0.024044740945100784,
-0.014357127249240875,
0.03789324313402176,
-0.06503142416477203,
-0.004855650942772627,
0.057636987417936325,
0.016744036227464676,
-0.02716529741883278,
0.0017895509954541922,
0.0008657604339532554,
-0.02359113097190857,
0.029245706275105476,
-0.03351428359746933,
-0.026150505989789963,
-0.07604483515024185,
-0.07599634677171707,
0.02738322503864765,
0.03216632455587387,
0.04052520543336868,
-0.05662248656153679,
-0.025527223944664,
0.040968604385852814,
0.010495055466890335,
-0.03230142965912819,
-0.060624051839113235,
0.010480367578566074,
1.2749488870835303e-33,
0.08014959841966629,
0.019443746656179428,
-0.05782071873545647,
-0.03367080166935921,
0.02953687123954296,
0.06101219728589058,
0.05813285708427429,
-0.033870406448841095,
-0.03826465085148811,
0.060594622045755386,
-0.034602005034685135,
0.0796695351600647,
-0.04846290871500969,
0.003304113866761327,
-0.05609121173620224,
0.014976443722844124,
0.04131295531988144,
-0.03288649395108223,
-0.031771522015333176,
-0.020235028117895126,
0.06494498252868652,
0.045803144574165344,
0.10591383278369904,
-0.08872959017753601,
-0.00639645429328084,
-0.02299521118402481,
0.061721883714199066,
0.032747380435466766,
-0.05209062248468399,
0.06680798530578613,
0.03396594524383545,
0.014119984582066536,
0.0746198520064354,
0.016749298200011253,
0.06555723398923874,
0.0252775177359581,
0.03333074972033501,
-0.03851845860481262,
-0.06799735128879547,
-0.20033328235149384,
-0.05050308257341385,
0.109064981341362,
-0.024624701589345932,
-0.018779238685965538,
-0.05324176698923111,
-0.032362550497055054,
-0.017533093690872192,
0.03980270400643349,
-0.056233640760183334,
-0.08141392469406128,
-0.10184916853904724,
-0.08218763768672943,
0.003020363627001643,
-0.014287552796304226,
0.0016361125744879246,
0.04019869118928909,
0.025482814759016037,
0.07073689252138138,
0.0965256318449974,
0.08867944031953812,
-0.009921587072312832,
0.027285732328891754,
0.0862945020198822,
-0.07766082882881165,
0.008423357270658016,
-0.004964195657521486,
-0.03510301932692528,
0.07452141493558884,
0.021715186536312103,
0.005601220764219761,
0.049403056502342224,
-0.006707767024636269,
0.06489768624305725,
-0.026677407324314117,
-0.02575385570526123,
0.02814210206270218,
0.0554400198161602,
-0.04860498011112213,
-0.041425324976444244,
0.030995341017842293,
-0.04994351416826248,
-0.012287196703255177,
-0.011165812611579895,
0.12404733896255493,
-0.047132477164268494,
-0.05494046211242676,
-0.02385016903281212,
-0.055338066071271896,
-0.10856262594461441,
0.09548075497150421,
0.08611411601305008,
-0.027668029069900513,
0.11999205499887466,
-0.05173863470554352,
0.07271908223628998,
-3.6911757206326e-8,
0.03137130290269852,
0.010893824510276318,
0.01716732047498226,
0.05542072653770447,
-0.007289230357855558,
-0.11811598390340805,
-0.006267423741519451,
0.07187578082084656,
0.01688060723245144,
-0.08862315863370895,
-0.03616871312260628,
-0.07730935513973236,
-0.019549529999494553,
0.01659797877073288,
0.08655691891908646,
-0.019752075895667076,
-0.025634238496422768,
-0.03433005511760712,
-0.09086292237043381,
0.01877511292695999,
-0.032453764230012894,
-0.04547935351729393,
0.04040485993027687,
-0.04742071405053139,
0.006997477263212204,
0.05727143958210945,
0.009772468358278275,
-0.05949181318283081,
0.02511238493025303,
0.06455318629741669,
0.047635894268751144,
0.014315689913928509,
0.008716538548469543,
0.06046473607420921,
-0.11451171338558197,
0.06375803053379059,
-0.05474845692515373,
0.002942826133221388,
-0.02744920179247856,
-0.04570293799042702,
-0.042089562863111496,
0.022945374250411987,
0.01623613014817238,
-0.005830233450978994,
0.07124989479780197,
0.0804395005106926,
-0.05848713591694832,
-0.018681081011891365,
-0.03731197118759155,
-0.043081510812044144,
-0.058142323046922684,
0.009845673106610775,
-0.014184661209583282,
0.02348453365266323,
-0.03139865770936012,
-0.019869202747941017,
0.030367212370038033,
-0.021107299253344536,
0.09712748229503632,
-0.006115397438406944,
0.07281561195850372,
0.04005233943462372,
-0.028543386608362198,
-0.021506452932953835
] |
1401.4506
|
Benjamin Belzer
|
Jiyang Yu, Michael Carosino, Krishnamoorthy Sivakumar, Benjamin J.
Belzer, Yiming Chen
|
Detection and Decoding for 2D Magnetic Recording Channels with 2D
Intersymbol Interference
|
8 pages, 11 figures, 1 table
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper considers iterative detection and decoding on the concatenated
communication channel consisting of a two-dimensional magnetic recording (TDMR)
channel modeled by the four-grain rectangular discrete grain model (DGM)
proposed by Kavcic et. al., followed by a two-dimensional intersymbol
interference (2D-ISI) channel modeled by linear convolution of the DGM model's
output with a finite-extent 2D blurring mask followed by addition of white
Gaussian noise. An iterative detection and decoding scheme combines TDMR
detection, 2D-ISI detection, and soft-in/soft-out (SISO) channel decoding in a
structure with two iteration loops. In the first loop, the 2D-ISI channel
detector exchanges log-likelihood ratios (LLRs) with the TDMR detector. In the
second loop, the TDMR detector exchanges LLRs with a serially concatenated
convolutional code (SCCC) decoder. Simulation results for the concatenated TDMR
and 2 x 2 averaging mask ISI channel with 10 dB SNR show that densities of 0.48
user bits per grain and above can be achieved, corresponding to an areal
density of about 9.6 Terabits per square inch, over the entire range of grain
probabilities in the TDMR model.
|
[
{
"created": "Sat, 18 Jan 2014 01:44:03 GMT",
"version": "v1"
},
{
"created": "Thu, 23 Jan 2014 05:05:32 GMT",
"version": "v2"
}
] |
2014-01-24
|
[
[
"Yu",
"Jiyang",
""
],
[
"Carosino",
"Michael",
""
],
[
"Sivakumar",
"Krishnamoorthy",
""
],
[
"Belzer",
"Benjamin J.",
""
],
[
"Chen",
"Yiming",
""
]
] |
[
0.015309078618884087,
-0.06863474100828171,
0.014998232014477253,
-0.05475371703505516,
0.019129520282149315,
-0.09158054739236832,
-0.00813385657966137,
-0.07991119474172592,
-0.037650421261787415,
-0.04612578824162483,
0.02199637144804001,
0.04309812933206558,
0.01759965345263481,
-0.006895971950143576,
-0.10323380678892136,
-0.03686599060893059,
0.013974183239042759,
0.07696542888879776,
-0.007748418487608433,
-0.06495481729507446,
0.0990578681230545,
-0.025194184854626656,
-0.032481737434864044,
0.006484472192823887,
0.02160167321562767,
0.02628049999475479,
0.04362037405371666,
-0.021630853414535522,
-0.03865977004170418,
-0.017629671841859818,
0.05294744670391083,
0.002563673537224531,
0.015178634785115719,
0.0251341350376606,
-0.043231286108493805,
-0.030380986630916595,
0.04444272443652153,
-0.008346463553607464,
0.08112978935241699,
-0.04820127785205841,
-0.030877435579895973,
-0.022291405126452446,
0.01092567015439272,
-0.05753633752465248,
-0.006466904655098915,
-0.01735806278884411,
0.06613866984844208,
-0.058513667434453964,
0.03499925136566162,
-0.06150909513235092,
0.033774930983781815,
0.07633792608976364,
-0.015926096588373184,
0.062087658792734146,
0.013013571500778198,
-0.06387557089328766,
-0.0349886529147625,
0.020363014191389084,
-0.03555213660001755,
0.13009899854660034,
-0.02961687743663788,
0.017200332134962082,
0.0190124474465847,
0.02119676023721695,
-0.027204250916838646,
0.024645714089274406,
-0.032875318080186844,
0.07847803831100464,
-0.009669004939496517,
-0.07466813176870346,
-0.03852460905909538,
0.028111035004258156,
-0.019355015829205513,
0.03811882063746452,
0.04376912862062454,
-0.046238940209150314,
0.056817345321178436,
0.02981100231409073,
0.09900073707103729,
0.006344324443489313,
-0.02065080776810646,
-0.028799405321478844,
0.11021005362272263,
-0.14151272177696228,
0.017215266823768616,
-0.004329213872551918,
-0.03447365760803223,
0.04562278836965561,
-0.011837564408779144,
0.022674132138490677,
-0.06557659804821014,
-0.04835684597492218,
-0.1193954348564148,
0.08250024169683456,
0.054905571043491364,
-0.041068799793720245,
-0.030920663848519325,
0.016137924045324326,
0.013599231839179993,
0.012757230550050735,
0.042190901935100555,
-0.07296039164066315,
0.003754686564207077,
-0.08743003755807877,
0.02683408372104168,
-0.042804084718227386,
0.07447511702775955,
0.004204602912068367,
0.03769022598862648,
-0.0010002012131735682,
0.06443044543266296,
0.06583647429943085,
0.02995331585407257,
0.028278740122914314,
0.027185652405023575,
0.09585884213447571,
0.053065527230501175,
0.03801986202597618,
0.036577656865119934,
-0.0946182981133461,
0.018216317519545555,
-0.09412728250026703,
-0.04912169277667999,
0.022839823737740517,
0.030155973508954048,
-0.014303931966423988,
-0.036640021950006485,
3.5210254526011854e-33,
-0.07075751572847366,
0.06650738418102264,
-0.07618241757154465,
0.04973521828651428,
-0.07239405065774918,
-0.006046498194336891,
-0.002603453816846013,
0.023182637989521027,
-0.02768654003739357,
0.08950208127498627,
-0.056813083589076996,
-0.03647445887327194,
-0.07055018842220306,
0.03742070868611336,
0.027903662994503975,
-0.030714966356754303,
-0.04165768250823021,
-0.06454416364431381,
0.004211928695440292,
-0.015292678028345108,
-0.04593921825289726,
-0.01570369116961956,
0.0018109945813193917,
0.05591505020856857,
0.07583827525377274,
-0.004637343809008598,
0.015620607882738113,
-0.07269347459077835,
0.00011970689956797287,
0.033066485077142715,
0.03272118791937828,
-0.03605346754193306,
-0.007846283726394176,
-0.04047994315624237,
0.045646779239177704,
-0.014253124594688416,
0.019662635400891304,
0.056508783251047134,
-0.04772663488984108,
-0.06113772094249725,
0.009841712191700935,
0.01627844199538231,
-0.011582362465560436,
-0.06930574774742126,
-0.06126656383275986,
-0.027499234303832054,
0.05952787026762962,
-0.04173750430345535,
-0.049961354583501816,
-0.04445122927427292,
0.069136843085289,
-0.02711167372763157,
-0.03359706699848175,
0.043013494461774826,
0.10356475412845612,
0.00232261186465621,
0.043217066675424576,
0.019526807591319084,
0.09882935136556625,
0.14282485842704773,
-0.04318593069911003,
0.0239124558866024,
0.050805941224098206,
0.02468598447740078,
0.0724775418639183,
-0.02194652333855629,
0.012028916738927364,
0.007586008403450251,
-0.034205347299575806,
-0.011826317757368088,
-0.0003589896659832448,
-0.00037846132181584835,
0.02097415365278721,
-0.054894980043172836,
0.02182544767856598,
-0.004941650200635195,
0.033334072679281235,
-0.03367818892002106,
0.0051540806889534,
0.005843397229909897,
0.023186204954981804,
0.06407947838306427,
-0.021671634167432785,
0.016987742856144905,
-0.09598177671432495,
0.10577349364757538,
-0.06387433409690857,
-0.04273448884487152,
-0.011811595410108566,
-0.009454810991883278,
-0.05147191882133484,
0.06197682395577431,
0.005298617761582136,
0.021998673677444458,
0.0018913086969405413,
-3.8904241850051046e-33,
-0.004024709574878216,
0.06923624128103256,
0.05530870705842972,
0.04092773422598839,
-0.07580504566431046,
-0.031272538006305695,
0.09616279602050781,
-0.012523357756435871,
0.06147428974509239,
-0.020052319392561913,
0.005876796320080757,
-0.052801378071308136,
-0.03206992894411087,
0.08772983402013779,
0.09325454384088516,
0.0242146048694849,
-0.09461499005556107,
0.05611360818147659,
0.026250571012496948,
0.040350235998630524,
0.05795500800013542,
0.08206789940595627,
0.03253305330872536,
-0.04880305379629135,
-0.03258752450346947,
0.045419927686452866,
-0.04819725453853607,
0.06827579438686371,
0.07451844960451126,
-0.02735830657184124,
0.08087604492902756,
0.009273783303797245,
0.05444725230336189,
-0.038210153579711914,
-0.007776890881359577,
-0.035886090248823166,
0.05737166851758957,
-0.028224468231201172,
0.01573674939572811,
0.0000745407014619559,
0.052830614149570465,
0.09222451597452164,
-0.05050036311149597,
0.0007855570293031633,
-0.006842592731118202,
-0.06156303733587265,
0.025754915550351143,
0.047536492347717285,
0.0227365605533123,
0.016908982768654823,
-0.017350928857922554,
0.015043368563055992,
-0.030373776331543922,
0.0064130062237381935,
-0.01143236830830574,
0.04599854350090027,
-0.06042809411883354,
0.07514151930809021,
0.04970575496554375,
-0.01288997009396553,
0.01428802590817213,
-0.07947003841400146,
0.03714541718363762,
-0.11477894335985184,
0.03233902156352997,
-0.013056677766144276,
0.06629584729671478,
0.003928848076611757,
-0.0887017771601677,
0.04319039359688759,
0.014866320416331291,
-0.07067056745290756,
-0.03286537900567055,
0.04035639762878418,
0.06559515744447708,
0.04330537095665932,
-0.11790716648101807,
-0.07645732909440994,
-0.018401889130473137,
0.05937707796692848,
-0.08156616240739822,
-0.01263220701366663,
-0.02387995459139347,
0.0669025257229805,
0.07184695452451706,
-0.029326165094971657,
-0.0012768696760758758,
0.030821749940514565,
0.001137819024734199,
-0.08415817469358444,
0.019020380452275276,
0.025686539709568024,
0.06057902052998543,
-0.030093399807810783,
-0.036433249711990356,
-5.083695597818405e-8,
-0.03417974337935448,
-0.08192887902259827,
-0.11271294951438904,
-0.0837438777089119,
-0.047986533492803574,
-0.030743971467018127,
0.01816609688103199,
0.03965267166495323,
0.06707682460546494,
-0.11854220181703568,
0.005966005846858025,
-0.0023028331343084574,
-0.13280005753040314,
-0.03613343834877014,
0.011781995184719563,
0.03610742837190628,
-0.09356125444173813,
-0.08859027177095413,
0.03345450386404991,
0.04982611536979675,
0.13173381984233856,
-0.016834784299135208,
-0.002461401280015707,
0.029823996126651764,
-0.08332734555006027,
-0.002608564216643572,
-0.03428325802087784,
0.09270752966403961,
0.06595989316701889,
-0.06504758447408676,
-0.015810934826731682,
0.06302333623170853,
0.0464046411216259,
-0.019543655216693878,
-0.055824391543865204,
-0.021084556356072426,
0.012659302912652493,
0.03870854154229164,
0.05772441625595093,
0.016795268282294273,
-0.006823855452239513,
-0.09779570251703262,
0.04228826239705086,
-0.0005876441719010472,
-0.06022452190518379,
0.013924905098974705,
0.04677128791809082,
-0.016129611060023308,
0.014388890005648136,
-0.019669385626912117,
-0.0314038060605526,
0.063848577439785,
0.04842914640903473,
0.021443450823426247,
0.021431488916277885,
-0.08231744170188904,
0.011787807568907738,
-0.023213369771838188,
0.03696392476558685,
0.011908624321222305,
-0.04813516512513161,
0.00531287444755435,
-0.12477418780326843,
-0.04529314488172531
] | null | null | null | null | null | null | null |
[
0.015309078618884087,
-0.06863474100828171,
0.014998232014477253,
-0.05475371703505516,
0.019129520282149315,
-0.09158054739236832,
-0.00813385657966137,
-0.07991119474172592,
-0.037650421261787415,
-0.04612578824162483,
0.02199637144804001,
0.04309812933206558,
0.01759965345263481,
-0.006895971950143576,
-0.10323380678892136,
-0.03686599060893059,
0.013974183239042759,
0.07696542888879776,
-0.007748418487608433,
-0.06495481729507446,
0.0990578681230545,
-0.025194184854626656,
-0.032481737434864044,
0.006484472192823887,
0.02160167321562767,
0.02628049999475479,
0.04362037405371666,
-0.021630853414535522,
-0.03865977004170418,
-0.017629671841859818,
0.05294744670391083,
0.002563673537224531,
0.015178634785115719,
0.0251341350376606,
-0.043231286108493805,
-0.030380986630916595,
0.04444272443652153,
-0.008346463553607464,
0.08112978935241699,
-0.04820127785205841,
-0.030877435579895973,
-0.022291405126452446,
0.01092567015439272,
-0.05753633752465248,
-0.006466904655098915,
-0.01735806278884411,
0.06613866984844208,
-0.058513667434453964,
0.03499925136566162,
-0.06150909513235092,
0.033774930983781815,
0.07633792608976364,
-0.015926096588373184,
0.062087658792734146,
0.013013571500778198,
-0.06387557089328766,
-0.0349886529147625,
0.020363014191389084,
-0.03555213660001755,
0.13009899854660034,
-0.02961687743663788,
0.017200332134962082,
0.0190124474465847,
0.02119676023721695,
-0.027204250916838646,
0.024645714089274406,
-0.032875318080186844,
0.07847803831100464,
-0.009669004939496517,
-0.07466813176870346,
-0.03852460905909538,
0.028111035004258156,
-0.019355015829205513,
0.03811882063746452,
0.04376912862062454,
-0.046238940209150314,
0.056817345321178436,
0.02981100231409073,
0.09900073707103729,
0.006344324443489313,
-0.02065080776810646,
-0.028799405321478844,
0.11021005362272263,
-0.14151272177696228,
0.017215266823768616,
-0.004329213872551918,
-0.03447365760803223,
0.04562278836965561,
-0.011837564408779144,
0.022674132138490677,
-0.06557659804821014,
-0.04835684597492218,
-0.1193954348564148,
0.08250024169683456,
0.054905571043491364,
-0.041068799793720245,
-0.030920663848519325,
0.016137924045324326,
0.013599231839179993,
0.012757230550050735,
0.042190901935100555,
-0.07296039164066315,
0.003754686564207077,
-0.08743003755807877,
0.02683408372104168,
-0.042804084718227386,
0.07447511702775955,
0.004204602912068367,
0.03769022598862648,
-0.0010002012131735682,
0.06443044543266296,
0.06583647429943085,
0.02995331585407257,
0.028278740122914314,
0.027185652405023575,
0.09585884213447571,
0.053065527230501175,
0.03801986202597618,
0.036577656865119934,
-0.0946182981133461,
0.018216317519545555,
-0.09412728250026703,
-0.04912169277667999,
0.022839823737740517,
0.030155973508954048,
-0.014303931966423988,
-0.036640021950006485,
3.5210254526011854e-33,
-0.07075751572847366,
0.06650738418102264,
-0.07618241757154465,
0.04973521828651428,
-0.07239405065774918,
-0.006046498194336891,
-0.002603453816846013,
0.023182637989521027,
-0.02768654003739357,
0.08950208127498627,
-0.056813083589076996,
-0.03647445887327194,
-0.07055018842220306,
0.03742070868611336,
0.027903662994503975,
-0.030714966356754303,
-0.04165768250823021,
-0.06454416364431381,
0.004211928695440292,
-0.015292678028345108,
-0.04593921825289726,
-0.01570369116961956,
0.0018109945813193917,
0.05591505020856857,
0.07583827525377274,
-0.004637343809008598,
0.015620607882738113,
-0.07269347459077835,
0.00011970689956797287,
0.033066485077142715,
0.03272118791937828,
-0.03605346754193306,
-0.007846283726394176,
-0.04047994315624237,
0.045646779239177704,
-0.014253124594688416,
0.019662635400891304,
0.056508783251047134,
-0.04772663488984108,
-0.06113772094249725,
0.009841712191700935,
0.01627844199538231,
-0.011582362465560436,
-0.06930574774742126,
-0.06126656383275986,
-0.027499234303832054,
0.05952787026762962,
-0.04173750430345535,
-0.049961354583501816,
-0.04445122927427292,
0.069136843085289,
-0.02711167372763157,
-0.03359706699848175,
0.043013494461774826,
0.10356475412845612,
0.00232261186465621,
0.043217066675424576,
0.019526807591319084,
0.09882935136556625,
0.14282485842704773,
-0.04318593069911003,
0.0239124558866024,
0.050805941224098206,
0.02468598447740078,
0.0724775418639183,
-0.02194652333855629,
0.012028916738927364,
0.007586008403450251,
-0.034205347299575806,
-0.011826317757368088,
-0.0003589896659832448,
-0.00037846132181584835,
0.02097415365278721,
-0.054894980043172836,
0.02182544767856598,
-0.004941650200635195,
0.033334072679281235,
-0.03367818892002106,
0.0051540806889534,
0.005843397229909897,
0.023186204954981804,
0.06407947838306427,
-0.021671634167432785,
0.016987742856144905,
-0.09598177671432495,
0.10577349364757538,
-0.06387433409690857,
-0.04273448884487152,
-0.011811595410108566,
-0.009454810991883278,
-0.05147191882133484,
0.06197682395577431,
0.005298617761582136,
0.021998673677444458,
0.0018913086969405413,
-3.8904241850051046e-33,
-0.004024709574878216,
0.06923624128103256,
0.05530870705842972,
0.04092773422598839,
-0.07580504566431046,
-0.031272538006305695,
0.09616279602050781,
-0.012523357756435871,
0.06147428974509239,
-0.020052319392561913,
0.005876796320080757,
-0.052801378071308136,
-0.03206992894411087,
0.08772983402013779,
0.09325454384088516,
0.0242146048694849,
-0.09461499005556107,
0.05611360818147659,
0.026250571012496948,
0.040350235998630524,
0.05795500800013542,
0.08206789940595627,
0.03253305330872536,
-0.04880305379629135,
-0.03258752450346947,
0.045419927686452866,
-0.04819725453853607,
0.06827579438686371,
0.07451844960451126,
-0.02735830657184124,
0.08087604492902756,
0.009273783303797245,
0.05444725230336189,
-0.038210153579711914,
-0.007776890881359577,
-0.035886090248823166,
0.05737166851758957,
-0.028224468231201172,
0.01573674939572811,
0.0000745407014619559,
0.052830614149570465,
0.09222451597452164,
-0.05050036311149597,
0.0007855570293031633,
-0.006842592731118202,
-0.06156303733587265,
0.025754915550351143,
0.047536492347717285,
0.0227365605533123,
0.016908982768654823,
-0.017350928857922554,
0.015043368563055992,
-0.030373776331543922,
0.0064130062237381935,
-0.01143236830830574,
0.04599854350090027,
-0.06042809411883354,
0.07514151930809021,
0.04970575496554375,
-0.01288997009396553,
0.01428802590817213,
-0.07947003841400146,
0.03714541718363762,
-0.11477894335985184,
0.03233902156352997,
-0.013056677766144276,
0.06629584729671478,
0.003928848076611757,
-0.0887017771601677,
0.04319039359688759,
0.014866320416331291,
-0.07067056745290756,
-0.03286537900567055,
0.04035639762878418,
0.06559515744447708,
0.04330537095665932,
-0.11790716648101807,
-0.07645732909440994,
-0.018401889130473137,
0.05937707796692848,
-0.08156616240739822,
-0.01263220701366663,
-0.02387995459139347,
0.0669025257229805,
0.07184695452451706,
-0.029326165094971657,
-0.0012768696760758758,
0.030821749940514565,
0.001137819024734199,
-0.08415817469358444,
0.019020380452275276,
0.025686539709568024,
0.06057902052998543,
-0.030093399807810783,
-0.036433249711990356,
-5.083695597818405e-8,
-0.03417974337935448,
-0.08192887902259827,
-0.11271294951438904,
-0.0837438777089119,
-0.047986533492803574,
-0.030743971467018127,
0.01816609688103199,
0.03965267166495323,
0.06707682460546494,
-0.11854220181703568,
0.005966005846858025,
-0.0023028331343084574,
-0.13280005753040314,
-0.03613343834877014,
0.011781995184719563,
0.03610742837190628,
-0.09356125444173813,
-0.08859027177095413,
0.03345450386404991,
0.04982611536979675,
0.13173381984233856,
-0.016834784299135208,
-0.002461401280015707,
0.029823996126651764,
-0.08332734555006027,
-0.002608564216643572,
-0.03428325802087784,
0.09270752966403961,
0.06595989316701889,
-0.06504758447408676,
-0.015810934826731682,
0.06302333623170853,
0.0464046411216259,
-0.019543655216693878,
-0.055824391543865204,
-0.021084556356072426,
0.012659302912652493,
0.03870854154229164,
0.05772441625595093,
0.016795268282294273,
-0.006823855452239513,
-0.09779570251703262,
0.04228826239705086,
-0.0005876441719010472,
-0.06022452190518379,
0.013924905098974705,
0.04677128791809082,
-0.016129611060023308,
0.014388890005648136,
-0.019669385626912117,
-0.0314038060605526,
0.063848577439785,
0.04842914640903473,
0.021443450823426247,
0.021431488916277885,
-0.08231744170188904,
0.011787807568907738,
-0.023213369771838188,
0.03696392476558685,
0.011908624321222305,
-0.04813516512513161,
0.00531287444755435,
-0.12477418780326843,
-0.04529314488172531
] |
1401.4509
|
Imad Ahmad
|
Imad Ahmad, Chih-Chun Wang
|
When and By How Much Can Helper Node Selection Improve Regenerating
Codes?
|
35 pages, 10 figures, submitted to IEEE Transactions on Information
Theory on September 04, 2014
| null |
10.1109/ALLERTON.2014.7028491
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Regenerating codes (RCs) can significantly reduce the repair-bandwidth of
distributed storage networks. Initially, the analysis of RCs was based on the
assumption that during the repair process, the newcomer does not distinguish
(among all surviving nodes) which nodes to access, i.e., the newcomer is
oblivious to the set of helpers being used. Such a scheme is termed the blind
repair (BR) scheme. Nonetheless, it is intuitive in practice that the newcomer
should choose to access only those "good" helpers. In this paper, a new
characterization of the effect of choosing the helper nodes in terms of the
storage-bandwidth tradeoff is given. Specifically, answers to the following
fundamental questions are given: Under what conditions does proactively
choosing the helper nodes improve the storage-bandwidth tradeoff? Can this
improvement be analytically quantified?
This paper answers the former question by providing a necessary and
sufficient condition under which optimally choosing good helpers strictly
improves the storage-bandwidth tradeoff. To answer the latter question, a
low-complexity helper selection solution, termed the family repair (FR) scheme,
is proposed and the corresponding storage/repair-bandwidth curve is
characterized. For example, consider a distributed storage network with 60
total number of nodes and the network is resilient against 50 node failures. If
the number of helper nodes is 10, then the FR scheme and its variant
demonstrate 27% reduction in the repair-bandwidth when compared to the BR
solution. This paper also proves that under some design parameters, the FR
scheme is indeed optimal among all helper selection schemes. An explicit
construction of an exact-repair code is also proposed that can achieve the
minimum-bandwidth-regenerating point of the FR scheme. The new exact-repair
code can be viewed as a generalization of the existing fractional repetition
code.
|
[
{
"created": "Sat, 18 Jan 2014 01:51:19 GMT",
"version": "v1"
},
{
"created": "Fri, 5 Sep 2014 20:35:40 GMT",
"version": "v2"
}
] |
2016-11-15
|
[
[
"Ahmad",
"Imad",
""
],
[
"Wang",
"Chih-Chun",
""
]
] |
[
-0.07480861246585846,
0.014595679007470608,
-0.014334109611809254,
0.01928207464516163,
0.028432248160243034,
0.0146958502009511,
0.020479649305343628,
0.02969217486679554,
-0.034946639090776443,
0.09229081869125366,
0.015766287222504616,
0.08413016051054001,
0.052026551216840744,
-0.06992081552743912,
-0.00997905433177948,
0.03994021937251091,
0.07337041199207306,
-0.016631046310067177,
-0.07939466834068298,
0.023349739611148834,
-0.08133096992969513,
-0.054105084389448166,
-0.013619378209114075,
-0.051242537796497345,
-0.014150260016322136,
0.02019990235567093,
-0.06482058018445969,
-0.03811855986714363,
-0.0024321977980434895,
-0.058961447328329086,
-0.048712849617004395,
0.041297413408756256,
-0.0009117979789152741,
0.021812599152326584,
0.0004039543273393065,
0.02256091684103012,
-0.027975765988230705,
0.028893712908029556,
-0.04911329597234726,
0.02880583517253399,
0.011312806978821754,
0.05313391983509064,
-0.1065436452627182,
0.030504856258630753,
-0.06984893232584,
-0.019399231299757957,
0.026618028059601784,
0.05931707099080086,
-0.011956124566495419,
-0.09069083631038666,
0.0675634816288948,
-0.013976231217384338,
-0.020002782344818115,
0.07744613289833069,
0.07851798832416534,
0.0043015554547309875,
0.011017256416380405,
0.0377676822245121,
-0.04930431768298149,
0.08125851303339005,
0.08021887391805649,
-0.05693349614739418,
-0.005358335096389055,
-0.015213288366794586,
0.04907907173037529,
0.07394958287477493,
0.07953967154026031,
0.002299274317920208,
-0.05887334793806076,
-0.0023838935885578394,
-0.07922781258821487,
0.06452762335538864,
-0.04321732372045517,
0.0986025407910347,
0.02416137605905533,
0.04466104507446289,
0.04877214878797531,
0.06625141948461533,
-0.022328950464725494,
-0.017579440027475357,
-0.00990072637796402,
0.021244792267680168,
-0.04755810275673866,
0.03247077018022537,
0.002065900946035981,
-0.021283835172653198,
-0.05520765483379364,
-0.03549424558877945,
0.03336578235030174,
-0.027611471712589264,
-0.05960015207529068,
0.11691159009933472,
0.041010499000549316,
-0.025097079575061798,
-0.04676995798945427,
0.009207848459482193,
0.010882389731705189,
-0.00037675886414945126,
-0.010560988448560238,
0.034110382199287415,
0.07309874147176743,
0.008626590482890606,
0.08067808300256729,
-0.12296092510223389,
0.01042462233453989,
0.0010404203785583377,
0.030956054106354713,
0.1285792738199234,
-0.021795403212308884,
0.026561034843325615,
-0.0497223399579525,
0.03482672944664955,
-0.06871171295642853,
0.052389033138751984,
-0.03057817742228508,
0.020131316035985947,
-0.0561637356877327,
-0.0008040812099352479,
-0.012595429085195065,
-0.028173796832561493,
0.033842429518699646,
-0.029108678922057152,
0.05486130714416504,
-0.11613086611032486,
0.00473357317969203,
0.013012981973588467,
-0.0014287886442616582,
9.239442535470798e-34,
-0.05286203697323799,
0.008042928762733936,
-0.08068796247243881,
-0.07647876441478729,
0.06309107691049576,
-0.06603868305683136,
-0.004395828116685152,
0.04778767004609108,
-0.05840953066945076,
-0.0539434514939785,
-0.009909999556839466,
0.01728600449860096,
-0.02374739572405815,
-0.004966561682522297,
0.08620104193687439,
-0.010848614387214184,
0.02642938122153282,
0.06314443796873093,
0.005618548486381769,
-0.06650802493095398,
0.06064887344837189,
-0.05592485889792442,
0.0315602645277977,
-0.011312080547213554,
0.06526640802621841,
-0.07381623983383179,
0.07673116028308868,
-0.10144057869911194,
0.08808688074350357,
-0.023304594680666924,
-0.03696412593126297,
0.013172874227166176,
0.1022602915763855,
0.003587462240830064,
-0.01789090968668461,
0.008404335007071495,
0.0162799172103405,
-0.06469793617725372,
-0.08481916785240173,
-0.073065847158432,
-0.0701642632484436,
0.05023237317800522,
-0.04422152787446976,
0.01113690622150898,
-0.011066972278058529,
-0.0702960342168808,
-0.016870012506842613,
0.010595442727208138,
-0.0732637271285057,
0.009393865242600441,
0.017101703211665154,
0.008938637562096119,
-0.019575810059905052,
0.057024095207452774,
0.016540193930268288,
0.022160496562719345,
0.048874713480472565,
0.050675541162490845,
0.001586197060532868,
0.10815374553203583,
0.05614099279046059,
-0.1032874807715416,
0.01024822611361742,
0.06712911278009415,
0.03975655511021614,
-0.0025122202932834625,
0.03189554065465927,
-0.07458089292049408,
0.039194997400045395,
-0.03950650990009308,
0.029570477083325386,
-0.036498572677373886,
0.028337450698018074,
0.012673965655267239,
-0.022946007549762726,
0.008863330818712711,
-0.07197021692991257,
-0.018852612003684044,
-0.009882432408630848,
-0.0528336800634861,
0.004256560932844877,
-0.03333709388971329,
-0.05252669379115105,
0.06303058564662933,
-0.08393672853708267,
-0.04822011664509773,
0.03638910502195358,
0.019823240116238594,
-0.05363325774669647,
0.010894185863435268,
-0.015950005501508713,
0.00008483907004119828,
0.0537201352417469,
-0.06731606274843216,
0.022427374497056007,
-1.307031342159836e-33,
-0.017532069236040115,
-0.00946719292551279,
0.02367400750517845,
0.07018893957138062,
0.029750922694802284,
-0.012612024322152138,
-0.09377015382051468,
-0.039550818502902985,
0.03232421353459358,
0.024282947182655334,
-0.0702771320939064,
-0.03421131148934364,
-0.009914650581777096,
-0.04343917593359947,
-0.03222062811255455,
-0.06752614676952362,
-0.0725218802690506,
-0.04253336787223816,
0.003751077689230442,
0.062191374599933624,
0.03985536843538284,
0.03326544910669327,
-0.006523194257169962,
-0.006560690701007843,
0.08102662116289139,
0.0570487380027771,
-0.080170638859272,
0.06997942179441452,
-0.04304322227835655,
-0.05329990014433861,
-0.00940499734133482,
-0.0749896839261055,
-0.037368740886449814,
-0.04551715403795242,
0.10978870838880539,
0.05212187021970749,
0.013774744234979153,
0.1110556498169899,
-0.08357458561658859,
0.07336936891078949,
0.014755219221115112,
-0.0160808265209198,
-0.06406359374523163,
0.009829009883105755,
0.02548787370324135,
-0.03624222055077553,
-0.05887938663363457,
-0.07107134908437729,
-0.00630619190633297,
-0.015019753947854042,
0.03385826572775841,
-0.05976605415344238,
0.08473019301891327,
0.03118237294256687,
0.02357693575322628,
0.09625042229890823,
0.019500836730003357,
0.050116632133722305,
-0.02840549871325493,
0.036612436175346375,
0.030639830976724625,
-0.15342770516872406,
0.028233444318175316,
0.10150595754384995,
-0.054166510701179504,
-0.054088152945041656,
0.08010978996753693,
-0.022954121232032776,
-0.03458518907427788,
0.018449490889906883,
0.052261896431446075,
0.07345258444547653,
-0.018033208325505257,
-0.029939502477645874,
0.02818090096116066,
0.0053871870040893555,
0.00020230856898706406,
-0.030889762565493584,
0.006252307910472155,
0.017767874523997307,
-0.11116140335798264,
0.07052624970674515,
-0.06388195604085922,
0.019474972039461136,
-0.015892816707491875,
-0.059551555663347244,
0.11869608610868454,
-0.03181225433945656,
0.023353835567831993,
-0.09273698925971985,
-0.08468456566333771,
0.010038705542683601,
-0.13600608706474304,
0.006375719793140888,
-0.05216354504227638,
-4.8616222159125755e-8,
-0.043633487075567245,
0.01973438449203968,
-0.06971081346273422,
0.044675420969724655,
0.07907116413116455,
-0.0568719319999218,
-0.03981079161167145,
0.08002763241529465,
-0.036019835621118546,
0.0690729096531868,
0.054124414920806885,
-0.028187327086925507,
0.0005047051818110049,
-0.034847866743803024,
-0.0005576759576797485,
-0.01363874226808548,
-0.0038934489712119102,
-0.034180764108896255,
-0.056862108409404755,
0.049462396651506424,
0.036978915333747864,
0.049579400569200516,
0.013755695894360542,
0.06181156262755394,
0.019767655059695244,
-0.04339089244604111,
0.04603065177798271,
0.010778586380183697,
-0.004766092635691166,
0.0006979139870963991,
0.05320325866341591,
-0.007824321277439594,
0.109721340239048,
0.05981555953621864,
0.014256718568503857,
0.022284043952822685,
-0.06610675901174545,
0.04206402227282524,
-0.001374521991237998,
0.09297122061252594,
0.06517356634140015,
0.0258545633405447,
0.0302638690918684,
0.03389063850045204,
0.040964409708976746,
-0.06744898855686188,
-0.008559581823647022,
0.05256245657801628,
-0.09194258600473404,
-0.056661780923604965,
-0.01078617013990879,
-0.008861981332302094,
-0.07037751376628876,
0.005707819014787674,
0.01434902660548687,
-0.026437489315867424,
0.06790795922279358,
0.017786728218197823,
0.0499439537525177,
0.09789475798606873,
-0.018449414521455765,
0.056719064712524414,
-0.013705817051231861,
-0.0015436731046065688
] | null | null | null | null | null | null | null |
[
-0.07480861246585846,
0.014595679007470608,
-0.014334109611809254,
0.01928207464516163,
0.028432248160243034,
0.0146958502009511,
0.020479649305343628,
0.02969217486679554,
-0.034946639090776443,
0.09229081869125366,
0.015766287222504616,
0.08413016051054001,
0.052026551216840744,
-0.06992081552743912,
-0.00997905433177948,
0.03994021937251091,
0.07337041199207306,
-0.016631046310067177,
-0.07939466834068298,
0.023349739611148834,
-0.08133096992969513,
-0.054105084389448166,
-0.013619378209114075,
-0.051242537796497345,
-0.014150260016322136,
0.02019990235567093,
-0.06482058018445969,
-0.03811855986714363,
-0.0024321977980434895,
-0.058961447328329086,
-0.048712849617004395,
0.041297413408756256,
-0.0009117979789152741,
0.021812599152326584,
0.0004039543273393065,
0.02256091684103012,
-0.027975765988230705,
0.028893712908029556,
-0.04911329597234726,
0.02880583517253399,
0.011312806978821754,
0.05313391983509064,
-0.1065436452627182,
0.030504856258630753,
-0.06984893232584,
-0.019399231299757957,
0.026618028059601784,
0.05931707099080086,
-0.011956124566495419,
-0.09069083631038666,
0.0675634816288948,
-0.013976231217384338,
-0.020002782344818115,
0.07744613289833069,
0.07851798832416534,
0.0043015554547309875,
0.011017256416380405,
0.0377676822245121,
-0.04930431768298149,
0.08125851303339005,
0.08021887391805649,
-0.05693349614739418,
-0.005358335096389055,
-0.015213288366794586,
0.04907907173037529,
0.07394958287477493,
0.07953967154026031,
0.002299274317920208,
-0.05887334793806076,
-0.0023838935885578394,
-0.07922781258821487,
0.06452762335538864,
-0.04321732372045517,
0.0986025407910347,
0.02416137605905533,
0.04466104507446289,
0.04877214878797531,
0.06625141948461533,
-0.022328950464725494,
-0.017579440027475357,
-0.00990072637796402,
0.021244792267680168,
-0.04755810275673866,
0.03247077018022537,
0.002065900946035981,
-0.021283835172653198,
-0.05520765483379364,
-0.03549424558877945,
0.03336578235030174,
-0.027611471712589264,
-0.05960015207529068,
0.11691159009933472,
0.041010499000549316,
-0.025097079575061798,
-0.04676995798945427,
0.009207848459482193,
0.010882389731705189,
-0.00037675886414945126,
-0.010560988448560238,
0.034110382199287415,
0.07309874147176743,
0.008626590482890606,
0.08067808300256729,
-0.12296092510223389,
0.01042462233453989,
0.0010404203785583377,
0.030956054106354713,
0.1285792738199234,
-0.021795403212308884,
0.026561034843325615,
-0.0497223399579525,
0.03482672944664955,
-0.06871171295642853,
0.052389033138751984,
-0.03057817742228508,
0.020131316035985947,
-0.0561637356877327,
-0.0008040812099352479,
-0.012595429085195065,
-0.028173796832561493,
0.033842429518699646,
-0.029108678922057152,
0.05486130714416504,
-0.11613086611032486,
0.00473357317969203,
0.013012981973588467,
-0.0014287886442616582,
9.239442535470798e-34,
-0.05286203697323799,
0.008042928762733936,
-0.08068796247243881,
-0.07647876441478729,
0.06309107691049576,
-0.06603868305683136,
-0.004395828116685152,
0.04778767004609108,
-0.05840953066945076,
-0.0539434514939785,
-0.009909999556839466,
0.01728600449860096,
-0.02374739572405815,
-0.004966561682522297,
0.08620104193687439,
-0.010848614387214184,
0.02642938122153282,
0.06314443796873093,
0.005618548486381769,
-0.06650802493095398,
0.06064887344837189,
-0.05592485889792442,
0.0315602645277977,
-0.011312080547213554,
0.06526640802621841,
-0.07381623983383179,
0.07673116028308868,
-0.10144057869911194,
0.08808688074350357,
-0.023304594680666924,
-0.03696412593126297,
0.013172874227166176,
0.1022602915763855,
0.003587462240830064,
-0.01789090968668461,
0.008404335007071495,
0.0162799172103405,
-0.06469793617725372,
-0.08481916785240173,
-0.073065847158432,
-0.0701642632484436,
0.05023237317800522,
-0.04422152787446976,
0.01113690622150898,
-0.011066972278058529,
-0.0702960342168808,
-0.016870012506842613,
0.010595442727208138,
-0.0732637271285057,
0.009393865242600441,
0.017101703211665154,
0.008938637562096119,
-0.019575810059905052,
0.057024095207452774,
0.016540193930268288,
0.022160496562719345,
0.048874713480472565,
0.050675541162490845,
0.001586197060532868,
0.10815374553203583,
0.05614099279046059,
-0.1032874807715416,
0.01024822611361742,
0.06712911278009415,
0.03975655511021614,
-0.0025122202932834625,
0.03189554065465927,
-0.07458089292049408,
0.039194997400045395,
-0.03950650990009308,
0.029570477083325386,
-0.036498572677373886,
0.028337450698018074,
0.012673965655267239,
-0.022946007549762726,
0.008863330818712711,
-0.07197021692991257,
-0.018852612003684044,
-0.009882432408630848,
-0.0528336800634861,
0.004256560932844877,
-0.03333709388971329,
-0.05252669379115105,
0.06303058564662933,
-0.08393672853708267,
-0.04822011664509773,
0.03638910502195358,
0.019823240116238594,
-0.05363325774669647,
0.010894185863435268,
-0.015950005501508713,
0.00008483907004119828,
0.0537201352417469,
-0.06731606274843216,
0.022427374497056007,
-1.307031342159836e-33,
-0.017532069236040115,
-0.00946719292551279,
0.02367400750517845,
0.07018893957138062,
0.029750922694802284,
-0.012612024322152138,
-0.09377015382051468,
-0.039550818502902985,
0.03232421353459358,
0.024282947182655334,
-0.0702771320939064,
-0.03421131148934364,
-0.009914650581777096,
-0.04343917593359947,
-0.03222062811255455,
-0.06752614676952362,
-0.0725218802690506,
-0.04253336787223816,
0.003751077689230442,
0.062191374599933624,
0.03985536843538284,
0.03326544910669327,
-0.006523194257169962,
-0.006560690701007843,
0.08102662116289139,
0.0570487380027771,
-0.080170638859272,
0.06997942179441452,
-0.04304322227835655,
-0.05329990014433861,
-0.00940499734133482,
-0.0749896839261055,
-0.037368740886449814,
-0.04551715403795242,
0.10978870838880539,
0.05212187021970749,
0.013774744234979153,
0.1110556498169899,
-0.08357458561658859,
0.07336936891078949,
0.014755219221115112,
-0.0160808265209198,
-0.06406359374523163,
0.009829009883105755,
0.02548787370324135,
-0.03624222055077553,
-0.05887938663363457,
-0.07107134908437729,
-0.00630619190633297,
-0.015019753947854042,
0.03385826572775841,
-0.05976605415344238,
0.08473019301891327,
0.03118237294256687,
0.02357693575322628,
0.09625042229890823,
0.019500836730003357,
0.050116632133722305,
-0.02840549871325493,
0.036612436175346375,
0.030639830976724625,
-0.15342770516872406,
0.028233444318175316,
0.10150595754384995,
-0.054166510701179504,
-0.054088152945041656,
0.08010978996753693,
-0.022954121232032776,
-0.03458518907427788,
0.018449490889906883,
0.052261896431446075,
0.07345258444547653,
-0.018033208325505257,
-0.029939502477645874,
0.02818090096116066,
0.0053871870040893555,
0.00020230856898706406,
-0.030889762565493584,
0.006252307910472155,
0.017767874523997307,
-0.11116140335798264,
0.07052624970674515,
-0.06388195604085922,
0.019474972039461136,
-0.015892816707491875,
-0.059551555663347244,
0.11869608610868454,
-0.03181225433945656,
0.023353835567831993,
-0.09273698925971985,
-0.08468456566333771,
0.010038705542683601,
-0.13600608706474304,
0.006375719793140888,
-0.05216354504227638,
-4.8616222159125755e-8,
-0.043633487075567245,
0.01973438449203968,
-0.06971081346273422,
0.044675420969724655,
0.07907116413116455,
-0.0568719319999218,
-0.03981079161167145,
0.08002763241529465,
-0.036019835621118546,
0.0690729096531868,
0.054124414920806885,
-0.028187327086925507,
0.0005047051818110049,
-0.034847866743803024,
-0.0005576759576797485,
-0.01363874226808548,
-0.0038934489712119102,
-0.034180764108896255,
-0.056862108409404755,
0.049462396651506424,
0.036978915333747864,
0.049579400569200516,
0.013755695894360542,
0.06181156262755394,
0.019767655059695244,
-0.04339089244604111,
0.04603065177798271,
0.010778586380183697,
-0.004766092635691166,
0.0006979139870963991,
0.05320325866341591,
-0.007824321277439594,
0.109721340239048,
0.05981555953621864,
0.014256718568503857,
0.022284043952822685,
-0.06610675901174545,
0.04206402227282524,
-0.001374521991237998,
0.09297122061252594,
0.06517356634140015,
0.0258545633405447,
0.0302638690918684,
0.03389063850045204,
0.040964409708976746,
-0.06744898855686188,
-0.008559581823647022,
0.05256245657801628,
-0.09194258600473404,
-0.056661780923604965,
-0.01078617013990879,
-0.008861981332302094,
-0.07037751376628876,
0.005707819014787674,
0.01434902660548687,
-0.026437489315867424,
0.06790795922279358,
0.017786728218197823,
0.0499439537525177,
0.09789475798606873,
-0.018449414521455765,
0.056719064712524414,
-0.013705817051231861,
-0.0015436731046065688
] |
1401.4512
|
Rahul Jain
|
Rahul Jain, Troy Lee, Nisheeth K. Vishnoi
|
A quadratically tight partition bound for classical communication
complexity and query complexity
|
8 pages, version 1
| null | null | null |
cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this work we introduce, both for classical communication complexity and
query complexity, a modification of the 'partition bound' introduced by Jain
and Klauck [2010]. We call it the 'public-coin partition bound'. We show that
(the logarithm to the base two of) its communication complexity and query
complexity versions form, for all relations, a quadratically tight lower bound
on the public-coin randomized communication complexity and randomized query
complexity respectively.
|
[
{
"created": "Sat, 18 Jan 2014 02:39:29 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Jain",
"Rahul",
""
],
[
"Lee",
"Troy",
""
],
[
"Vishnoi",
"Nisheeth K.",
""
]
] |
[
-0.0012887612683698535,
-0.01291642989963293,
-0.04102883115410805,
-0.007264777086675167,
-0.02385060116648674,
-0.0784444659948349,
0.05464966595172882,
-0.01114302035421133,
0.052290890365839005,
-0.010182478465139866,
-0.07340018451213837,
0.02404329925775528,
0.06113089621067047,
-0.05404067039489746,
0.03426176682114601,
-0.0558386966586113,
0.050482917577028275,
-0.03466155752539635,
-0.03267868235707283,
0.01922435499727726,
0.011359942145645618,
-0.0708693340420723,
0.027582751587033272,
0.002984046470373869,
0.03795332461595535,
-0.061607785522937775,
0.008527688682079315,
-0.0570954903960228,
0.02236347086727619,
0.02215122990310192,
-0.003036371199414134,
0.020178480073809624,
0.08238707482814789,
0.03878407180309296,
-0.00433442834764719,
-0.03936094418168068,
0.09463400393724442,
-0.022904861718416214,
0.027418730780482292,
0.02583840675652027,
0.006222584750503302,
0.024282123893499374,
-0.009599440731108189,
0.012575832195580006,
-0.01068621315062046,
0.05597603693604469,
0.023931801319122314,
0.10254773497581482,
-0.11371857672929764,
-0.0723443478345871,
-0.03158176690340042,
0.050378426909446716,
-0.03369155898690224,
0.05458824709057808,
0.0156015083193779,
-0.09557019919157028,
-0.10467672348022461,
0.030477913096547127,
-0.05620334669947624,
0.06502886116504669,
0.021572470664978027,
-0.042720455676317215,
-0.03201841935515404,
-0.0005502773565240204,
0.021125314757227898,
0.01616724021732807,
0.11833035200834274,
-0.0033669224940240383,
-0.00932399369776249,
-0.021803181618452072,
-0.010281688533723354,
0.010956079699099064,
-0.1422843039035797,
0.06932208687067032,
-0.035244833678007126,
-0.01838531345129013,
0.023282242938876152,
-0.011506366543471813,
-0.06383272260427475,
-0.06105262413620949,
-0.03895466774702072,
0.009676286950707436,
0.003584481542930007,
0.011347495019435883,
0.02599037066102028,
-0.12366623431444168,
0.023913441225886345,
-0.08873727172613144,
0.060108330100774765,
-0.026994163170456886,
-0.1031162217259407,
-0.010142090730369091,
-0.024656297639012337,
0.08281920850276947,
-0.0020457799546420574,
-0.004084411542862654,
0.05013555288314819,
0.033351968973875046,
0.024854358285665512,
0.09023334830999374,
0.015728017315268517,
0.059315674006938934,
0.020668912678956985,
-0.0690423771739006,
-0.02365489862859249,
0.06681343913078308,
-0.017016088590025902,
-0.0002979242417495698,
-0.01619047485291958,
0.01805838569998741,
0.012956206686794758,
0.01703709177672863,
-0.006138626020401716,
-0.017557553946971893,
-0.020737553015351295,
-0.0030269671697169542,
-0.03868882730603218,
0.03724787011742592,
0.030917076393961906,
-0.012827136553823948,
0.070219025015831,
0.05312733352184296,
-0.001752008218318224,
-0.0284782275557518,
0.013284793123602867,
-0.011134653352200985,
0.04903937131166458,
3.620038168290412e-34,
0.004008442163467407,
0.027108006179332733,
0.044919177889823914,
0.003211307106539607,
0.014030751772224903,
0.16345548629760742,
0.02990764193236828,
-0.013253610581159592,
-0.03721889853477478,
0.029840152710676193,
0.0265190489590168,
0.06953060626983643,
0.11436114460229874,
-0.0937831848859787,
0.10345428436994553,
0.03390594199299812,
0.0032655764371156693,
0.05739554762840271,
0.07308255881071091,
-0.06409511715173721,
0.09473379701375961,
-0.01228409819304943,
-0.0332348570227623,
0.053690992295742035,
0.07102316617965698,
-0.03969811648130417,
0.0025869200471788645,
-0.07973982393741608,
0.05699433758854866,
0.023952627554535866,
-0.06775616109371185,
0.05861694738268852,
0.013832285068929195,
-0.0006234408356249332,
0.024731121957302094,
-0.03993230685591698,
-0.014393262565135956,
-0.07384587824344635,
-0.021266493946313858,
-0.0901116132736206,
-0.02054150216281414,
-0.011841634288430214,
0.04068934917449951,
-0.05392204225063324,
-0.11139543354511261,
-0.021886255592107773,
-0.029320061206817627,
0.020880302414298058,
-0.010137823410332203,
-0.026576412841677666,
0.028966544196009636,
-0.022398754954338074,
-0.06657304614782333,
0.0616733618080616,
0.0930524617433548,
0.005281826946884394,
0.041635774075984955,
0.04826211929321289,
0.0091624790802598,
0.16492623090744019,
-0.06223342567682266,
0.0023515205830335617,
0.010583257302641869,
-0.008347396738827229,
0.03636748716235161,
0.08885806053876877,
-0.07032129168510437,
-0.052236057817935944,
0.11274014413356781,
-0.0379304476082325,
0.02275392971932888,
0.013616765849292278,
-0.028929565101861954,
0.024224838241934776,
0.015856908634305,
0.00026848612469621,
0.0642215758562088,
-0.04459506645798683,
-0.003495414275676012,
0.07200296223163605,
-0.11794117838144302,
-0.07149849086999893,
0.05557482689619064,
0.020597493276000023,
-0.05408447980880737,
-0.06884347647428513,
-0.03900014981627464,
0.042234085500240326,
-0.04112418740987778,
0.004003480076789856,
-0.04179692268371582,
0.007998408749699593,
0.04118308424949646,
-0.00716211274266243,
-0.0010766374180093408,
-1.3578357488248945e-33,
-0.0844147577881813,
-0.023793695494532585,
-0.0023556863889098167,
0.035355713218450546,
0.020081019029021263,
-0.11210807412862778,
-0.030690176412463188,
0.0177626870572567,
-0.021117107942700386,
-0.00398017605766654,
-0.042456403374671936,
-0.05913982167840004,
0.09135237336158752,
0.01679093949496746,
0.04062481224536896,
0.059527527540922165,
0.049807701259851456,
0.03288089111447334,
-0.0006260715308599174,
0.03214866295456886,
0.0024810191243886948,
0.01426274050027132,
0.005368791054934263,
0.016778210178017616,
0.07332377135753632,
-0.003761977655813098,
-0.09206349402666092,
0.015567305497825146,
-0.014983945526182652,
0.012267055921256542,
-0.010177617892622948,
-0.12111161649227142,
-0.10730776935815811,
-0.059933945536613464,
-0.06405842304229736,
-0.04416733980178833,
0.04362143576145172,
0.010669155046343803,
-0.027574142441153526,
0.029803315177559853,
0.023427672684192657,
-0.08889730274677277,
0.009140795096755028,
0.015067976899445057,
0.05435045808553696,
-0.031922440975904465,
-0.06656297296285629,
0.04612114652991295,
0.00023689128283876926,
0.007332527078688145,
0.08399753272533417,
0.03468112647533417,
0.048207737505435944,
0.006690044421702623,
0.01435059867799282,
0.029481228440999985,
-0.07859042286872864,
0.052644580602645874,
0.06136377900838852,
-0.002500634640455246,
0.020774085074663162,
0.011468273587524891,
-0.03873421624302864,
0.10182420164346695,
0.053180862218141556,
-0.09410129487514496,
-0.022471750155091286,
-0.02423158660531044,
0.030570324510335922,
0.0037380405701696873,
0.020140308886766434,
-0.03555057942867279,
-0.043173257261514664,
0.008192380890250206,
0.006860370747745037,
0.12555062770843506,
0.04742864891886711,
0.029763391241431236,
0.025092894211411476,
0.04676523432135582,
-0.018407044932246208,
0.13050293922424316,
0.02223776839673519,
-0.027899175882339478,
0.042613621801137924,
0.008074392564594746,
0.08914673328399658,
-0.07235942035913467,
-0.012830179184675217,
-0.05428760498762131,
0.009919154457747936,
-0.05629399046301842,
0.028580816462635994,
-0.03170876204967499,
-0.027327807620167732,
-3.308604590301911e-8,
-0.0008027892326936126,
-0.06416822969913483,
-0.05421869084239006,
-0.040686171501874924,
0.16448263823986053,
0.015003161504864693,
0.006879539228975773,
0.0713670402765274,
-0.09475540369749069,
0.08548791706562042,
0.045843351632356644,
0.05610755831003189,
0.0015453359810635448,
0.06265327334403992,
-0.0375676304101944,
-0.03247798979282379,
-0.10280664265155792,
-0.07453905045986176,
-0.04774179309606552,
-0.010644792579114437,
-0.002393295057117939,
-0.030142970383167267,
-0.006799363996833563,
0.006860892754048109,
-0.0234497282654047,
-0.057947125285863876,
0.07817067950963974,
-0.026570463553071022,
-0.02904701419174671,
-0.016661187633872032,
-0.04071566462516785,
-0.018106289207935333,
0.014413343742489815,
0.009810656309127808,
0.0019750832580029964,
0.0019298881525173783,
-0.09626198559999466,
0.004087075125426054,
-0.07784596085548401,
0.0008680806495249271,
0.05019692704081535,
-0.008244002237915993,
0.017697200179100037,
0.07380086183547974,
0.08316340297460556,
-0.03719206899404526,
-0.0016810956876724958,
-0.006581275258213282,
-0.06054743751883507,
-0.12537865340709686,
-0.05091231316328049,
-0.0003891152155119926,
0.011907784268260002,
-0.05556533485651016,
0.007990236394107342,
0.06636791676282883,
-0.040606316179037094,
-0.03279231861233711,
0.039342768490314484,
-0.001602913485839963,
-0.00552052166312933,
0.036066073924303055,
-0.056355223059654236,
0.02239762246608734
] | null | null | null | null | null | null | null |
[
-0.0012887612683698535,
-0.01291642989963293,
-0.04102883115410805,
-0.007264777086675167,
-0.02385060116648674,
-0.0784444659948349,
0.05464966595172882,
-0.01114302035421133,
0.052290890365839005,
-0.010182478465139866,
-0.07340018451213837,
0.02404329925775528,
0.06113089621067047,
-0.05404067039489746,
0.03426176682114601,
-0.0558386966586113,
0.050482917577028275,
-0.03466155752539635,
-0.03267868235707283,
0.01922435499727726,
0.011359942145645618,
-0.0708693340420723,
0.027582751587033272,
0.002984046470373869,
0.03795332461595535,
-0.061607785522937775,
0.008527688682079315,
-0.0570954903960228,
0.02236347086727619,
0.02215122990310192,
-0.003036371199414134,
0.020178480073809624,
0.08238707482814789,
0.03878407180309296,
-0.00433442834764719,
-0.03936094418168068,
0.09463400393724442,
-0.022904861718416214,
0.027418730780482292,
0.02583840675652027,
0.006222584750503302,
0.024282123893499374,
-0.009599440731108189,
0.012575832195580006,
-0.01068621315062046,
0.05597603693604469,
0.023931801319122314,
0.10254773497581482,
-0.11371857672929764,
-0.0723443478345871,
-0.03158176690340042,
0.050378426909446716,
-0.03369155898690224,
0.05458824709057808,
0.0156015083193779,
-0.09557019919157028,
-0.10467672348022461,
0.030477913096547127,
-0.05620334669947624,
0.06502886116504669,
0.021572470664978027,
-0.042720455676317215,
-0.03201841935515404,
-0.0005502773565240204,
0.021125314757227898,
0.01616724021732807,
0.11833035200834274,
-0.0033669224940240383,
-0.00932399369776249,
-0.021803181618452072,
-0.010281688533723354,
0.010956079699099064,
-0.1422843039035797,
0.06932208687067032,
-0.035244833678007126,
-0.01838531345129013,
0.023282242938876152,
-0.011506366543471813,
-0.06383272260427475,
-0.06105262413620949,
-0.03895466774702072,
0.009676286950707436,
0.003584481542930007,
0.011347495019435883,
0.02599037066102028,
-0.12366623431444168,
0.023913441225886345,
-0.08873727172613144,
0.060108330100774765,
-0.026994163170456886,
-0.1031162217259407,
-0.010142090730369091,
-0.024656297639012337,
0.08281920850276947,
-0.0020457799546420574,
-0.004084411542862654,
0.05013555288314819,
0.033351968973875046,
0.024854358285665512,
0.09023334830999374,
0.015728017315268517,
0.059315674006938934,
0.020668912678956985,
-0.0690423771739006,
-0.02365489862859249,
0.06681343913078308,
-0.017016088590025902,
-0.0002979242417495698,
-0.01619047485291958,
0.01805838569998741,
0.012956206686794758,
0.01703709177672863,
-0.006138626020401716,
-0.017557553946971893,
-0.020737553015351295,
-0.0030269671697169542,
-0.03868882730603218,
0.03724787011742592,
0.030917076393961906,
-0.012827136553823948,
0.070219025015831,
0.05312733352184296,
-0.001752008218318224,
-0.0284782275557518,
0.013284793123602867,
-0.011134653352200985,
0.04903937131166458,
3.620038168290412e-34,
0.004008442163467407,
0.027108006179332733,
0.044919177889823914,
0.003211307106539607,
0.014030751772224903,
0.16345548629760742,
0.02990764193236828,
-0.013253610581159592,
-0.03721889853477478,
0.029840152710676193,
0.0265190489590168,
0.06953060626983643,
0.11436114460229874,
-0.0937831848859787,
0.10345428436994553,
0.03390594199299812,
0.0032655764371156693,
0.05739554762840271,
0.07308255881071091,
-0.06409511715173721,
0.09473379701375961,
-0.01228409819304943,
-0.0332348570227623,
0.053690992295742035,
0.07102316617965698,
-0.03969811648130417,
0.0025869200471788645,
-0.07973982393741608,
0.05699433758854866,
0.023952627554535866,
-0.06775616109371185,
0.05861694738268852,
0.013832285068929195,
-0.0006234408356249332,
0.024731121957302094,
-0.03993230685591698,
-0.014393262565135956,
-0.07384587824344635,
-0.021266493946313858,
-0.0901116132736206,
-0.02054150216281414,
-0.011841634288430214,
0.04068934917449951,
-0.05392204225063324,
-0.11139543354511261,
-0.021886255592107773,
-0.029320061206817627,
0.020880302414298058,
-0.010137823410332203,
-0.026576412841677666,
0.028966544196009636,
-0.022398754954338074,
-0.06657304614782333,
0.0616733618080616,
0.0930524617433548,
0.005281826946884394,
0.041635774075984955,
0.04826211929321289,
0.0091624790802598,
0.16492623090744019,
-0.06223342567682266,
0.0023515205830335617,
0.010583257302641869,
-0.008347396738827229,
0.03636748716235161,
0.08885806053876877,
-0.07032129168510437,
-0.052236057817935944,
0.11274014413356781,
-0.0379304476082325,
0.02275392971932888,
0.013616765849292278,
-0.028929565101861954,
0.024224838241934776,
0.015856908634305,
0.00026848612469621,
0.0642215758562088,
-0.04459506645798683,
-0.003495414275676012,
0.07200296223163605,
-0.11794117838144302,
-0.07149849086999893,
0.05557482689619064,
0.020597493276000023,
-0.05408447980880737,
-0.06884347647428513,
-0.03900014981627464,
0.042234085500240326,
-0.04112418740987778,
0.004003480076789856,
-0.04179692268371582,
0.007998408749699593,
0.04118308424949646,
-0.00716211274266243,
-0.0010766374180093408,
-1.3578357488248945e-33,
-0.0844147577881813,
-0.023793695494532585,
-0.0023556863889098167,
0.035355713218450546,
0.020081019029021263,
-0.11210807412862778,
-0.030690176412463188,
0.0177626870572567,
-0.021117107942700386,
-0.00398017605766654,
-0.042456403374671936,
-0.05913982167840004,
0.09135237336158752,
0.01679093949496746,
0.04062481224536896,
0.059527527540922165,
0.049807701259851456,
0.03288089111447334,
-0.0006260715308599174,
0.03214866295456886,
0.0024810191243886948,
0.01426274050027132,
0.005368791054934263,
0.016778210178017616,
0.07332377135753632,
-0.003761977655813098,
-0.09206349402666092,
0.015567305497825146,
-0.014983945526182652,
0.012267055921256542,
-0.010177617892622948,
-0.12111161649227142,
-0.10730776935815811,
-0.059933945536613464,
-0.06405842304229736,
-0.04416733980178833,
0.04362143576145172,
0.010669155046343803,
-0.027574142441153526,
0.029803315177559853,
0.023427672684192657,
-0.08889730274677277,
0.009140795096755028,
0.015067976899445057,
0.05435045808553696,
-0.031922440975904465,
-0.06656297296285629,
0.04612114652991295,
0.00023689128283876926,
0.007332527078688145,
0.08399753272533417,
0.03468112647533417,
0.048207737505435944,
0.006690044421702623,
0.01435059867799282,
0.029481228440999985,
-0.07859042286872864,
0.052644580602645874,
0.06136377900838852,
-0.002500634640455246,
0.020774085074663162,
0.011468273587524891,
-0.03873421624302864,
0.10182420164346695,
0.053180862218141556,
-0.09410129487514496,
-0.022471750155091286,
-0.02423158660531044,
0.030570324510335922,
0.0037380405701696873,
0.020140308886766434,
-0.03555057942867279,
-0.043173257261514664,
0.008192380890250206,
0.006860370747745037,
0.12555062770843506,
0.04742864891886711,
0.029763391241431236,
0.025092894211411476,
0.04676523432135582,
-0.018407044932246208,
0.13050293922424316,
0.02223776839673519,
-0.027899175882339478,
0.042613621801137924,
0.008074392564594746,
0.08914673328399658,
-0.07235942035913467,
-0.012830179184675217,
-0.05428760498762131,
0.009919154457747936,
-0.05629399046301842,
0.028580816462635994,
-0.03170876204967499,
-0.027327807620167732,
-3.308604590301911e-8,
-0.0008027892326936126,
-0.06416822969913483,
-0.05421869084239006,
-0.040686171501874924,
0.16448263823986053,
0.015003161504864693,
0.006879539228975773,
0.0713670402765274,
-0.09475540369749069,
0.08548791706562042,
0.045843351632356644,
0.05610755831003189,
0.0015453359810635448,
0.06265327334403992,
-0.0375676304101944,
-0.03247798979282379,
-0.10280664265155792,
-0.07453905045986176,
-0.04774179309606552,
-0.010644792579114437,
-0.002393295057117939,
-0.030142970383167267,
-0.006799363996833563,
0.006860892754048109,
-0.0234497282654047,
-0.057947125285863876,
0.07817067950963974,
-0.026570463553071022,
-0.02904701419174671,
-0.016661187633872032,
-0.04071566462516785,
-0.018106289207935333,
0.014413343742489815,
0.009810656309127808,
0.0019750832580029964,
0.0019298881525173783,
-0.09626198559999466,
0.004087075125426054,
-0.07784596085548401,
0.0008680806495249271,
0.05019692704081535,
-0.008244002237915993,
0.017697200179100037,
0.07380086183547974,
0.08316340297460556,
-0.03719206899404526,
-0.0016810956876724958,
-0.006581275258213282,
-0.06054743751883507,
-0.12537865340709686,
-0.05091231316328049,
-0.0003891152155119926,
0.011907784268260002,
-0.05556533485651016,
0.007990236394107342,
0.06636791676282883,
-0.040606316179037094,
-0.03279231861233711,
0.039342768490314484,
-0.001602913485839963,
-0.00552052166312933,
0.036066073924303055,
-0.056355223059654236,
0.02239762246608734
] |
1401.4516
|
Yanqing Wang
|
Yanqing Wang, Yu Jiang, Xiaolei Wang, Siyu Zhang, Yaowen Liang
|
Solving reviewer assignment problem in software peer review: An approach
based on preference matrix and asymmetric TSP model
|
11 pages, 1 figure, 2 tables
| null | null | null |
cs.DL math.OC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Optimized reviewer assignment can effectively utilize limited intellectual
resources and significantly assure review quality in various scenarios such as
paper selection in conference or journal, proposal selection in funding
agencies and so on. However, little research on reviewer assignment of software
peer review has been found. In this study, an optimization approach is proposed
based on students' preference matrix and the model of asymmetric traveling
salesman problem (ATSP). Due to the most critical role of rule matrix in this
approach, we conduct a questionnaire to obtain students' preference matrices
and convert them to rule matrices. With the help of software ILOG CPLEX, the
approach is accomplished by controlling the exit criterion of ATSP model. The
comparative study shows that the assignment strategies with both reviewers'
preference matrix and authors' preference matrix get better performance than
the random assignment. Especially, it is found that the performance is just a
little better than that of random assignment when the reviewers' and authors'
preference matrices are merged. In other words, the majority of students have a
strong wish of harmonious development even though high-level students are not
willing to do that.
|
[
{
"created": "Sat, 18 Jan 2014 04:46:36 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Wang",
"Yanqing",
""
],
[
"Jiang",
"Yu",
""
],
[
"Wang",
"Xiaolei",
""
],
[
"Zhang",
"Siyu",
""
],
[
"Liang",
"Yaowen",
""
]
] |
[
-0.03854016587138176,
0.04395963251590729,
-0.0755951777100563,
-0.006960019934922457,
-0.014320778660476208,
-0.05121626704931259,
0.07174733281135559,
0.028185246512293816,
0.030545629560947418,
0.07655290514230728,
-0.006202059797942638,
0.04545380547642708,
0.0876082107424736,
-0.006914769299328327,
-0.04138755425810814,
0.03625169396400452,
0.07962404191493988,
0.003774386364966631,
-0.018287256360054016,
-0.03195996582508087,
-0.0061958846636116505,
-0.023323412984609604,
0.007922401651740074,
-0.06486903131008148,
-0.02371382713317871,
-0.03133351728320122,
-0.035341616719961166,
-0.017148233950138092,
0.025264859199523926,
-0.039205748587846756,
-0.05658046156167984,
0.0654580369591713,
-0.007661308627575636,
0.043136388063430786,
-0.05608450621366501,
-0.029572252184152603,
-0.08928137272596359,
-0.0050185564905405045,
0.01748322695493698,
0.053816381841897964,
-0.09022308140993118,
0.08301995694637299,
-0.05319986492395401,
-0.001617056899704039,
0.03164089471101761,
-0.07923788577318192,
-0.021510817110538483,
-0.046511780470609665,
-0.006202924530953169,
0.09124860167503357,
-0.05223720520734787,
-0.035893019288778305,
-0.0150025999173522,
-0.08327498286962509,
-0.040569961071014404,
-0.007141704671084881,
-0.03000774420797825,
-0.04570560157299042,
0.01997411996126175,
-0.04044223204255104,
-0.08029166609048843,
-0.0676996260881424,
-0.07926121354103088,
0.013070699758827686,
0.009283323772251606,
-0.01606590487062931,
-0.038305871188640594,
0.0241880863904953,
-0.017040910199284554,
0.057196617126464844,
-0.05949397385120392,
0.12947680056095123,
0.06281339377164841,
0.0743555799126625,
0.05676761269569397,
0.024995695799589157,
0.0019757708068937063,
0.06355547904968262,
0.029025036841630936,
0.005459016188979149,
-0.02075435407459736,
0.006033362355083227,
-0.04897988960146904,
0.025833608582615852,
0.02198736183345318,
-0.07661037892103195,
0.12338663637638092,
0.013483000919222832,
0.0845419242978096,
0.011001329869031906,
0.05511963739991188,
0.0836372897028923,
0.03647980839014053,
-0.05616884306073189,
-0.022697540000081062,
0.008446291089057922,
-0.003607520367950201,
0.006169885862618685,
0.057036999613046646,
0.058174896985292435,
0.018452554941177368,
0.030845075845718384,
0.007745605427771807,
-0.03638908639550209,
-0.06339861452579498,
-0.024099992588162422,
0.029598228633403778,
-0.0456620417535305,
0.10884639620780945,
-0.061022885143756866,
-0.058255795389413834,
0.04148826375603676,
0.003922098781913519,
-0.026355912908911705,
-0.009162522852420807,
0.007008909247815609,
0.04514535143971443,
0.07897290587425232,
0.0040085758082568645,
0.06600188463926315,
0.005619029514491558,
-0.04219760373234749,
0.05811218544840813,
-0.052482616156339645,
0.008035002276301384,
0.007038196548819542,
-0.08618229627609253,
2.3670037101485748e-33,
-0.04106893762946129,
0.01853235810995102,
-0.04105774313211441,
0.016846060752868652,
-0.013976354151964188,
-0.0062340255826711655,
0.05094737187027931,
0.0021835830993950367,
-0.1378495842218399,
-0.08552312850952148,
-0.007864193059504032,
-0.03241715952754021,
0.0036684181541204453,
0.058701448142528534,
0.09505868703126907,
-0.02464495413005352,
0.023114506155252457,
0.05645441636443138,
-0.03986923396587372,
-0.040112126618623734,
0.07956527173519135,
-0.07867269217967987,
0.08472952991724014,
-0.03604378551244736,
0.06122524291276932,
-0.04418471083045006,
-0.01645679399371147,
-0.04480590671300888,
0.04227069392800331,
0.03936614841222763,
0.0075950827449560165,
-0.01576552726328373,
0.023306164890527725,
0.020682109519839287,
-0.02960274927318096,
0.08297637850046158,
-0.055230505764484406,
0.013437964022159576,
0.09577874094247818,
-0.018197184428572655,
0.005085968878120184,
0.01960195042192936,
0.009721687994897366,
0.012411870993673801,
-0.024234047159552574,
0.057237476110458374,
0.027810443192720413,
0.07612933963537216,
0.029555173590779305,
-0.0472586490213871,
-0.024158751592040062,
-0.0025077040772885084,
0.010159321129322052,
0.0683545172214508,
-0.03330119326710701,
0.04158245399594307,
0.007273851428180933,
-0.03031695820391178,
-0.04659910872578621,
0.013049417175352573,
-0.0069927372969686985,
0.09220126271247864,
-0.06413454562425613,
-0.027639281004667282,
-0.009067372418940067,
-0.05005375295877457,
-0.026564685627818108,
-0.03889842331409454,
0.14655877649784088,
-0.052296947687864304,
-0.03913227841258049,
-0.03943043574690819,
-0.08673799782991409,
-0.027011804282665253,
-0.09617327153682709,
-0.002814282663166523,
-0.006549364421516657,
0.07682951539754868,
0.04924347251653671,
-0.08572595566511154,
-0.054965101182460785,
0.04285542666912079,
-0.05591871216893196,
-0.14053772389888763,
-0.08011174947023392,
-0.10208597779273987,
0.008986853994429111,
-0.043808721005916595,
-0.030940884724259377,
0.017886171117424965,
0.05209137126803398,
0.05003258213400841,
-0.043392349034547806,
0.06483601778745651,
0.08728071302175522,
-3.71705566599011e-33,
-0.06861571222543716,
-0.11765869706869125,
0.027126742526888847,
0.07624876499176025,
-0.007895308546721935,
-0.052440036088228226,
-0.029150815680623055,
-0.1232067197561264,
0.09456724673509598,
0.017799334600567818,
-0.0930243730545044,
-0.07287772744894028,
-0.025958005338907242,
-0.013815255835652351,
0.000670052831992507,
0.0012667063856497407,
-0.023577161133289337,
-0.013535252772271633,
0.027858924120664597,
-0.01829928159713745,
0.006656264886260033,
0.16888266801834106,
0.015530521050095558,
0.019279276952147484,
0.010714119300246239,
0.01093000266700983,
0.03094177134335041,
-0.007625785656273365,
-0.016076065599918365,
0.019905611872673035,
-0.027988167479634285,
-0.029039302840828896,
-0.11231372505426407,
0.046375688165426254,
0.0018099661683663726,
-0.0231922697275877,
-0.029444552958011627,
-0.0001584928686497733,
0.04371612146496773,
0.1856166422367096,
0.015066202729940414,
0.027092808857560158,
0.04862827807664871,
-0.09525910764932632,
0.023628268390893936,
0.031926464289426804,
0.013806299306452274,
0.016665421426296234,
0.01963411271572113,
-0.09808405488729477,
-0.0425640232861042,
-0.006317236926406622,
0.025269383564591408,
0.0699160173535347,
-0.016208013519644737,
0.01386389322578907,
0.021433686837553978,
-0.058293428272008896,
0.13635846972465515,
0.046597786247730255,
-0.0008052403572946787,
-0.006325822323560715,
0.06325853615999222,
0.04327802732586861,
-0.0558709017932415,
-0.05963452160358429,
0.0682755783200264,
0.06381192058324814,
-0.019663888961076736,
0.04259329289197922,
-0.03595641255378723,
-0.013610530644655228,
0.0044654845260083675,
-0.00990048237144947,
0.03395412117242813,
0.03293945640325546,
-0.002579807536676526,
0.017063498497009277,
-0.02568729594349861,
-0.034914206713438034,
-0.06668779253959656,
0.06878775358200073,
-0.01694316789507866,
0.03402659296989441,
-0.06828320026397705,
-0.024164509028196335,
0.09557212144136429,
0.012533346191048622,
0.033692602068185806,
-0.007778041996061802,
-0.005879863165318966,
-0.031703852117061615,
0.10549423098564148,
-0.1098940521478653,
-0.09005799144506454,
-5.055913021578817e-8,
-0.062203001230955124,
-0.0509481206536293,
0.020532548427581787,
0.09979739785194397,
0.01567339524626732,
-0.039470408111810684,
-0.006625381764024496,
0.0703173577785492,
-0.039037298411130905,
0.06343469023704529,
0.04829542711377144,
0.009601084515452385,
-0.021915338933467865,
-0.0490138940513134,
0.02565447799861431,
0.021601388230919838,
0.014277550391852856,
0.06935524940490723,
-0.01738179288804531,
-0.05288410559296608,
0.007985596545040607,
-0.0157773457467556,
0.02776367962360382,
0.04225941374897957,
0.0232488252222538,
-0.03349350765347481,
0.04345406964421272,
-0.0294684786349535,
0.005989829543977976,
0.07444461435079575,
-0.05382461100816727,
0.018744509667158127,
-0.005782106425613165,
-0.012848010286688805,
0.07049811631441116,
0.015188335441052914,
0.02549578994512558,
-0.002473339904099703,
0.014008130878210068,
0.06499753147363663,
0.046884406358003616,
0.0002291303244419396,
-0.007510614115744829,
0.024306952953338623,
0.015093567781150341,
-0.005984584800899029,
-0.01990736462175846,
-0.06615041196346283,
0.0431884340941906,
-0.0690736472606659,
0.03650972247123718,
-0.09625473618507385,
-0.04206976294517517,
-0.03200174868106842,
0.03531280905008316,
-0.016597293317317963,
-0.061170488595962524,
-0.03120323084294796,
0.04441801831126213,
-0.023063231259584427,
0.030620194971561432,
0.02910737507045269,
-0.029972178861498833,
0.010252588428556919
] | null | null | null | null | null | null | null |
[
-0.03854016587138176,
0.04395963251590729,
-0.0755951777100563,
-0.006960019934922457,
-0.014320778660476208,
-0.05121626704931259,
0.07174733281135559,
0.028185246512293816,
0.030545629560947418,
0.07655290514230728,
-0.006202059797942638,
0.04545380547642708,
0.0876082107424736,
-0.006914769299328327,
-0.04138755425810814,
0.03625169396400452,
0.07962404191493988,
0.003774386364966631,
-0.018287256360054016,
-0.03195996582508087,
-0.0061958846636116505,
-0.023323412984609604,
0.007922401651740074,
-0.06486903131008148,
-0.02371382713317871,
-0.03133351728320122,
-0.035341616719961166,
-0.017148233950138092,
0.025264859199523926,
-0.039205748587846756,
-0.05658046156167984,
0.0654580369591713,
-0.007661308627575636,
0.043136388063430786,
-0.05608450621366501,
-0.029572252184152603,
-0.08928137272596359,
-0.0050185564905405045,
0.01748322695493698,
0.053816381841897964,
-0.09022308140993118,
0.08301995694637299,
-0.05319986492395401,
-0.001617056899704039,
0.03164089471101761,
-0.07923788577318192,
-0.021510817110538483,
-0.046511780470609665,
-0.006202924530953169,
0.09124860167503357,
-0.05223720520734787,
-0.035893019288778305,
-0.0150025999173522,
-0.08327498286962509,
-0.040569961071014404,
-0.007141704671084881,
-0.03000774420797825,
-0.04570560157299042,
0.01997411996126175,
-0.04044223204255104,
-0.08029166609048843,
-0.0676996260881424,
-0.07926121354103088,
0.013070699758827686,
0.009283323772251606,
-0.01606590487062931,
-0.038305871188640594,
0.0241880863904953,
-0.017040910199284554,
0.057196617126464844,
-0.05949397385120392,
0.12947680056095123,
0.06281339377164841,
0.0743555799126625,
0.05676761269569397,
0.024995695799589157,
0.0019757708068937063,
0.06355547904968262,
0.029025036841630936,
0.005459016188979149,
-0.02075435407459736,
0.006033362355083227,
-0.04897988960146904,
0.025833608582615852,
0.02198736183345318,
-0.07661037892103195,
0.12338663637638092,
0.013483000919222832,
0.0845419242978096,
0.011001329869031906,
0.05511963739991188,
0.0836372897028923,
0.03647980839014053,
-0.05616884306073189,
-0.022697540000081062,
0.008446291089057922,
-0.003607520367950201,
0.006169885862618685,
0.057036999613046646,
0.058174896985292435,
0.018452554941177368,
0.030845075845718384,
0.007745605427771807,
-0.03638908639550209,
-0.06339861452579498,
-0.024099992588162422,
0.029598228633403778,
-0.0456620417535305,
0.10884639620780945,
-0.061022885143756866,
-0.058255795389413834,
0.04148826375603676,
0.003922098781913519,
-0.026355912908911705,
-0.009162522852420807,
0.007008909247815609,
0.04514535143971443,
0.07897290587425232,
0.0040085758082568645,
0.06600188463926315,
0.005619029514491558,
-0.04219760373234749,
0.05811218544840813,
-0.052482616156339645,
0.008035002276301384,
0.007038196548819542,
-0.08618229627609253,
2.3670037101485748e-33,
-0.04106893762946129,
0.01853235810995102,
-0.04105774313211441,
0.016846060752868652,
-0.013976354151964188,
-0.0062340255826711655,
0.05094737187027931,
0.0021835830993950367,
-0.1378495842218399,
-0.08552312850952148,
-0.007864193059504032,
-0.03241715952754021,
0.0036684181541204453,
0.058701448142528534,
0.09505868703126907,
-0.02464495413005352,
0.023114506155252457,
0.05645441636443138,
-0.03986923396587372,
-0.040112126618623734,
0.07956527173519135,
-0.07867269217967987,
0.08472952991724014,
-0.03604378551244736,
0.06122524291276932,
-0.04418471083045006,
-0.01645679399371147,
-0.04480590671300888,
0.04227069392800331,
0.03936614841222763,
0.0075950827449560165,
-0.01576552726328373,
0.023306164890527725,
0.020682109519839287,
-0.02960274927318096,
0.08297637850046158,
-0.055230505764484406,
0.013437964022159576,
0.09577874094247818,
-0.018197184428572655,
0.005085968878120184,
0.01960195042192936,
0.009721687994897366,
0.012411870993673801,
-0.024234047159552574,
0.057237476110458374,
0.027810443192720413,
0.07612933963537216,
0.029555173590779305,
-0.0472586490213871,
-0.024158751592040062,
-0.0025077040772885084,
0.010159321129322052,
0.0683545172214508,
-0.03330119326710701,
0.04158245399594307,
0.007273851428180933,
-0.03031695820391178,
-0.04659910872578621,
0.013049417175352573,
-0.0069927372969686985,
0.09220126271247864,
-0.06413454562425613,
-0.027639281004667282,
-0.009067372418940067,
-0.05005375295877457,
-0.026564685627818108,
-0.03889842331409454,
0.14655877649784088,
-0.052296947687864304,
-0.03913227841258049,
-0.03943043574690819,
-0.08673799782991409,
-0.027011804282665253,
-0.09617327153682709,
-0.002814282663166523,
-0.006549364421516657,
0.07682951539754868,
0.04924347251653671,
-0.08572595566511154,
-0.054965101182460785,
0.04285542666912079,
-0.05591871216893196,
-0.14053772389888763,
-0.08011174947023392,
-0.10208597779273987,
0.008986853994429111,
-0.043808721005916595,
-0.030940884724259377,
0.017886171117424965,
0.05209137126803398,
0.05003258213400841,
-0.043392349034547806,
0.06483601778745651,
0.08728071302175522,
-3.71705566599011e-33,
-0.06861571222543716,
-0.11765869706869125,
0.027126742526888847,
0.07624876499176025,
-0.007895308546721935,
-0.052440036088228226,
-0.029150815680623055,
-0.1232067197561264,
0.09456724673509598,
0.017799334600567818,
-0.0930243730545044,
-0.07287772744894028,
-0.025958005338907242,
-0.013815255835652351,
0.000670052831992507,
0.0012667063856497407,
-0.023577161133289337,
-0.013535252772271633,
0.027858924120664597,
-0.01829928159713745,
0.006656264886260033,
0.16888266801834106,
0.015530521050095558,
0.019279276952147484,
0.010714119300246239,
0.01093000266700983,
0.03094177134335041,
-0.007625785656273365,
-0.016076065599918365,
0.019905611872673035,
-0.027988167479634285,
-0.029039302840828896,
-0.11231372505426407,
0.046375688165426254,
0.0018099661683663726,
-0.0231922697275877,
-0.029444552958011627,
-0.0001584928686497733,
0.04371612146496773,
0.1856166422367096,
0.015066202729940414,
0.027092808857560158,
0.04862827807664871,
-0.09525910764932632,
0.023628268390893936,
0.031926464289426804,
0.013806299306452274,
0.016665421426296234,
0.01963411271572113,
-0.09808405488729477,
-0.0425640232861042,
-0.006317236926406622,
0.025269383564591408,
0.0699160173535347,
-0.016208013519644737,
0.01386389322578907,
0.021433686837553978,
-0.058293428272008896,
0.13635846972465515,
0.046597786247730255,
-0.0008052403572946787,
-0.006325822323560715,
0.06325853615999222,
0.04327802732586861,
-0.0558709017932415,
-0.05963452160358429,
0.0682755783200264,
0.06381192058324814,
-0.019663888961076736,
0.04259329289197922,
-0.03595641255378723,
-0.013610530644655228,
0.0044654845260083675,
-0.00990048237144947,
0.03395412117242813,
0.03293945640325546,
-0.002579807536676526,
0.017063498497009277,
-0.02568729594349861,
-0.034914206713438034,
-0.06668779253959656,
0.06878775358200073,
-0.01694316789507866,
0.03402659296989441,
-0.06828320026397705,
-0.024164509028196335,
0.09557212144136429,
0.012533346191048622,
0.033692602068185806,
-0.007778041996061802,
-0.005879863165318966,
-0.031703852117061615,
0.10549423098564148,
-0.1098940521478653,
-0.09005799144506454,
-5.055913021578817e-8,
-0.062203001230955124,
-0.0509481206536293,
0.020532548427581787,
0.09979739785194397,
0.01567339524626732,
-0.039470408111810684,
-0.006625381764024496,
0.0703173577785492,
-0.039037298411130905,
0.06343469023704529,
0.04829542711377144,
0.009601084515452385,
-0.021915338933467865,
-0.0490138940513134,
0.02565447799861431,
0.021601388230919838,
0.014277550391852856,
0.06935524940490723,
-0.01738179288804531,
-0.05288410559296608,
0.007985596545040607,
-0.0157773457467556,
0.02776367962360382,
0.04225941374897957,
0.0232488252222538,
-0.03349350765347481,
0.04345406964421272,
-0.0294684786349535,
0.005989829543977976,
0.07444461435079575,
-0.05382461100816727,
0.018744509667158127,
-0.005782106425613165,
-0.012848010286688805,
0.07049811631441116,
0.015188335441052914,
0.02549578994512558,
-0.002473339904099703,
0.014008130878210068,
0.06499753147363663,
0.046884406358003616,
0.0002291303244419396,
-0.007510614115744829,
0.024306952953338623,
0.015093567781150341,
-0.005984584800899029,
-0.01990736462175846,
-0.06615041196346283,
0.0431884340941906,
-0.0690736472606659,
0.03650972247123718,
-0.09625473618507385,
-0.04206976294517517,
-0.03200174868106842,
0.03531280905008316,
-0.016597293317317963,
-0.061170488595962524,
-0.03120323084294796,
0.04441801831126213,
-0.023063231259584427,
0.030620194971561432,
0.02910737507045269,
-0.029972178861498833,
0.010252588428556919
] |
1401.4518
|
Dolya Sergey N.
|
S. N. Dolya
|
Acceleration of magnetic dipoles by the sequence of current turns
|
7 pages, 1 figure
| null |
10.1134/S1063784214110085
|
2012126797
|
physics.acc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Acceleration of magnetic dipoles is carried out by the running gradient of
the magnetic field formed while sequent switching on the current turns.
Magnetic dipoles, with a diameter of sixty millimeters and full length one
meter, are pre-accelerated by using the gas-dynamic method to speed one
kilometer per second, corresponding to the injection rate into the main
accelerator. To prevent the turning of the dipoles by one hundred eighty
degrees in the field of the accelerating pulse and focus them, the magnetic
dipoles are accelerated inside the titanium tube. The magnetic dipoles have
mass two kilograms and acquire the finite speed five kilometers per second on
the acceleration length three hundreds meters.
|
[
{
"created": "Sat, 18 Jan 2014 06:40:05 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Dolya",
"S. N.",
""
]
] |
[
-0.05013761669397354,
0.008818530477583408,
-0.08032111078500748,
-0.01762564852833748,
-0.09865367412567139,
-0.03343483805656433,
0.009635190479457378,
0.01845448650419712,
-0.12045890837907791,
-0.07673046737909317,
0.05055544525384903,
0.06440647691488266,
0.056310828775167465,
-0.07444459944963455,
-0.05687757581472397,
0.07310060411691666,
-0.015524521470069885,
0.0030463291332125664,
0.015526805073022842,
0.008029339835047722,
-0.01674840599298477,
-0.09175670892000198,
0.00324815115891397,
0.02677156589925289,
-0.022617703303694725,
0.0409882590174675,
-0.09712681174278259,
-0.015343349426984787,
0.027657104656100273,
-0.00989975593984127,
-0.014946596696972847,
0.010343064554035664,
-0.01603144407272339,
0.023582374677062035,
-0.10396017134189606,
-0.05188686028122902,
-0.05428456515073776,
0.026101255789399147,
0.00860575120896101,
0.06947343796491623,
0.0123763931915164,
-0.0782080665230751,
0.036468714475631714,
-0.007831881754100323,
0.06665705144405365,
0.028914539143443108,
0.0738254263997078,
0.025115523487329483,
0.040100276470184326,
-0.015233172103762627,
-0.1273222416639328,
-0.04520736634731293,
-0.009038244374096394,
-0.015108184888958931,
0.054221998900175095,
0.006772404536604881,
0.02060924842953682,
-0.009368562139570713,
0.005371205974370241,
-0.040537603199481964,
-0.01750229485332966,
-0.02760056033730507,
0.005601158365607262,
0.0038922098465263844,
-0.02055947110056877,
-0.009126132354140282,
-0.031205013394355774,
-0.06603670865297318,
0.10026098787784576,
0.02373151294887066,
0.009764251299202442,
0.022076118737459183,
-0.06767401099205017,
-0.012753745540976524,
-0.0845031812787056,
-0.04131326079368591,
0.051752813160419464,
0.0877753421664238,
-0.002425007987767458,
-0.029093032702803612,
-0.03853287920355797,
-0.07851478457450867,
-0.01655583269894123,
-0.0837644562125206,
-0.0338292233645916,
0.14726462960243225,
0.030836571007966995,
-0.010258834809064865,
-0.0363333597779274,
-0.008442121557891369,
0.05505932867527008,
-0.04644380137324333,
-0.0713740736246109,
-0.02229415625333786,
0.03840256482362747,
-0.031129140406847,
0.0010479564080014825,
-0.023366866633296013,
-0.027444962412118912,
0.030895669013261795,
0.08674901723861694,
0.03999174386262894,
-0.03981192409992218,
0.13743345439434052,
-0.10854879766702652,
-0.01791348308324814,
-0.0013523262459784746,
0.03791824355721474,
-0.083952397108078,
0.053469218313694,
0.07156351953744888,
-0.024232283234596252,
-0.02063676528632641,
-0.019294703379273415,
-0.04005557298660278,
-0.013319823890924454,
0.02683589980006218,
-0.009413805790245533,
0.02684798650443554,
0.06352851539850235,
0.010314288549125195,
0.03646812587976456,
-0.02571207284927368,
0.014241871424019337,
-0.006062375381588936,
-0.03190840780735016,
-0.005843497812747955,
2.795346137406539e-33,
0.005997275002300739,
0.07590461522340775,
0.030774680897593498,
-0.0002696204755920917,
-0.14817197620868683,
-0.06481082737445831,
-0.04080667719244957,
0.060298021882772446,
0.09073624014854431,
0.08224226534366608,
-0.08025902509689331,
0.10325492918491364,
0.06214793771505356,
0.1083831638097763,
-0.051103245466947556,
-0.18206389248371124,
0.04003167897462845,
0.0078505277633667,
0.0018653769511729479,
-0.026530494913458824,
-0.006930967792868614,
0.015550946816802025,
-0.06242367997765541,
0.03330327570438385,
-0.024867625907063484,
0.12101701647043228,
-0.015117171220481396,
0.03975262865424156,
-0.03489752113819122,
0.023886049166321754,
0.03967775031924248,
-0.05137728899717331,
-0.0694538876414299,
0.03459475561976433,
-0.0019860228057950735,
-0.019027547910809517,
-0.007805522531270981,
-0.037973951548337936,
0.05120022967457771,
0.04308620095252991,
0.04726269841194153,
-0.0147801972925663,
0.05072285607457161,
0.02588200941681862,
-0.06977526098489761,
-0.041257016360759735,
0.002326386980712414,
-0.027098404243588448,
0.10260635614395142,
-0.025311985984444618,
0.031732458621263504,
0.05631642788648605,
-0.04008841887116432,
-0.018343420699238777,
0.11844728887081146,
0.04276933893561363,
-0.010181634686887264,
0.039257410913705826,
0.01569666899740696,
0.0548468753695488,
-0.08533892780542374,
-0.03774368390440941,
-0.04154730588197708,
0.06885623186826706,
-0.06004655733704567,
0.048717938363552094,
-0.04973960667848587,
0.007061082869768143,
0.04362471029162407,
0.02978355996310711,
-0.0038167512975633144,
0.0002358154160901904,
0.004050670191645622,
-0.05540785193443298,
0.01735859550535679,
0.011235367506742477,
-0.021192284300923347,
-0.018005285412073135,
-0.026913529261946678,
-0.020814232528209686,
-0.04631633311510086,
-0.06458140909671783,
-0.041621241718530655,
-0.07461485266685486,
0.014781562611460686,
0.048026151955127716,
0.024132657796144485,
-0.09631464630365372,
0.05006593093276024,
-0.047857873141765594,
-0.07325373589992523,
0.07682749629020691,
-0.006049349904060364,
-0.04950859025120735,
0.023026427254080772,
-2.8942731705778504e-33,
0.06859392672777176,
-0.06325411796569824,
-0.051295164972543716,
0.05277276411652565,
-0.0017052212497219443,
0.05535572022199631,
0.0491599477827549,
0.015987349674105644,
-0.0507935993373394,
0.028029387816786766,
-0.06241946294903755,
0.0008314821170642972,
0.07164137810468674,
-0.022940542548894882,
-0.020867854356765747,
0.010229901410639286,
-0.011886960826814175,
-0.022335046902298927,
-0.028133347630500793,
0.0309474878013134,
-0.018278716132044792,
0.06327424198389053,
0.10271825641393661,
-0.0013270910130813718,
-0.010989075526595116,
-0.0006691069575026631,
0.01660710573196411,
-0.017060304060578346,
0.014926888979971409,
-0.0013183106202632189,
-0.009238115511834621,
-0.030330393463373184,
-0.0025029690004885197,
0.05476909875869751,
-0.015026155859231949,
-0.0008017695508897305,
-0.005028255749493837,
0.025733692571520805,
0.0881824940443039,
-0.057500388473272324,
-0.021744845435023308,
0.021105503663420677,
0.0342276357114315,
-0.03870208561420441,
-0.00422316137701273,
0.01004928257316351,
-0.015555883757770061,
0.08691457659006119,
-0.037067919969558716,
-0.015131363645195961,
-0.036829546093940735,
-0.07917627692222595,
0.03254779055714607,
0.06953540444374084,
0.0318395271897316,
-0.025909090414643288,
0.024420106783509254,
-0.05524469539523125,
0.09905686974525452,
0.005756646394729614,
0.0652952566742897,
-0.06168128922581673,
0.006169623229652643,
-0.012885148636996746,
0.01918870024383068,
-0.001203884370625019,
0.03354766592383385,
0.03987140208482742,
-0.028657035902142525,
0.011151236481964588,
0.10730647295713425,
0.009551427327096462,
0.08590247482061386,
-0.06099323928356171,
-0.14018318057060242,
-0.05461706966161728,
0.1107310801744461,
0.029237443581223488,
0.0053254649974405766,
-0.087007537484169,
0.009016950614750385,
0.03972558677196503,
0.028624942526221275,
-0.06268811970949173,
-0.10005707293748856,
-0.02307349629700184,
-0.016199074685573578,
0.0016206572763621807,
-0.0028583253733813763,
-0.006021012552082539,
0.014377792365849018,
0.026460522785782814,
0.08478692919015884,
-0.009303340688347816,
0.007610509637743235,
-4.129968544930307e-8,
0.030266664922237396,
0.029499569907784462,
-0.027441924437880516,
0.07216503471136093,
-0.010733814910054207,
0.08650586009025574,
-0.031129779294133186,
0.039690349251031876,
0.009788544848561287,
-0.100802481174469,
0.09837377816438675,
0.014467251487076283,
0.06198136508464813,
0.03595767542719841,
0.04015355184674263,
0.028374988585710526,
-0.04761872440576553,
0.03553522005677223,
-0.0019553338643163443,
0.0064988271333277225,
0.05206630378961563,
0.03370896354317665,
0.08527132123708725,
-0.03789564222097397,
-0.01106730755418539,
0.06634662300348282,
0.002333814511075616,
-0.023141618818044662,
0.03207551687955856,
0.00581900030374527,
-0.11732427030801773,
0.0029887219425290823,
0.09067150205373764,
-0.01993873342871666,
0.024467943236231804,
0.045419737696647644,
-0.015925096347928047,
0.08548257499933243,
0.043164145201444626,
0.05108242854475975,
-0.008075028657913208,
-0.10870718955993652,
-0.04633749648928642,
-0.05027703195810318,
-0.11164656281471252,
-0.053375836461782455,
-0.09526202082633972,
0.026198815554380417,
-0.0019351585069671273,
0.061864420771598816,
-0.030750958248972893,
0.037951719015836716,
0.05259096622467041,
0.010519469156861305,
0.03263714537024498,
0.013950260356068611,
-0.06805859506130219,
-0.041904691606760025,
-0.027958251535892487,
0.02624889835715294,
-0.03182535618543625,
0.05482024326920509,
0.023954113945364952,
-0.011315823532640934
] | null | null | null | null | null | null | null |
[
-0.05013761669397354,
0.008818530477583408,
-0.08032111078500748,
-0.01762564852833748,
-0.09865367412567139,
-0.03343483805656433,
0.009635190479457378,
0.01845448650419712,
-0.12045890837907791,
-0.07673046737909317,
0.05055544525384903,
0.06440647691488266,
0.056310828775167465,
-0.07444459944963455,
-0.05687757581472397,
0.07310060411691666,
-0.015524521470069885,
0.0030463291332125664,
0.015526805073022842,
0.008029339835047722,
-0.01674840599298477,
-0.09175670892000198,
0.00324815115891397,
0.02677156589925289,
-0.022617703303694725,
0.0409882590174675,
-0.09712681174278259,
-0.015343349426984787,
0.027657104656100273,
-0.00989975593984127,
-0.014946596696972847,
0.010343064554035664,
-0.01603144407272339,
0.023582374677062035,
-0.10396017134189606,
-0.05188686028122902,
-0.05428456515073776,
0.026101255789399147,
0.00860575120896101,
0.06947343796491623,
0.0123763931915164,
-0.0782080665230751,
0.036468714475631714,
-0.007831881754100323,
0.06665705144405365,
0.028914539143443108,
0.0738254263997078,
0.025115523487329483,
0.040100276470184326,
-0.015233172103762627,
-0.1273222416639328,
-0.04520736634731293,
-0.009038244374096394,
-0.015108184888958931,
0.054221998900175095,
0.006772404536604881,
0.02060924842953682,
-0.009368562139570713,
0.005371205974370241,
-0.040537603199481964,
-0.01750229485332966,
-0.02760056033730507,
0.005601158365607262,
0.0038922098465263844,
-0.02055947110056877,
-0.009126132354140282,
-0.031205013394355774,
-0.06603670865297318,
0.10026098787784576,
0.02373151294887066,
0.009764251299202442,
0.022076118737459183,
-0.06767401099205017,
-0.012753745540976524,
-0.0845031812787056,
-0.04131326079368591,
0.051752813160419464,
0.0877753421664238,
-0.002425007987767458,
-0.029093032702803612,
-0.03853287920355797,
-0.07851478457450867,
-0.01655583269894123,
-0.0837644562125206,
-0.0338292233645916,
0.14726462960243225,
0.030836571007966995,
-0.010258834809064865,
-0.0363333597779274,
-0.008442121557891369,
0.05505932867527008,
-0.04644380137324333,
-0.0713740736246109,
-0.02229415625333786,
0.03840256482362747,
-0.031129140406847,
0.0010479564080014825,
-0.023366866633296013,
-0.027444962412118912,
0.030895669013261795,
0.08674901723861694,
0.03999174386262894,
-0.03981192409992218,
0.13743345439434052,
-0.10854879766702652,
-0.01791348308324814,
-0.0013523262459784746,
0.03791824355721474,
-0.083952397108078,
0.053469218313694,
0.07156351953744888,
-0.024232283234596252,
-0.02063676528632641,
-0.019294703379273415,
-0.04005557298660278,
-0.013319823890924454,
0.02683589980006218,
-0.009413805790245533,
0.02684798650443554,
0.06352851539850235,
0.010314288549125195,
0.03646812587976456,
-0.02571207284927368,
0.014241871424019337,
-0.006062375381588936,
-0.03190840780735016,
-0.005843497812747955,
2.795346137406539e-33,
0.005997275002300739,
0.07590461522340775,
0.030774680897593498,
-0.0002696204755920917,
-0.14817197620868683,
-0.06481082737445831,
-0.04080667719244957,
0.060298021882772446,
0.09073624014854431,
0.08224226534366608,
-0.08025902509689331,
0.10325492918491364,
0.06214793771505356,
0.1083831638097763,
-0.051103245466947556,
-0.18206389248371124,
0.04003167897462845,
0.0078505277633667,
0.0018653769511729479,
-0.026530494913458824,
-0.006930967792868614,
0.015550946816802025,
-0.06242367997765541,
0.03330327570438385,
-0.024867625907063484,
0.12101701647043228,
-0.015117171220481396,
0.03975262865424156,
-0.03489752113819122,
0.023886049166321754,
0.03967775031924248,
-0.05137728899717331,
-0.0694538876414299,
0.03459475561976433,
-0.0019860228057950735,
-0.019027547910809517,
-0.007805522531270981,
-0.037973951548337936,
0.05120022967457771,
0.04308620095252991,
0.04726269841194153,
-0.0147801972925663,
0.05072285607457161,
0.02588200941681862,
-0.06977526098489761,
-0.041257016360759735,
0.002326386980712414,
-0.027098404243588448,
0.10260635614395142,
-0.025311985984444618,
0.031732458621263504,
0.05631642788648605,
-0.04008841887116432,
-0.018343420699238777,
0.11844728887081146,
0.04276933893561363,
-0.010181634686887264,
0.039257410913705826,
0.01569666899740696,
0.0548468753695488,
-0.08533892780542374,
-0.03774368390440941,
-0.04154730588197708,
0.06885623186826706,
-0.06004655733704567,
0.048717938363552094,
-0.04973960667848587,
0.007061082869768143,
0.04362471029162407,
0.02978355996310711,
-0.0038167512975633144,
0.0002358154160901904,
0.004050670191645622,
-0.05540785193443298,
0.01735859550535679,
0.011235367506742477,
-0.021192284300923347,
-0.018005285412073135,
-0.026913529261946678,
-0.020814232528209686,
-0.04631633311510086,
-0.06458140909671783,
-0.041621241718530655,
-0.07461485266685486,
0.014781562611460686,
0.048026151955127716,
0.024132657796144485,
-0.09631464630365372,
0.05006593093276024,
-0.047857873141765594,
-0.07325373589992523,
0.07682749629020691,
-0.006049349904060364,
-0.04950859025120735,
0.023026427254080772,
-2.8942731705778504e-33,
0.06859392672777176,
-0.06325411796569824,
-0.051295164972543716,
0.05277276411652565,
-0.0017052212497219443,
0.05535572022199631,
0.0491599477827549,
0.015987349674105644,
-0.0507935993373394,
0.028029387816786766,
-0.06241946294903755,
0.0008314821170642972,
0.07164137810468674,
-0.022940542548894882,
-0.020867854356765747,
0.010229901410639286,
-0.011886960826814175,
-0.022335046902298927,
-0.028133347630500793,
0.0309474878013134,
-0.018278716132044792,
0.06327424198389053,
0.10271825641393661,
-0.0013270910130813718,
-0.010989075526595116,
-0.0006691069575026631,
0.01660710573196411,
-0.017060304060578346,
0.014926888979971409,
-0.0013183106202632189,
-0.009238115511834621,
-0.030330393463373184,
-0.0025029690004885197,
0.05476909875869751,
-0.015026155859231949,
-0.0008017695508897305,
-0.005028255749493837,
0.025733692571520805,
0.0881824940443039,
-0.057500388473272324,
-0.021744845435023308,
0.021105503663420677,
0.0342276357114315,
-0.03870208561420441,
-0.00422316137701273,
0.01004928257316351,
-0.015555883757770061,
0.08691457659006119,
-0.037067919969558716,
-0.015131363645195961,
-0.036829546093940735,
-0.07917627692222595,
0.03254779055714607,
0.06953540444374084,
0.0318395271897316,
-0.025909090414643288,
0.024420106783509254,
-0.05524469539523125,
0.09905686974525452,
0.005756646394729614,
0.0652952566742897,
-0.06168128922581673,
0.006169623229652643,
-0.012885148636996746,
0.01918870024383068,
-0.001203884370625019,
0.03354766592383385,
0.03987140208482742,
-0.028657035902142525,
0.011151236481964588,
0.10730647295713425,
0.009551427327096462,
0.08590247482061386,
-0.06099323928356171,
-0.14018318057060242,
-0.05461706966161728,
0.1107310801744461,
0.029237443581223488,
0.0053254649974405766,
-0.087007537484169,
0.009016950614750385,
0.03972558677196503,
0.028624942526221275,
-0.06268811970949173,
-0.10005707293748856,
-0.02307349629700184,
-0.016199074685573578,
0.0016206572763621807,
-0.0028583253733813763,
-0.006021012552082539,
0.014377792365849018,
0.026460522785782814,
0.08478692919015884,
-0.009303340688347816,
0.007610509637743235,
-4.129968544930307e-8,
0.030266664922237396,
0.029499569907784462,
-0.027441924437880516,
0.07216503471136093,
-0.010733814910054207,
0.08650586009025574,
-0.031129779294133186,
0.039690349251031876,
0.009788544848561287,
-0.100802481174469,
0.09837377816438675,
0.014467251487076283,
0.06198136508464813,
0.03595767542719841,
0.04015355184674263,
0.028374988585710526,
-0.04761872440576553,
0.03553522005677223,
-0.0019553338643163443,
0.0064988271333277225,
0.05206630378961563,
0.03370896354317665,
0.08527132123708725,
-0.03789564222097397,
-0.01106730755418539,
0.06634662300348282,
0.002333814511075616,
-0.023141618818044662,
0.03207551687955856,
0.00581900030374527,
-0.11732427030801773,
0.0029887219425290823,
0.09067150205373764,
-0.01993873342871666,
0.024467943236231804,
0.045419737696647644,
-0.015925096347928047,
0.08548257499933243,
0.043164145201444626,
0.05108242854475975,
-0.008075028657913208,
-0.10870718955993652,
-0.04633749648928642,
-0.05027703195810318,
-0.11164656281471252,
-0.053375836461782455,
-0.09526202082633972,
0.026198815554380417,
-0.0019351585069671273,
0.061864420771598816,
-0.030750958248972893,
0.037951719015836716,
0.05259096622467041,
0.010519469156861305,
0.03263714537024498,
0.013950260356068611,
-0.06805859506130219,
-0.041904691606760025,
-0.027958251535892487,
0.02624889835715294,
-0.03182535618543625,
0.05482024326920509,
0.023954113945364952,
-0.011315823532640934
] |
1401.4519
|
Chuanfei Dong
|
Chuanfei Dong
|
Minor ion heating in spectra of linearly and circularly polarized
Alfv\'{e}n waves: Thermal and non-thermal motions associated with
perpendicular heating
|
Physics of Plasmas, in press
| null |
10.1063/1.4863833
| null |
astro-ph.SR physics.plasm-ph physics.space-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Minor ion (such as $He^{2+}$) heating via nonresonant interaction with
spectra of linearly and circularly polarized Alfv\'{e}n waves (LPAWs and CPAWs
hereafter) is studied. The obtained analytic solutions are in good agreement
with the simulation results, indicating that newborn ions are heated by
low-frequency Alfv\'{e}n waves with finite amplitude in low-beta plasmas such
as the solar corona. The analytic solutions also reproduce the preferential
heating of heavy ions in the solar wind. In the presence of parallel
propagating Alfv\'{e}n waves, turbulence-induced particle motion is clearly
observed in the wave (magnetic field) polarized directions. After the waves
diminish, the newborn ions are heated, which is caused by the phase difference
(randomization) between ions due to their different parallel thermal motions.
The heating is dominant in the direction perpendicular to the ambient magnetic
field. The perpendicular heating,
$\eta=(T_{i\perp}^R-T_{i0\perp}^R)/T_{i0\perp}^R$ (where $T_{i0\perp}^R$ and
$T_{i\perp}^R$ are the perpendicular temperature of species $i$ before and
after genuine heating, respectively), in the spectrum of CPAWs is a factor of
two stronger than that of LPAWs. Moreover, we also study the effect of
field-aligned differential flow speed of species $i$ relative to $H^+$, $\delta
v_{ip} = (\mathbf{v_i}-\mathbf{v_p}) \cdot \mathbf{B} / |\mathbf{B}|$ (where
$\mathbf{v_i}$ and $\mathbf{v_p}$ denote vector velocities of the $H^+$ and
species $i$, respectively), on the perpendicular heating. It reveals that large
drift speed, $v_d=\delta v_{ip}$, has an effect on reducing the efficiency of
perpendicular heating, which is consistent with observations.
|
[
{
"created": "Sat, 18 Jan 2014 06:53:46 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Dong",
"Chuanfei",
""
]
] |
[
0.023964134976267815,
0.012166515924036503,
0.0388345830142498,
0.055369339883327484,
-0.05714663118124008,
0.0006988254608586431,
-0.009057693183422089,
-0.05579833686351776,
0.045872513204813004,
-0.00018131402612198144,
0.01163427997380495,
-0.047561392188072205,
0.015474020503461361,
-0.06660231947898865,
0.1349501609802246,
-0.028579380363225937,
0.0324065200984478,
-0.01545118261128664,
-0.02946271188557148,
-0.0028991710860282183,
-0.051216717809438705,
-0.024140410125255585,
-0.03581498935818672,
-0.024865727871656418,
0.08881764113903046,
0.03512562811374664,
0.03465791419148445,
-0.003867960534989834,
-0.04573816806077957,
0.07620105892419815,
0.09377401322126389,
0.03352819010615349,
-0.08086191117763519,
-0.0035432088188827038,
-0.02930987998843193,
0.0083188870921731,
-0.005961267277598381,
0.08471965044736862,
-0.09930497407913208,
0.05708973482251167,
0.002248080912977457,
-0.039010778069496155,
0.013264022767543793,
-0.03726675361394882,
-0.0015353488270193338,
-0.02542172372341156,
0.05751184746623039,
-0.06171474605798721,
-0.005332021974027157,
0.06285644322633743,
-0.04934212937951088,
0.013081413693726063,
-0.039136264473199844,
0.022280845791101456,
-0.0004884512163698673,
-0.024397194385528564,
0.0031778221018612385,
0.02922098897397518,
0.03357789292931557,
-0.02545120380818844,
0.03070889040827751,
-0.060771942138671875,
-0.0020301847252994776,
-0.007269404362887144,
-0.061078350991010666,
-0.07201911509037018,
0.04209255799651146,
0.033422913402318954,
0.029926178976893425,
-0.06665751338005066,
0.02069585584104061,
0.020783379673957825,
0.005945378914475441,
-0.02529844082891941,
0.022586077451705933,
0.029199715703725815,
0.03789196535944939,
-0.003180437721312046,
0.01954721100628376,
-0.0357152484357357,
-0.05878289416432381,
0.026707971468567848,
-0.10342936217784882,
-0.009874178096652031,
-0.13138984143733978,
0.11098595708608627,
0.046539995819330215,
-0.056995294988155365,
-0.0352582223713398,
0.047610457986593246,
0.01062251441180706,
0.006793987471610308,
-0.014817439019680023,
-0.03259267657995224,
0.07742050290107727,
0.004839462228119373,
0.02295422926545143,
0.019668571650981903,
0.04239366203546524,
0.010945974849164486,
0.04505210742354393,
-0.05924025550484657,
-0.041913580149412155,
0.14527370035648346,
-0.02153949998319149,
0.07417541742324829,
0.05930338799953461,
0.017553279176354408,
-0.09844202548265457,
0.05879918858408928,
-0.012852519750595093,
0.024195684120059013,
-0.025518406182527542,
-0.05112247169017792,
0.11411713808774948,
0.05373231694102287,
0.0005671745166182518,
-0.0021576310973614454,
-0.013709083199501038,
0.035312339663505554,
0.022610139101743698,
-0.04420052841305733,
0.010726438835263252,
0.10703444480895996,
0.02594580687582493,
0.029276330024003983,
0.01557941734790802,
3.406602832492144e-33,
0.0401136539876461,
0.08491117507219315,
0.042378801852464676,
-0.017927933484315872,
-0.003002588637173176,
0.004010993521660566,
-0.054756078869104385,
-0.00788884237408638,
-0.0554419606924057,
-0.03375953808426857,
-0.006897383369505405,
0.07931136339902878,
0.054733071476221085,
-0.006857189815491438,
-0.010000589303672314,
-0.051083218306303024,
-0.015518419444561005,
-0.032758235931396484,
-0.022629503160715103,
0.02630526013672352,
-0.02772139385342598,
0.02939607948064804,
0.01848863810300827,
-0.04442138224840164,
-0.02086046151816845,
0.0394776314496994,
0.07592585682868958,
-0.08990305662155151,
-0.03685024008154869,
0.03817768394947052,
0.04961857199668884,
-0.04962027445435524,
-0.044715289026498795,
0.003858472453430295,
-0.08164240419864655,
0.018607325851917267,
-0.08452051132917404,
0.06350890547037125,
-0.0391865111887455,
0.01459924504160881,
-0.06262758374214172,
-0.016266997903585434,
-0.02259504236280918,
0.11819235235452652,
0.04627886787056923,
-0.028224371373653412,
0.007770082913339138,
0.018526840955018997,
0.0007172324112616479,
0.006947679445147514,
0.007344996556639671,
0.009641118347644806,
-0.008237342350184917,
0.05045315623283386,
0.10980748385190964,
0.05821974202990532,
0.03640042990446091,
0.02526036649942398,
-0.10433301329612732,
-0.05020494386553764,
0.0382721982896328,
-0.016217738389968872,
0.03498677536845207,
-0.02524888701736927,
-0.04295913130044937,
0.023069513961672783,
0.012086832895874977,
0.03623003512620926,
0.07497962564229965,
-0.10902809351682663,
0.05705617368221283,
0.10259800404310226,
0.03097953274846077,
-0.001088322838768363,
0.023517033085227013,
-0.04947636276483536,
0.0029755830764770508,
0.052840717136859894,
-0.016368091106414795,
0.008609781041741371,
-0.04529638960957527,
-0.03801274299621582,
0.05518842861056328,
0.012168841436505318,
-0.07300824671983719,
-0.03745945915579796,
-0.047726381570100784,
0.044154632836580276,
-0.09267527610063553,
-0.048366349190473557,
-0.0010014872532337904,
0.1182645708322525,
0.08533089607954025,
-0.0008799559436738491,
-0.03331378102302551,
-5.105515063034841e-33,
0.013260150328278542,
-0.016049964353442192,
-0.023105831816792488,
-0.0016278825933113694,
-0.07104019820690155,
0.081078439950943,
-0.003248124849051237,
0.06565088778734207,
-0.08378665894269943,
-0.04561040550470352,
0.012732726521790028,
-0.05884493887424469,
-0.06165260449051857,
-0.10960134863853455,
0.02329694665968418,
-0.07137969136238098,
0.02673184685409069,
0.09382110089063644,
0.11306298524141312,
0.018190322443842888,
0.045269209891557693,
0.009459730237722397,
0.056704770773649216,
0.0015926762716844678,
-0.003494945354759693,
-0.06942269206047058,
0.053814757615327835,
0.0017963653663173318,
-0.015480056405067444,
0.0443292036652565,
0.05277089402079582,
0.04933420941233635,
-0.024527007713913918,
0.008255042135715485,
0.05796128138899803,
0.03229846805334091,
-0.03398332744836807,
-0.01933238096535206,
0.024392185732722282,
-0.016339857131242752,
0.0030216409359127283,
-0.002196860732510686,
0.07934079319238663,
-0.04579439386725426,
-0.06506365537643433,
0.07906384021043777,
-0.05175397917628288,
0.10445497184991837,
0.06353907287120819,
-0.04574934020638466,
-0.030127517879009247,
-0.10321088135242462,
-0.06891181319952011,
0.08617847412824631,
-0.014536977745592594,
0.0809139534831047,
0.07340525835752487,
0.06032795459032059,
0.03131435438990593,
-0.030616264790296555,
-0.08980434387922287,
-0.06941740214824677,
0.09579376876354218,
-0.05814665928483009,
-0.06814156472682953,
-0.033217769116163254,
-0.03615010902285576,
-0.02875537984073162,
0.005591952707618475,
-0.0577365979552269,
0.02395392581820488,
-0.02659440226852894,
-0.09262281656265259,
-0.05609627813100815,
-0.001314304769039154,
0.022165095433592796,
0.06526068598031998,
-0.05091042071580887,
-0.05665285140275955,
0.0016248247120529413,
0.0010364962508901954,
0.07967402040958405,
-0.02072979509830475,
-0.09055109322071075,
0.05011454597115517,
-0.08497337996959686,
-0.010467435233294964,
-0.09114260971546173,
-0.0630846843123436,
0.08409598469734192,
0.06857897341251373,
-0.015661180019378662,
0.01678365096449852,
-0.07808415591716766,
-0.022225022315979004,
-5.535301639270074e-8,
0.044230349361896515,
-0.057906877249479294,
0.002441061893478036,
0.07098247855901718,
-0.007381475996226072,
0.03386470675468445,
-0.10188592225313187,
-0.06999672949314117,
-0.01868596486747265,
-0.024199018254876137,
0.03315816819667816,
0.02016671560704708,
0.014633556827902794,
0.03253842145204544,
0.007381895091384649,
-0.033373113721609116,
0.013386355713009834,
-0.10494387149810791,
0.01778191328048706,
-0.008290285244584084,
-0.0008584507741034031,
0.001464402419514954,
-0.04404504969716072,
-0.0037387018091976643,
-0.02093466930091381,
0.05910193547606468,
0.03539687767624855,
-0.056531377136707306,
0.04274344444274902,
-0.06841687858104706,
-0.10511596500873566,
-0.012157859280705452,
-0.012240094132721424,
-0.06903506815433502,
-0.06940644979476929,
0.036431219428777695,
-0.022424129769206047,
0.047304850071668625,
-0.03321216255426407,
-0.011874769814312458,
-0.0008164368919096887,
-0.007459601853042841,
-0.0012182233622297645,
-0.059189941734075546,
0.028089085593819618,
0.03237619623541832,
-0.04411684721708298,
-0.05476357787847519,
-0.047648005187511444,
0.059681039303541183,
0.009321036748588085,
0.017123455181717873,
0.06710450351238251,
-0.06666946411132812,
-0.09022900462150574,
0.04573982208967209,
-0.060625750571489334,
-0.0836157277226448,
0.0967070460319519,
0.0036207574885338545,
0.07066905498504639,
0.04484687000513077,
-0.10710711777210236,
-0.02492622658610344
] | null | null | null | null | null | null | null |
[
0.023964134976267815,
0.012166515924036503,
0.0388345830142498,
0.055369339883327484,
-0.05714663118124008,
0.0006988254608586431,
-0.009057693183422089,
-0.05579833686351776,
0.045872513204813004,
-0.00018131402612198144,
0.01163427997380495,
-0.047561392188072205,
0.015474020503461361,
-0.06660231947898865,
0.1349501609802246,
-0.028579380363225937,
0.0324065200984478,
-0.01545118261128664,
-0.02946271188557148,
-0.0028991710860282183,
-0.051216717809438705,
-0.024140410125255585,
-0.03581498935818672,
-0.024865727871656418,
0.08881764113903046,
0.03512562811374664,
0.03465791419148445,
-0.003867960534989834,
-0.04573816806077957,
0.07620105892419815,
0.09377401322126389,
0.03352819010615349,
-0.08086191117763519,
-0.0035432088188827038,
-0.02930987998843193,
0.0083188870921731,
-0.005961267277598381,
0.08471965044736862,
-0.09930497407913208,
0.05708973482251167,
0.002248080912977457,
-0.039010778069496155,
0.013264022767543793,
-0.03726675361394882,
-0.0015353488270193338,
-0.02542172372341156,
0.05751184746623039,
-0.06171474605798721,
-0.005332021974027157,
0.06285644322633743,
-0.04934212937951088,
0.013081413693726063,
-0.039136264473199844,
0.022280845791101456,
-0.0004884512163698673,
-0.024397194385528564,
0.0031778221018612385,
0.02922098897397518,
0.03357789292931557,
-0.02545120380818844,
0.03070889040827751,
-0.060771942138671875,
-0.0020301847252994776,
-0.007269404362887144,
-0.061078350991010666,
-0.07201911509037018,
0.04209255799651146,
0.033422913402318954,
0.029926178976893425,
-0.06665751338005066,
0.02069585584104061,
0.020783379673957825,
0.005945378914475441,
-0.02529844082891941,
0.022586077451705933,
0.029199715703725815,
0.03789196535944939,
-0.003180437721312046,
0.01954721100628376,
-0.0357152484357357,
-0.05878289416432381,
0.026707971468567848,
-0.10342936217784882,
-0.009874178096652031,
-0.13138984143733978,
0.11098595708608627,
0.046539995819330215,
-0.056995294988155365,
-0.0352582223713398,
0.047610457986593246,
0.01062251441180706,
0.006793987471610308,
-0.014817439019680023,
-0.03259267657995224,
0.07742050290107727,
0.004839462228119373,
0.02295422926545143,
0.019668571650981903,
0.04239366203546524,
0.010945974849164486,
0.04505210742354393,
-0.05924025550484657,
-0.041913580149412155,
0.14527370035648346,
-0.02153949998319149,
0.07417541742324829,
0.05930338799953461,
0.017553279176354408,
-0.09844202548265457,
0.05879918858408928,
-0.012852519750595093,
0.024195684120059013,
-0.025518406182527542,
-0.05112247169017792,
0.11411713808774948,
0.05373231694102287,
0.0005671745166182518,
-0.0021576310973614454,
-0.013709083199501038,
0.035312339663505554,
0.022610139101743698,
-0.04420052841305733,
0.010726438835263252,
0.10703444480895996,
0.02594580687582493,
0.029276330024003983,
0.01557941734790802,
3.406602832492144e-33,
0.0401136539876461,
0.08491117507219315,
0.042378801852464676,
-0.017927933484315872,
-0.003002588637173176,
0.004010993521660566,
-0.054756078869104385,
-0.00788884237408638,
-0.0554419606924057,
-0.03375953808426857,
-0.006897383369505405,
0.07931136339902878,
0.054733071476221085,
-0.006857189815491438,
-0.010000589303672314,
-0.051083218306303024,
-0.015518419444561005,
-0.032758235931396484,
-0.022629503160715103,
0.02630526013672352,
-0.02772139385342598,
0.02939607948064804,
0.01848863810300827,
-0.04442138224840164,
-0.02086046151816845,
0.0394776314496994,
0.07592585682868958,
-0.08990305662155151,
-0.03685024008154869,
0.03817768394947052,
0.04961857199668884,
-0.04962027445435524,
-0.044715289026498795,
0.003858472453430295,
-0.08164240419864655,
0.018607325851917267,
-0.08452051132917404,
0.06350890547037125,
-0.0391865111887455,
0.01459924504160881,
-0.06262758374214172,
-0.016266997903585434,
-0.02259504236280918,
0.11819235235452652,
0.04627886787056923,
-0.028224371373653412,
0.007770082913339138,
0.018526840955018997,
0.0007172324112616479,
0.006947679445147514,
0.007344996556639671,
0.009641118347644806,
-0.008237342350184917,
0.05045315623283386,
0.10980748385190964,
0.05821974202990532,
0.03640042990446091,
0.02526036649942398,
-0.10433301329612732,
-0.05020494386553764,
0.0382721982896328,
-0.016217738389968872,
0.03498677536845207,
-0.02524888701736927,
-0.04295913130044937,
0.023069513961672783,
0.012086832895874977,
0.03623003512620926,
0.07497962564229965,
-0.10902809351682663,
0.05705617368221283,
0.10259800404310226,
0.03097953274846077,
-0.001088322838768363,
0.023517033085227013,
-0.04947636276483536,
0.0029755830764770508,
0.052840717136859894,
-0.016368091106414795,
0.008609781041741371,
-0.04529638960957527,
-0.03801274299621582,
0.05518842861056328,
0.012168841436505318,
-0.07300824671983719,
-0.03745945915579796,
-0.047726381570100784,
0.044154632836580276,
-0.09267527610063553,
-0.048366349190473557,
-0.0010014872532337904,
0.1182645708322525,
0.08533089607954025,
-0.0008799559436738491,
-0.03331378102302551,
-5.105515063034841e-33,
0.013260150328278542,
-0.016049964353442192,
-0.023105831816792488,
-0.0016278825933113694,
-0.07104019820690155,
0.081078439950943,
-0.003248124849051237,
0.06565088778734207,
-0.08378665894269943,
-0.04561040550470352,
0.012732726521790028,
-0.05884493887424469,
-0.06165260449051857,
-0.10960134863853455,
0.02329694665968418,
-0.07137969136238098,
0.02673184685409069,
0.09382110089063644,
0.11306298524141312,
0.018190322443842888,
0.045269209891557693,
0.009459730237722397,
0.056704770773649216,
0.0015926762716844678,
-0.003494945354759693,
-0.06942269206047058,
0.053814757615327835,
0.0017963653663173318,
-0.015480056405067444,
0.0443292036652565,
0.05277089402079582,
0.04933420941233635,
-0.024527007713913918,
0.008255042135715485,
0.05796128138899803,
0.03229846805334091,
-0.03398332744836807,
-0.01933238096535206,
0.024392185732722282,
-0.016339857131242752,
0.0030216409359127283,
-0.002196860732510686,
0.07934079319238663,
-0.04579439386725426,
-0.06506365537643433,
0.07906384021043777,
-0.05175397917628288,
0.10445497184991837,
0.06353907287120819,
-0.04574934020638466,
-0.030127517879009247,
-0.10321088135242462,
-0.06891181319952011,
0.08617847412824631,
-0.014536977745592594,
0.0809139534831047,
0.07340525835752487,
0.06032795459032059,
0.03131435438990593,
-0.030616264790296555,
-0.08980434387922287,
-0.06941740214824677,
0.09579376876354218,
-0.05814665928483009,
-0.06814156472682953,
-0.033217769116163254,
-0.03615010902285576,
-0.02875537984073162,
0.005591952707618475,
-0.0577365979552269,
0.02395392581820488,
-0.02659440226852894,
-0.09262281656265259,
-0.05609627813100815,
-0.001314304769039154,
0.022165095433592796,
0.06526068598031998,
-0.05091042071580887,
-0.05665285140275955,
0.0016248247120529413,
0.0010364962508901954,
0.07967402040958405,
-0.02072979509830475,
-0.09055109322071075,
0.05011454597115517,
-0.08497337996959686,
-0.010467435233294964,
-0.09114260971546173,
-0.0630846843123436,
0.08409598469734192,
0.06857897341251373,
-0.015661180019378662,
0.01678365096449852,
-0.07808415591716766,
-0.022225022315979004,
-5.535301639270074e-8,
0.044230349361896515,
-0.057906877249479294,
0.002441061893478036,
0.07098247855901718,
-0.007381475996226072,
0.03386470675468445,
-0.10188592225313187,
-0.06999672949314117,
-0.01868596486747265,
-0.024199018254876137,
0.03315816819667816,
0.02016671560704708,
0.014633556827902794,
0.03253842145204544,
0.007381895091384649,
-0.033373113721609116,
0.013386355713009834,
-0.10494387149810791,
0.01778191328048706,
-0.008290285244584084,
-0.0008584507741034031,
0.001464402419514954,
-0.04404504969716072,
-0.0037387018091976643,
-0.02093466930091381,
0.05910193547606468,
0.03539687767624855,
-0.056531377136707306,
0.04274344444274902,
-0.06841687858104706,
-0.10511596500873566,
-0.012157859280705452,
-0.012240094132721424,
-0.06903506815433502,
-0.06940644979476929,
0.036431219428777695,
-0.022424129769206047,
0.047304850071668625,
-0.03321216255426407,
-0.011874769814312458,
-0.0008164368919096887,
-0.007459601853042841,
-0.0012182233622297645,
-0.059189941734075546,
0.028089085593819618,
0.03237619623541832,
-0.04411684721708298,
-0.05476357787847519,
-0.047648005187511444,
0.059681039303541183,
0.009321036748588085,
0.017123455181717873,
0.06710450351238251,
-0.06666946411132812,
-0.09022900462150574,
0.04573982208967209,
-0.060625750571489334,
-0.0836157277226448,
0.0967070460319519,
0.0036207574885338545,
0.07066905498504639,
0.04484687000513077,
-0.10710711777210236,
-0.02492622658610344
] |
1401.4528
|
Matthias W\"ahlisch
|
Di Li, Asya Mitseva
|
Mobile Adhoc Offloading
|
Published in: E. Baccelli, F. Juraschek, O. Hahm, T. C. Schmidt, H.
Will, M. W\"ahlisch (Eds.), Proc. of 3rd MANIAC Challenge, Berlin, Germany,
July 27 - 28, 2013, arXiv:1401.1163, Jan. 2014
| null | null |
MANIAC/2013/02
|
cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This problem is a series of biddings and auctions. Each round of bidding and
auction are different from previous ones because of the change of network
topology, variance of budget set by the sender, and possible evolution of
strategies of other nodes. The huge strategy space of relay nodes makes the
formulation to a game very difficult. We present a brief qualitative analysis
in this paper, and propose a bidding strategy based on learning algorithms.
|
[
{
"created": "Sat, 18 Jan 2014 10:46:19 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Li",
"Di",
""
],
[
"Mitseva",
"Asya",
""
]
] |
[
-0.024875376373529434,
0.04493708536028862,
-0.011284289881587029,
0.0020813026931136847,
-0.043642714619636536,
-0.01371529046446085,
-0.02713785693049431,
0.011385761201381683,
-0.010305148549377918,
0.0682172179222107,
-0.11654558032751083,
0.04061061143875122,
0.051316846162080765,
-0.005540822166949511,
-0.0009169842232950032,
0.058319225907325745,
0.04640642926096916,
-0.030514368787407875,
0.07806441187858582,
-0.03560561686754227,
0.0150092588737607,
-0.030772482976317406,
-0.011792827397584915,
-0.05970411375164986,
0.06715598702430725,
-0.02557452581822872,
0.02400047518312931,
0.005121700465679169,
-0.04741066321730614,
0.021347753703594208,
-0.015103676356375217,
-0.04127848520874977,
-0.09929557889699936,
-0.014611405320465565,
-0.07936102896928787,
0.02190914750099182,
-0.18203143775463104,
-0.051676079630851746,
-0.004968142602592707,
0.07210599631071091,
0.02359371818602085,
-0.0356060229241848,
-0.07422521710395813,
-0.0006206885445863008,
0.011110246181488037,
0.10485510528087616,
-0.025031231343746185,
0.10250449180603027,
0.03819901868700981,
-0.008831094019114971,
-0.048188336193561554,
-0.07725963741540909,
-0.01964879035949707,
0.053554706275463104,
0.07602708041667938,
-0.01524224504828453,
-0.04445882514119148,
-0.046722427010536194,
0.06718849390745163,
0.020131556317210197,
0.08329705893993378,
-0.09574531763792038,
-0.05045995116233826,
0.036882434040308,
-0.006705113220959902,
0.0015925582265481353,
-0.01974242553114891,
0.09270429611206055,
-0.06962835788726807,
-0.03024798445403576,
0.07400941848754883,
-0.002954241819679737,
-0.013942609541118145,
0.044010043144226074,
0.06721458584070206,
0.05123869329690933,
0.08573472499847412,
-0.042206283658742905,
-0.051876019686460495,
0.03159385919570923,
0.004374173004180193,
0.0013253128854557872,
-0.11499353498220444,
0.02500118315219879,
0.05697660520672798,
-0.06606609374284744,
-0.006024225149303675,
-0.011457903310656548,
0.03781089931726456,
0.011196549981832504,
-0.020790772512555122,
0.043774399906396866,
-0.003980617504566908,
-0.050025824457407,
-0.0044319904409348965,
0.01419788133352995,
0.014596168883144855,
-0.006433736067265272,
-0.009323730133473873,
0.09758517891168594,
-0.0032356795854866505,
-0.005086601711809635,
0.01344004925340414,
-0.0788261741399765,
0.04059087112545967,
0.013755833730101585,
-0.062469713389873505,
-0.013319539837539196,
0.006317698396742344,
-0.06019418314099312,
-0.06074560061097145,
0.038112856447696686,
-0.06941978633403778,
-0.03263336420059204,
-0.08957628905773163,
-0.011042733676731586,
0.007366952486336231,
0.008366774767637253,
-0.039568863809108734,
0.090846486389637,
0.022867746651172638,
-0.046155743300914764,
-0.02384442836046219,
-0.021817760542035103,
-0.01847616583108902,
0.016449132934212685,
-0.05210424214601517,
-1.435889492074456e-33,
-0.0008747484534978867,
-0.015134342014789581,
-0.005358906928449869,
-0.005880540236830711,
-0.00729152699932456,
0.08339773118495941,
0.09059139341115952,
-0.005757582373917103,
0.014784968458116055,
-0.05372625216841698,
-0.008177121169865131,
0.011175730265676975,
0.01879880391061306,
0.027663642540574074,
0.0597137026488781,
-0.07259762287139893,
-0.014872974716126919,
0.0019648734014481306,
0.06045326218008995,
-0.09561711549758911,
0.0313786044716835,
0.027400579303503036,
0.035157132893800735,
-0.06809152662754059,
-0.04438211768865585,
-0.07532170414924622,
0.01828766241669655,
-0.04545709118247032,
0.039258137345314026,
0.007023312617093325,
0.013267725706100464,
-0.02977409027516842,
0.015073237009346485,
0.08591203391551971,
-0.0581304132938385,
0.02421725168824196,
0.006180628202855587,
-0.05895719677209854,
0.03223898261785507,
0.003078027395531535,
-0.07212399691343307,
-0.010116446763277054,
0.015937278047204018,
0.039546288549900055,
-0.07625401765108109,
0.05909730866551399,
-0.009971341118216515,
-0.12209666520357132,
-0.08853244036436081,
0.04418548196554184,
0.03986569121479988,
-0.0913863480091095,
-0.03468821197748184,
0.006685663480311632,
0.055212635546922684,
-0.01258544996380806,
0.01175232045352459,
0.03560891002416611,
-0.05712038651108742,
-0.01067268755286932,
0.03173967823386192,
-0.09079927206039429,
0.04900583624839783,
0.009032207541167736,
-0.009296857751905918,
0.03763982281088829,
0.025931192561984062,
-0.014756159856915474,
0.005254714749753475,
-0.06802956759929657,
0.0023074718192219734,
-0.027726516127586365,
-0.03389967232942581,
0.0005483929417096078,
-0.004712987691164017,
0.02596774511039257,
0.07380759716033936,
0.037289950996637344,
-0.012122003361582756,
0.014154888689517975,
-0.08127179741859436,
-0.05714532732963562,
0.024058636277914047,
0.03327280282974243,
0.030243949964642525,
-0.02895040065050125,
-0.003309043124318123,
-0.03553264960646629,
-0.022100113332271576,
0.0017287038499489427,
-0.09438419342041016,
0.051230158656835556,
-0.015985840931534767,
0.027268268167972565,
0.1133514866232872,
-1.3762304905408363e-33,
-0.09856856614351273,
0.09906280785799026,
-0.04857179895043373,
0.052564095705747604,
0.04284532368183136,
0.038977544754743576,
-0.12570898234844208,
-0.0345749706029892,
-0.027393389493227005,
0.06232710927724838,
-0.06685501337051392,
0.04815012216567993,
0.035334523767232895,
-0.058812882751226425,
-0.041755322366952896,
-0.0005385028198361397,
0.025102773681282997,
0.03359607607126236,
0.0025206971913576126,
-0.0029359878972172737,
-0.0036567209754139185,
0.12011047452688217,
0.005270209163427353,
-0.04686920717358589,
0.0720127522945404,
-0.03665639087557793,
0.0387875996530056,
0.032088447362184525,
-0.001561901532113552,
0.05053400248289108,
-0.027335628867149353,
-0.11721930652856827,
-0.006808216217905283,
0.06030791252851486,
0.016928808763623238,
0.11101844906806946,
0.0781768187880516,
0.025194808840751648,
0.044871557503938675,
0.08308807760477066,
0.04826343432068825,
-0.0918014869093895,
-0.011435527354478836,
0.024323683232069016,
-0.05140073969960213,
-0.051526498049497604,
-0.014244891703128815,
-0.014751852490007877,
0.04255300015211105,
0.017179975286126137,
-0.015242873691022396,
-0.0060606771148741245,
-0.01117725670337677,
-0.0636366680264473,
-0.12871429324150085,
-0.040915630757808685,
-0.009620657190680504,
0.08602359890937805,
0.11236314475536346,
0.06854833662509918,
0.056770723313093185,
0.022196773439645767,
0.03840332850813866,
0.03836364671587944,
-0.01741107553243637,
0.03068492002785206,
-0.005615277215838432,
-0.0525820292532444,
-0.08258915692567825,
0.03060545027256012,
-0.08934955298900604,
0.08190606534481049,
-0.008629243820905685,
-0.0008983290172182024,
-0.009004993364214897,
0.02525494433939457,
-0.04586579278111458,
0.06819126009941101,
0.00261749722994864,
0.009627420455217361,
-0.049446895718574524,
0.08149660378694534,
0.04313972592353821,
0.0029948281589895487,
0.02018929272890091,
0.02514968439936638,
0.09186572581529617,
0.08788026869297028,
0.009008035995066166,
0.003449835116043687,
0.02216457575559616,
0.07518358528614044,
0.07642287015914917,
-0.04983685165643692,
-0.08856412768363953,
-3.867722497830073e-8,
-0.043905824422836304,
-0.026569504290819168,
0.10451694577932358,
0.014139639213681221,
0.08512572199106216,
0.04871954396367073,
0.007628540974110365,
0.06540245562791824,
-0.0434286966919899,
0.030873509123921394,
0.0345587283372879,
0.061088889837265015,
0.011691920459270477,
-0.035966284573078156,
-0.12652604281902313,
0.03347467631101608,
-0.024761924520134926,
-0.049276936799287796,
-0.02851100079715252,
0.02715620957314968,
-0.0075571853667497635,
-0.0003222922678105533,
0.0027131615206599236,
0.05437583848834038,
0.05881347507238388,
-0.0411483496427536,
-0.028047962114214897,
-0.018514087423682213,
0.033654358237981796,
0.061217065900564194,
-0.044459838420152664,
0.017109552398324013,
0.001790424925275147,
-0.038040608167648315,
-0.055699579417705536,
0.14148083329200745,
-0.03660877048969269,
-0.0662330612540245,
-0.07319355010986328,
-0.02091841958463192,
-0.04824594408273697,
-0.013757904060184956,
-0.00021284990361891687,
-0.013435553759336472,
0.008596996776759624,
-0.011530302464962006,
-0.004948515444993973,
-0.004570281598716974,
0.0468868687748909,
-0.11644142866134644,
0.02401493303477764,
-0.006973558571189642,
-0.009481064043939114,
-0.0346832200884819,
0.1045658215880394,
-0.012679177336394787,
-0.006897903513163328,
-0.04817524924874306,
0.09475887566804886,
0.015700213611125946,
-0.005736371967941523,
-0.02182294800877571,
-0.07535465806722641,
0.09066540002822876
] | null | null | null | null | null | null | null |
[
-0.024875376373529434,
0.04493708536028862,
-0.011284289881587029,
0.0020813026931136847,
-0.043642714619636536,
-0.01371529046446085,
-0.02713785693049431,
0.011385761201381683,
-0.010305148549377918,
0.0682172179222107,
-0.11654558032751083,
0.04061061143875122,
0.051316846162080765,
-0.005540822166949511,
-0.0009169842232950032,
0.058319225907325745,
0.04640642926096916,
-0.030514368787407875,
0.07806441187858582,
-0.03560561686754227,
0.0150092588737607,
-0.030772482976317406,
-0.011792827397584915,
-0.05970411375164986,
0.06715598702430725,
-0.02557452581822872,
0.02400047518312931,
0.005121700465679169,
-0.04741066321730614,
0.021347753703594208,
-0.015103676356375217,
-0.04127848520874977,
-0.09929557889699936,
-0.014611405320465565,
-0.07936102896928787,
0.02190914750099182,
-0.18203143775463104,
-0.051676079630851746,
-0.004968142602592707,
0.07210599631071091,
0.02359371818602085,
-0.0356060229241848,
-0.07422521710395813,
-0.0006206885445863008,
0.011110246181488037,
0.10485510528087616,
-0.025031231343746185,
0.10250449180603027,
0.03819901868700981,
-0.008831094019114971,
-0.048188336193561554,
-0.07725963741540909,
-0.01964879035949707,
0.053554706275463104,
0.07602708041667938,
-0.01524224504828453,
-0.04445882514119148,
-0.046722427010536194,
0.06718849390745163,
0.020131556317210197,
0.08329705893993378,
-0.09574531763792038,
-0.05045995116233826,
0.036882434040308,
-0.006705113220959902,
0.0015925582265481353,
-0.01974242553114891,
0.09270429611206055,
-0.06962835788726807,
-0.03024798445403576,
0.07400941848754883,
-0.002954241819679737,
-0.013942609541118145,
0.044010043144226074,
0.06721458584070206,
0.05123869329690933,
0.08573472499847412,
-0.042206283658742905,
-0.051876019686460495,
0.03159385919570923,
0.004374173004180193,
0.0013253128854557872,
-0.11499353498220444,
0.02500118315219879,
0.05697660520672798,
-0.06606609374284744,
-0.006024225149303675,
-0.011457903310656548,
0.03781089931726456,
0.011196549981832504,
-0.020790772512555122,
0.043774399906396866,
-0.003980617504566908,
-0.050025824457407,
-0.0044319904409348965,
0.01419788133352995,
0.014596168883144855,
-0.006433736067265272,
-0.009323730133473873,
0.09758517891168594,
-0.0032356795854866505,
-0.005086601711809635,
0.01344004925340414,
-0.0788261741399765,
0.04059087112545967,
0.013755833730101585,
-0.062469713389873505,
-0.013319539837539196,
0.006317698396742344,
-0.06019418314099312,
-0.06074560061097145,
0.038112856447696686,
-0.06941978633403778,
-0.03263336420059204,
-0.08957628905773163,
-0.011042733676731586,
0.007366952486336231,
0.008366774767637253,
-0.039568863809108734,
0.090846486389637,
0.022867746651172638,
-0.046155743300914764,
-0.02384442836046219,
-0.021817760542035103,
-0.01847616583108902,
0.016449132934212685,
-0.05210424214601517,
-1.435889492074456e-33,
-0.0008747484534978867,
-0.015134342014789581,
-0.005358906928449869,
-0.005880540236830711,
-0.00729152699932456,
0.08339773118495941,
0.09059139341115952,
-0.005757582373917103,
0.014784968458116055,
-0.05372625216841698,
-0.008177121169865131,
0.011175730265676975,
0.01879880391061306,
0.027663642540574074,
0.0597137026488781,
-0.07259762287139893,
-0.014872974716126919,
0.0019648734014481306,
0.06045326218008995,
-0.09561711549758911,
0.0313786044716835,
0.027400579303503036,
0.035157132893800735,
-0.06809152662754059,
-0.04438211768865585,
-0.07532170414924622,
0.01828766241669655,
-0.04545709118247032,
0.039258137345314026,
0.007023312617093325,
0.013267725706100464,
-0.02977409027516842,
0.015073237009346485,
0.08591203391551971,
-0.0581304132938385,
0.02421725168824196,
0.006180628202855587,
-0.05895719677209854,
0.03223898261785507,
0.003078027395531535,
-0.07212399691343307,
-0.010116446763277054,
0.015937278047204018,
0.039546288549900055,
-0.07625401765108109,
0.05909730866551399,
-0.009971341118216515,
-0.12209666520357132,
-0.08853244036436081,
0.04418548196554184,
0.03986569121479988,
-0.0913863480091095,
-0.03468821197748184,
0.006685663480311632,
0.055212635546922684,
-0.01258544996380806,
0.01175232045352459,
0.03560891002416611,
-0.05712038651108742,
-0.01067268755286932,
0.03173967823386192,
-0.09079927206039429,
0.04900583624839783,
0.009032207541167736,
-0.009296857751905918,
0.03763982281088829,
0.025931192561984062,
-0.014756159856915474,
0.005254714749753475,
-0.06802956759929657,
0.0023074718192219734,
-0.027726516127586365,
-0.03389967232942581,
0.0005483929417096078,
-0.004712987691164017,
0.02596774511039257,
0.07380759716033936,
0.037289950996637344,
-0.012122003361582756,
0.014154888689517975,
-0.08127179741859436,
-0.05714532732963562,
0.024058636277914047,
0.03327280282974243,
0.030243949964642525,
-0.02895040065050125,
-0.003309043124318123,
-0.03553264960646629,
-0.022100113332271576,
0.0017287038499489427,
-0.09438419342041016,
0.051230158656835556,
-0.015985840931534767,
0.027268268167972565,
0.1133514866232872,
-1.3762304905408363e-33,
-0.09856856614351273,
0.09906280785799026,
-0.04857179895043373,
0.052564095705747604,
0.04284532368183136,
0.038977544754743576,
-0.12570898234844208,
-0.0345749706029892,
-0.027393389493227005,
0.06232710927724838,
-0.06685501337051392,
0.04815012216567993,
0.035334523767232895,
-0.058812882751226425,
-0.041755322366952896,
-0.0005385028198361397,
0.025102773681282997,
0.03359607607126236,
0.0025206971913576126,
-0.0029359878972172737,
-0.0036567209754139185,
0.12011047452688217,
0.005270209163427353,
-0.04686920717358589,
0.0720127522945404,
-0.03665639087557793,
0.0387875996530056,
0.032088447362184525,
-0.001561901532113552,
0.05053400248289108,
-0.027335628867149353,
-0.11721930652856827,
-0.006808216217905283,
0.06030791252851486,
0.016928808763623238,
0.11101844906806946,
0.0781768187880516,
0.025194808840751648,
0.044871557503938675,
0.08308807760477066,
0.04826343432068825,
-0.0918014869093895,
-0.011435527354478836,
0.024323683232069016,
-0.05140073969960213,
-0.051526498049497604,
-0.014244891703128815,
-0.014751852490007877,
0.04255300015211105,
0.017179975286126137,
-0.015242873691022396,
-0.0060606771148741245,
-0.01117725670337677,
-0.0636366680264473,
-0.12871429324150085,
-0.040915630757808685,
-0.009620657190680504,
0.08602359890937805,
0.11236314475536346,
0.06854833662509918,
0.056770723313093185,
0.022196773439645767,
0.03840332850813866,
0.03836364671587944,
-0.01741107553243637,
0.03068492002785206,
-0.005615277215838432,
-0.0525820292532444,
-0.08258915692567825,
0.03060545027256012,
-0.08934955298900604,
0.08190606534481049,
-0.008629243820905685,
-0.0008983290172182024,
-0.009004993364214897,
0.02525494433939457,
-0.04586579278111458,
0.06819126009941101,
0.00261749722994864,
0.009627420455217361,
-0.049446895718574524,
0.08149660378694534,
0.04313972592353821,
0.0029948281589895487,
0.02018929272890091,
0.02514968439936638,
0.09186572581529617,
0.08788026869297028,
0.009008035995066166,
0.003449835116043687,
0.02216457575559616,
0.07518358528614044,
0.07642287015914917,
-0.04983685165643692,
-0.08856412768363953,
-3.867722497830073e-8,
-0.043905824422836304,
-0.026569504290819168,
0.10451694577932358,
0.014139639213681221,
0.08512572199106216,
0.04871954396367073,
0.007628540974110365,
0.06540245562791824,
-0.0434286966919899,
0.030873509123921394,
0.0345587283372879,
0.061088889837265015,
0.011691920459270477,
-0.035966284573078156,
-0.12652604281902313,
0.03347467631101608,
-0.024761924520134926,
-0.049276936799287796,
-0.02851100079715252,
0.02715620957314968,
-0.0075571853667497635,
-0.0003222922678105533,
0.0027131615206599236,
0.05437583848834038,
0.05881347507238388,
-0.0411483496427536,
-0.028047962114214897,
-0.018514087423682213,
0.033654358237981796,
0.061217065900564194,
-0.044459838420152664,
0.017109552398324013,
0.001790424925275147,
-0.038040608167648315,
-0.055699579417705536,
0.14148083329200745,
-0.03660877048969269,
-0.0662330612540245,
-0.07319355010986328,
-0.02091841958463192,
-0.04824594408273697,
-0.013757904060184956,
-0.00021284990361891687,
-0.013435553759336472,
0.008596996776759624,
-0.011530302464962006,
-0.004948515444993973,
-0.004570281598716974,
0.0468868687748909,
-0.11644142866134644,
0.02401493303477764,
-0.006973558571189642,
-0.009481064043939114,
-0.0346832200884819,
0.1045658215880394,
-0.012679177336394787,
-0.006897903513163328,
-0.04817524924874306,
0.09475887566804886,
0.015700213611125946,
-0.005736371967941523,
-0.02182294800877571,
-0.07535465806722641,
0.09066540002822876
] |
1401.4529
|
Bal\'azs Hidasi
|
Bal\'azs Hidasi, Domonkos Tikk
|
General factorization framework for context-aware recommendations
|
The final publication is available at Springer via
http://dx.doi.org/10.1007/s10618-015-0417-y. Data Mining and Knowledge
Discovery, 2015
| null |
10.1007/s10618-015-0417-y
| null |
cs.IR cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Context-aware recommendation algorithms focus on refining recommendations by
considering additional information, available to the system. This topic has
gained a lot of attention recently. Among others, several factorization methods
were proposed to solve the problem, although most of them assume explicit
feedback which strongly limits their real-world applicability. While these
algorithms apply various loss functions and optimization strategies, the
preference modeling under context is less explored due to the lack of tools
allowing for easy experimentation with various models. As context dimensions
are introduced beyond users and items, the space of possible preference models
and the importance of proper modeling largely increases.
In this paper we propose a General Factorization Framework (GFF), a single
flexible algorithm that takes the preference model as an input and computes
latent feature matrices for the input dimensions. GFF allows us to easily
experiment with various linear models on any context-aware recommendation task,
be it explicit or implicit feedback based. The scaling properties makes it
usable under real life circumstances as well.
We demonstrate the framework's potential by exploring various preference
models on a 4-dimensional context-aware problem with contexts that are
available for almost any real life datasets. We show in our experiments --
performed on five real life, implicit feedback datasets -- that proper
preference modelling significantly increases recommendation accuracy, and
previously unused models outperform the traditional ones. Novel models in GFF
also outperform state-of-the-art factorization algorithms.
We also extend the method to be fully compliant to the Multidimensional
Dataspace Model, one of the most extensive data models of context-enriched
data. Extended GFF allows the seamless incorporation of information into the
fac[truncated]
|
[
{
"created": "Sat, 18 Jan 2014 11:13:26 GMT",
"version": "v1"
},
{
"created": "Tue, 19 May 2015 11:50:22 GMT",
"version": "v2"
}
] |
2015-05-20
|
[
[
"Hidasi",
"Balázs",
""
],
[
"Tikk",
"Domonkos",
""
]
] |
[
-0.021109266206622124,
-0.09107335656881332,
-0.05033376067876816,
0.07147899270057678,
0.08359856903553009,
0.039684150367975235,
0.05066811665892601,
0.03671397641301155,
-0.06831255555152893,
-0.026922060176730156,
0.004140043631196022,
-0.033495109528303146,
0.10587459802627563,
0.09491265565156937,
0.04419434443116188,
0.02471412718296051,
0.16635403037071228,
0.03346232697367668,
-0.12266195565462112,
-0.02585892751812935,
-0.034236595034599304,
0.005258337594568729,
0.012693608179688454,
-0.0677589625120163,
0.023798322305083275,
0.012559283524751663,
-0.005399372428655624,
-0.050391267985105515,
-0.022807039320468903,
0.08600489050149918,
0.030413279309868813,
0.09055871516466141,
-0.021344173699617386,
-0.10589498281478882,
-0.062297482043504715,
0.02205181121826172,
-0.0815356969833374,
0.005456326529383659,
-0.10249783098697662,
0.0050002196803689,
-0.0358925424516201,
0.05257183313369751,
0.015514099970459938,
0.07357101142406464,
-0.03230034559965134,
-0.006206359248608351,
-0.00690941046923399,
0.014114540070295334,
0.031247755512595177,
0.07572846114635468,
-0.05325940623879433,
0.0030047281179577112,
-0.04033610224723816,
-0.006785885896533728,
0.0028152884915471077,
-0.043345168232917786,
-0.02583325281739235,
0.048868730664253235,
-0.03209953382611275,
0.022564977407455444,
-0.03327548876404762,
-0.1537526547908783,
-0.04767041653394699,
-0.06273981183767319,
0.01927550509572029,
0.005345495417714119,
-0.04965539649128914,
-0.05548592656850815,
-0.041331589221954346,
0.018643710762262344,
-0.04938816279172897,
0.06082616746425629,
-0.026194849982857704,
-0.0065430230461061,
0.044459018856287,
0.018132464960217476,
-0.05311575159430504,
-0.059960465878248215,
-0.00010974732140311971,
0.04647943004965782,
-0.053406208753585815,
0.016697727143764496,
-0.0034106606617569923,
-0.0005936803063377738,
0.08985882252454758,
-0.05012606084346771,
0.08414971828460693,
-0.000944221974350512,
0.02832573466002941,
0.04094827175140381,
0.006854887120425701,
0.022864287719130516,
0.0016555303009226918,
-0.03897883743047714,
0.027870118618011475,
0.032613642513751984,
0.03407607227563858,
-0.07223877310752869,
-0.009256732650101185,
0.03760289400815964,
-0.002588005270808935,
0.03552547097206116,
-0.03594229742884636,
-0.007459675893187523,
0.027675047516822815,
-0.0027982417959719896,
-0.016913775354623795,
0.12182299047708511,
0.040083687752485275,
-0.06475666910409927,
-0.052051130682229996,
0.026555335149168968,
-0.004336316604167223,
-0.020548218861222267,
0.025663532316684723,
-0.07822439074516296,
0.12450156360864639,
-0.05650682374835014,
0.03393832594156265,
0.07589413225650787,
-0.003010794520378113,
0.039202455431222916,
0.06568394601345062,
-0.0986378863453865,
0.000008458589036308695,
0.09117894619703293,
-0.05595280975103378,
2.6981674684110836e-33,
-0.010985483415424824,
0.04059354588389397,
0.04976224526762962,
0.013437293469905853,
-0.03351900354027748,
-0.03002159297466278,
-0.04701576009392738,
0.0038765668869018555,
-0.04236150532960892,
-0.03699125722050667,
0.08107413351535797,
0.08598580956459045,
-0.053503382951021194,
0.08492348343133926,
0.059296902269124985,
-0.015468202531337738,
-0.003071295330300927,
0.05921285226941109,
0.02085135318338871,
-0.07411981374025345,
0.03420369327068329,
0.049485430121421814,
-0.004642005544155836,
-0.01951863244175911,
0.03862091526389122,
-0.07936961948871613,
0.04958440735936165,
-0.005965792573988438,
0.020473986864089966,
-0.04325011745095253,
-0.08509648591279984,
-0.013609271496534348,
-0.029349705204367638,
-0.017680440098047256,
-0.08816667646169662,
0.0014899130910634995,
-0.014046698808670044,
-0.0547427199780941,
0.05168262496590614,
-0.05514872819185257,
0.027802422642707825,
-0.012196175754070282,
0.012609733268618584,
0.016021382063627243,
-0.10424771159887314,
-0.0439588688313961,
0.018292134627699852,
0.02228592149913311,
-0.035692907869815826,
-0.0067687141709029675,
0.08155109733343124,
-0.004465065896511078,
0.03944183140993118,
0.027010882273316383,
-0.08714356273412704,
-0.040961623191833496,
0.0004585259302984923,
0.016003882512450218,
0.061570905148983,
-0.022539090365171432,
0.013780002482235432,
0.01038379780948162,
0.04012387618422508,
-0.02043389528989792,
-0.050103139132261276,
-0.022233406081795692,
0.030335675925016403,
0.013057456351816654,
0.03788015618920326,
0.00420933635905385,
-0.044065043330192566,
0.08070690184831619,
0.01261976920068264,
-0.040701817721128464,
0.06398472934961319,
0.004867022857069969,
-0.03766833245754242,
-0.09204302728176117,
0.012604552321135998,
-0.07992924749851227,
0.017129559069871902,
0.026213327422738075,
0.05174686014652252,
-0.02111932635307312,
-0.06427580118179321,
-0.05533469840884209,
0.02636832743883133,
-0.10604973882436752,
-0.07323242723941803,
-0.0986086055636406,
-0.1023847758769989,
0.018216853961348534,
0.019002383574843407,
0.01236993819475174,
0.04299120232462883,
-1.9470769040875365e-33,
0.011103787459433079,
-0.08142668753862381,
0.05588044598698616,
0.06231521815061569,
0.09929639101028442,
-0.058363109827041626,
-0.052432622760534286,
-0.005444241687655449,
0.017236623913049698,
-0.06278736144304276,
-0.04252991825342178,
-0.0533636100590229,
0.06095309928059578,
0.006226109806448221,
0.04917008802294731,
0.07511208951473236,
-0.061763662844896317,
0.013484455645084381,
-0.021854039281606674,
-0.037687573581933975,
0.008062108419835567,
0.012961369939148426,
-0.07330403476953506,
0.036177877336740494,
-0.016379429027438164,
-0.03286345303058624,
0.007662162184715271,
-0.009023409336805344,
-0.022432316094636917,
-0.022567426785826683,
-0.07809855788946152,
0.00452767638489604,
-0.03157505765557289,
-0.0006566846277564764,
0.016164282336831093,
0.03809252008795738,
-0.030391782522201538,
-0.012316768057644367,
-0.08443398773670197,
0.11734817922115326,
0.024767333641648293,
-0.020201843231916428,
-0.030124569311738014,
0.035166170448064804,
0.004410567693412304,
0.009954869747161865,
-0.01372397132217884,
0.040756955742836,
0.03853565454483032,
-0.018910866230726242,
-0.0419183224439621,
0.05789796635508537,
-0.020992044359445572,
0.0518055185675621,
-0.03931232914328575,
-0.002382146194577217,
0.051876723766326904,
-0.03677867725491524,
0.13465838134288788,
0.02857036329805851,
-0.005322697572410107,
-0.08321583271026611,
0.04941897466778755,
-0.07536857575178146,
-0.0017120603006333113,
-0.07295792549848557,
0.06001797318458557,
-0.020729487761855125,
-0.04047192260622978,
0.03389587625861168,
0.006283773574978113,
0.0014270663959905505,
-0.030800458043813705,
-0.007430370897054672,
0.027080869302153587,
0.010270076803863049,
0.10106990486383438,
-0.03525862842798233,
0.01036454550921917,
0.008561941795051098,
0.04323766008019447,
0.049064528197050095,
0.04636823385953903,
-0.01964104175567627,
0.09113793075084686,
0.0725088119506836,
0.04394464194774628,
0.06916503608226776,
0.02043120563030243,
-0.029174746945500374,
-0.018850483000278473,
-0.02409876137971878,
-0.001445607515051961,
0.0836295485496521,
-0.03565741702914238,
-4.399146291689249e-8,
-0.0885319635272026,
0.026716304942965508,
-0.003579523880034685,
0.10463913530111313,
-0.05153154581785202,
-0.015299394726753235,
0.06025099381804466,
0.0844317376613617,
0.032169125974178314,
0.014403393492102623,
0.06491177529096603,
-0.014314595609903336,
-0.05193481221795082,
-0.050326503813266754,
0.035344455391168594,
0.026989798992872238,
0.0384812168776989,
-0.05591760575771332,
0.011500995606184006,
0.02125556766986847,
0.034166596829891205,
0.01930619589984417,
0.06665772199630737,
0.019863100722432137,
0.06515846401453018,
0.004235240165144205,
0.05190645903348923,
0.1767992526292801,
0.0891880914568901,
0.07587368041276932,
0.014037133194506168,
-0.03785809129476547,
-0.011092465370893478,
-0.06452883780002594,
-0.06780000030994415,
0.02202398143708706,
0.014894968830049038,
-0.05828732252120972,
-0.009799574501812458,
-0.08663035929203033,
0.04936228692531586,
-0.01286824606359005,
-0.0324912890791893,
0.00771839777007699,
0.04768788442015648,
0.08861607313156128,
0.07084333896636963,
-0.09408917278051376,
0.015188331715762615,
0.025339851155877113,
-0.037458229809999466,
-0.05257178843021393,
0.013707867823541164,
0.060317110270261765,
0.07747072726488113,
-0.02392684854567051,
-0.05169154331088066,
0.03212685137987137,
0.06385938823223114,
-0.01939326524734497,
-0.0014783694641664624,
0.02781037613749504,
-0.04711359739303589,
0.0930628627538681
] | null | null | null | null | null | null | null |
[
-0.021109266206622124,
-0.09107335656881332,
-0.05033376067876816,
0.07147899270057678,
0.08359856903553009,
0.039684150367975235,
0.05066811665892601,
0.03671397641301155,
-0.06831255555152893,
-0.026922060176730156,
0.004140043631196022,
-0.033495109528303146,
0.10587459802627563,
0.09491265565156937,
0.04419434443116188,
0.02471412718296051,
0.16635403037071228,
0.03346232697367668,
-0.12266195565462112,
-0.02585892751812935,
-0.034236595034599304,
0.005258337594568729,
0.012693608179688454,
-0.0677589625120163,
0.023798322305083275,
0.012559283524751663,
-0.005399372428655624,
-0.050391267985105515,
-0.022807039320468903,
0.08600489050149918,
0.030413279309868813,
0.09055871516466141,
-0.021344173699617386,
-0.10589498281478882,
-0.062297482043504715,
0.02205181121826172,
-0.0815356969833374,
0.005456326529383659,
-0.10249783098697662,
0.0050002196803689,
-0.0358925424516201,
0.05257183313369751,
0.015514099970459938,
0.07357101142406464,
-0.03230034559965134,
-0.006206359248608351,
-0.00690941046923399,
0.014114540070295334,
0.031247755512595177,
0.07572846114635468,
-0.05325940623879433,
0.0030047281179577112,
-0.04033610224723816,
-0.006785885896533728,
0.0028152884915471077,
-0.043345168232917786,
-0.02583325281739235,
0.048868730664253235,
-0.03209953382611275,
0.022564977407455444,
-0.03327548876404762,
-0.1537526547908783,
-0.04767041653394699,
-0.06273981183767319,
0.01927550509572029,
0.005345495417714119,
-0.04965539649128914,
-0.05548592656850815,
-0.041331589221954346,
0.018643710762262344,
-0.04938816279172897,
0.06082616746425629,
-0.026194849982857704,
-0.0065430230461061,
0.044459018856287,
0.018132464960217476,
-0.05311575159430504,
-0.059960465878248215,
-0.00010974732140311971,
0.04647943004965782,
-0.053406208753585815,
0.016697727143764496,
-0.0034106606617569923,
-0.0005936803063377738,
0.08985882252454758,
-0.05012606084346771,
0.08414971828460693,
-0.000944221974350512,
0.02832573466002941,
0.04094827175140381,
0.006854887120425701,
0.022864287719130516,
0.0016555303009226918,
-0.03897883743047714,
0.027870118618011475,
0.032613642513751984,
0.03407607227563858,
-0.07223877310752869,
-0.009256732650101185,
0.03760289400815964,
-0.002588005270808935,
0.03552547097206116,
-0.03594229742884636,
-0.007459675893187523,
0.027675047516822815,
-0.0027982417959719896,
-0.016913775354623795,
0.12182299047708511,
0.040083687752485275,
-0.06475666910409927,
-0.052051130682229996,
0.026555335149168968,
-0.004336316604167223,
-0.020548218861222267,
0.025663532316684723,
-0.07822439074516296,
0.12450156360864639,
-0.05650682374835014,
0.03393832594156265,
0.07589413225650787,
-0.003010794520378113,
0.039202455431222916,
0.06568394601345062,
-0.0986378863453865,
0.000008458589036308695,
0.09117894619703293,
-0.05595280975103378,
2.6981674684110836e-33,
-0.010985483415424824,
0.04059354588389397,
0.04976224526762962,
0.013437293469905853,
-0.03351900354027748,
-0.03002159297466278,
-0.04701576009392738,
0.0038765668869018555,
-0.04236150532960892,
-0.03699125722050667,
0.08107413351535797,
0.08598580956459045,
-0.053503382951021194,
0.08492348343133926,
0.059296902269124985,
-0.015468202531337738,
-0.003071295330300927,
0.05921285226941109,
0.02085135318338871,
-0.07411981374025345,
0.03420369327068329,
0.049485430121421814,
-0.004642005544155836,
-0.01951863244175911,
0.03862091526389122,
-0.07936961948871613,
0.04958440735936165,
-0.005965792573988438,
0.020473986864089966,
-0.04325011745095253,
-0.08509648591279984,
-0.013609271496534348,
-0.029349705204367638,
-0.017680440098047256,
-0.08816667646169662,
0.0014899130910634995,
-0.014046698808670044,
-0.0547427199780941,
0.05168262496590614,
-0.05514872819185257,
0.027802422642707825,
-0.012196175754070282,
0.012609733268618584,
0.016021382063627243,
-0.10424771159887314,
-0.0439588688313961,
0.018292134627699852,
0.02228592149913311,
-0.035692907869815826,
-0.0067687141709029675,
0.08155109733343124,
-0.004465065896511078,
0.03944183140993118,
0.027010882273316383,
-0.08714356273412704,
-0.040961623191833496,
0.0004585259302984923,
0.016003882512450218,
0.061570905148983,
-0.022539090365171432,
0.013780002482235432,
0.01038379780948162,
0.04012387618422508,
-0.02043389528989792,
-0.050103139132261276,
-0.022233406081795692,
0.030335675925016403,
0.013057456351816654,
0.03788015618920326,
0.00420933635905385,
-0.044065043330192566,
0.08070690184831619,
0.01261976920068264,
-0.040701817721128464,
0.06398472934961319,
0.004867022857069969,
-0.03766833245754242,
-0.09204302728176117,
0.012604552321135998,
-0.07992924749851227,
0.017129559069871902,
0.026213327422738075,
0.05174686014652252,
-0.02111932635307312,
-0.06427580118179321,
-0.05533469840884209,
0.02636832743883133,
-0.10604973882436752,
-0.07323242723941803,
-0.0986086055636406,
-0.1023847758769989,
0.018216853961348534,
0.019002383574843407,
0.01236993819475174,
0.04299120232462883,
-1.9470769040875365e-33,
0.011103787459433079,
-0.08142668753862381,
0.05588044598698616,
0.06231521815061569,
0.09929639101028442,
-0.058363109827041626,
-0.052432622760534286,
-0.005444241687655449,
0.017236623913049698,
-0.06278736144304276,
-0.04252991825342178,
-0.0533636100590229,
0.06095309928059578,
0.006226109806448221,
0.04917008802294731,
0.07511208951473236,
-0.061763662844896317,
0.013484455645084381,
-0.021854039281606674,
-0.037687573581933975,
0.008062108419835567,
0.012961369939148426,
-0.07330403476953506,
0.036177877336740494,
-0.016379429027438164,
-0.03286345303058624,
0.007662162184715271,
-0.009023409336805344,
-0.022432316094636917,
-0.022567426785826683,
-0.07809855788946152,
0.00452767638489604,
-0.03157505765557289,
-0.0006566846277564764,
0.016164282336831093,
0.03809252008795738,
-0.030391782522201538,
-0.012316768057644367,
-0.08443398773670197,
0.11734817922115326,
0.024767333641648293,
-0.020201843231916428,
-0.030124569311738014,
0.035166170448064804,
0.004410567693412304,
0.009954869747161865,
-0.01372397132217884,
0.040756955742836,
0.03853565454483032,
-0.018910866230726242,
-0.0419183224439621,
0.05789796635508537,
-0.020992044359445572,
0.0518055185675621,
-0.03931232914328575,
-0.002382146194577217,
0.051876723766326904,
-0.03677867725491524,
0.13465838134288788,
0.02857036329805851,
-0.005322697572410107,
-0.08321583271026611,
0.04941897466778755,
-0.07536857575178146,
-0.0017120603006333113,
-0.07295792549848557,
0.06001797318458557,
-0.020729487761855125,
-0.04047192260622978,
0.03389587625861168,
0.006283773574978113,
0.0014270663959905505,
-0.030800458043813705,
-0.007430370897054672,
0.027080869302153587,
0.010270076803863049,
0.10106990486383438,
-0.03525862842798233,
0.01036454550921917,
0.008561941795051098,
0.04323766008019447,
0.049064528197050095,
0.04636823385953903,
-0.01964104175567627,
0.09113793075084686,
0.0725088119506836,
0.04394464194774628,
0.06916503608226776,
0.02043120563030243,
-0.029174746945500374,
-0.018850483000278473,
-0.02409876137971878,
-0.001445607515051961,
0.0836295485496521,
-0.03565741702914238,
-4.399146291689249e-8,
-0.0885319635272026,
0.026716304942965508,
-0.003579523880034685,
0.10463913530111313,
-0.05153154581785202,
-0.015299394726753235,
0.06025099381804466,
0.0844317376613617,
0.032169125974178314,
0.014403393492102623,
0.06491177529096603,
-0.014314595609903336,
-0.05193481221795082,
-0.050326503813266754,
0.035344455391168594,
0.026989798992872238,
0.0384812168776989,
-0.05591760575771332,
0.011500995606184006,
0.02125556766986847,
0.034166596829891205,
0.01930619589984417,
0.06665772199630737,
0.019863100722432137,
0.06515846401453018,
0.004235240165144205,
0.05190645903348923,
0.1767992526292801,
0.0891880914568901,
0.07587368041276932,
0.014037133194506168,
-0.03785809129476547,
-0.011092465370893478,
-0.06452883780002594,
-0.06780000030994415,
0.02202398143708706,
0.014894968830049038,
-0.05828732252120972,
-0.009799574501812458,
-0.08663035929203033,
0.04936228692531586,
-0.01286824606359005,
-0.0324912890791893,
0.00771839777007699,
0.04768788442015648,
0.08861607313156128,
0.07084333896636963,
-0.09408917278051376,
0.015188331715762615,
0.025339851155877113,
-0.037458229809999466,
-0.05257178843021393,
0.013707867823541164,
0.060317110270261765,
0.07747072726488113,
-0.02392684854567051,
-0.05169154331088066,
0.03212685137987137,
0.06385938823223114,
-0.01939326524734497,
-0.0014783694641664624,
0.02781037613749504,
-0.04711359739303589,
0.0930628627538681
] |
1401.4532
|
Yanfei Yan
|
Yanfei Yan, Ling Liu, Cong Ling
|
Polar Lattices for Strong Secrecy Over the Mod-$\Lambda$ Gaussian
Wiretap Channel
|
7 pages, 2 figures, extended version of a paper submitted to ISIT'14
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Polar lattices, which are constructed from polar codes, are provably good for
the additive white Gaussian noise (AWGN) channel. In this work, we propose a
new polar lattice construction that achieves the secrecy capacity under the
strong secrecy criterion over the mod-$\Lambda$ Gaussian wiretap channel. This
construction leads to an AWGN-good lattice and a secrecy-good lattice
simultaneously. The design methodology is mainly based on the equivalence in
terms of polarization between the $\Lambda/\Lambda'$ channel in lattice coding
and the equivalent channel derived from the chain rule of mutual information in
multilevel coding.
|
[
{
"created": "Sat, 18 Jan 2014 11:41:44 GMT",
"version": "v1"
},
{
"created": "Fri, 24 Jan 2014 10:49:01 GMT",
"version": "v2"
}
] |
2014-01-27
|
[
[
"Yan",
"Yanfei",
""
],
[
"Liu",
"Ling",
""
],
[
"Ling",
"Cong",
""
]
] |
[
-0.010225928388535976,
-0.04229169338941574,
-0.00414946349337697,
-0.006094152107834816,
0.05439223349094391,
0.03653407469391823,
0.1086520329117775,
-0.07688285410404205,
0.008269153535366058,
0.004931499715894461,
0.03356556221842766,
0.09940316528081894,
0.09578976780176163,
0.03563662990927696,
-0.0004986035637557507,
-0.024213416501879692,
0.05365205183625221,
-0.015868159011006355,
-0.07633311301469803,
0.027543826028704643,
0.06289810687303543,
-0.05367010459303856,
0.01694660447537899,
-0.04539843648672104,
0.038693927228450775,
-0.017674939706921577,
0.09998194873332977,
0.021101489663124084,
0.024568893015384674,
-0.01088671199977398,
0.07682568579912186,
-0.008186474442481995,
0.020801318809390068,
0.03409518301486969,
-0.06134028360247612,
-0.009164616465568542,
0.03422978147864342,
-0.06320824474096298,
0.026042109355330467,
0.10939044505357742,
-0.0007756429840810597,
0.08974193036556244,
-0.061404746025800705,
0.006018553860485554,
-0.07189987599849701,
0.0012483898317441344,
0.11085870116949081,
-0.05125216022133827,
-0.0032094023190438747,
-0.11816992610692978,
0.02850264497101307,
0.05649401620030403,
-0.03534768521785736,
0.019737200811505318,
0.00482185510918498,
-0.05460641160607338,
-0.0942230075597763,
-0.09490973502397537,
-0.037621304392814636,
0.010375072248280048,
-0.04878423362970352,
0.017528284341096878,
0.05068504810333252,
-0.05031179264187813,
0.07767978310585022,
0.04894015192985535,
-0.012378010898828506,
0.06567700207233429,
0.019505031406879425,
0.005656746681779623,
-0.019806917756795883,
0.025023799389600754,
-0.05474894121289253,
0.04751121252775192,
0.036514583975076675,
0.024872861802577972,
0.0368066132068634,
0.040151167660951614,
-0.02464233711361885,
-0.021441372111439705,
-0.056901562958955765,
-0.020816851407289505,
-0.029620854184031487,
0.05398489907383919,
0.05501309037208557,
-0.01900310628116131,
0.01802574284374714,
0.03307715058326721,
-0.0378388874232769,
0.0018911405932158232,
0.00604482926428318,
0.018336886540055275,
-0.028342444449663162,
0.033219173550605774,
-0.06079496070742607,
-0.0616837739944458,
-0.026269489899277687,
0.0017143799923360348,
-0.07397011667490005,
-0.002529833000153303,
0.05039024353027344,
-0.030881570652127266,
0.015882650390267372,
-0.05093766376376152,
-0.007497407030314207,
-0.02170075848698616,
0.11404263228178024,
0.04501206427812576,
0.0041387248784303665,
0.03741925209760666,
-0.01791241765022278,
0.013385221362113953,
-0.03528260812163353,
-0.010482583194971085,
-0.05410989746451378,
0.0626261979341507,
-0.042227987200021744,
0.13256481289863586,
-0.015471079386770725,
0.06597265601158142,
0.07535888254642487,
-0.057140227407217026,
-0.008017844520509243,
0.04719221219420433,
-0.11623653024435043,
0.02421903796494007,
-0.0947660431265831,
3.1854253051902763e-34,
-0.014485937543213367,
0.08412206172943115,
-0.06052502989768982,
0.07523927837610245,
0.037024419754743576,
0.09153494983911514,
-0.04233556613326073,
-0.09958557039499283,
-0.03183874115347862,
0.027825696393847466,
-0.023880841210484505,
0.01915658824145794,
-0.04180218279361725,
-0.03511441871523857,
0.04229205101728439,
0.026079930365085602,
-0.11752279102802277,
-0.05376395210623741,
0.08103494346141815,
0.005206492729485035,
0.08006289601325989,
-0.03231643885374069,
0.02286127209663391,
0.01580106094479561,
0.040256068110466,
-0.06653575599193573,
0.06545951217412949,
-0.09058550000190735,
0.007746268529444933,
0.04842551797628403,
-0.037622835487127304,
0.04615200683474541,
0.027092471718788147,
0.06665074080228806,
0.024822555482387543,
0.015100417658686638,
-0.01049682218581438,
-0.04899133741855621,
0.013841310515999794,
-0.061275187879800797,
0.06793121993541718,
-0.08187510073184967,
0.023635951802134514,
0.0005170925869606435,
0.027722332626581192,
-0.005120789632201195,
0.023540861904621124,
0.005034111440181732,
0.0011548837646842003,
-0.02823668345808983,
0.03328200429677963,
-0.005987563636153936,
-0.014252331107854843,
0.0007245200104080141,
0.012353911064565182,
-0.07028564065694809,
-0.031660087406635284,
0.02232518047094345,
0.042762935161590576,
0.07291650027036667,
-0.07184057682752609,
0.03497450426220894,
0.009615099057555199,
-0.04481722041964531,
-0.013522281311452389,
0.033483169972896576,
-0.0369180291891098,
-0.05175355076789856,
0.027283785864710808,
-0.09353386610746384,
-0.02409980073571205,
-0.027631131932139397,
0.010907224379479885,
0.006995830684900284,
-0.06597817689180374,
-0.04837488383054733,
-0.01040736772119999,
-0.05831467732787132,
0.12247099727392197,
0.016431394964456558,
-0.11385291814804077,
-0.020035866647958755,
-0.011057717725634575,
0.08815623819828033,
-0.030668342486023903,
0.04673556983470917,
0.009283454157412052,
0.0568513423204422,
-0.1019575297832489,
0.10649848729372025,
-0.023964978754520416,
-0.02547266148030758,
0.12655816972255707,
-0.04601134732365608,
-0.004553218837827444,
-1.1599437544223587e-33,
-0.11357565224170685,
0.008678152225911617,
-0.10357244312763214,
0.0003617877373471856,
-0.027802204713225365,
-0.09148789197206497,
0.008157789707183838,
0.003375412430614233,
0.0283343568444252,
0.07599858939647675,
0.04007131978869438,
-0.05746440589427948,
-0.02261127345263958,
0.02041035331785679,
0.03817064315080643,
0.01081154029816389,
0.049235861748456955,
0.06750179082155228,
0.016656888648867607,
-0.06641098856925964,
0.03262995928525925,
-0.010188145563006401,
0.019901352003216743,
0.07811764627695084,
0.05465305224061012,
0.06241174042224884,
-0.009728671051561832,
0.11629701405763626,
0.055195435881614685,
0.05819236859679222,
-0.021669520065188408,
0.053668681532144547,
-0.0072304499335587025,
0.015831805765628815,
-0.025390243157744408,
-0.03419921547174454,
0.023767217993736267,
-0.005108864977955818,
-0.01194440945982933,
-0.043799061328172684,
0.02059098705649376,
0.013142284005880356,
0.04091808944940567,
-0.020331349223852158,
0.022778037935495377,
-0.030824612826108932,
0.04511956498026848,
0.002329574665054679,
-0.010807876475155354,
-0.02202930487692356,
-0.04553236439824104,
0.01423822995275259,
0.003929908853024244,
0.04539071395993233,
-0.019801272079348564,
-0.034915413707494736,
-0.061970941722393036,
0.10291408002376556,
0.060950957238674164,
-0.010741476900875568,
-0.0299798846244812,
0.033364031463861465,
0.024712717160582542,
-0.03780430927872658,
-0.013717514462769032,
-0.1180528923869133,
0.08541932702064514,
-0.0725867822766304,
0.024172615259885788,
0.013233563862740993,
0.01738431118428707,
-0.03947362303733826,
0.003929987084120512,
0.004588058218359947,
0.016631130129098892,
0.0779961422085762,
0.019546102732419968,
0.004246450029313564,
-0.05724259465932846,
0.031201349571347237,
-0.007536654826253653,
0.07256785780191422,
-0.06821976602077484,
-0.0146614545956254,
0.05909130722284317,
0.009288801811635494,
0.07675433903932571,
0.04340491071343422,
0.025172656401991844,
-0.06803014874458313,
0.05356329679489136,
-0.05468181148171425,
-0.002951530274003744,
0.004887167830020189,
0.03789376839995384,
-3.7458534052348114e-8,
-0.003986208699643612,
-0.0430578850209713,
-0.027455098927021027,
-0.14032496511936188,
0.06547901034355164,
-0.05150936543941498,
0.011143121868371964,
-0.04405255615711212,
-0.014453603886067867,
-0.03825969621539116,
0.1380113810300827,
-0.036720339208841324,
-0.06701532751321793,
-0.03573233261704445,
0.0281046275049448,
-0.011127319186925888,
-0.05374113470315933,
-0.006299611646682024,
0.036504026502370834,
-0.04653390124440193,
-0.05609685555100441,
-0.05800704285502434,
-0.014373105019330978,
0.13623610138893127,
-0.057969290763139725,
0.008222835138440132,
0.02735409513115883,
-0.11687765270471573,
-0.02455078437924385,
0.049683768302202225,
-0.02232019603252411,
-0.051752254366874695,
0.03221753239631653,
0.0738261416554451,
-0.1257929801940918,
-0.0005189298535697162,
-0.02147670090198517,
-0.0028804915491491556,
0.021650400012731552,
0.02895762026309967,
0.0316837802529335,
-0.049674395471811295,
0.0020324341021478176,
-0.023076092824339867,
0.015845641493797302,
0.05034265294671059,
0.0482400543987751,
-0.0031293011270463467,
-0.04729929938912392,
0.054950959980487823,
0.04079674929380417,
0.03688361495733261,
-0.025226052850484848,
-0.03819478675723076,
-0.05820469185709953,
0.006239182315766811,
-0.02835705131292343,
-0.03546541556715965,
0.015174607746303082,
-0.032844215631484985,
-0.049490027129650116,
0.06392085552215576,
-0.12879984080791473,
-0.04802234098315239
] | null | null | null | null | null | null | null |
[
-0.010225928388535976,
-0.04229169338941574,
-0.00414946349337697,
-0.006094152107834816,
0.05439223349094391,
0.03653407469391823,
0.1086520329117775,
-0.07688285410404205,
0.008269153535366058,
0.004931499715894461,
0.03356556221842766,
0.09940316528081894,
0.09578976780176163,
0.03563662990927696,
-0.0004986035637557507,
-0.024213416501879692,
0.05365205183625221,
-0.015868159011006355,
-0.07633311301469803,
0.027543826028704643,
0.06289810687303543,
-0.05367010459303856,
0.01694660447537899,
-0.04539843648672104,
0.038693927228450775,
-0.017674939706921577,
0.09998194873332977,
0.021101489663124084,
0.024568893015384674,
-0.01088671199977398,
0.07682568579912186,
-0.008186474442481995,
0.020801318809390068,
0.03409518301486969,
-0.06134028360247612,
-0.009164616465568542,
0.03422978147864342,
-0.06320824474096298,
0.026042109355330467,
0.10939044505357742,
-0.0007756429840810597,
0.08974193036556244,
-0.061404746025800705,
0.006018553860485554,
-0.07189987599849701,
0.0012483898317441344,
0.11085870116949081,
-0.05125216022133827,
-0.0032094023190438747,
-0.11816992610692978,
0.02850264497101307,
0.05649401620030403,
-0.03534768521785736,
0.019737200811505318,
0.00482185510918498,
-0.05460641160607338,
-0.0942230075597763,
-0.09490973502397537,
-0.037621304392814636,
0.010375072248280048,
-0.04878423362970352,
0.017528284341096878,
0.05068504810333252,
-0.05031179264187813,
0.07767978310585022,
0.04894015192985535,
-0.012378010898828506,
0.06567700207233429,
0.019505031406879425,
0.005656746681779623,
-0.019806917756795883,
0.025023799389600754,
-0.05474894121289253,
0.04751121252775192,
0.036514583975076675,
0.024872861802577972,
0.0368066132068634,
0.040151167660951614,
-0.02464233711361885,
-0.021441372111439705,
-0.056901562958955765,
-0.020816851407289505,
-0.029620854184031487,
0.05398489907383919,
0.05501309037208557,
-0.01900310628116131,
0.01802574284374714,
0.03307715058326721,
-0.0378388874232769,
0.0018911405932158232,
0.00604482926428318,
0.018336886540055275,
-0.028342444449663162,
0.033219173550605774,
-0.06079496070742607,
-0.0616837739944458,
-0.026269489899277687,
0.0017143799923360348,
-0.07397011667490005,
-0.002529833000153303,
0.05039024353027344,
-0.030881570652127266,
0.015882650390267372,
-0.05093766376376152,
-0.007497407030314207,
-0.02170075848698616,
0.11404263228178024,
0.04501206427812576,
0.0041387248784303665,
0.03741925209760666,
-0.01791241765022278,
0.013385221362113953,
-0.03528260812163353,
-0.010482583194971085,
-0.05410989746451378,
0.0626261979341507,
-0.042227987200021744,
0.13256481289863586,
-0.015471079386770725,
0.06597265601158142,
0.07535888254642487,
-0.057140227407217026,
-0.008017844520509243,
0.04719221219420433,
-0.11623653024435043,
0.02421903796494007,
-0.0947660431265831,
3.1854253051902763e-34,
-0.014485937543213367,
0.08412206172943115,
-0.06052502989768982,
0.07523927837610245,
0.037024419754743576,
0.09153494983911514,
-0.04233556613326073,
-0.09958557039499283,
-0.03183874115347862,
0.027825696393847466,
-0.023880841210484505,
0.01915658824145794,
-0.04180218279361725,
-0.03511441871523857,
0.04229205101728439,
0.026079930365085602,
-0.11752279102802277,
-0.05376395210623741,
0.08103494346141815,
0.005206492729485035,
0.08006289601325989,
-0.03231643885374069,
0.02286127209663391,
0.01580106094479561,
0.040256068110466,
-0.06653575599193573,
0.06545951217412949,
-0.09058550000190735,
0.007746268529444933,
0.04842551797628403,
-0.037622835487127304,
0.04615200683474541,
0.027092471718788147,
0.06665074080228806,
0.024822555482387543,
0.015100417658686638,
-0.01049682218581438,
-0.04899133741855621,
0.013841310515999794,
-0.061275187879800797,
0.06793121993541718,
-0.08187510073184967,
0.023635951802134514,
0.0005170925869606435,
0.027722332626581192,
-0.005120789632201195,
0.023540861904621124,
0.005034111440181732,
0.0011548837646842003,
-0.02823668345808983,
0.03328200429677963,
-0.005987563636153936,
-0.014252331107854843,
0.0007245200104080141,
0.012353911064565182,
-0.07028564065694809,
-0.031660087406635284,
0.02232518047094345,
0.042762935161590576,
0.07291650027036667,
-0.07184057682752609,
0.03497450426220894,
0.009615099057555199,
-0.04481722041964531,
-0.013522281311452389,
0.033483169972896576,
-0.0369180291891098,
-0.05175355076789856,
0.027283785864710808,
-0.09353386610746384,
-0.02409980073571205,
-0.027631131932139397,
0.010907224379479885,
0.006995830684900284,
-0.06597817689180374,
-0.04837488383054733,
-0.01040736772119999,
-0.05831467732787132,
0.12247099727392197,
0.016431394964456558,
-0.11385291814804077,
-0.020035866647958755,
-0.011057717725634575,
0.08815623819828033,
-0.030668342486023903,
0.04673556983470917,
0.009283454157412052,
0.0568513423204422,
-0.1019575297832489,
0.10649848729372025,
-0.023964978754520416,
-0.02547266148030758,
0.12655816972255707,
-0.04601134732365608,
-0.004553218837827444,
-1.1599437544223587e-33,
-0.11357565224170685,
0.008678152225911617,
-0.10357244312763214,
0.0003617877373471856,
-0.027802204713225365,
-0.09148789197206497,
0.008157789707183838,
0.003375412430614233,
0.0283343568444252,
0.07599858939647675,
0.04007131978869438,
-0.05746440589427948,
-0.02261127345263958,
0.02041035331785679,
0.03817064315080643,
0.01081154029816389,
0.049235861748456955,
0.06750179082155228,
0.016656888648867607,
-0.06641098856925964,
0.03262995928525925,
-0.010188145563006401,
0.019901352003216743,
0.07811764627695084,
0.05465305224061012,
0.06241174042224884,
-0.009728671051561832,
0.11629701405763626,
0.055195435881614685,
0.05819236859679222,
-0.021669520065188408,
0.053668681532144547,
-0.0072304499335587025,
0.015831805765628815,
-0.025390243157744408,
-0.03419921547174454,
0.023767217993736267,
-0.005108864977955818,
-0.01194440945982933,
-0.043799061328172684,
0.02059098705649376,
0.013142284005880356,
0.04091808944940567,
-0.020331349223852158,
0.022778037935495377,
-0.030824612826108932,
0.04511956498026848,
0.002329574665054679,
-0.010807876475155354,
-0.02202930487692356,
-0.04553236439824104,
0.01423822995275259,
0.003929908853024244,
0.04539071395993233,
-0.019801272079348564,
-0.034915413707494736,
-0.061970941722393036,
0.10291408002376556,
0.060950957238674164,
-0.010741476900875568,
-0.0299798846244812,
0.033364031463861465,
0.024712717160582542,
-0.03780430927872658,
-0.013717514462769032,
-0.1180528923869133,
0.08541932702064514,
-0.0725867822766304,
0.024172615259885788,
0.013233563862740993,
0.01738431118428707,
-0.03947362303733826,
0.003929987084120512,
0.004588058218359947,
0.016631130129098892,
0.0779961422085762,
0.019546102732419968,
0.004246450029313564,
-0.05724259465932846,
0.031201349571347237,
-0.007536654826253653,
0.07256785780191422,
-0.06821976602077484,
-0.0146614545956254,
0.05909130722284317,
0.009288801811635494,
0.07675433903932571,
0.04340491071343422,
0.025172656401991844,
-0.06803014874458313,
0.05356329679489136,
-0.05468181148171425,
-0.002951530274003744,
0.004887167830020189,
0.03789376839995384,
-3.7458534052348114e-8,
-0.003986208699643612,
-0.0430578850209713,
-0.027455098927021027,
-0.14032496511936188,
0.06547901034355164,
-0.05150936543941498,
0.011143121868371964,
-0.04405255615711212,
-0.014453603886067867,
-0.03825969621539116,
0.1380113810300827,
-0.036720339208841324,
-0.06701532751321793,
-0.03573233261704445,
0.0281046275049448,
-0.011127319186925888,
-0.05374113470315933,
-0.006299611646682024,
0.036504026502370834,
-0.04653390124440193,
-0.05609685555100441,
-0.05800704285502434,
-0.014373105019330978,
0.13623610138893127,
-0.057969290763139725,
0.008222835138440132,
0.02735409513115883,
-0.11687765270471573,
-0.02455078437924385,
0.049683768302202225,
-0.02232019603252411,
-0.051752254366874695,
0.03221753239631653,
0.0738261416554451,
-0.1257929801940918,
-0.0005189298535697162,
-0.02147670090198517,
-0.0028804915491491556,
0.021650400012731552,
0.02895762026309967,
0.0316837802529335,
-0.049674395471811295,
0.0020324341021478176,
-0.023076092824339867,
0.015845641493797302,
0.05034265294671059,
0.0482400543987751,
-0.0031293011270463467,
-0.04729929938912392,
0.054950959980487823,
0.04079674929380417,
0.03688361495733261,
-0.025226052850484848,
-0.03819478675723076,
-0.05820469185709953,
0.006239182315766811,
-0.02835705131292343,
-0.03546541556715965,
0.015174607746303082,
-0.032844215631484985,
-0.049490027129650116,
0.06392085552215576,
-0.12879984080791473,
-0.04802234098315239
] |
1401.4533
|
Wolfgang Stock
|
Agnes Mainka, Sarah Hartmann, Wolfgang G. Stock, and Isabella Peters
|
Government and Social Media: A Case Study of 31 Informational World
Cities
|
In Proceedings of the 47th Hawaii International Conference on System
Sciences (pp. 1715-1724). IEEE Computer Society, 2014
| null |
10.1109/HICSS.2014.219
| null |
cs.CY cs.DL cs.SI physics.soc-ph
|
http://creativecommons.org/licenses/by/3.0/
|
Social media platforms are increasingly being used by governments to foster
user interaction. Particularly in cities with enhanced ICT infrastructures
(i.e., Informational World Cities) and high internet penetration rates, social
media platforms are valuable tools for reaching high numbers of citizens. This
empirical investigation of 31 Informational World Cities will provide an
overview of social media services used for governmental purposes, of their
popularity among governments, and of their usage intensity in broadcasting
information online.
|
[
{
"created": "Sat, 18 Jan 2014 11:45:44 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Feb 2014 11:46:49 GMT",
"version": "v2"
}
] |
2014-03-03
|
[
[
"Mainka",
"Agnes",
""
],
[
"Hartmann",
"Sarah",
""
],
[
"Stock",
"Wolfgang G.",
""
],
[
"Peters",
"Isabella",
""
]
] |
[
0.08770311623811722,
-0.07328144460916519,
0.0069860476069152355,
-0.020343484356999397,
0.0960855558514595,
-0.026013270020484924,
0.025078801438212395,
-0.0016859355382621288,
-0.03502394258975983,
0.03721996024250984,
0.042926330119371414,
0.053049199283123016,
-0.027409998700022697,
0.06471603363752365,
0.09226544201374054,
-0.03390072286128998,
0.05790948495268822,
-0.08982663601636887,
-0.024460988119244576,
-0.07411831617355347,
-0.03904862701892853,
-0.023984013125300407,
0.02340093068778515,
0.04379744827747345,
0.020216528326272964,
-0.018109848722815514,
-0.11460467427968979,
-0.029597198590636253,
0.012237455695867538,
0.048886410892009735,
-0.002482278738170862,
0.03372623026371002,
0.08647561073303223,
0.04009465128183365,
-0.04279136657714844,
-0.00907997414469719,
-0.03173622861504555,
-0.01251739077270031,
-0.07366346567869186,
0.045909084379673004,
0.038216475397348404,
-0.15029895305633545,
0.0005068792379461229,
-0.01696164533495903,
-0.01684228517115116,
0.02719879522919655,
-0.05081748962402344,
0.05424601212143898,
-0.04212411493062973,
0.013418157584965229,
-0.06180572137236595,
-0.034667953848838806,
0.0545431412756443,
-0.028727689757943153,
-0.073008231818676,
-0.13325440883636475,
-0.03729523718357086,
0.057900916785001755,
0.007556994911283255,
-0.014865309931337833,
-0.023622959852218628,
-0.03387758880853653,
0.033320117741823196,
0.037622902542352676,
0.060525763779878616,
0.036794278770685196,
-0.05639641731977463,
0.0262063629925251,
0.0021171013358980417,
-0.06715229153633118,
0.017029520124197006,
-0.009027188643813133,
-0.026873068884015083,
0.06775718927383423,
0.032452866435050964,
-0.13958288729190826,
-0.01571272313594818,
-0.008374285884201527,
0.019204411655664444,
0.06424355506896973,
0.08780959248542786,
0.010163526982069016,
-0.0065546100959181786,
0.003613404231145978,
0.0473543182015419,
-0.036905303597450256,
-0.06683284789323807,
0.014720688574016094,
-0.07944239675998688,
0.008071379736065865,
-0.040534403175115585,
0.08155063539743423,
0.06132851168513298,
0.05951584130525589,
-0.037916962057352066,
-0.03347877785563469,
0.012776409275829792,
-0.07803793996572495,
-0.03628890588879585,
0.025026602670550346,
-0.08590007573366165,
0.017469875514507294,
0.058072708547115326,
0.015861883759498596,
0.01781676523387432,
0.0038984697312116623,
-0.039227195084095,
0.05801565945148468,
0.01932446099817753,
0.07423049956560135,
-0.06113069877028465,
-0.02639470063149929,
-0.035992734134197235,
-0.07814408838748932,
0.08221851289272308,
-0.07865802943706512,
-0.04337310045957565,
0.07379697263240814,
0.05832279473543167,
0.0032082917168736458,
0.01804986782371998,
0.004584459587931633,
-0.03793289139866829,
-0.07789260149002075,
-0.008168895728886127,
0.04569662734866142,
-0.016690503805875778,
1.7719253759557607e-34,
0.02696535550057888,
0.039640896022319794,
0.042615391314029694,
0.08499062806367874,
-0.013614601455628872,
-0.01512542087584734,
-0.07603512704372406,
-0.02066243812441826,
-0.03523491322994232,
-0.01545522641390562,
0.0020329963881522417,
0.01985018514096737,
0.07893931865692139,
0.029963526874780655,
0.12341191619634628,
-0.04698127135634422,
0.015445352531969547,
0.04902571067214012,
0.018980687484145164,
0.0518760159611702,
0.06791408360004425,
-0.02979496866464615,
0.003997433930635452,
0.007494171150028706,
0.08145603537559509,
-0.06171891838312149,
-0.015287534333765507,
0.0023441717494279146,
0.09237054735422134,
0.001004309975542128,
0.015273123979568481,
0.041631221771240234,
-0.012234914116561413,
-0.023617058992385864,
0.0503985621035099,
-0.028638627380132675,
-0.013488701544702053,
-0.07303185015916824,
0.03618679568171501,
-0.04087104648351669,
-0.09816749393939972,
0.041248925030231476,
-0.06403196603059769,
0.07586882263422012,
0.007454904727637768,
0.0626349225640297,
0.008957482874393463,
-0.043994586914777756,
0.07912812381982803,
0.006535830441862345,
0.05668666586279869,
0.060944315046072006,
-0.08486249297857285,
0.12053382396697998,
0.041462261229753494,
0.1078060194849968,
0.009066293947398663,
-0.047013118863105774,
0.0668114423751831,
-0.05495201051235199,
-0.037280503660440445,
-0.010611318051815033,
0.055393286049366,
-0.024590784683823586,
0.043956395238637924,
-0.019084658473730087,
0.0003923399781342596,
0.0037603462114930153,
0.028514428064227104,
0.013317955657839775,
0.008621111512184143,
0.00438751420006156,
0.006881054025143385,
0.009222910739481449,
-0.023399891331791878,
0.008967414498329163,
-0.018102150410413742,
-0.002696716459468007,
-0.00818897970020771,
0.06263267993927002,
-0.007442501373589039,
-0.08141196519136429,
0.07004045695066452,
-0.055084265768527985,
0.08095946162939072,
0.04934212192893028,
0.06046495586633682,
-0.09861568361520767,
0.018414178863167763,
0.019344311207532883,
-0.07330600917339325,
0.030211739242076874,
-0.017222844064235687,
0.028806334361433983,
-0.05756659060716629,
-7.438071370410049e-34,
-0.08025278151035309,
-0.04328478127717972,
-0.02013217657804489,
-0.006241410970687866,
-0.11058542132377625,
-0.04392401501536369,
-0.05482698976993561,
-0.06205131858587265,
0.00030488462653011084,
-0.0026911520399153233,
-0.012524298392236233,
-0.07496172934770584,
0.04220528528094292,
-0.05138677731156349,
0.00010178048250963911,
0.0046850829385221004,
0.07393661886453629,
-0.07342660427093506,
-0.03375029191374779,
0.0235663540661335,
0.012762772850692272,
-0.08791681379079819,
0.002712887478992343,
-0.020081819966435432,
0.02905474603176117,
-0.06660591065883636,
-0.06639950722455978,
-0.08805252611637115,
0.05607769638299942,
-0.029966196045279503,
-0.018323615193367004,
-0.04225487262010574,
0.0384414978325367,
0.023077981546521187,
0.002710378263145685,
0.06117069348692894,
0.004610063973814249,
-0.029306398704648018,
0.02139246091246605,
-0.011834635399281979,
0.028378833085298538,
0.022214511409401894,
-0.056312695145606995,
0.04596083238720894,
-0.13461795449256897,
0.10330792516469955,
-0.15411944687366486,
0.03220536187291145,
-0.07804401963949203,
-0.10475612431764603,
0.0966007336974144,
0.016547899693250656,
-0.05197871848940849,
-0.027922214940190315,
-0.008919107727706432,
-0.007204675115644932,
-0.0015879053389653563,
0.028901970013976097,
-0.04850628972053528,
-0.03487178683280945,
0.016414755955338478,
0.026197826489806175,
-0.07508990913629532,
0.0292136762291193,
0.020432615652680397,
-0.14012598991394043,
0.032912421971559525,
-0.019003190100193024,
-0.018153714016079903,
0.0006509365630336106,
0.0429084412753582,
-0.005381740164011717,
-0.05238116532564163,
-0.000023631831936654635,
0.04272054135799408,
0.0020979871042072773,
0.08473928272724152,
0.09102040529251099,
0.021875884383916855,
0.0014017074136063457,
0.047909896820783615,
0.08277105540037155,
0.014172982424497604,
-0.09486037492752075,
0.038789890706539154,
0.03685854747891426,
0.05966543033719063,
0.0026229636278003454,
-0.04349316656589508,
0.023380421102046967,
0.0341220498085022,
0.045038722455501556,
-0.09122665226459503,
0.04511285200715065,
0.036938708275556564,
-3.594580988419693e-8,
-0.03601626679301262,
-0.03480388969182968,
-0.04421648383140564,
0.04042432829737663,
0.00402236171066761,
0.03816302865743637,
0.05135767161846161,
0.028031179681420326,
-0.0241620521992445,
0.0007838229066692293,
0.009851490147411823,
0.048275936394929886,
-0.036790572106838226,
0.021566448733210564,
0.0435476191341877,
-0.016250725835561752,
-0.05616006627678871,
-0.06531444191932678,
0.054260894656181335,
0.0934949666261673,
0.04020019620656967,
0.01823223941028118,
-0.07123306393623352,
-0.04230553284287453,
0.05794408917427063,
0.057630039751529694,
-0.04316222295165062,
-0.020788710564374924,
-0.013366546481847763,
-0.051065925508737564,
-0.006830484606325626,
-0.07724519073963165,
-0.03136206790804863,
-0.011817775666713715,
0.0780460461974144,
0.0484527163207531,
-0.07647351920604706,
-0.07583128660917282,
-0.005259213503450155,
0.007476340048015118,
0.015645839273929596,
0.013596592471003532,
0.07052560150623322,
0.034786056727170944,
-0.010740457102656364,
0.009447582997381687,
-0.008550102822482586,
-0.004575642291456461,
0.010122020728886127,
-0.0704813003540039,
-0.08091700822114944,
-0.025648124516010284,
0.04128842055797577,
0.03042486496269703,
0.10151447355747223,
-0.06281591951847076,
0.08230499178171158,
0.06705401837825775,
0.05594388768076897,
0.031661681830883026,
0.031483959406614304,
-0.03753075376152992,
-0.03728936240077019,
0.03148239478468895
] | null | null | null | null | null | null | null |
[
0.08770311623811722,
-0.07328144460916519,
0.0069860476069152355,
-0.020343484356999397,
0.0960855558514595,
-0.026013270020484924,
0.025078801438212395,
-0.0016859355382621288,
-0.03502394258975983,
0.03721996024250984,
0.042926330119371414,
0.053049199283123016,
-0.027409998700022697,
0.06471603363752365,
0.09226544201374054,
-0.03390072286128998,
0.05790948495268822,
-0.08982663601636887,
-0.024460988119244576,
-0.07411831617355347,
-0.03904862701892853,
-0.023984013125300407,
0.02340093068778515,
0.04379744827747345,
0.020216528326272964,
-0.018109848722815514,
-0.11460467427968979,
-0.029597198590636253,
0.012237455695867538,
0.048886410892009735,
-0.002482278738170862,
0.03372623026371002,
0.08647561073303223,
0.04009465128183365,
-0.04279136657714844,
-0.00907997414469719,
-0.03173622861504555,
-0.01251739077270031,
-0.07366346567869186,
0.045909084379673004,
0.038216475397348404,
-0.15029895305633545,
0.0005068792379461229,
-0.01696164533495903,
-0.01684228517115116,
0.02719879522919655,
-0.05081748962402344,
0.05424601212143898,
-0.04212411493062973,
0.013418157584965229,
-0.06180572137236595,
-0.034667953848838806,
0.0545431412756443,
-0.028727689757943153,
-0.073008231818676,
-0.13325440883636475,
-0.03729523718357086,
0.057900916785001755,
0.007556994911283255,
-0.014865309931337833,
-0.023622959852218628,
-0.03387758880853653,
0.033320117741823196,
0.037622902542352676,
0.060525763779878616,
0.036794278770685196,
-0.05639641731977463,
0.0262063629925251,
0.0021171013358980417,
-0.06715229153633118,
0.017029520124197006,
-0.009027188643813133,
-0.026873068884015083,
0.06775718927383423,
0.032452866435050964,
-0.13958288729190826,
-0.01571272313594818,
-0.008374285884201527,
0.019204411655664444,
0.06424355506896973,
0.08780959248542786,
0.010163526982069016,
-0.0065546100959181786,
0.003613404231145978,
0.0473543182015419,
-0.036905303597450256,
-0.06683284789323807,
0.014720688574016094,
-0.07944239675998688,
0.008071379736065865,
-0.040534403175115585,
0.08155063539743423,
0.06132851168513298,
0.05951584130525589,
-0.037916962057352066,
-0.03347877785563469,
0.012776409275829792,
-0.07803793996572495,
-0.03628890588879585,
0.025026602670550346,
-0.08590007573366165,
0.017469875514507294,
0.058072708547115326,
0.015861883759498596,
0.01781676523387432,
0.0038984697312116623,
-0.039227195084095,
0.05801565945148468,
0.01932446099817753,
0.07423049956560135,
-0.06113069877028465,
-0.02639470063149929,
-0.035992734134197235,
-0.07814408838748932,
0.08221851289272308,
-0.07865802943706512,
-0.04337310045957565,
0.07379697263240814,
0.05832279473543167,
0.0032082917168736458,
0.01804986782371998,
0.004584459587931633,
-0.03793289139866829,
-0.07789260149002075,
-0.008168895728886127,
0.04569662734866142,
-0.016690503805875778,
1.7719253759557607e-34,
0.02696535550057888,
0.039640896022319794,
0.042615391314029694,
0.08499062806367874,
-0.013614601455628872,
-0.01512542087584734,
-0.07603512704372406,
-0.02066243812441826,
-0.03523491322994232,
-0.01545522641390562,
0.0020329963881522417,
0.01985018514096737,
0.07893931865692139,
0.029963526874780655,
0.12341191619634628,
-0.04698127135634422,
0.015445352531969547,
0.04902571067214012,
0.018980687484145164,
0.0518760159611702,
0.06791408360004425,
-0.02979496866464615,
0.003997433930635452,
0.007494171150028706,
0.08145603537559509,
-0.06171891838312149,
-0.015287534333765507,
0.0023441717494279146,
0.09237054735422134,
0.001004309975542128,
0.015273123979568481,
0.041631221771240234,
-0.012234914116561413,
-0.023617058992385864,
0.0503985621035099,
-0.028638627380132675,
-0.013488701544702053,
-0.07303185015916824,
0.03618679568171501,
-0.04087104648351669,
-0.09816749393939972,
0.041248925030231476,
-0.06403196603059769,
0.07586882263422012,
0.007454904727637768,
0.0626349225640297,
0.008957482874393463,
-0.043994586914777756,
0.07912812381982803,
0.006535830441862345,
0.05668666586279869,
0.060944315046072006,
-0.08486249297857285,
0.12053382396697998,
0.041462261229753494,
0.1078060194849968,
0.009066293947398663,
-0.047013118863105774,
0.0668114423751831,
-0.05495201051235199,
-0.037280503660440445,
-0.010611318051815033,
0.055393286049366,
-0.024590784683823586,
0.043956395238637924,
-0.019084658473730087,
0.0003923399781342596,
0.0037603462114930153,
0.028514428064227104,
0.013317955657839775,
0.008621111512184143,
0.00438751420006156,
0.006881054025143385,
0.009222910739481449,
-0.023399891331791878,
0.008967414498329163,
-0.018102150410413742,
-0.002696716459468007,
-0.00818897970020771,
0.06263267993927002,
-0.007442501373589039,
-0.08141196519136429,
0.07004045695066452,
-0.055084265768527985,
0.08095946162939072,
0.04934212192893028,
0.06046495586633682,
-0.09861568361520767,
0.018414178863167763,
0.019344311207532883,
-0.07330600917339325,
0.030211739242076874,
-0.017222844064235687,
0.028806334361433983,
-0.05756659060716629,
-7.438071370410049e-34,
-0.08025278151035309,
-0.04328478127717972,
-0.02013217657804489,
-0.006241410970687866,
-0.11058542132377625,
-0.04392401501536369,
-0.05482698976993561,
-0.06205131858587265,
0.00030488462653011084,
-0.0026911520399153233,
-0.012524298392236233,
-0.07496172934770584,
0.04220528528094292,
-0.05138677731156349,
0.00010178048250963911,
0.0046850829385221004,
0.07393661886453629,
-0.07342660427093506,
-0.03375029191374779,
0.0235663540661335,
0.012762772850692272,
-0.08791681379079819,
0.002712887478992343,
-0.020081819966435432,
0.02905474603176117,
-0.06660591065883636,
-0.06639950722455978,
-0.08805252611637115,
0.05607769638299942,
-0.029966196045279503,
-0.018323615193367004,
-0.04225487262010574,
0.0384414978325367,
0.023077981546521187,
0.002710378263145685,
0.06117069348692894,
0.004610063973814249,
-0.029306398704648018,
0.02139246091246605,
-0.011834635399281979,
0.028378833085298538,
0.022214511409401894,
-0.056312695145606995,
0.04596083238720894,
-0.13461795449256897,
0.10330792516469955,
-0.15411944687366486,
0.03220536187291145,
-0.07804401963949203,
-0.10475612431764603,
0.0966007336974144,
0.016547899693250656,
-0.05197871848940849,
-0.027922214940190315,
-0.008919107727706432,
-0.007204675115644932,
-0.0015879053389653563,
0.028901970013976097,
-0.04850628972053528,
-0.03487178683280945,
0.016414755955338478,
0.026197826489806175,
-0.07508990913629532,
0.0292136762291193,
0.020432615652680397,
-0.14012598991394043,
0.032912421971559525,
-0.019003190100193024,
-0.018153714016079903,
0.0006509365630336106,
0.0429084412753582,
-0.005381740164011717,
-0.05238116532564163,
-0.000023631831936654635,
0.04272054135799408,
0.0020979871042072773,
0.08473928272724152,
0.09102040529251099,
0.021875884383916855,
0.0014017074136063457,
0.047909896820783615,
0.08277105540037155,
0.014172982424497604,
-0.09486037492752075,
0.038789890706539154,
0.03685854747891426,
0.05966543033719063,
0.0026229636278003454,
-0.04349316656589508,
0.023380421102046967,
0.0341220498085022,
0.045038722455501556,
-0.09122665226459503,
0.04511285200715065,
0.036938708275556564,
-3.594580988419693e-8,
-0.03601626679301262,
-0.03480388969182968,
-0.04421648383140564,
0.04042432829737663,
0.00402236171066761,
0.03816302865743637,
0.05135767161846161,
0.028031179681420326,
-0.0241620521992445,
0.0007838229066692293,
0.009851490147411823,
0.048275936394929886,
-0.036790572106838226,
0.021566448733210564,
0.0435476191341877,
-0.016250725835561752,
-0.05616006627678871,
-0.06531444191932678,
0.054260894656181335,
0.0934949666261673,
0.04020019620656967,
0.01823223941028118,
-0.07123306393623352,
-0.04230553284287453,
0.05794408917427063,
0.057630039751529694,
-0.04316222295165062,
-0.020788710564374924,
-0.013366546481847763,
-0.051065925508737564,
-0.006830484606325626,
-0.07724519073963165,
-0.03136206790804863,
-0.011817775666713715,
0.0780460461974144,
0.0484527163207531,
-0.07647351920604706,
-0.07583128660917282,
-0.005259213503450155,
0.007476340048015118,
0.015645839273929596,
0.013596592471003532,
0.07052560150623322,
0.034786056727170944,
-0.010740457102656364,
0.009447582997381687,
-0.008550102822482586,
-0.004575642291456461,
0.010122020728886127,
-0.0704813003540039,
-0.08091700822114944,
-0.025648124516010284,
0.04128842055797577,
0.03042486496269703,
0.10151447355747223,
-0.06281591951847076,
0.08230499178171158,
0.06705401837825775,
0.05594388768076897,
0.031661681830883026,
0.031483959406614304,
-0.03753075376152992,
-0.03728936240077019,
0.03148239478468895
] |
1401.4534
|
Daniel Shanahan
|
Daniel Shanahan
|
A Case for Lorentzian Relativity
|
The version of this paper published in "Foundations of Physics" is
available online through Springer's open access program at
link.springer.com/article/10.1007%2Fs10701-013-9765-x. The present version
corrects errors of transcription in Refs. [9] and [34], and in Eqn. (3) and
the unnumbered equations immediately following Eqns. (3) and (12)
|
Found. Phys. 44, 349 (2014)
|
10.1007/s10701-013-9765-x
| null |
quant-ph physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Lorentz transformation (LT) is explained by changes occurring in the wave
characteristics of matter as it changes inertial frame. This explanation is
akin to that favoured by Lorentz, but informed by later insights, due primarily
to de Broglie, regarding the underlying unity of matter and radiation. To show
the nature of these changes, a massive particle is modelled as a standing wave
in three dimensions. As the particle moves, the standing wave becomes a
travelling wave having two factors. One is a carrier wave displaying the
dilated frequency and contracted ellipsoidal form described by the LT, while
the other (identified as the de Broglie wave) is a modulation defining the
dephasing of the carrier wave (and thus the failure of simultaneity) in the
direction of travel. The superluminality of the de Broglie wave is thus
explained, as are several other mysterious features of the optical behaviour of
matter, including the physical meaning of the Schr\"odinger Eqn. and the
relevance to scattering processes of the de Broglie wave number. Consideration
is given to what this Lorentzian approach to relativity might mean for the
possible existence of a preferred frame and the origin of the observed
Minkowski metric.
|
[
{
"created": "Sat, 18 Jan 2014 12:31:23 GMT",
"version": "v1"
},
{
"created": "Thu, 2 Oct 2014 12:04:26 GMT",
"version": "v2"
},
{
"created": "Fri, 6 Mar 2015 04:42:56 GMT",
"version": "v3"
}
] |
2015-03-09
|
[
[
"Shanahan",
"Daniel",
""
]
] |
[
-0.05929107591509819,
-0.09695371240377426,
-0.0037070417311042547,
0.045272599905729294,
0.0005414822371676564,
0.0743793323636055,
0.0018417303217574954,
0.04456118121743202,
0.02130427211523056,
-0.04860253632068634,
0.09793330729007721,
0.0066853477619588375,
-0.08356685936450958,
-0.047601811587810516,
0.03145236894488335,
-0.03753992170095444,
0.058230478316545486,
-0.02017875388264656,
-0.054188322275877,
-0.0024185332003980875,
0.01851150579750538,
-0.05874180421233177,
-0.041162557899951935,
0.06796316057443619,
0.06976211816072464,
0.034674521535634995,
0.025625208392739296,
-0.0328620970249176,
0.020533382892608643,
0.038664329797029495,
0.05733354017138481,
0.06712936609983444,
-0.09100139886140823,
0.038688935339450836,
0.018260033801198006,
0.025427067652344704,
0.10388529300689697,
-0.0415700227022171,
0.09128192067146301,
-0.04110650718212128,
-0.02660352922976017,
0.026563934981822968,
-0.06005534157156944,
0.040177371352910995,
0.05946209281682968,
-0.02567811869084835,
0.036289434880018234,
0.020277392119169235,
-0.031163383275270462,
-0.057326458394527435,
0.02305084466934204,
-0.022124458104372025,
-0.02145037241280079,
0.05811483785510063,
-0.03489748761057854,
0.05702169984579086,
-0.002937866607680917,
-0.04325662553310394,
0.0038102203980088234,
-0.03138625994324684,
-0.11398709565401077,
0.07416965812444687,
0.016673224046826363,
-0.025209711864590645,
-0.01284668780863285,
-0.0340920127928257,
-0.04843168705701828,
-0.012352808378636837,
0.016832347959280014,
0.11997704207897186,
0.0036712202709168196,
0.008398485369980335,
-0.06829741597175598,
0.06010447070002556,
0.06160322576761246,
-0.059029899537563324,
0.02885396033525467,
0.03554545342922211,
0.050531256943941116,
0.0093320831656456,
0.0264260433614254,
-0.05899370089173317,
-0.10562534630298615,
0.015791084617376328,
-0.025660347193479538,
0.062144458293914795,
0.029382798820734024,
0.00453287735581398,
-0.04804961383342743,
-0.03720758482813835,
-0.054901763796806335,
-0.055488958954811096,
0.011066591367125511,
-0.03698888048529625,
0.05273299291729927,
0.007186530157923698,
0.005640825256705284,
0.03085770085453987,
0.09735716879367828,
-0.006556681357324123,
0.07559676468372345,
-0.0340152308344841,
-0.006463945843279362,
0.12700225412845612,
0.01712704822421074,
-0.05600294470787048,
0.04097462818026543,
0.008909518830478191,
-0.03814150393009186,
0.0013956744223833084,
0.02449764497578144,
-0.02672933042049408,
0.024990824982523918,
-0.03766614571213722,
-0.027927635237574577,
0.028426973149180412,
-0.018317053094506264,
0.05757603421807289,
-0.04312698915600777,
-0.09013797342777252,
-0.019480690360069275,
0.04137256741523743,
-0.016896529123187065,
0.019000040367245674,
0.005613288376480341,
0.07026620209217072,
0.019696244969964027,
1.3894004353738615e-33,
0.048621635884046555,
0.07726409286260605,
0.002123114885762334,
0.019606871530413628,
0.01862257532775402,
-0.012082220055162907,
-0.02347017265856266,
0.01151440292596817,
-0.02457534521818161,
0.009441574104130268,
-0.07014594227075577,
0.012868593446910381,
0.04524432122707367,
-0.03897237032651901,
-0.02803010120987892,
-0.07144932448863983,
-0.01856299489736557,
-0.0028563039377331734,
0.07800951600074768,
0.004695023410022259,
-0.028962621465325356,
0.0234838854521513,
-0.04203813523054123,
-0.0739160105586052,
-0.03833703696727753,
-0.03964543715119362,
-0.05317077040672302,
-0.0013590004527941346,
-0.06100042909383774,
0.03072718158364296,
-0.07230151444673538,
0.07240158319473267,
-0.038307685405015945,
-0.02919323742389679,
-0.0017738738097250462,
-0.09746886789798737,
-0.06748504191637039,
-0.03157375752925873,
-0.005356841254979372,
-0.0015923514729365706,
-0.04305310547351837,
-0.04461149871349335,
-0.12707175314426422,
-0.057130374014377594,
-0.01543351449072361,
0.01722770929336548,
0.10735868662595749,
-0.005305489990860224,
-0.003334892215207219,
0.006025438662618399,
0.06601084023714066,
-0.06318783760070801,
-0.0637284368276596,
0.002455528127029538,
0.038246482610702515,
0.011387161910533905,
0.09427357465028763,
-0.036583226174116135,
-0.04546083137392998,
-0.05870740860700607,
0.019005296751856804,
-0.025935566052794456,
0.07832913100719452,
0.06040605530142784,
0.08761600404977798,
-0.11402657628059387,
-0.10905971378087997,
-0.01936379075050354,
-0.010470256209373474,
0.03802790120244026,
-0.00746789900586009,
0.011516526341438293,
0.019055025652050972,
-0.0022298546973615885,
0.07260777056217194,
0.016273029148578644,
-0.04546832665801048,
0.13397836685180664,
-0.028831686824560165,
0.08503612130880356,
-0.048982951790094376,
-0.03582867607474327,
-0.020878974348306656,
-0.088675357401371,
0.011817608959972858,
0.10853414237499237,
-0.03697221726179123,
-0.09623260051012039,
0.02250720001757145,
-0.0671636238694191,
-0.0037851757369935513,
-0.02239655889570713,
0.04714290052652359,
-0.036169879138469696,
-0.049579523503780365,
-4.040615261499745e-33,
-0.046958401799201965,
0.002604310167953372,
-0.04010679945349693,
0.0463353767991066,
-0.007320908363908529,
0.05154712498188019,
-0.05105045065283775,
0.03152542933821678,
0.036224886775016785,
-0.028704874217510223,
0.03472548723220825,
-0.00946201290935278,
-0.03461560979485512,
-0.059017106890678406,
-0.008141894824802876,
0.008957023732364178,
0.03109179437160492,
-0.02017931640148163,
0.005596126429736614,
-0.01656714640557766,
0.051479801535606384,
-0.029919570311903954,
-0.0066038016229867935,
0.0031713852658867836,
-0.019884444773197174,
0.05841765180230141,
0.0960603877902031,
-0.01807452365756035,
0.04476702958345413,
-0.056510332971811295,
-0.03907192125916481,
-0.03075055405497551,
0.06799037754535675,
-0.0080810422077775,
-0.007999037392437458,
0.05835485830903053,
0.07156114280223846,
0.004543030168861151,
-0.008552017621695995,
0.008146442472934723,
-0.11780291795730591,
0.10389135032892227,
0.1506229192018509,
-0.0008699569152668118,
-0.0052216537296772,
0.06968545913696289,
0.05957866460084915,
0.023325510323047638,
-0.018330926075577736,
0.020633041858673096,
-0.019849685952067375,
0.017418278381228447,
0.028287872672080994,
0.042868901044130325,
0.003946349024772644,
0.048068609088659286,
-0.041096076369285583,
-0.06415743380784988,
0.038548506796360016,
0.025873491540551186,
0.012723664753139019,
-0.01723260059952736,
0.04585215076804161,
-0.03580974414944649,
0.015812812373042107,
-0.0013998273061588407,
-0.1350269764661789,
0.01721026934683323,
-0.012853994965553284,
-0.11895611137151718,
-0.007163103204220533,
-0.09850448369979858,
-0.040698666125535965,
-0.004642702639102936,
-0.023940881714224815,
-0.07255145162343979,
0.05265490710735321,
0.005603667348623276,
-0.01208192016929388,
0.04428672790527344,
-0.003600616008043289,
-0.019668517634272575,
0.001842424855567515,
-0.05557379499077797,
-0.06470614671707153,
-0.03067251853644848,
-0.1504945456981659,
-0.010862479917705059,
0.040362317115068436,
-0.03569280356168747,
-0.04253483563661575,
0.04685775190591812,
-0.01968366838991642,
0.020290084183216095,
0.14083509147167206,
-5.716452022852536e-8,
0.0015751172322779894,
0.0295494943857193,
-0.051613230258226395,
-0.023367775604128838,
0.0066295466385781765,
-0.03155110776424408,
-0.04662635549902916,
0.004992437548935413,
0.026643935590982437,
-0.020721491426229477,
-0.06361617147922516,
0.01148903463035822,
-0.05588135868310928,
-0.009268720634281635,
-0.0488123819231987,
0.06485006958246231,
-0.06818216294050217,
-0.13624754548072815,
0.010286131873726845,
0.024472003802657127,
0.008797709830105305,
-0.015385307371616364,
0.04121780022978783,
0.041340433061122894,
-0.05633913353085518,
0.043036337941884995,
-0.023458683863282204,
0.038395922631025314,
0.0005075906519778073,
0.04353586956858635,
-0.012552513740956783,
0.06580538302659988,
-0.0058964011259377,
0.005839020945131779,
-0.09948240220546722,
-0.08267074823379517,
-0.057097747921943665,
0.026660578325390816,
0.05557899922132492,
0.11599013954401016,
0.08718015253543854,
0.07288048416376114,
-0.08125697076320648,
0.08909600228071213,
0.06515133380889893,
0.0930759459733963,
0.031985484063625336,
-0.030889224261045456,
-0.07500378787517548,
0.07268966734409332,
-0.05039349943399429,
0.022026896476745605,
0.05901353806257248,
-0.03368832543492317,
-0.018522433936595917,
0.04657228663563728,
-0.03031146340072155,
-0.027517296373844147,
0.03069557063281536,
-0.02210681512951851,
-0.0082244286313653,
0.05777418613433838,
0.06868690252304077,
0.05132441967725754
] | null | null | null | null | null | null | null |
[
-0.05929107591509819,
-0.09695371240377426,
-0.0037070417311042547,
0.045272599905729294,
0.0005414822371676564,
0.0743793323636055,
0.0018417303217574954,
0.04456118121743202,
0.02130427211523056,
-0.04860253632068634,
0.09793330729007721,
0.0066853477619588375,
-0.08356685936450958,
-0.047601811587810516,
0.03145236894488335,
-0.03753992170095444,
0.058230478316545486,
-0.02017875388264656,
-0.054188322275877,
-0.0024185332003980875,
0.01851150579750538,
-0.05874180421233177,
-0.041162557899951935,
0.06796316057443619,
0.06976211816072464,
0.034674521535634995,
0.025625208392739296,
-0.0328620970249176,
0.020533382892608643,
0.038664329797029495,
0.05733354017138481,
0.06712936609983444,
-0.09100139886140823,
0.038688935339450836,
0.018260033801198006,
0.025427067652344704,
0.10388529300689697,
-0.0415700227022171,
0.09128192067146301,
-0.04110650718212128,
-0.02660352922976017,
0.026563934981822968,
-0.06005534157156944,
0.040177371352910995,
0.05946209281682968,
-0.02567811869084835,
0.036289434880018234,
0.020277392119169235,
-0.031163383275270462,
-0.057326458394527435,
0.02305084466934204,
-0.022124458104372025,
-0.02145037241280079,
0.05811483785510063,
-0.03489748761057854,
0.05702169984579086,
-0.002937866607680917,
-0.04325662553310394,
0.0038102203980088234,
-0.03138625994324684,
-0.11398709565401077,
0.07416965812444687,
0.016673224046826363,
-0.025209711864590645,
-0.01284668780863285,
-0.0340920127928257,
-0.04843168705701828,
-0.012352808378636837,
0.016832347959280014,
0.11997704207897186,
0.0036712202709168196,
0.008398485369980335,
-0.06829741597175598,
0.06010447070002556,
0.06160322576761246,
-0.059029899537563324,
0.02885396033525467,
0.03554545342922211,
0.050531256943941116,
0.0093320831656456,
0.0264260433614254,
-0.05899370089173317,
-0.10562534630298615,
0.015791084617376328,
-0.025660347193479538,
0.062144458293914795,
0.029382798820734024,
0.00453287735581398,
-0.04804961383342743,
-0.03720758482813835,
-0.054901763796806335,
-0.055488958954811096,
0.011066591367125511,
-0.03698888048529625,
0.05273299291729927,
0.007186530157923698,
0.005640825256705284,
0.03085770085453987,
0.09735716879367828,
-0.006556681357324123,
0.07559676468372345,
-0.0340152308344841,
-0.006463945843279362,
0.12700225412845612,
0.01712704822421074,
-0.05600294470787048,
0.04097462818026543,
0.008909518830478191,
-0.03814150393009186,
0.0013956744223833084,
0.02449764497578144,
-0.02672933042049408,
0.024990824982523918,
-0.03766614571213722,
-0.027927635237574577,
0.028426973149180412,
-0.018317053094506264,
0.05757603421807289,
-0.04312698915600777,
-0.09013797342777252,
-0.019480690360069275,
0.04137256741523743,
-0.016896529123187065,
0.019000040367245674,
0.005613288376480341,
0.07026620209217072,
0.019696244969964027,
1.3894004353738615e-33,
0.048621635884046555,
0.07726409286260605,
0.002123114885762334,
0.019606871530413628,
0.01862257532775402,
-0.012082220055162907,
-0.02347017265856266,
0.01151440292596817,
-0.02457534521818161,
0.009441574104130268,
-0.07014594227075577,
0.012868593446910381,
0.04524432122707367,
-0.03897237032651901,
-0.02803010120987892,
-0.07144932448863983,
-0.01856299489736557,
-0.0028563039377331734,
0.07800951600074768,
0.004695023410022259,
-0.028962621465325356,
0.0234838854521513,
-0.04203813523054123,
-0.0739160105586052,
-0.03833703696727753,
-0.03964543715119362,
-0.05317077040672302,
-0.0013590004527941346,
-0.06100042909383774,
0.03072718158364296,
-0.07230151444673538,
0.07240158319473267,
-0.038307685405015945,
-0.02919323742389679,
-0.0017738738097250462,
-0.09746886789798737,
-0.06748504191637039,
-0.03157375752925873,
-0.005356841254979372,
-0.0015923514729365706,
-0.04305310547351837,
-0.04461149871349335,
-0.12707175314426422,
-0.057130374014377594,
-0.01543351449072361,
0.01722770929336548,
0.10735868662595749,
-0.005305489990860224,
-0.003334892215207219,
0.006025438662618399,
0.06601084023714066,
-0.06318783760070801,
-0.0637284368276596,
0.002455528127029538,
0.038246482610702515,
0.011387161910533905,
0.09427357465028763,
-0.036583226174116135,
-0.04546083137392998,
-0.05870740860700607,
0.019005296751856804,
-0.025935566052794456,
0.07832913100719452,
0.06040605530142784,
0.08761600404977798,
-0.11402657628059387,
-0.10905971378087997,
-0.01936379075050354,
-0.010470256209373474,
0.03802790120244026,
-0.00746789900586009,
0.011516526341438293,
0.019055025652050972,
-0.0022298546973615885,
0.07260777056217194,
0.016273029148578644,
-0.04546832665801048,
0.13397836685180664,
-0.028831686824560165,
0.08503612130880356,
-0.048982951790094376,
-0.03582867607474327,
-0.020878974348306656,
-0.088675357401371,
0.011817608959972858,
0.10853414237499237,
-0.03697221726179123,
-0.09623260051012039,
0.02250720001757145,
-0.0671636238694191,
-0.0037851757369935513,
-0.02239655889570713,
0.04714290052652359,
-0.036169879138469696,
-0.049579523503780365,
-4.040615261499745e-33,
-0.046958401799201965,
0.002604310167953372,
-0.04010679945349693,
0.0463353767991066,
-0.007320908363908529,
0.05154712498188019,
-0.05105045065283775,
0.03152542933821678,
0.036224886775016785,
-0.028704874217510223,
0.03472548723220825,
-0.00946201290935278,
-0.03461560979485512,
-0.059017106890678406,
-0.008141894824802876,
0.008957023732364178,
0.03109179437160492,
-0.02017931640148163,
0.005596126429736614,
-0.01656714640557766,
0.051479801535606384,
-0.029919570311903954,
-0.0066038016229867935,
0.0031713852658867836,
-0.019884444773197174,
0.05841765180230141,
0.0960603877902031,
-0.01807452365756035,
0.04476702958345413,
-0.056510332971811295,
-0.03907192125916481,
-0.03075055405497551,
0.06799037754535675,
-0.0080810422077775,
-0.007999037392437458,
0.05835485830903053,
0.07156114280223846,
0.004543030168861151,
-0.008552017621695995,
0.008146442472934723,
-0.11780291795730591,
0.10389135032892227,
0.1506229192018509,
-0.0008699569152668118,
-0.0052216537296772,
0.06968545913696289,
0.05957866460084915,
0.023325510323047638,
-0.018330926075577736,
0.020633041858673096,
-0.019849685952067375,
0.017418278381228447,
0.028287872672080994,
0.042868901044130325,
0.003946349024772644,
0.048068609088659286,
-0.041096076369285583,
-0.06415743380784988,
0.038548506796360016,
0.025873491540551186,
0.012723664753139019,
-0.01723260059952736,
0.04585215076804161,
-0.03580974414944649,
0.015812812373042107,
-0.0013998273061588407,
-0.1350269764661789,
0.01721026934683323,
-0.012853994965553284,
-0.11895611137151718,
-0.007163103204220533,
-0.09850448369979858,
-0.040698666125535965,
-0.004642702639102936,
-0.023940881714224815,
-0.07255145162343979,
0.05265490710735321,
0.005603667348623276,
-0.01208192016929388,
0.04428672790527344,
-0.003600616008043289,
-0.019668517634272575,
0.001842424855567515,
-0.05557379499077797,
-0.06470614671707153,
-0.03067251853644848,
-0.1504945456981659,
-0.010862479917705059,
0.040362317115068436,
-0.03569280356168747,
-0.04253483563661575,
0.04685775190591812,
-0.01968366838991642,
0.020290084183216095,
0.14083509147167206,
-5.716452022852536e-8,
0.0015751172322779894,
0.0295494943857193,
-0.051613230258226395,
-0.023367775604128838,
0.0066295466385781765,
-0.03155110776424408,
-0.04662635549902916,
0.004992437548935413,
0.026643935590982437,
-0.020721491426229477,
-0.06361617147922516,
0.01148903463035822,
-0.05588135868310928,
-0.009268720634281635,
-0.0488123819231987,
0.06485006958246231,
-0.06818216294050217,
-0.13624754548072815,
0.010286131873726845,
0.024472003802657127,
0.008797709830105305,
-0.015385307371616364,
0.04121780022978783,
0.041340433061122894,
-0.05633913353085518,
0.043036337941884995,
-0.023458683863282204,
0.038395922631025314,
0.0005075906519778073,
0.04353586956858635,
-0.012552513740956783,
0.06580538302659988,
-0.0058964011259377,
0.005839020945131779,
-0.09948240220546722,
-0.08267074823379517,
-0.057097747921943665,
0.026660578325390816,
0.05557899922132492,
0.11599013954401016,
0.08718015253543854,
0.07288048416376114,
-0.08125697076320648,
0.08909600228071213,
0.06515133380889893,
0.0930759459733963,
0.031985484063625336,
-0.030889224261045456,
-0.07500378787517548,
0.07268966734409332,
-0.05039349943399429,
0.022026896476745605,
0.05901353806257248,
-0.03368832543492317,
-0.018522433936595917,
0.04657228663563728,
-0.03031146340072155,
-0.027517296373844147,
0.03069557063281536,
-0.02210681512951851,
-0.0082244286313653,
0.05777418613433838,
0.06868690252304077,
0.05132441967725754
] |
1401.4538
|
Jules Hedges
|
Jules Hedges
|
Dialectica models of additive-free linear logic
| null | null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents a construction which transforms categorical models of
additive-free propositional linear logic, closely based on de Paiva's
dialectica categories and Oliva's functional interpretations of classical
linear logic. The construction is defined using dependent type theory, which
proves to be a useful tool for reasoning about dialectica categories.
Abstractly, we have a closure operator on the class of models: it preserves
soundness and completeness and has a monad-like structure. When applied to
categories of games we obtain `games with bidding', which are hybrids of
dialectica and game models, and we prove completeness theorems for two specific
such models.
|
[
{
"created": "Sat, 18 Jan 2014 13:09:08 GMT",
"version": "v1"
},
{
"created": "Thu, 25 Sep 2014 09:35:40 GMT",
"version": "v2"
}
] |
2014-09-26
|
[
[
"Hedges",
"Jules",
""
]
] |
[
0.010453960858285427,
-0.06964292377233505,
-0.013302534818649292,
-0.06678712368011475,
-0.07431258261203766,
0.07009020447731018,
0.020559247583150864,
-0.00923969503492117,
0.008469577878713608,
0.05901150032877922,
-0.05423806980252266,
0.016520796343684196,
-0.07245438545942307,
0.007218676153570414,
0.07758733630180359,
0.02878488413989544,
0.031652819365262985,
0.03266289830207825,
0.004301808308809996,
-0.052463650703430176,
0.00444192485883832,
-0.0327388197183609,
-0.03334835171699524,
-0.022840382531285286,
-0.07567040622234344,
0.009938821196556091,
-0.04031388834118843,
-0.041257183998823166,
0.004576211795210838,
-0.012315074913203716,
-0.045896485447883606,
0.07653362303972244,
-0.01672934554517269,
0.032306428998708725,
0.01853790506720543,
0.023693140596151352,
-0.025042014196515083,
-0.05934277921915054,
-0.04067761078476906,
0.003511809278279543,
-0.022759154438972473,
-0.011382476426661015,
-0.029484184458851814,
-0.002291264710947871,
0.013806160539388657,
-0.006047872826457024,
-0.034494660794734955,
0.02188625931739807,
-0.009705604985356331,
-0.03736245259642601,
-0.02598397806286812,
0.022145429626107216,
-0.056824978440999985,
-0.04004184901714325,
0.04974627494812012,
-0.0188507791608572,
0.015400314703583717,
-0.04103764519095421,
-0.003109564771875739,
-0.05469520762562752,
-0.08843836933374405,
0.05302455276250839,
-0.022315613925457,
0.03576771169900894,
0.023540513589978218,
0.021296372637152672,
-0.04256519675254822,
0.06772354990243912,
-0.0009364202269352973,
0.03571329265832901,
0.009642692282795906,
-0.0036729841958731413,
-0.029210595414042473,
-0.007580489851534367,
-0.009713742882013321,
-0.05228367820382118,
0.10235626995563507,
-0.022413933649659157,
0.0013670410262420774,
0.07061681151390076,
-0.11611191183328629,
-0.054015472531318665,
-0.03136249631643295,
0.04017149284482002,
0.029502863064408302,
0.015421302057802677,
-0.002529481891542673,
-0.018461061641573906,
0.06254472583532333,
0.04027340188622475,
-0.04573890194296837,
-0.00468743871897459,
0.06237771362066269,
0.10601785778999329,
0.09766700863838196,
-0.018400797620415688,
0.014850316569209099,
-0.06272125989198685,
-0.006671364419162273,
0.06739244610071182,
-0.0147738978266716,
0.0814603716135025,
-0.014654274098575115,
-0.033150795847177505,
0.08733860403299332,
0.06877835094928741,
0.02077120542526245,
-0.012480848468840122,
-0.04433153197169304,
-0.012275531888008118,
-0.0031115617603063583,
-0.06819462031126022,
0.06131894141435623,
-0.08096691220998764,
-0.1333516538143158,
-0.019490640610456467,
-0.015184256248176098,
0.01415643934160471,
0.020115980878472328,
-0.09803899377584457,
0.10792682319879532,
0.018192224204540253,
0.03585255891084671,
0.04477308690547943,
0.051385294646024704,
-0.03481655567884445,
-0.03115476854145527,
-1.0501012460132047e-33,
-0.005358218681067228,
-0.032204918563365936,
0.05266698822379112,
0.024237385019659996,
0.05439683049917221,
0.07824650406837463,
0.06818344444036484,
-0.03383573144674301,
-0.05523885041475296,
-0.011444250121712685,
-0.07439161092042923,
0.07890035212039948,
-0.1700402796268463,
0.06094861403107643,
0.06643757969141006,
0.038229964673519135,
0.02681928128004074,
-0.0182289257645607,
-0.03705461695790291,
-0.032826557755470276,
0.05356709286570549,
0.10140004754066467,
0.017513437196612358,
0.08448155224323273,
0.0013170493766665459,
-0.0022718238178640604,
0.015912257134914398,
-0.05847601965069771,
-0.04004775732755661,
-0.0047886548563838005,
-0.026385225355625153,
-0.05529161915183067,
-0.03412270545959473,
0.04121981933712959,
-0.027714237570762634,
0.04749958962202072,
-0.024354994297027588,
-0.04874678701162338,
0.014411062002182007,
0.01455463096499443,
-0.025499464944005013,
-0.0013152031460776925,
-0.025856824591755867,
0.009531605057418346,
-0.06640639901161194,
-0.06882373988628387,
-0.040174394845962524,
0.01022739801555872,
-0.0427202545106411,
0.012965595349669456,
0.0027647819370031357,
-0.03090057522058487,
-0.01413323637098074,
-0.05324883386492729,
-0.006024808157235384,
-0.03902162238955498,
-0.05267249047756195,
0.04626688361167908,
-0.03223209083080292,
0.06480459123849869,
0.024451617151498795,
-0.02530624344944954,
0.10620639473199844,
0.006229618098586798,
-0.06282546371221542,
0.0237664096057415,
-0.09274758398532867,
-0.05004148557782173,
0.14571553468704224,
0.006188230589032173,
0.04042220115661621,
0.003416196210309863,
-0.016898471862077713,
0.09005086123943329,
0.0357605405151844,
-0.01328764297068119,
-0.0383991077542305,
-0.11784989386796951,
0.01029539480805397,
0.011902131140232086,
0.008263330906629562,
-0.03622475266456604,
-0.011873438954353333,
0.07332828640937805,
0.03241899237036705,
0.015985455363988876,
-0.05388491973280907,
-0.034329209476709366,
0.0705898255109787,
-0.053463131189346313,
-0.15152907371520996,
0.00288620893843472,
-0.012513916939496994,
-0.031463850289583206,
0.06045803427696228,
-1.8295957946144493e-33,
-0.04615485668182373,
-0.00836068857461214,
-0.06563058495521545,
-0.028354620561003685,
-0.09868376702070236,
-0.02892533876001835,
-0.03874970227479935,
-0.0014291107654571533,
-0.030929597094655037,
0.022689593955874443,
-0.06847338378429413,
0.06274531781673431,
0.0888110026717186,
-0.023590395227074623,
-0.0557088777422905,
-0.060905821621418,
-0.03380874916911125,
-0.03336092829704285,
-0.04005708917975426,
0.07829292118549347,
0.025041665881872177,
0.07971702516078949,
-0.05331091210246086,
0.008187506347894669,
0.009643804281949997,
0.04970753565430641,
-0.06843406707048416,
0.04989302530884743,
-0.010400800965726376,
-0.012782484292984009,
-0.009329667314887047,
-0.06072574108839035,
-0.06961328536272049,
-0.06128109246492386,
0.03957374393939972,
0.01698700524866581,
0.13048212230205536,
0.07001909613609314,
-0.05084981396794319,
0.01690926030278206,
-0.029432084411382675,
-0.11191486567258835,
-0.04597009718418121,
-0.04640093073248863,
-0.00565379299223423,
0.013679643161594868,
0.03140557184815407,
0.01558610051870346,
0.05334843695163727,
-0.05600346624851227,
0.058887727558612823,
0.018588021397590637,
0.06271947920322418,
0.05018997937440872,
0.028262145817279816,
-0.0435774065554142,
-0.016731983050704002,
-0.0531759187579155,
0.01580820418894291,
0.0108342245221138,
0.04971779137849808,
0.014960535801947117,
-0.006270212586969137,
-0.024951951578259468,
0.014776317402720451,
-0.05529310554265976,
0.005502208601683378,
-0.08741174638271332,
0.05876265466213226,
-0.08513910323381424,
-0.0663476288318634,
0.09398461133241653,
-0.05865778028964996,
0.02495628036558628,
0.012933553196489811,
0.05159344524145126,
-0.0354289710521698,
0.04972758889198303,
0.12401103973388672,
0.02961195446550846,
0.007050458807498217,
-0.077623151242733,
0.10877545922994614,
0.02618192508816719,
0.024585552513599396,
-0.03315451741218567,
0.050411660224199295,
0.037581633776426315,
-0.012964459136128426,
0.08477512001991272,
0.053424954414367676,
0.08282982558012009,
-0.003325259080156684,
0.09923601150512695,
-0.07555747777223587,
-4.02605877525275e-8,
0.012878193520009518,
0.006884993053972721,
-0.03953221067786217,
0.03078594245016575,
-0.02064596489071846,
-0.033634062856435776,
-0.022675776854157448,
-0.07477754354476929,
-0.03415802866220474,
-0.006502180825918913,
-0.05305341258645058,
0.14494536817073822,
0.04358309134840965,
0.005509109236299992,
0.03961556777358055,
0.03684929758310318,
0.09325556457042694,
-0.03550633788108826,
-0.022767236456274986,
0.08141203224658966,
0.07507683336734772,
-0.0023313311394304037,
-0.031071241945028305,
0.04533958435058594,
-0.041979748755693436,
-0.04327220469713211,
-0.028986087068915367,
0.01633859984576702,
0.03909973055124283,
0.12702339887619019,
0.02221798151731491,
0.052739158272743225,
0.03647090122103691,
-0.043182991445064545,
0.0824049562215805,
0.10088470578193665,
-0.016327857971191406,
-0.029778948053717613,
-0.05174944922327995,
-0.06844059377908707,
-0.01623687334358692,
-0.023730143904685974,
-0.046670541167259216,
0.005282678175717592,
0.07706810534000397,
-0.022430364042520523,
0.014081968925893307,
-0.07445372641086578,
-0.034836430102586746,
0.10418571531772614,
0.007604479789733887,
0.09044162184000015,
-0.015000308863818645,
0.014279752038419247,
-0.0740123763680458,
0.049302469938993454,
-0.015623200684785843,
0.03433314338326454,
0.0019074095180258155,
-0.016833685338497162,
0.010163763538002968,
-0.040609847754240036,
0.06189576908946037,
-0.030901553109288216
] | null | null | null | null | null | null | null |
[
0.010453960858285427,
-0.06964292377233505,
-0.013302534818649292,
-0.06678712368011475,
-0.07431258261203766,
0.07009020447731018,
0.020559247583150864,
-0.00923969503492117,
0.008469577878713608,
0.05901150032877922,
-0.05423806980252266,
0.016520796343684196,
-0.07245438545942307,
0.007218676153570414,
0.07758733630180359,
0.02878488413989544,
0.031652819365262985,
0.03266289830207825,
0.004301808308809996,
-0.052463650703430176,
0.00444192485883832,
-0.0327388197183609,
-0.03334835171699524,
-0.022840382531285286,
-0.07567040622234344,
0.009938821196556091,
-0.04031388834118843,
-0.041257183998823166,
0.004576211795210838,
-0.012315074913203716,
-0.045896485447883606,
0.07653362303972244,
-0.01672934554517269,
0.032306428998708725,
0.01853790506720543,
0.023693140596151352,
-0.025042014196515083,
-0.05934277921915054,
-0.04067761078476906,
0.003511809278279543,
-0.022759154438972473,
-0.011382476426661015,
-0.029484184458851814,
-0.002291264710947871,
0.013806160539388657,
-0.006047872826457024,
-0.034494660794734955,
0.02188625931739807,
-0.009705604985356331,
-0.03736245259642601,
-0.02598397806286812,
0.022145429626107216,
-0.056824978440999985,
-0.04004184901714325,
0.04974627494812012,
-0.0188507791608572,
0.015400314703583717,
-0.04103764519095421,
-0.003109564771875739,
-0.05469520762562752,
-0.08843836933374405,
0.05302455276250839,
-0.022315613925457,
0.03576771169900894,
0.023540513589978218,
0.021296372637152672,
-0.04256519675254822,
0.06772354990243912,
-0.0009364202269352973,
0.03571329265832901,
0.009642692282795906,
-0.0036729841958731413,
-0.029210595414042473,
-0.007580489851534367,
-0.009713742882013321,
-0.05228367820382118,
0.10235626995563507,
-0.022413933649659157,
0.0013670410262420774,
0.07061681151390076,
-0.11611191183328629,
-0.054015472531318665,
-0.03136249631643295,
0.04017149284482002,
0.029502863064408302,
0.015421302057802677,
-0.002529481891542673,
-0.018461061641573906,
0.06254472583532333,
0.04027340188622475,
-0.04573890194296837,
-0.00468743871897459,
0.06237771362066269,
0.10601785778999329,
0.09766700863838196,
-0.018400797620415688,
0.014850316569209099,
-0.06272125989198685,
-0.006671364419162273,
0.06739244610071182,
-0.0147738978266716,
0.0814603716135025,
-0.014654274098575115,
-0.033150795847177505,
0.08733860403299332,
0.06877835094928741,
0.02077120542526245,
-0.012480848468840122,
-0.04433153197169304,
-0.012275531888008118,
-0.0031115617603063583,
-0.06819462031126022,
0.06131894141435623,
-0.08096691220998764,
-0.1333516538143158,
-0.019490640610456467,
-0.015184256248176098,
0.01415643934160471,
0.020115980878472328,
-0.09803899377584457,
0.10792682319879532,
0.018192224204540253,
0.03585255891084671,
0.04477308690547943,
0.051385294646024704,
-0.03481655567884445,
-0.03115476854145527,
-1.0501012460132047e-33,
-0.005358218681067228,
-0.032204918563365936,
0.05266698822379112,
0.024237385019659996,
0.05439683049917221,
0.07824650406837463,
0.06818344444036484,
-0.03383573144674301,
-0.05523885041475296,
-0.011444250121712685,
-0.07439161092042923,
0.07890035212039948,
-0.1700402796268463,
0.06094861403107643,
0.06643757969141006,
0.038229964673519135,
0.02681928128004074,
-0.0182289257645607,
-0.03705461695790291,
-0.032826557755470276,
0.05356709286570549,
0.10140004754066467,
0.017513437196612358,
0.08448155224323273,
0.0013170493766665459,
-0.0022718238178640604,
0.015912257134914398,
-0.05847601965069771,
-0.04004775732755661,
-0.0047886548563838005,
-0.026385225355625153,
-0.05529161915183067,
-0.03412270545959473,
0.04121981933712959,
-0.027714237570762634,
0.04749958962202072,
-0.024354994297027588,
-0.04874678701162338,
0.014411062002182007,
0.01455463096499443,
-0.025499464944005013,
-0.0013152031460776925,
-0.025856824591755867,
0.009531605057418346,
-0.06640639901161194,
-0.06882373988628387,
-0.040174394845962524,
0.01022739801555872,
-0.0427202545106411,
0.012965595349669456,
0.0027647819370031357,
-0.03090057522058487,
-0.01413323637098074,
-0.05324883386492729,
-0.006024808157235384,
-0.03902162238955498,
-0.05267249047756195,
0.04626688361167908,
-0.03223209083080292,
0.06480459123849869,
0.024451617151498795,
-0.02530624344944954,
0.10620639473199844,
0.006229618098586798,
-0.06282546371221542,
0.0237664096057415,
-0.09274758398532867,
-0.05004148557782173,
0.14571553468704224,
0.006188230589032173,
0.04042220115661621,
0.003416196210309863,
-0.016898471862077713,
0.09005086123943329,
0.0357605405151844,
-0.01328764297068119,
-0.0383991077542305,
-0.11784989386796951,
0.01029539480805397,
0.011902131140232086,
0.008263330906629562,
-0.03622475266456604,
-0.011873438954353333,
0.07332828640937805,
0.03241899237036705,
0.015985455363988876,
-0.05388491973280907,
-0.034329209476709366,
0.0705898255109787,
-0.053463131189346313,
-0.15152907371520996,
0.00288620893843472,
-0.012513916939496994,
-0.031463850289583206,
0.06045803427696228,
-1.8295957946144493e-33,
-0.04615485668182373,
-0.00836068857461214,
-0.06563058495521545,
-0.028354620561003685,
-0.09868376702070236,
-0.02892533876001835,
-0.03874970227479935,
-0.0014291107654571533,
-0.030929597094655037,
0.022689593955874443,
-0.06847338378429413,
0.06274531781673431,
0.0888110026717186,
-0.023590395227074623,
-0.0557088777422905,
-0.060905821621418,
-0.03380874916911125,
-0.03336092829704285,
-0.04005708917975426,
0.07829292118549347,
0.025041665881872177,
0.07971702516078949,
-0.05331091210246086,
0.008187506347894669,
0.009643804281949997,
0.04970753565430641,
-0.06843406707048416,
0.04989302530884743,
-0.010400800965726376,
-0.012782484292984009,
-0.009329667314887047,
-0.06072574108839035,
-0.06961328536272049,
-0.06128109246492386,
0.03957374393939972,
0.01698700524866581,
0.13048212230205536,
0.07001909613609314,
-0.05084981396794319,
0.01690926030278206,
-0.029432084411382675,
-0.11191486567258835,
-0.04597009718418121,
-0.04640093073248863,
-0.00565379299223423,
0.013679643161594868,
0.03140557184815407,
0.01558610051870346,
0.05334843695163727,
-0.05600346624851227,
0.058887727558612823,
0.018588021397590637,
0.06271947920322418,
0.05018997937440872,
0.028262145817279816,
-0.0435774065554142,
-0.016731983050704002,
-0.0531759187579155,
0.01580820418894291,
0.0108342245221138,
0.04971779137849808,
0.014960535801947117,
-0.006270212586969137,
-0.024951951578259468,
0.014776317402720451,
-0.05529310554265976,
0.005502208601683378,
-0.08741174638271332,
0.05876265466213226,
-0.08513910323381424,
-0.0663476288318634,
0.09398461133241653,
-0.05865778028964996,
0.02495628036558628,
0.012933553196489811,
0.05159344524145126,
-0.0354289710521698,
0.04972758889198303,
0.12401103973388672,
0.02961195446550846,
0.007050458807498217,
-0.077623151242733,
0.10877545922994614,
0.02618192508816719,
0.024585552513599396,
-0.03315451741218567,
0.050411660224199295,
0.037581633776426315,
-0.012964459136128426,
0.08477512001991272,
0.053424954414367676,
0.08282982558012009,
-0.003325259080156684,
0.09923601150512695,
-0.07555747777223587,
-4.02605877525275e-8,
0.012878193520009518,
0.006884993053972721,
-0.03953221067786217,
0.03078594245016575,
-0.02064596489071846,
-0.033634062856435776,
-0.022675776854157448,
-0.07477754354476929,
-0.03415802866220474,
-0.006502180825918913,
-0.05305341258645058,
0.14494536817073822,
0.04358309134840965,
0.005509109236299992,
0.03961556777358055,
0.03684929758310318,
0.09325556457042694,
-0.03550633788108826,
-0.022767236456274986,
0.08141203224658966,
0.07507683336734772,
-0.0023313311394304037,
-0.031071241945028305,
0.04533958435058594,
-0.041979748755693436,
-0.04327220469713211,
-0.028986087068915367,
0.01633859984576702,
0.03909973055124283,
0.12702339887619019,
0.02221798151731491,
0.052739158272743225,
0.03647090122103691,
-0.043182991445064545,
0.0824049562215805,
0.10088470578193665,
-0.016327857971191406,
-0.029778948053717613,
-0.05174944922327995,
-0.06844059377908707,
-0.01623687334358692,
-0.023730143904685974,
-0.046670541167259216,
0.005282678175717592,
0.07706810534000397,
-0.022430364042520523,
0.014081968925893307,
-0.07445372641086578,
-0.034836430102586746,
0.10418571531772614,
0.007604479789733887,
0.09044162184000015,
-0.015000308863818645,
0.014279752038419247,
-0.0740123763680458,
0.049302469938993454,
-0.015623200684785843,
0.03433314338326454,
0.0019074095180258155,
-0.016833685338497162,
0.010163763538002968,
-0.040609847754240036,
0.06189576908946037,
-0.030901553109288216
] |
1401.4539
|
S.M. Ferdous
|
S.M. Ferdous, M. Sohel Rahman
|
Solving the Minimum Common String Partition Problem with the Help of
Ants
| null | null | null | null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we consider the problem of finding a minimum common partition
of two strings. The problem has its application in genome comparison. As it is
an NP-hard, discrete combinatorial optimization problem, we employ a
metaheuristic technique, namely, MAX-MIN ant system to solve this problem. To
achieve better efficiency we first map the problem instance into a special kind
of graph. Subsequently, we employ a MAX-MIN ant system to achieve high quality
solutions for the problem. Experimental results show the superiority of our
algorithm in comparison with the state of art algorithm in the literature. The
improvement achieved is also justified by standard statistical test.
|
[
{
"created": "Sat, 18 Jan 2014 13:15:30 GMT",
"version": "v1"
},
{
"created": "Wed, 21 May 2014 06:35:41 GMT",
"version": "v2"
}
] |
2015-06-22
|
[
[
"Ferdous",
"S. M.",
""
],
[
"Rahman",
"M. Sohel",
""
]
] |
[
-0.02572936750948429,
0.05494486913084984,
-0.009735980071127415,
-0.0964832603931427,
-0.016389762982726097,
-0.0369931161403656,
-0.023268485441803932,
0.05917816609144211,
-0.06754239648580551,
0.01209737453609705,
0.00491392333060503,
-0.025539014488458633,
-0.03383013233542442,
0.021605949848890305,
-0.021939335390925407,
0.06333756446838379,
-0.011297591030597687,
-0.00491788936778903,
0.020796794444322586,
-0.13404734432697296,
-0.06883370876312256,
0.020267292857170105,
0.013789352029561996,
-0.009062492288649082,
-0.014194531366229057,
0.05384131520986557,
0.006907125934958458,
0.0658433586359024,
0.007003074046224356,
0.03007035329937935,
0.038666605949401855,
0.02970077656209469,
0.0967472642660141,
0.00522569241002202,
0.002094424795359373,
0.02119060792028904,
-0.11455938965082169,
-0.03482196480035782,
0.12666848301887512,
0.014901663176715374,
0.039765968918800354,
0.06266825646162033,
0.0011706266086548567,
0.004570281598716974,
-0.07701797038316727,
0.1569305807352066,
-0.07835943251848221,
0.08883112668991089,
-0.05722176283597946,
0.003658534726127982,
-0.06392326205968857,
-0.01263413205742836,
-0.12218832969665527,
0.04006119817495346,
0.022825682535767555,
-0.021441001445055008,
-0.038897231221199036,
-0.11329764127731323,
-0.05631989240646362,
0.018686169758439064,
0.060957372188568115,
-0.09764695912599564,
-0.00024739551008678973,
-0.06242704391479492,
0.05296240374445915,
0.021458791568875313,
0.11832069605588913,
-0.04804672673344612,
0.020590035244822502,
-0.06273726373910904,
0.04451066255569458,
0.12423855811357498,
-0.05846114084124565,
0.10563281178474426,
-0.04380495473742485,
0.13385578989982605,
0.06669726222753525,
0.01555078849196434,
-0.03697885572910309,
-0.011960068717598915,
-0.08174633979797363,
-0.022074991837143898,
-0.0014088593889027834,
0.051251694560050964,
-0.0580136701464653,
-0.03281434625387192,
-0.03425523638725281,
0.046109046787023544,
-0.04451977461576462,
0.05936586856842041,
-0.041179630905389786,
0.01464889571070671,
0.13452163338661194,
0.003392605809494853,
-0.03451038524508476,
0.017901739105582237,
0.003461988642811775,
0.047814320772886276,
0.046334996819496155,
0.025786269456148148,
-0.03568340837955475,
-0.011295190081000328,
0.17951448261737823,
-0.04915715381503105,
-0.01043857354670763,
0.02960568480193615,
0.03011355735361576,
-0.046953435987234116,
0.01722387783229351,
-0.04328666627407074,
0.009256407618522644,
0.011265930719673634,
0.02920135296881199,
0.07384774833917618,
-0.04895762726664543,
-0.033928729593753815,
0.006503084674477577,
0.032700732350349426,
0.045945294201374054,
0.09136422723531723,
0.04227517545223236,
-0.07577750086784363,
0.02304346300661564,
0.01869584433734417,
0.005064377561211586,
-0.03582625463604927,
-0.008390979841351509,
-1.1688393079222064e-33,
-0.028049411252141,
0.009169223718345165,
0.0715903490781784,
-0.060316301882267,
0.01837136782705784,
-0.04363633319735527,
-0.0572594553232193,
0.007463208399713039,
-0.03906179219484329,
-0.00031555385794490576,
-0.011819357983767986,
-0.005778550636023283,
0.056927092373371124,
-0.04590991511940956,
0.017418406903743744,
-0.04812932014465332,
0.04593989625573158,
0.021142512559890747,
-0.0527302585542202,
-0.02611922286450863,
0.0015772635815665126,
0.017412401735782623,
0.04586818441748619,
-0.035358358174562454,
0.024245336651802063,
-0.05836419388651848,
0.02073567919433117,
-0.12137391418218613,
0.06294351816177368,
-0.006683626212179661,
-0.08885198831558228,
-0.03750951960682869,
0.05367666855454445,
0.13080774247646332,
0.02874589152634144,
0.015776757150888443,
0.022057007998228073,
-0.040767256170511246,
-0.04770490899682045,
0.08655628561973572,
0.007128525525331497,
0.037082210183143616,
0.12458498775959015,
0.013106610625982285,
0.033010806888341904,
0.02641383372247219,
-0.07737747579813004,
0.015588446520268917,
-0.0037462511099874973,
0.05613353103399277,
-0.06426895409822464,
-0.05162504315376282,
0.003467912320047617,
0.08103062212467194,
0.010413418523967266,
-0.007981416769325733,
-0.01235276460647583,
0.002500025322660804,
-0.018781591206789017,
0.08776531368494034,
-0.010094407945871353,
-0.010671226307749748,
-0.004574104677885771,
0.0852387547492981,
0.03852081298828125,
-0.048658810555934906,
0.04461493715643883,
-0.06644709408283234,
0.06629948318004608,
0.045834220945835114,
0.0067786104045808315,
-0.07066311687231064,
0.026268113404512405,
-0.000027914431484532543,
-0.025741251185536385,
0.004323586355894804,
0.1481458842754364,
-0.0009866167092695832,
-0.06106581166386604,
-0.04526565223932266,
-0.04995781555771828,
0.04812712222337723,
-0.0092554846778512,
-0.03661537542939186,
-0.025486193597316742,
-0.02342364378273487,
-0.034502334892749786,
0.06639505177736282,
0.019374029710888863,
-0.06801721453666687,
-0.027324894443154335,
0.053275056183338165,
-0.03839990124106407,
-0.004515198990702629,
0.11810790747404099,
7.280837062373068e-34,
-0.05602363497018814,
0.007886038161814213,
0.09393329173326492,
0.04124385491013527,
0.019633768126368523,
-0.03820129483938217,
0.04484592005610466,
-0.03384051471948624,
-0.026206880807876587,
0.04391981661319733,
-0.03715696558356285,
-0.030245525762438774,
0.08710357546806335,
-0.09847979247570038,
-0.03357933461666107,
0.02889653667807579,
0.055166710168123245,
0.014098074287176132,
0.09893383830785751,
0.07142434269189835,
0.055994536727666855,
0.10410361737012863,
0.00130548479501158,
0.005250432528555393,
0.05860432609915733,
-0.024966124445199966,
-0.03555610403418541,
-0.02088393270969391,
-0.013783803209662437,
-0.026351355016231537,
-0.03727439045906067,
0.02178400382399559,
-0.06931772828102112,
-0.08448212593793869,
-0.05908886343240738,
-0.04025929793715477,
0.011591539718210697,
0.04880887642502785,
0.03824452683329582,
0.02420824021100998,
-0.060213081538677216,
0.060274604707956314,
0.005137552507221699,
-0.0004907691618427634,
0.008221649564802647,
0.06170114129781723,
-0.04964078217744827,
0.01894744299352169,
0.025145631283521652,
-0.02962053008377552,
0.0007908250554464757,
0.02351313643157482,
-0.016356538981199265,
-0.07532008737325668,
0.012580531649291515,
-0.05476320534944534,
-0.04386325925588608,
0.07969236373901367,
-0.023328697308897972,
-0.0328722707927227,
0.007054897025227547,
-0.015454752370715141,
0.018501952290534973,
0.02384132519364357,
-0.016651581972837448,
-0.053579505532979965,
-0.01066324207931757,
-0.021265054121613503,
-0.0168002899736166,
-0.01108685415238142,
-0.008471539244055748,
0.03763994947075844,
0.04041040316224098,
0.01808173954486847,
-0.00023693297407589853,
0.04526298865675926,
-0.02535172924399376,
-0.01252305693924427,
0.002419721335172653,
0.028429297730326653,
-0.01132169645279646,
0.034823112189769745,
0.009493810124695301,
0.057943906635046005,
-0.030184075236320496,
-0.03460155799984932,
0.05706276744604111,
0.023474521934986115,
0.040150467306375504,
0.038445066660642624,
-0.04594425857067108,
-0.03883065655827522,
0.08001074939966202,
0.006087029352784157,
-0.019242702051997185,
-4.275408826970306e-8,
0.03420613706111908,
-0.07730869203805923,
-0.09335514158010483,
-0.03468282148241997,
0.03965931758284569,
0.037136513739824295,
-0.11261709034442902,
0.08381454646587372,
0.029250256717205048,
0.006506030913442373,
0.05718294903635979,
0.004785548895597458,
-0.030969414860010147,
0.07467541098594666,
-0.03787732496857643,
0.018688062205910683,
-0.02892652340233326,
-0.05481620132923126,
0.021662799641489983,
0.0039009670726954937,
-0.0706900805234909,
0.039883002638816833,
-0.019582854583859444,
0.03544223681092262,
0.00525312265381217,
-0.008376296609640121,
0.016215283423662186,
-0.09549067914485931,
-0.020515937358140945,
-0.01350478082895279,
-0.056129440665245056,
-0.03941011428833008,
-0.0005839322693645954,
-0.046908874064683914,
-0.02428167313337326,
-0.00025961376377381384,
-0.023999301716685295,
0.019489392638206482,
-0.07719289511442184,
-0.027134273201227188,
0.12783107161521912,
0.04904827103018761,
-0.06903133541345596,
-0.009974312968552113,
0.03485829383134842,
-0.09169851988554001,
0.0607408806681633,
0.04409141466021538,
-0.023197129368782043,
-0.08071344345808029,
0.01634441316127777,
-0.05543365702033043,
-0.007819540798664093,
-0.07959011942148209,
0.014448639936745167,
0.004922838881611824,
-0.013781478628516197,
-0.02018783614039421,
0.035104431211948395,
-0.051000818610191345,
0.046219028532505035,
0.022779591381549835,
0.02617514692246914,
-0.05381929501891136
] | null | null | null | null | null | null | null |
[
-0.02572936750948429,
0.05494486913084984,
-0.009735980071127415,
-0.0964832603931427,
-0.016389762982726097,
-0.0369931161403656,
-0.023268485441803932,
0.05917816609144211,
-0.06754239648580551,
0.01209737453609705,
0.00491392333060503,
-0.025539014488458633,
-0.03383013233542442,
0.021605949848890305,
-0.021939335390925407,
0.06333756446838379,
-0.011297591030597687,
-0.00491788936778903,
0.020796794444322586,
-0.13404734432697296,
-0.06883370876312256,
0.020267292857170105,
0.013789352029561996,
-0.009062492288649082,
-0.014194531366229057,
0.05384131520986557,
0.006907125934958458,
0.0658433586359024,
0.007003074046224356,
0.03007035329937935,
0.038666605949401855,
0.02970077656209469,
0.0967472642660141,
0.00522569241002202,
0.002094424795359373,
0.02119060792028904,
-0.11455938965082169,
-0.03482196480035782,
0.12666848301887512,
0.014901663176715374,
0.039765968918800354,
0.06266825646162033,
0.0011706266086548567,
0.004570281598716974,
-0.07701797038316727,
0.1569305807352066,
-0.07835943251848221,
0.08883112668991089,
-0.05722176283597946,
0.003658534726127982,
-0.06392326205968857,
-0.01263413205742836,
-0.12218832969665527,
0.04006119817495346,
0.022825682535767555,
-0.021441001445055008,
-0.038897231221199036,
-0.11329764127731323,
-0.05631989240646362,
0.018686169758439064,
0.060957372188568115,
-0.09764695912599564,
-0.00024739551008678973,
-0.06242704391479492,
0.05296240374445915,
0.021458791568875313,
0.11832069605588913,
-0.04804672673344612,
0.020590035244822502,
-0.06273726373910904,
0.04451066255569458,
0.12423855811357498,
-0.05846114084124565,
0.10563281178474426,
-0.04380495473742485,
0.13385578989982605,
0.06669726222753525,
0.01555078849196434,
-0.03697885572910309,
-0.011960068717598915,
-0.08174633979797363,
-0.022074991837143898,
-0.0014088593889027834,
0.051251694560050964,
-0.0580136701464653,
-0.03281434625387192,
-0.03425523638725281,
0.046109046787023544,
-0.04451977461576462,
0.05936586856842041,
-0.041179630905389786,
0.01464889571070671,
0.13452163338661194,
0.003392605809494853,
-0.03451038524508476,
0.017901739105582237,
0.003461988642811775,
0.047814320772886276,
0.046334996819496155,
0.025786269456148148,
-0.03568340837955475,
-0.011295190081000328,
0.17951448261737823,
-0.04915715381503105,
-0.01043857354670763,
0.02960568480193615,
0.03011355735361576,
-0.046953435987234116,
0.01722387783229351,
-0.04328666627407074,
0.009256407618522644,
0.011265930719673634,
0.02920135296881199,
0.07384774833917618,
-0.04895762726664543,
-0.033928729593753815,
0.006503084674477577,
0.032700732350349426,
0.045945294201374054,
0.09136422723531723,
0.04227517545223236,
-0.07577750086784363,
0.02304346300661564,
0.01869584433734417,
0.005064377561211586,
-0.03582625463604927,
-0.008390979841351509,
-1.1688393079222064e-33,
-0.028049411252141,
0.009169223718345165,
0.0715903490781784,
-0.060316301882267,
0.01837136782705784,
-0.04363633319735527,
-0.0572594553232193,
0.007463208399713039,
-0.03906179219484329,
-0.00031555385794490576,
-0.011819357983767986,
-0.005778550636023283,
0.056927092373371124,
-0.04590991511940956,
0.017418406903743744,
-0.04812932014465332,
0.04593989625573158,
0.021142512559890747,
-0.0527302585542202,
-0.02611922286450863,
0.0015772635815665126,
0.017412401735782623,
0.04586818441748619,
-0.035358358174562454,
0.024245336651802063,
-0.05836419388651848,
0.02073567919433117,
-0.12137391418218613,
0.06294351816177368,
-0.006683626212179661,
-0.08885198831558228,
-0.03750951960682869,
0.05367666855454445,
0.13080774247646332,
0.02874589152634144,
0.015776757150888443,
0.022057007998228073,
-0.040767256170511246,
-0.04770490899682045,
0.08655628561973572,
0.007128525525331497,
0.037082210183143616,
0.12458498775959015,
0.013106610625982285,
0.033010806888341904,
0.02641383372247219,
-0.07737747579813004,
0.015588446520268917,
-0.0037462511099874973,
0.05613353103399277,
-0.06426895409822464,
-0.05162504315376282,
0.003467912320047617,
0.08103062212467194,
0.010413418523967266,
-0.007981416769325733,
-0.01235276460647583,
0.002500025322660804,
-0.018781591206789017,
0.08776531368494034,
-0.010094407945871353,
-0.010671226307749748,
-0.004574104677885771,
0.0852387547492981,
0.03852081298828125,
-0.048658810555934906,
0.04461493715643883,
-0.06644709408283234,
0.06629948318004608,
0.045834220945835114,
0.0067786104045808315,
-0.07066311687231064,
0.026268113404512405,
-0.000027914431484532543,
-0.025741251185536385,
0.004323586355894804,
0.1481458842754364,
-0.0009866167092695832,
-0.06106581166386604,
-0.04526565223932266,
-0.04995781555771828,
0.04812712222337723,
-0.0092554846778512,
-0.03661537542939186,
-0.025486193597316742,
-0.02342364378273487,
-0.034502334892749786,
0.06639505177736282,
0.019374029710888863,
-0.06801721453666687,
-0.027324894443154335,
0.053275056183338165,
-0.03839990124106407,
-0.004515198990702629,
0.11810790747404099,
7.280837062373068e-34,
-0.05602363497018814,
0.007886038161814213,
0.09393329173326492,
0.04124385491013527,
0.019633768126368523,
-0.03820129483938217,
0.04484592005610466,
-0.03384051471948624,
-0.026206880807876587,
0.04391981661319733,
-0.03715696558356285,
-0.030245525762438774,
0.08710357546806335,
-0.09847979247570038,
-0.03357933461666107,
0.02889653667807579,
0.055166710168123245,
0.014098074287176132,
0.09893383830785751,
0.07142434269189835,
0.055994536727666855,
0.10410361737012863,
0.00130548479501158,
0.005250432528555393,
0.05860432609915733,
-0.024966124445199966,
-0.03555610403418541,
-0.02088393270969391,
-0.013783803209662437,
-0.026351355016231537,
-0.03727439045906067,
0.02178400382399559,
-0.06931772828102112,
-0.08448212593793869,
-0.05908886343240738,
-0.04025929793715477,
0.011591539718210697,
0.04880887642502785,
0.03824452683329582,
0.02420824021100998,
-0.060213081538677216,
0.060274604707956314,
0.005137552507221699,
-0.0004907691618427634,
0.008221649564802647,
0.06170114129781723,
-0.04964078217744827,
0.01894744299352169,
0.025145631283521652,
-0.02962053008377552,
0.0007908250554464757,
0.02351313643157482,
-0.016356538981199265,
-0.07532008737325668,
0.012580531649291515,
-0.05476320534944534,
-0.04386325925588608,
0.07969236373901367,
-0.023328697308897972,
-0.0328722707927227,
0.007054897025227547,
-0.015454752370715141,
0.018501952290534973,
0.02384132519364357,
-0.016651581972837448,
-0.053579505532979965,
-0.01066324207931757,
-0.021265054121613503,
-0.0168002899736166,
-0.01108685415238142,
-0.008471539244055748,
0.03763994947075844,
0.04041040316224098,
0.01808173954486847,
-0.00023693297407589853,
0.04526298865675926,
-0.02535172924399376,
-0.01252305693924427,
0.002419721335172653,
0.028429297730326653,
-0.01132169645279646,
0.034823112189769745,
0.009493810124695301,
0.057943906635046005,
-0.030184075236320496,
-0.03460155799984932,
0.05706276744604111,
0.023474521934986115,
0.040150467306375504,
0.038445066660642624,
-0.04594425857067108,
-0.03883065655827522,
0.08001074939966202,
0.006087029352784157,
-0.019242702051997185,
-4.275408826970306e-8,
0.03420613706111908,
-0.07730869203805923,
-0.09335514158010483,
-0.03468282148241997,
0.03965931758284569,
0.037136513739824295,
-0.11261709034442902,
0.08381454646587372,
0.029250256717205048,
0.006506030913442373,
0.05718294903635979,
0.004785548895597458,
-0.030969414860010147,
0.07467541098594666,
-0.03787732496857643,
0.018688062205910683,
-0.02892652340233326,
-0.05481620132923126,
0.021662799641489983,
0.0039009670726954937,
-0.0706900805234909,
0.039883002638816833,
-0.019582854583859444,
0.03544223681092262,
0.00525312265381217,
-0.008376296609640121,
0.016215283423662186,
-0.09549067914485931,
-0.020515937358140945,
-0.01350478082895279,
-0.056129440665245056,
-0.03941011428833008,
-0.0005839322693645954,
-0.046908874064683914,
-0.02428167313337326,
-0.00025961376377381384,
-0.023999301716685295,
0.019489392638206482,
-0.07719289511442184,
-0.027134273201227188,
0.12783107161521912,
0.04904827103018761,
-0.06903133541345596,
-0.009974312968552113,
0.03485829383134842,
-0.09169851988554001,
0.0607408806681633,
0.04409141466021538,
-0.023197129368782043,
-0.08071344345808029,
0.01634441316127777,
-0.05543365702033043,
-0.007819540798664093,
-0.07959011942148209,
0.014448639936745167,
0.004922838881611824,
-0.013781478628516197,
-0.02018783614039421,
0.035104431211948395,
-0.051000818610191345,
0.046219028532505035,
0.022779591381549835,
0.02617514692246914,
-0.05381929501891136
] |
1401.4540
|
Marc Barthelemy
|
Thomas Louail, Maxime Lenormand, Oliva Garc\'ia Cant\'u, Miguel
Picornell, Ricardo Herranz, Enrique Frias-Martinez, Jos\'e J. Ramasco, Marc
Barthelemy
|
From mobile phone data to the spatial structure of cities
|
14 pages, 15 figures
|
Scientific Reports 4: 5276 (2014)
|
10.1038/srep05276
| null |
physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Pervasive infrastructures, such as cell phone networks, enable to capture
large amounts of human behavioral data but also provide information about the
structure of cities and their dynamical properties. In this article, we focus
on these last aspects by studying phone data recorded during 55 days in 31
Spanish metropolitan areas. We first define an urban dilatation index which
measures how the average distance between individuals evolves during the day,
allowing us to highlight different types of city structure. We then focus on
hotspots, the most crowded places in the city. We propose a parameter free
method to detect them and to test the robustness of our results. The number of
these hotspots scales sublinearly with the population size, a result in
agreement with previous theoretical arguments and measures on employment
datasets. We study the lifetime of these hotspots and show in particular that
the hierarchy of permanent ones, which constitute the "heart" of the city, is
very stable whatever the size of the city. The spatial structure of these
hotspots is also of interest and allows us to distinguish different categories
of cities, from monocentric and "segregated" where the spatial distribution is
very dependent on land use, to polycentric where the spatial mixing between
land uses is much more important. These results point towards the possibility
of a new, quantitative classification of cities using high resolution
spatio-temporal data.
|
[
{
"created": "Sat, 18 Jan 2014 13:20:06 GMT",
"version": "v1"
}
] |
2018-12-27
|
[
[
"Louail",
"Thomas",
""
],
[
"Lenormand",
"Maxime",
""
],
[
"Cantú",
"Oliva García",
""
],
[
"Picornell",
"Miguel",
""
],
[
"Herranz",
"Ricardo",
""
],
[
"Frias-Martinez",
"Enrique",
""
],
[
"Ramasco",
"José J.",
""
],
[
"Barthelemy",
"Marc",
""
]
] |
[
0.063501738011837,
-0.07639293372631073,
0.08546875417232513,
0.035797785967588425,
0.024827776476740837,
-0.023880628868937492,
-0.016631294041872025,
-0.07236263900995255,
-0.012799279764294624,
-0.013251430355012417,
0.050838857889175415,
-0.0873555913567543,
-0.002420830074697733,
0.04073260352015495,
0.014105938374996185,
-0.02462751604616642,
0.0018775730859488249,
-0.019872883334755898,
-0.03674396872520447,
0.0027977158315479755,
0.018769482150673866,
-0.02389822155237198,
-0.07690520584583282,
-0.0019142170203849673,
0.0491349957883358,
-0.019035711884498596,
0.04449506476521492,
-0.00945835467427969,
-0.009717640466988087,
-0.006502966396510601,
0.03145047277212143,
0.12306877970695496,
0.05046137794852257,
0.035487040877342224,
-0.02768896333873272,
-0.06046012416481972,
0.00255359779112041,
0.055856816470623016,
-0.04518124461174011,
0.058469563722610474,
-0.013770322315394878,
-0.0351935550570488,
0.02233627438545227,
0.07196304202079773,
-0.022775407880544662,
0.006968461908400059,
0.0012465146137401462,
0.055378712713718414,
-0.04453194513916969,
-0.02003861963748932,
0.01679990440607071,
0.037986017763614655,
0.03450537472963333,
0.06921789795160294,
-0.058703962713479996,
0.0008166521438397467,
-0.023323850706219673,
0.012032969854772091,
0.06335166841745377,
0.02165224775671959,
0.03370315209031105,
0.022550245746970177,
-0.051258087158203125,
-0.008378203958272934,
0.0050766076892614365,
0.032037071883678436,
-0.003809112822636962,
0.028927594423294067,
-0.0077268462628126144,
0.004376555327326059,
0.017741385847330093,
0.04524436965584755,
-0.06772632896900177,
0.017621271312236786,
0.08333063125610352,
-0.01103410217911005,
-0.08406582474708557,
-0.057313743978738785,
0.012121039442718029,
-0.07562825083732605,
0.0878952369093895,
-0.020422212779521942,
-0.009925203397870064,
0.009836784563958645,
0.037488579750061035,
0.005782639142125845,
-0.005646534264087677,
0.03475065156817436,
-0.01808658055961132,
-0.03410443291068077,
-0.051295116543769836,
0.1423206478357315,
-0.04504761844873428,
0.0014322404749691486,
-0.0269122626632452,
0.012769537977874279,
-0.04574183002114296,
-0.051854170858860016,
0.04882200434803963,
0.09147366136312485,
-0.06090165674686432,
-0.036395296454429626,
0.04809189587831497,
0.08295577764511108,
0.03330615535378456,
-0.06088821217417717,
-0.01728134974837303,
-0.04964879900217056,
0.02315165288746357,
0.05987369269132614,
-0.018418528139591217,
0.023339662700891495,
-0.014116503298282623,
0.050614774227142334,
-0.03829701989889145,
-0.09132757037878036,
0.033164944499731064,
0.031107405200600624,
0.03380287438631058,
0.01631162315607071,
0.058191459625959396,
-0.011873963288962841,
-0.05360909178853035,
-0.01593695767223835,
0.04973211884498596,
0.041711077094078064,
-0.010308659635484219,
1.8682004984633917e-33,
0.026134906336665154,
-0.025600828230381012,
-0.0017296246951445937,
0.09988363832235336,
-0.006526358425617218,
-0.09166739135980606,
-0.0433640219271183,
-0.05148358643054962,
-0.0011175255058333278,
0.015282319858670235,
-0.04918860271573067,
0.035244256258010864,
-0.010802711360156536,
0.04178651422262192,
0.12407702207565308,
0.005364954937249422,
0.05713549628853798,
0.05587587133049965,
-0.03195551410317421,
-0.005421397276222706,
-0.01484325435012579,
-0.0458441823720932,
-0.004446777515113354,
-0.07118972390890121,
-0.008864440955221653,
-0.03204052522778511,
-0.018746325746178627,
-0.02556341141462326,
0.026958990842103958,
0.001333339256234467,
-0.07852544635534286,
0.042186010628938675,
0.06281014531850815,
0.03338586911559105,
0.02747669257223606,
0.017277320846915245,
-0.04988264665007591,
-0.013327253051102161,
-0.02502378821372986,
-0.01397310197353363,
-0.08698182553052902,
-7.001416975072061e-7,
-0.007563226856291294,
-0.039827991276979446,
0.061808452010154724,
-0.006440115626901388,
0.03388024866580963,
-0.0031480176839977503,
-0.018200377002358437,
0.03926410153508186,
0.045808095484972,
-0.004351101815700531,
-0.029608067125082016,
-0.0256499070674181,
-0.06826804578304291,
0.07399465888738632,
-0.022991031408309937,
0.009915915317833424,
0.026883725076913834,
0.06252874433994293,
-0.07463567703962326,
-0.005492793396115303,
-0.0005021071410737932,
-0.004292753059417009,
0.07742942124605179,
-0.03315594419836998,
0.021250713616609573,
0.055696360766887665,
0.10986021906137466,
0.06542638689279556,
0.06997069716453552,
0.0559949055314064,
-0.01727556623518467,
-0.033225104212760925,
0.0212550088763237,
0.007673939689993858,
0.029515458270907402,
0.027229662984609604,
-0.08598154038190842,
0.029736457392573357,
0.005252378527075052,
-0.06958790123462677,
-0.022144176065921783,
-0.06244463101029396,
0.10150164365768433,
-0.021878963336348534,
0.08257827907800674,
-0.05284219980239868,
-0.036223866045475006,
0.025387711822986603,
-0.06191740185022354,
0.0030667504761368036,
-0.05386772006750107,
-0.030773058533668518,
-0.02214117906987667,
-2.890912726102437e-33,
-0.09130556881427765,
-0.05591125041246414,
0.0041542029939591885,
0.01264206599444151,
-0.07410452514886856,
-0.04410623759031296,
-0.02525772713124752,
0.007414223160594702,
-0.06343428790569305,
-0.059552498161792755,
-0.12140160799026489,
-0.027210870757699013,
0.12305404990911484,
-0.029587628319859505,
0.026647724211215973,
0.03937794640660286,
0.07650735229253769,
-0.05385161563754082,
-0.10747666656970978,
0.0633079931139946,
-0.035922709852457047,
-0.05639616400003433,
-0.10425817221403122,
0.0011732829734683037,
-0.011452669277787209,
-0.039278194308280945,
-0.1150495633482933,
-0.029986893758177757,
-0.022798342630267143,
0.008933144621551037,
-0.15058165788650513,
-0.05390898883342743,
-0.04604749381542206,
-0.05081814527511597,
-0.019818827509880066,
0.0039963792078197,
0.021517843008041382,
0.014310220256447792,
0.049979884177446365,
0.03442126512527466,
-0.05427083000540733,
0.015291960909962654,
-0.021768268197774887,
-0.016520673409104347,
-0.004570776131004095,
0.03423747420310974,
-0.05972152575850487,
0.06004732847213745,
-0.10181387513875961,
-0.055467840284109116,
0.0834062397480011,
0.10305044054985046,
-0.08743353188037872,
0.05372932553291321,
0.0518614836037159,
-0.006219314876943827,
0.04466662183403969,
-0.07465022802352905,
-0.05126909539103508,
-0.016568006947636604,
-0.05101366713643074,
-0.060061756521463394,
-0.09582599252462387,
0.11888282001018524,
0.002174858469516039,
-0.044703345745801926,
0.019528163596987724,
-0.12613561749458313,
0.01449445728212595,
-0.015773942694067955,
0.07984785735607147,
-0.002485572127625346,
-0.06730226427316666,
-0.021922266110777855,
-0.05365005135536194,
-0.0579351931810379,
0.03687398135662079,
0.07458233833312988,
0.026771394535899162,
0.06308142095804214,
0.03811383619904518,
0.03644627705216408,
0.003544871462509036,
-0.07312415540218353,
0.027455072849988937,
0.026282502338290215,
0.04044196754693985,
-0.014596382156014442,
-0.018202992156147957,
0.0877293273806572,
-0.047968823462724686,
0.07683733105659485,
-0.14256037771701813,
-0.021652137860655785,
-0.018825646489858627,
-5.175311201810473e-8,
-0.03246242552995682,
0.03316452354192734,
0.00040926531073637307,
-0.029430333524942398,
0.032715242356061935,
-0.018786247819662094,
0.09206817299127579,
0.1022668331861496,
-0.0031066129449754953,
0.0770978108048439,
0.06294548511505127,
0.004613284021615982,
0.01696719229221344,
0.07293810695409775,
0.021073954179883003,
0.035814158618450165,
0.05937972664833069,
-0.008131328038871288,
-0.061147525906562805,
0.10294502973556519,
0.030076947063207626,
0.11051826924085617,
-0.07670202851295471,
0.031976476311683655,
0.06845061480998993,
-0.023864269256591797,
-0.07840149104595184,
0.014361278153955936,
0.026415852829813957,
0.0015856019454076886,
0.035242725163698196,
0.0025562297087162733,
-0.04579426720738411,
-0.08317854255437851,
0.018251808360219002,
0.07645127922296524,
-0.0021559991873800755,
-0.00833404902368784,
-0.011213789694011211,
-0.04257100075483322,
0.0679226890206337,
0.012041501700878143,
-0.046712398529052734,
0.0036430717445909977,
0.09284410625696182,
-0.08513600379228592,
0.012164197862148285,
-0.04799078404903412,
0.0479729138314724,
-0.05648311600089073,
-0.04045315086841583,
-0.07309562712907791,
-0.004661851096898317,
0.006146516650915146,
0.05982203036546707,
-0.09687689691781998,
-0.008286826312541962,
0.006975047755986452,
0.08162075281143188,
0.024082204326987267,
0.04114464670419693,
0.07949914038181305,
-0.10959577560424805,
-0.00970993097871542
] | null | null | null | null | null | null | null |
[
0.063501738011837,
-0.07639293372631073,
0.08546875417232513,
0.035797785967588425,
0.024827776476740837,
-0.023880628868937492,
-0.016631294041872025,
-0.07236263900995255,
-0.012799279764294624,
-0.013251430355012417,
0.050838857889175415,
-0.0873555913567543,
-0.002420830074697733,
0.04073260352015495,
0.014105938374996185,
-0.02462751604616642,
0.0018775730859488249,
-0.019872883334755898,
-0.03674396872520447,
0.0027977158315479755,
0.018769482150673866,
-0.02389822155237198,
-0.07690520584583282,
-0.0019142170203849673,
0.0491349957883358,
-0.019035711884498596,
0.04449506476521492,
-0.00945835467427969,
-0.009717640466988087,
-0.006502966396510601,
0.03145047277212143,
0.12306877970695496,
0.05046137794852257,
0.035487040877342224,
-0.02768896333873272,
-0.06046012416481972,
0.00255359779112041,
0.055856816470623016,
-0.04518124461174011,
0.058469563722610474,
-0.013770322315394878,
-0.0351935550570488,
0.02233627438545227,
0.07196304202079773,
-0.022775407880544662,
0.006968461908400059,
0.0012465146137401462,
0.055378712713718414,
-0.04453194513916969,
-0.02003861963748932,
0.01679990440607071,
0.037986017763614655,
0.03450537472963333,
0.06921789795160294,
-0.058703962713479996,
0.0008166521438397467,
-0.023323850706219673,
0.012032969854772091,
0.06335166841745377,
0.02165224775671959,
0.03370315209031105,
0.022550245746970177,
-0.051258087158203125,
-0.008378203958272934,
0.0050766076892614365,
0.032037071883678436,
-0.003809112822636962,
0.028927594423294067,
-0.0077268462628126144,
0.004376555327326059,
0.017741385847330093,
0.04524436965584755,
-0.06772632896900177,
0.017621271312236786,
0.08333063125610352,
-0.01103410217911005,
-0.08406582474708557,
-0.057313743978738785,
0.012121039442718029,
-0.07562825083732605,
0.0878952369093895,
-0.020422212779521942,
-0.009925203397870064,
0.009836784563958645,
0.037488579750061035,
0.005782639142125845,
-0.005646534264087677,
0.03475065156817436,
-0.01808658055961132,
-0.03410443291068077,
-0.051295116543769836,
0.1423206478357315,
-0.04504761844873428,
0.0014322404749691486,
-0.0269122626632452,
0.012769537977874279,
-0.04574183002114296,
-0.051854170858860016,
0.04882200434803963,
0.09147366136312485,
-0.06090165674686432,
-0.036395296454429626,
0.04809189587831497,
0.08295577764511108,
0.03330615535378456,
-0.06088821217417717,
-0.01728134974837303,
-0.04964879900217056,
0.02315165288746357,
0.05987369269132614,
-0.018418528139591217,
0.023339662700891495,
-0.014116503298282623,
0.050614774227142334,
-0.03829701989889145,
-0.09132757037878036,
0.033164944499731064,
0.031107405200600624,
0.03380287438631058,
0.01631162315607071,
0.058191459625959396,
-0.011873963288962841,
-0.05360909178853035,
-0.01593695767223835,
0.04973211884498596,
0.041711077094078064,
-0.010308659635484219,
1.8682004984633917e-33,
0.026134906336665154,
-0.025600828230381012,
-0.0017296246951445937,
0.09988363832235336,
-0.006526358425617218,
-0.09166739135980606,
-0.0433640219271183,
-0.05148358643054962,
-0.0011175255058333278,
0.015282319858670235,
-0.04918860271573067,
0.035244256258010864,
-0.010802711360156536,
0.04178651422262192,
0.12407702207565308,
0.005364954937249422,
0.05713549628853798,
0.05587587133049965,
-0.03195551410317421,
-0.005421397276222706,
-0.01484325435012579,
-0.0458441823720932,
-0.004446777515113354,
-0.07118972390890121,
-0.008864440955221653,
-0.03204052522778511,
-0.018746325746178627,
-0.02556341141462326,
0.026958990842103958,
0.001333339256234467,
-0.07852544635534286,
0.042186010628938675,
0.06281014531850815,
0.03338586911559105,
0.02747669257223606,
0.017277320846915245,
-0.04988264665007591,
-0.013327253051102161,
-0.02502378821372986,
-0.01397310197353363,
-0.08698182553052902,
-7.001416975072061e-7,
-0.007563226856291294,
-0.039827991276979446,
0.061808452010154724,
-0.006440115626901388,
0.03388024866580963,
-0.0031480176839977503,
-0.018200377002358437,
0.03926410153508186,
0.045808095484972,
-0.004351101815700531,
-0.029608067125082016,
-0.0256499070674181,
-0.06826804578304291,
0.07399465888738632,
-0.022991031408309937,
0.009915915317833424,
0.026883725076913834,
0.06252874433994293,
-0.07463567703962326,
-0.005492793396115303,
-0.0005021071410737932,
-0.004292753059417009,
0.07742942124605179,
-0.03315594419836998,
0.021250713616609573,
0.055696360766887665,
0.10986021906137466,
0.06542638689279556,
0.06997069716453552,
0.0559949055314064,
-0.01727556623518467,
-0.033225104212760925,
0.0212550088763237,
0.007673939689993858,
0.029515458270907402,
0.027229662984609604,
-0.08598154038190842,
0.029736457392573357,
0.005252378527075052,
-0.06958790123462677,
-0.022144176065921783,
-0.06244463101029396,
0.10150164365768433,
-0.021878963336348534,
0.08257827907800674,
-0.05284219980239868,
-0.036223866045475006,
0.025387711822986603,
-0.06191740185022354,
0.0030667504761368036,
-0.05386772006750107,
-0.030773058533668518,
-0.02214117906987667,
-2.890912726102437e-33,
-0.09130556881427765,
-0.05591125041246414,
0.0041542029939591885,
0.01264206599444151,
-0.07410452514886856,
-0.04410623759031296,
-0.02525772713124752,
0.007414223160594702,
-0.06343428790569305,
-0.059552498161792755,
-0.12140160799026489,
-0.027210870757699013,
0.12305404990911484,
-0.029587628319859505,
0.026647724211215973,
0.03937794640660286,
0.07650735229253769,
-0.05385161563754082,
-0.10747666656970978,
0.0633079931139946,
-0.035922709852457047,
-0.05639616400003433,
-0.10425817221403122,
0.0011732829734683037,
-0.011452669277787209,
-0.039278194308280945,
-0.1150495633482933,
-0.029986893758177757,
-0.022798342630267143,
0.008933144621551037,
-0.15058165788650513,
-0.05390898883342743,
-0.04604749381542206,
-0.05081814527511597,
-0.019818827509880066,
0.0039963792078197,
0.021517843008041382,
0.014310220256447792,
0.049979884177446365,
0.03442126512527466,
-0.05427083000540733,
0.015291960909962654,
-0.021768268197774887,
-0.016520673409104347,
-0.004570776131004095,
0.03423747420310974,
-0.05972152575850487,
0.06004732847213745,
-0.10181387513875961,
-0.055467840284109116,
0.0834062397480011,
0.10305044054985046,
-0.08743353188037872,
0.05372932553291321,
0.0518614836037159,
-0.006219314876943827,
0.04466662183403969,
-0.07465022802352905,
-0.05126909539103508,
-0.016568006947636604,
-0.05101366713643074,
-0.060061756521463394,
-0.09582599252462387,
0.11888282001018524,
0.002174858469516039,
-0.044703345745801926,
0.019528163596987724,
-0.12613561749458313,
0.01449445728212595,
-0.015773942694067955,
0.07984785735607147,
-0.002485572127625346,
-0.06730226427316666,
-0.021922266110777855,
-0.05365005135536194,
-0.0579351931810379,
0.03687398135662079,
0.07458233833312988,
0.026771394535899162,
0.06308142095804214,
0.03811383619904518,
0.03644627705216408,
0.003544871462509036,
-0.07312415540218353,
0.027455072849988937,
0.026282502338290215,
0.04044196754693985,
-0.014596382156014442,
-0.018202992156147957,
0.0877293273806572,
-0.047968823462724686,
0.07683733105659485,
-0.14256037771701813,
-0.021652137860655785,
-0.018825646489858627,
-5.175311201810473e-8,
-0.03246242552995682,
0.03316452354192734,
0.00040926531073637307,
-0.029430333524942398,
0.032715242356061935,
-0.018786247819662094,
0.09206817299127579,
0.1022668331861496,
-0.0031066129449754953,
0.0770978108048439,
0.06294548511505127,
0.004613284021615982,
0.01696719229221344,
0.07293810695409775,
0.021073954179883003,
0.035814158618450165,
0.05937972664833069,
-0.008131328038871288,
-0.061147525906562805,
0.10294502973556519,
0.030076947063207626,
0.11051826924085617,
-0.07670202851295471,
0.031976476311683655,
0.06845061480998993,
-0.023864269256591797,
-0.07840149104595184,
0.014361278153955936,
0.026415852829813957,
0.0015856019454076886,
0.035242725163698196,
0.0025562297087162733,
-0.04579426720738411,
-0.08317854255437851,
0.018251808360219002,
0.07645127922296524,
-0.0021559991873800755,
-0.00833404902368784,
-0.011213789694011211,
-0.04257100075483322,
0.0679226890206337,
0.012041501700878143,
-0.046712398529052734,
0.0036430717445909977,
0.09284410625696182,
-0.08513600379228592,
0.012164197862148285,
-0.04799078404903412,
0.0479729138314724,
-0.05648311600089073,
-0.04045315086841583,
-0.07309562712907791,
-0.004661851096898317,
0.006146516650915146,
0.05982203036546707,
-0.09687689691781998,
-0.008286826312541962,
0.006975047755986452,
0.08162075281143188,
0.024082204326987267,
0.04114464670419693,
0.07949914038181305,
-0.10959577560424805,
-0.00970993097871542
] |
1401.4543
|
Meriem Ben-Salah Akin
|
Meriem Ben-Salah Akin
|
On the Potential of Twitter for Understanding the Tunisia of the
Post-Arab Spring
|
7 pages, 5 figures
| null | null | null |
cs.SI cs.CY physics.soc-ph
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
Micro-blogging through Twitter has made information short and to the point,
and more importantly systematically searchable. This work is the first of a
series in which quotidian observations about Tunisia are obtained using the
micro-blogging site Twitter. Data was extracted using the open source Twitter
API v1.1. Specific tweets were obtained using functional search operators in
particular thematic hash tags, geo-location, date, time and language. The
presence of Tunisia in the international tweet stream, the language of
communication of Tunisian residents through Twitter as well as Twitter usage
across Tunisia are the center of attention of this article.
|
[
{
"created": "Sat, 18 Jan 2014 14:13:58 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Akin",
"Meriem Ben-Salah",
""
]
] |
[
0.010461905971169472,
0.049310844391584396,
-0.015211417339742184,
0.006554591003805399,
0.06641361862421036,
-0.04054617881774902,
0.010236840695142746,
-0.02417810633778572,
0.08623986691236496,
0.047823112457990646,
0.05124903842806816,
0.03423728793859482,
0.07232150435447693,
0.00264352117665112,
0.04647235572338104,
-0.0367814265191555,
-0.04990481957793236,
-0.008528336882591248,
-0.029384206980466843,
-0.10180651396512985,
0.027795622125267982,
0.03688453510403633,
0.06128385290503502,
0.011611782014369965,
0.038442742079496384,
-0.0051246280781924725,
-0.0741715058684349,
-0.04922628030180931,
-0.005875844042748213,
0.07055138051509857,
-0.028663963079452515,
0.08562382310628891,
0.03041294775903225,
0.03410519286990166,
-0.026766479015350342,
0.044897280633449554,
-0.029055384919047356,
0.01015565451234579,
0.012789679691195488,
-0.006600088439881802,
0.017153160646557808,
-0.11902560293674469,
0.03404868766665459,
-0.031966932117938995,
-0.010975508950650692,
0.05920810252428055,
0.046968478709459305,
0.04405561834573746,
-0.1069045215845108,
0.05434572696685791,
-0.10624796152114868,
-0.020926659926772118,
0.029590055346488953,
-0.0506085567176342,
0.013236052356660366,
-0.05260450020432472,
-0.03587546572089195,
0.02677086926996708,
0.009205902926623821,
-0.04160836338996887,
-0.00044889518176205456,
-0.006708204746246338,
-0.05040517821907997,
0.05207173153758049,
0.028094863519072533,
-0.09950727969408035,
0.03607477247714996,
0.046897199004888535,
0.0764249861240387,
-0.05599517747759819,
0.03271454572677612,
0.027506869286298752,
-0.07191067934036255,
0.05665270611643791,
0.026743268594145775,
0.006672189105302095,
0.03747066110372543,
-0.003556137438863516,
-0.020003605633974075,
-0.007073547225445509,
0.03406371548771858,
0.0059182229451835155,
0.061149999499320984,
-0.019034091383218765,
0.02299586497247219,
-0.06823020428419113,
0.04809488728642464,
0.045748867094516754,
0.043258603662252426,
-0.0018946632044389844,
0.04188406094908714,
0.04428217187523842,
0.08823376893997192,
-0.005874189082533121,
-0.03801126033067703,
-0.0790458470582962,
-0.02788403443992138,
-0.02054455690085888,
-0.002382825128734112,
0.05773112550377846,
-0.072528176009655,
-0.004203870426863432,
0.08057121932506561,
0.009764844551682472,
-0.008019675500690937,
0.027307620272040367,
-0.028485054150223732,
0.07336224615573883,
0.052639901638031006,
-0.012891280464828014,
-0.09520229697227478,
-0.000005090415015729377,
-0.00665927492082119,
-0.08693522214889526,
0.05469352379441261,
-0.004114254843443632,
0.05556798726320267,
-0.054396852850914,
0.0441126711666584,
0.04360375180840492,
-0.04631972312927246,
-0.015471657738089561,
-0.009083366952836514,
-0.05696328356862068,
0.0009666236583143473,
0.13969284296035767,
-0.0347713902592659,
2.1726252499935475e-33,
0.09712614864110947,
0.027267804369330406,
0.022319087758660316,
0.025580596178770065,
-0.06946378201246262,
0.0458751879632473,
-0.04716968908905983,
-0.0062940106727182865,
-0.05725589767098427,
-0.07489447295665741,
-0.0035938480868935585,
-0.022177867591381073,
0.018673447892069817,
0.05888432264328003,
0.026311440393328667,
-0.0534374862909317,
0.047678351402282715,
-0.0342700369656086,
0.03893927484750748,
0.000021468915292643942,
-0.016250228509306908,
0.024421241134405136,
0.03309071063995361,
0.012382554821670055,
0.058653589338064194,
0.02085064724087715,
0.05379190295934677,
-0.06139741465449333,
-0.012796261347830296,
0.036262139678001404,
-0.030201435089111328,
-0.014351901598274708,
-0.06414639949798584,
-0.09241536259651184,
0.0779070258140564,
0.014612409286201,
-0.059050291776657104,
0.0001243807200808078,
-0.04973721504211426,
-0.07003048062324524,
-0.07894501835107803,
0.039002612233161926,
-0.024317318573594093,
-0.04319235309958458,
-0.025625696405768394,
0.04911131039261818,
-0.07631076127290726,
-0.06771055608987808,
0.11571616679430008,
-0.011909992434084415,
0.06138555705547333,
0.0683530867099762,
-0.0027064483147114515,
-0.010515598580241203,
0.03838111087679863,
0.08546507358551025,
-0.02569633163511753,
0.010798453353345394,
0.08016893267631531,
-0.006242814939469099,
0.032754793763160706,
-0.05259460210800171,
0.07764814794063568,
-0.05041642114520073,
0.0710344985127449,
-0.019716233015060425,
0.039309438318014145,
0.060262423008680344,
0.038631100207567215,
0.06141907349228859,
0.06790653616189957,
0.03226633369922638,
0.02332276664674282,
0.03408183157444,
-0.06415291875600815,
0.07455873489379883,
0.0018667156109586358,
-0.08789907395839691,
0.035423196852207184,
0.052009791135787964,
0.030586106702685356,
-0.06652569770812988,
0.048741213977336884,
-0.04449288547039032,
-0.09195628762245178,
0.010992942377924919,
0.06366488337516785,
-0.0680001899600029,
-0.002138220937922597,
-0.00247391639277339,
-0.0726032704114914,
0.08683709800243378,
-0.046051789075136185,
-0.0472494438290596,
-0.04870109260082245,
-2.5658749464466433e-33,
-0.08104564994573593,
-0.025963187217712402,
-0.0756460428237915,
-0.0027017483953386545,
-0.07308182120323181,
-0.04277438297867775,
-0.010043690912425518,
0.01757747493684292,
-0.026229459792375565,
0.07660842686891556,
0.029633786529302597,
-0.1044619157910347,
-0.0434645414352417,
-0.054310914129018784,
0.001729869283735752,
0.024280278012156487,
0.08172794431447983,
-0.060554858297109604,
-0.038285329937934875,
0.10603900253772736,
-0.06701172143220901,
-0.0753384381532669,
-0.11655546724796295,
0.022496208548545837,
-0.029483240097761154,
-0.013537089340388775,
0.059718091040849686,
0.040515996515750885,
-0.05009956657886505,
-0.08369039744138718,
-0.01153983362019062,
-0.022785769775509834,
-0.024780837818980217,
0.06227428466081619,
-0.05247969180345535,
0.02012743055820465,
-0.05680730566382408,
0.03411683440208435,
0.06679689884185791,
0.01404506340622902,
0.12093401700258255,
0.0428469181060791,
0.041916120797395706,
-0.005589102860540152,
-0.07846848666667938,
0.013258635997772217,
-0.08439958840608597,
0.003578755771741271,
-0.08569102734327316,
-0.02889801748096943,
0.07621229439973831,
0.004410669207572937,
-0.027329295873641968,
-0.05639156326651573,
0.04417245090007782,
-0.062396444380283356,
-0.0335242934525013,
0.016364607959985733,
-0.07830627262592316,
-0.020847078412771225,
-0.061853840947151184,
0.06927080452442169,
-0.04507038742303848,
0.04746822640299797,
0.02179105579853058,
-0.09310728311538696,
-0.05198228731751442,
-0.03620276600122452,
-0.04601936414837837,
0.019339654594659805,
0.11709092557430267,
-0.04763946309685707,
-0.06749320775270462,
-0.058146074414253235,
0.02557884342968464,
0.03070470690727234,
0.020995255559682846,
0.11046108603477478,
-0.04557650536298752,
-0.03997435420751572,
0.049871448427438736,
-0.029573293402791023,
0.000025500050469418056,
0.028116585686802864,
0.010014013387262821,
0.008216244168579578,
-0.029153555631637573,
0.023530641570687294,
0.030464136973023415,
0.03003372624516487,
0.0017081010155379772,
0.009359403513371944,
-0.08642008155584335,
0.045864030718803406,
0.02360936999320984,
-3.637084944330127e-8,
-0.028527511283755302,
-0.08007433265447617,
-0.029041070491075516,
0.10639934241771698,
0.02988584339618683,
0.11817698180675507,
0.0641917958855629,
-0.009787868708372116,
-0.0738212838768959,
0.08250288665294647,
-0.0253897812217474,
-0.019157355651259422,
-0.05940656736493111,
-0.009586775675415993,
-0.022056207060813904,
0.02240319922566414,
-0.08359122276306152,
-0.08013962209224701,
-0.006117749027907848,
-0.00853582751005888,
-0.019150385633111,
0.0853448286652565,
-0.06302827596664429,
-0.018137719482183456,
0.05311553552746773,
0.019666828215122223,
-0.11449535191059113,
0.028140679001808167,
0.011677967384457588,
-0.08524352312088013,
0.038583382964134216,
0.022863086313009262,
-0.07367655634880066,
-0.03543317690491676,
-0.0056997318752110004,
0.056704793125391006,
-0.021026089787483215,
-0.021649189293384552,
-0.051135312765836716,
-0.01905972510576248,
0.03111434355378151,
0.02496926859021187,
0.033973827958106995,
-0.016879282891750336,
-0.009760471060872078,
0.0009119392489083111,
0.013048709370195866,
-0.02949538640677929,
-0.022067498415708542,
-0.006192686036229134,
-0.06308304518461227,
-0.007575257681310177,
0.03070487640798092,
0.10575675219297409,
0.04758131504058838,
-0.012927912175655365,
-0.0004205936857033521,
0.011073198169469833,
0.0987064465880394,
0.038689762353897095,
0.08666956424713135,
-0.058948833495378494,
-0.03878241404891014,
-0.03345771133899689
] | null | null | null | null | null | null | null |
[
0.010461905971169472,
0.049310844391584396,
-0.015211417339742184,
0.006554591003805399,
0.06641361862421036,
-0.04054617881774902,
0.010236840695142746,
-0.02417810633778572,
0.08623986691236496,
0.047823112457990646,
0.05124903842806816,
0.03423728793859482,
0.07232150435447693,
0.00264352117665112,
0.04647235572338104,
-0.0367814265191555,
-0.04990481957793236,
-0.008528336882591248,
-0.029384206980466843,
-0.10180651396512985,
0.027795622125267982,
0.03688453510403633,
0.06128385290503502,
0.011611782014369965,
0.038442742079496384,
-0.0051246280781924725,
-0.0741715058684349,
-0.04922628030180931,
-0.005875844042748213,
0.07055138051509857,
-0.028663963079452515,
0.08562382310628891,
0.03041294775903225,
0.03410519286990166,
-0.026766479015350342,
0.044897280633449554,
-0.029055384919047356,
0.01015565451234579,
0.012789679691195488,
-0.006600088439881802,
0.017153160646557808,
-0.11902560293674469,
0.03404868766665459,
-0.031966932117938995,
-0.010975508950650692,
0.05920810252428055,
0.046968478709459305,
0.04405561834573746,
-0.1069045215845108,
0.05434572696685791,
-0.10624796152114868,
-0.020926659926772118,
0.029590055346488953,
-0.0506085567176342,
0.013236052356660366,
-0.05260450020432472,
-0.03587546572089195,
0.02677086926996708,
0.009205902926623821,
-0.04160836338996887,
-0.00044889518176205456,
-0.006708204746246338,
-0.05040517821907997,
0.05207173153758049,
0.028094863519072533,
-0.09950727969408035,
0.03607477247714996,
0.046897199004888535,
0.0764249861240387,
-0.05599517747759819,
0.03271454572677612,
0.027506869286298752,
-0.07191067934036255,
0.05665270611643791,
0.026743268594145775,
0.006672189105302095,
0.03747066110372543,
-0.003556137438863516,
-0.020003605633974075,
-0.007073547225445509,
0.03406371548771858,
0.0059182229451835155,
0.061149999499320984,
-0.019034091383218765,
0.02299586497247219,
-0.06823020428419113,
0.04809488728642464,
0.045748867094516754,
0.043258603662252426,
-0.0018946632044389844,
0.04188406094908714,
0.04428217187523842,
0.08823376893997192,
-0.005874189082533121,
-0.03801126033067703,
-0.0790458470582962,
-0.02788403443992138,
-0.02054455690085888,
-0.002382825128734112,
0.05773112550377846,
-0.072528176009655,
-0.004203870426863432,
0.08057121932506561,
0.009764844551682472,
-0.008019675500690937,
0.027307620272040367,
-0.028485054150223732,
0.07336224615573883,
0.052639901638031006,
-0.012891280464828014,
-0.09520229697227478,
-0.000005090415015729377,
-0.00665927492082119,
-0.08693522214889526,
0.05469352379441261,
-0.004114254843443632,
0.05556798726320267,
-0.054396852850914,
0.0441126711666584,
0.04360375180840492,
-0.04631972312927246,
-0.015471657738089561,
-0.009083366952836514,
-0.05696328356862068,
0.0009666236583143473,
0.13969284296035767,
-0.0347713902592659,
2.1726252499935475e-33,
0.09712614864110947,
0.027267804369330406,
0.022319087758660316,
0.025580596178770065,
-0.06946378201246262,
0.0458751879632473,
-0.04716968908905983,
-0.0062940106727182865,
-0.05725589767098427,
-0.07489447295665741,
-0.0035938480868935585,
-0.022177867591381073,
0.018673447892069817,
0.05888432264328003,
0.026311440393328667,
-0.0534374862909317,
0.047678351402282715,
-0.0342700369656086,
0.03893927484750748,
0.000021468915292643942,
-0.016250228509306908,
0.024421241134405136,
0.03309071063995361,
0.012382554821670055,
0.058653589338064194,
0.02085064724087715,
0.05379190295934677,
-0.06139741465449333,
-0.012796261347830296,
0.036262139678001404,
-0.030201435089111328,
-0.014351901598274708,
-0.06414639949798584,
-0.09241536259651184,
0.0779070258140564,
0.014612409286201,
-0.059050291776657104,
0.0001243807200808078,
-0.04973721504211426,
-0.07003048062324524,
-0.07894501835107803,
0.039002612233161926,
-0.024317318573594093,
-0.04319235309958458,
-0.025625696405768394,
0.04911131039261818,
-0.07631076127290726,
-0.06771055608987808,
0.11571616679430008,
-0.011909992434084415,
0.06138555705547333,
0.0683530867099762,
-0.0027064483147114515,
-0.010515598580241203,
0.03838111087679863,
0.08546507358551025,
-0.02569633163511753,
0.010798453353345394,
0.08016893267631531,
-0.006242814939469099,
0.032754793763160706,
-0.05259460210800171,
0.07764814794063568,
-0.05041642114520073,
0.0710344985127449,
-0.019716233015060425,
0.039309438318014145,
0.060262423008680344,
0.038631100207567215,
0.06141907349228859,
0.06790653616189957,
0.03226633369922638,
0.02332276664674282,
0.03408183157444,
-0.06415291875600815,
0.07455873489379883,
0.0018667156109586358,
-0.08789907395839691,
0.035423196852207184,
0.052009791135787964,
0.030586106702685356,
-0.06652569770812988,
0.048741213977336884,
-0.04449288547039032,
-0.09195628762245178,
0.010992942377924919,
0.06366488337516785,
-0.0680001899600029,
-0.002138220937922597,
-0.00247391639277339,
-0.0726032704114914,
0.08683709800243378,
-0.046051789075136185,
-0.0472494438290596,
-0.04870109260082245,
-2.5658749464466433e-33,
-0.08104564994573593,
-0.025963187217712402,
-0.0756460428237915,
-0.0027017483953386545,
-0.07308182120323181,
-0.04277438297867775,
-0.010043690912425518,
0.01757747493684292,
-0.026229459792375565,
0.07660842686891556,
0.029633786529302597,
-0.1044619157910347,
-0.0434645414352417,
-0.054310914129018784,
0.001729869283735752,
0.024280278012156487,
0.08172794431447983,
-0.060554858297109604,
-0.038285329937934875,
0.10603900253772736,
-0.06701172143220901,
-0.0753384381532669,
-0.11655546724796295,
0.022496208548545837,
-0.029483240097761154,
-0.013537089340388775,
0.059718091040849686,
0.040515996515750885,
-0.05009956657886505,
-0.08369039744138718,
-0.01153983362019062,
-0.022785769775509834,
-0.024780837818980217,
0.06227428466081619,
-0.05247969180345535,
0.02012743055820465,
-0.05680730566382408,
0.03411683440208435,
0.06679689884185791,
0.01404506340622902,
0.12093401700258255,
0.0428469181060791,
0.041916120797395706,
-0.005589102860540152,
-0.07846848666667938,
0.013258635997772217,
-0.08439958840608597,
0.003578755771741271,
-0.08569102734327316,
-0.02889801748096943,
0.07621229439973831,
0.004410669207572937,
-0.027329295873641968,
-0.05639156326651573,
0.04417245090007782,
-0.062396444380283356,
-0.0335242934525013,
0.016364607959985733,
-0.07830627262592316,
-0.020847078412771225,
-0.061853840947151184,
0.06927080452442169,
-0.04507038742303848,
0.04746822640299797,
0.02179105579853058,
-0.09310728311538696,
-0.05198228731751442,
-0.03620276600122452,
-0.04601936414837837,
0.019339654594659805,
0.11709092557430267,
-0.04763946309685707,
-0.06749320775270462,
-0.058146074414253235,
0.02557884342968464,
0.03070470690727234,
0.020995255559682846,
0.11046108603477478,
-0.04557650536298752,
-0.03997435420751572,
0.049871448427438736,
-0.029573293402791023,
0.000025500050469418056,
0.028116585686802864,
0.010014013387262821,
0.008216244168579578,
-0.029153555631637573,
0.023530641570687294,
0.030464136973023415,
0.03003372624516487,
0.0017081010155379772,
0.009359403513371944,
-0.08642008155584335,
0.045864030718803406,
0.02360936999320984,
-3.637084944330127e-8,
-0.028527511283755302,
-0.08007433265447617,
-0.029041070491075516,
0.10639934241771698,
0.02988584339618683,
0.11817698180675507,
0.0641917958855629,
-0.009787868708372116,
-0.0738212838768959,
0.08250288665294647,
-0.0253897812217474,
-0.019157355651259422,
-0.05940656736493111,
-0.009586775675415993,
-0.022056207060813904,
0.02240319922566414,
-0.08359122276306152,
-0.08013962209224701,
-0.006117749027907848,
-0.00853582751005888,
-0.019150385633111,
0.0853448286652565,
-0.06302827596664429,
-0.018137719482183456,
0.05311553552746773,
0.019666828215122223,
-0.11449535191059113,
0.028140679001808167,
0.011677967384457588,
-0.08524352312088013,
0.038583382964134216,
0.022863086313009262,
-0.07367655634880066,
-0.03543317690491676,
-0.0056997318752110004,
0.056704793125391006,
-0.021026089787483215,
-0.021649189293384552,
-0.051135312765836716,
-0.01905972510576248,
0.03111434355378151,
0.02496926859021187,
0.033973827958106995,
-0.016879282891750336,
-0.009760471060872078,
0.0009119392489083111,
0.013048709370195866,
-0.02949538640677929,
-0.022067498415708542,
-0.006192686036229134,
-0.06308304518461227,
-0.007575257681310177,
0.03070487640798092,
0.10575675219297409,
0.04758131504058838,
-0.012927912175655365,
-0.0004205936857033521,
0.011073198169469833,
0.0987064465880394,
0.038689762353897095,
0.08666956424713135,
-0.058948833495378494,
-0.03878241404891014,
-0.03345771133899689
] |
1401.4550
|
Lorenzo Pareschi
|
Lorenzo Pareschi and Giuseppe Toscani
|
Wealth distribution and collective knowledge. A Boltzmann approach
|
21 pages, 10 figures. arXiv admin note: text overlap with
arXiv:q-bio/0312018 by other authors
| null |
10.1098/rsta.2013.0396
| null |
q-fin.GN physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We introduce and discuss a nonlinear kinetic equation of Boltzmann type which
describes the influence of knowledge in the evolution of wealth in a system of
agents which interact through the binary trades introduced in Cordier,
Pareschi, Toscani, J. Stat. Phys. 2005. The trades, which include both saving
propensity and the risks of the market, are here modified in the risk and
saving parameters, which now are assumed to depend on the personal degree of
knowledge. The numerical simulations show that the presence of knowledge has
the potential to produce a class of wealthy agents and to account for a larger
proportion of wealth inequality.
|
[
{
"created": "Sat, 18 Jan 2014 15:48:07 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Pareschi",
"Lorenzo",
""
],
[
"Toscani",
"Giuseppe",
""
]
] |
[
-0.005984845105558634,
-0.04332851991057396,
-0.039404697716236115,
0.042719766497612,
0.016623100265860558,
0.0033727658446878195,
0.025050750002264977,
0.052132498472929,
0.041132181882858276,
0.05165183171629906,
0.023316437378525734,
0.02930515445768833,
0.025512510910630226,
-0.00907929241657257,
-0.03512559086084366,
-0.05265122279524803,
-0.01877867989242077,
-0.001590006984770298,
-0.10190582275390625,
0.06958571076393127,
-0.022642197087407112,
-0.06902097910642624,
-0.02303067222237587,
0.0050911917351186275,
0.05495985597372055,
-0.063642717897892,
0.05623925104737282,
0.025584684684872627,
0.011759239248931408,
-0.004154398571699858,
0.09883582592010498,
-0.034147437661886215,
0.08392257988452911,
0.10921220481395721,
0.009439576417207718,
0.0344514474272728,
-0.06279110163450241,
0.009091117419302464,
-0.035657189786434174,
0.037132371217012405,
0.01816658489406109,
-0.0367998331785202,
-0.070378378033638,
-0.01237592101097107,
0.09197351336479187,
0.024427291005849838,
0.08815833926200867,
0.03589162975549698,
0.01602982170879841,
-0.0015550099778920412,
-0.07413516193628311,
0.03899534046649933,
0.006209418177604675,
0.030265027657151222,
-0.01586422696709633,
0.055039238184690475,
0.006248175166547298,
-0.044484637677669525,
0.008192546665668488,
-0.023604974150657654,
0.09521707892417908,
-0.03783794492483139,
-0.006852520629763603,
-0.03689875453710556,
0.051211461424827576,
-0.009935282170772552,
0.004665481857955456,
0.10215073078870773,
-0.05565912649035454,
0.003337202360853553,
0.07877933979034424,
-0.02533247135579586,
-0.15133269131183624,
-0.03580368682742119,
0.00008795618487056345,
-0.09128730744123459,
0.03152130916714668,
-0.030512602999806404,
-0.03990616649389267,
-0.0070231081917881966,
-0.02462674304842949,
-0.03337777405977249,
-0.0566706620156765,
-0.06638310104608536,
-0.03733300790190697,
0.01425351295620203,
0.05229959264397621,
0.046544212847948074,
0.14868228137493134,
-0.04218767583370209,
-0.08363471180200577,
-0.05376681312918663,
0.04091192036867142,
-0.016560068354010582,
0.026836412027478218,
0.06327411532402039,
0.053938258439302444,
-0.0033596165012568235,
0.018892452120780945,
0.056029438972473145,
-0.024859923869371414,
-0.09946522116661072,
-0.0020037535578012466,
0.026613550260663033,
0.04312845319509506,
-0.059296444058418274,
-0.010227354243397713,
0.014221780002117157,
-0.015066161751747131,
-0.010445121675729752,
-0.04487971216440201,
0.0669170394539833,
0.03448764607310295,
0.07886762171983719,
-0.04727014899253845,
-0.007409156300127506,
-0.005407316144555807,
-0.015225923620164394,
-0.06461239606142044,
0.03483365476131439,
0.09001262485980988,
0.02213495410978794,
-0.025760184973478317,
0.05070091411471367,
-0.059067606925964355,
0.013715509325265884,
0.02126634679734707,
-2.592315487816483e-33,
-0.04081447422504425,
-0.04874043166637421,
0.030597014352679253,
0.017667528241872787,
0.009513293392956257,
0.044764261692762375,
-0.023788994178175926,
-0.07827302813529968,
-0.03389200195670128,
0.00168563611805439,
0.0008646856294944882,
0.0656299963593483,
-0.03223172947764397,
0.06450433284044266,
-0.02182319201529026,
0.021257778629660606,
-0.048113685101270676,
-0.025479834526777267,
0.11930594593286514,
-0.04697810858488083,
0.020661868155002594,
-0.03662436455488205,
-0.04169789329171181,
0.031755801290273666,
-0.06570394337177277,
-0.014092592522501945,
-0.027340294793248177,
-0.032218802720308304,
0.12302892655134201,
0.0007220865227282047,
-0.012018698267638683,
0.07482369989156723,
-0.03537795692682266,
-0.09282965958118439,
-0.05770555138587952,
0.01496813166886568,
-0.03403578698635101,
-0.01758073829114437,
-0.04237617552280426,
-0.06165152043104172,
-0.06045014038681984,
0.050249963998794556,
0.015423647128045559,
-0.03927197679877281,
-0.06761498004198074,
0.049914922565221786,
0.06466080993413925,
0.06148488074541092,
-0.027203673496842384,
-0.001073642517440021,
-0.04513511061668396,
-0.03336256369948387,
0.05932106822729111,
-0.07754074782133102,
0.018979767337441444,
0.00610564136877656,
-0.041023530066013336,
0.0012731560273095965,
-0.032782457768917084,
-0.014360589906573296,
-0.019233783707022667,
0.009976159781217575,
0.0989701896905899,
0.04987341910600662,
0.03591157868504524,
0.12993347644805908,
-0.03579150512814522,
0.0627630352973938,
0.03088352084159851,
-0.0009109465754590929,
0.0023930396419018507,
0.07243013381958008,
-0.05239327624440193,
0.0015209208941087127,
-0.002820088528096676,
-0.004939383361488581,
-0.008974512107670307,
-0.01175740361213684,
0.01930258423089981,
-0.022406676784157753,
-0.019990986213088036,
-0.0681052953004837,
-0.01898324489593506,
0.05398827791213989,
-0.016010070219635963,
0.012476468458771706,
-0.07757426798343658,
-0.06955119222402573,
-0.0009619363117963076,
0.03771359845995903,
-0.030276954174041748,
-0.040736325085163116,
0.005417595151811838,
0.048754338175058365,
-0.042909175157547,
1.8058854536687647e-34,
-0.10200077295303345,
0.012968755327165127,
-0.09256328642368317,
0.06248801574110985,
0.010657732374966145,
0.05954328179359436,
-0.03694735839962959,
-0.006706800777465105,
-0.09640447795391083,
-0.01601235195994377,
0.019700802862644196,
-0.008134881965816021,
-0.011979791335761547,
0.013021334074437618,
0.07176745682954788,
-0.04630179703235626,
0.05317854881286621,
0.0025765281170606613,
0.0062876129522919655,
-0.06686146557331085,
-0.05513370782136917,
-0.02274390496313572,
-0.03315149247646332,
0.03552915155887604,
0.01825554482638836,
0.006555426865816116,
-0.09304028004407883,
0.09825315326452255,
-0.03486877307295799,
0.03882316127419472,
0.001668029697611928,
0.029187079519033432,
-0.051925648003816605,
-0.010972023010253906,
-0.002268302021548152,
0.05484054610133171,
0.03400389105081558,
0.02322004735469818,
0.06831344217061996,
-0.016735875979065895,
-0.0351669006049633,
-0.05754927545785904,
-0.009095036424696445,
-0.023682253435254097,
0.023183410987257957,
0.027580376714468002,
0.037811893969774246,
-0.001337711000815034,
0.21313266456127167,
0.02547825127840042,
0.1365327686071396,
0.07096443325281143,
0.002216515364125371,
0.025034043937921524,
-0.0563628152012825,
0.011815140955150127,
-0.015879016369581223,
-0.01324476208537817,
0.050799231976270676,
-0.08382561057806015,
-0.07975611835718155,
-0.035776201635599136,
0.012401692569255829,
0.14557528495788574,
-0.0952833741903305,
-0.08655201643705368,
-0.09473021328449249,
0.0003847549087367952,
0.028247864916920662,
-0.08343946188688278,
0.07017359137535095,
-0.048223186284303665,
0.06394881755113602,
-0.05539985001087189,
0.008843793533742428,
0.04791847616434097,
0.014299554750323296,
0.03222300484776497,
0.044309016317129135,
-0.009946949779987335,
-0.06156061217188835,
0.08843138813972473,
0.10217564553022385,
-0.11004817485809326,
-0.014813113026320934,
-0.03446422517299652,
-0.02139485999941826,
-0.08401066809892654,
0.013209391385316849,
-0.014491839334368706,
-0.05587757006287575,
-0.07788976281881332,
0.005369244143366814,
-0.06277734041213989,
-0.11466769874095917,
-4.4043211744337896e-8,
0.056137606501579285,
-0.043259281665086746,
0.04020428657531738,
-0.008736667223274708,
0.001274784212000668,
0.03257400915026665,
0.008381159044802189,
0.06794167309999466,
-0.013341440819203854,
0.07235937565565109,
0.07470071315765381,
0.08923840522766113,
0.0013029967667534947,
0.044515933841466904,
-0.06305985152721405,
0.027490869164466858,
0.0025758841075003147,
-0.019122133031487465,
0.016042426228523254,
-0.033717911690473557,
0.127216175198555,
-0.017255296930670738,
0.04312106966972351,
-0.007760004606097937,
0.05125139281153679,
0.02749555930495262,
-0.05125657841563225,
-0.033478766679763794,
-0.03535323217511177,
0.07109508663415909,
0.01005036011338234,
-0.04804272577166557,
0.03196347877383232,
0.02251940220594406,
0.011278294958174229,
0.035040758550167084,
-0.010726521722972393,
-0.0029408803675323725,
0.003728219773620367,
-0.07425820827484131,
0.03704509511590004,
-0.02046891301870346,
-0.05628438666462898,
-0.005591609515249729,
0.03710075840353966,
0.005767144728451967,
0.005671404767781496,
0.012729277834296227,
0.1079874113202095,
-0.05403173714876175,
-0.009599540382623672,
0.012824075296521187,
0.035490039736032486,
-0.04542927443981171,
0.05983896926045418,
-0.08695193380117416,
-0.01916978508234024,
-0.030415751039981842,
0.03373504802584648,
-0.05081051588058472,
0.025289975106716156,
-0.03416241705417633,
-0.08243000507354736,
0.03915093094110489
] | null | null | null | null | null | null | null |
[
-0.005984845105558634,
-0.04332851991057396,
-0.039404697716236115,
0.042719766497612,
0.016623100265860558,
0.0033727658446878195,
0.025050750002264977,
0.052132498472929,
0.041132181882858276,
0.05165183171629906,
0.023316437378525734,
0.02930515445768833,
0.025512510910630226,
-0.00907929241657257,
-0.03512559086084366,
-0.05265122279524803,
-0.01877867989242077,
-0.001590006984770298,
-0.10190582275390625,
0.06958571076393127,
-0.022642197087407112,
-0.06902097910642624,
-0.02303067222237587,
0.0050911917351186275,
0.05495985597372055,
-0.063642717897892,
0.05623925104737282,
0.025584684684872627,
0.011759239248931408,
-0.004154398571699858,
0.09883582592010498,
-0.034147437661886215,
0.08392257988452911,
0.10921220481395721,
0.009439576417207718,
0.0344514474272728,
-0.06279110163450241,
0.009091117419302464,
-0.035657189786434174,
0.037132371217012405,
0.01816658489406109,
-0.0367998331785202,
-0.070378378033638,
-0.01237592101097107,
0.09197351336479187,
0.024427291005849838,
0.08815833926200867,
0.03589162975549698,
0.01602982170879841,
-0.0015550099778920412,
-0.07413516193628311,
0.03899534046649933,
0.006209418177604675,
0.030265027657151222,
-0.01586422696709633,
0.055039238184690475,
0.006248175166547298,
-0.044484637677669525,
0.008192546665668488,
-0.023604974150657654,
0.09521707892417908,
-0.03783794492483139,
-0.006852520629763603,
-0.03689875453710556,
0.051211461424827576,
-0.009935282170772552,
0.004665481857955456,
0.10215073078870773,
-0.05565912649035454,
0.003337202360853553,
0.07877933979034424,
-0.02533247135579586,
-0.15133269131183624,
-0.03580368682742119,
0.00008795618487056345,
-0.09128730744123459,
0.03152130916714668,
-0.030512602999806404,
-0.03990616649389267,
-0.0070231081917881966,
-0.02462674304842949,
-0.03337777405977249,
-0.0566706620156765,
-0.06638310104608536,
-0.03733300790190697,
0.01425351295620203,
0.05229959264397621,
0.046544212847948074,
0.14868228137493134,
-0.04218767583370209,
-0.08363471180200577,
-0.05376681312918663,
0.04091192036867142,
-0.016560068354010582,
0.026836412027478218,
0.06327411532402039,
0.053938258439302444,
-0.0033596165012568235,
0.018892452120780945,
0.056029438972473145,
-0.024859923869371414,
-0.09946522116661072,
-0.0020037535578012466,
0.026613550260663033,
0.04312845319509506,
-0.059296444058418274,
-0.010227354243397713,
0.014221780002117157,
-0.015066161751747131,
-0.010445121675729752,
-0.04487971216440201,
0.0669170394539833,
0.03448764607310295,
0.07886762171983719,
-0.04727014899253845,
-0.007409156300127506,
-0.005407316144555807,
-0.015225923620164394,
-0.06461239606142044,
0.03483365476131439,
0.09001262485980988,
0.02213495410978794,
-0.025760184973478317,
0.05070091411471367,
-0.059067606925964355,
0.013715509325265884,
0.02126634679734707,
-2.592315487816483e-33,
-0.04081447422504425,
-0.04874043166637421,
0.030597014352679253,
0.017667528241872787,
0.009513293392956257,
0.044764261692762375,
-0.023788994178175926,
-0.07827302813529968,
-0.03389200195670128,
0.00168563611805439,
0.0008646856294944882,
0.0656299963593483,
-0.03223172947764397,
0.06450433284044266,
-0.02182319201529026,
0.021257778629660606,
-0.048113685101270676,
-0.025479834526777267,
0.11930594593286514,
-0.04697810858488083,
0.020661868155002594,
-0.03662436455488205,
-0.04169789329171181,
0.031755801290273666,
-0.06570394337177277,
-0.014092592522501945,
-0.027340294793248177,
-0.032218802720308304,
0.12302892655134201,
0.0007220865227282047,
-0.012018698267638683,
0.07482369989156723,
-0.03537795692682266,
-0.09282965958118439,
-0.05770555138587952,
0.01496813166886568,
-0.03403578698635101,
-0.01758073829114437,
-0.04237617552280426,
-0.06165152043104172,
-0.06045014038681984,
0.050249963998794556,
0.015423647128045559,
-0.03927197679877281,
-0.06761498004198074,
0.049914922565221786,
0.06466080993413925,
0.06148488074541092,
-0.027203673496842384,
-0.001073642517440021,
-0.04513511061668396,
-0.03336256369948387,
0.05932106822729111,
-0.07754074782133102,
0.018979767337441444,
0.00610564136877656,
-0.041023530066013336,
0.0012731560273095965,
-0.032782457768917084,
-0.014360589906573296,
-0.019233783707022667,
0.009976159781217575,
0.0989701896905899,
0.04987341910600662,
0.03591157868504524,
0.12993347644805908,
-0.03579150512814522,
0.0627630352973938,
0.03088352084159851,
-0.0009109465754590929,
0.0023930396419018507,
0.07243013381958008,
-0.05239327624440193,
0.0015209208941087127,
-0.002820088528096676,
-0.004939383361488581,
-0.008974512107670307,
-0.01175740361213684,
0.01930258423089981,
-0.022406676784157753,
-0.019990986213088036,
-0.0681052953004837,
-0.01898324489593506,
0.05398827791213989,
-0.016010070219635963,
0.012476468458771706,
-0.07757426798343658,
-0.06955119222402573,
-0.0009619363117963076,
0.03771359845995903,
-0.030276954174041748,
-0.040736325085163116,
0.005417595151811838,
0.048754338175058365,
-0.042909175157547,
1.8058854536687647e-34,
-0.10200077295303345,
0.012968755327165127,
-0.09256328642368317,
0.06248801574110985,
0.010657732374966145,
0.05954328179359436,
-0.03694735839962959,
-0.006706800777465105,
-0.09640447795391083,
-0.01601235195994377,
0.019700802862644196,
-0.008134881965816021,
-0.011979791335761547,
0.013021334074437618,
0.07176745682954788,
-0.04630179703235626,
0.05317854881286621,
0.0025765281170606613,
0.0062876129522919655,
-0.06686146557331085,
-0.05513370782136917,
-0.02274390496313572,
-0.03315149247646332,
0.03552915155887604,
0.01825554482638836,
0.006555426865816116,
-0.09304028004407883,
0.09825315326452255,
-0.03486877307295799,
0.03882316127419472,
0.001668029697611928,
0.029187079519033432,
-0.051925648003816605,
-0.010972023010253906,
-0.002268302021548152,
0.05484054610133171,
0.03400389105081558,
0.02322004735469818,
0.06831344217061996,
-0.016735875979065895,
-0.0351669006049633,
-0.05754927545785904,
-0.009095036424696445,
-0.023682253435254097,
0.023183410987257957,
0.027580376714468002,
0.037811893969774246,
-0.001337711000815034,
0.21313266456127167,
0.02547825127840042,
0.1365327686071396,
0.07096443325281143,
0.002216515364125371,
0.025034043937921524,
-0.0563628152012825,
0.011815140955150127,
-0.015879016369581223,
-0.01324476208537817,
0.050799231976270676,
-0.08382561057806015,
-0.07975611835718155,
-0.035776201635599136,
0.012401692569255829,
0.14557528495788574,
-0.0952833741903305,
-0.08655201643705368,
-0.09473021328449249,
0.0003847549087367952,
0.028247864916920662,
-0.08343946188688278,
0.07017359137535095,
-0.048223186284303665,
0.06394881755113602,
-0.05539985001087189,
0.008843793533742428,
0.04791847616434097,
0.014299554750323296,
0.03222300484776497,
0.044309016317129135,
-0.009946949779987335,
-0.06156061217188835,
0.08843138813972473,
0.10217564553022385,
-0.11004817485809326,
-0.014813113026320934,
-0.03446422517299652,
-0.02139485999941826,
-0.08401066809892654,
0.013209391385316849,
-0.014491839334368706,
-0.05587757006287575,
-0.07788976281881332,
0.005369244143366814,
-0.06277734041213989,
-0.11466769874095917,
-4.4043211744337896e-8,
0.056137606501579285,
-0.043259281665086746,
0.04020428657531738,
-0.008736667223274708,
0.001274784212000668,
0.03257400915026665,
0.008381159044802189,
0.06794167309999466,
-0.013341440819203854,
0.07235937565565109,
0.07470071315765381,
0.08923840522766113,
0.0013029967667534947,
0.044515933841466904,
-0.06305985152721405,
0.027490869164466858,
0.0025758841075003147,
-0.019122133031487465,
0.016042426228523254,
-0.033717911690473557,
0.127216175198555,
-0.017255296930670738,
0.04312106966972351,
-0.007760004606097937,
0.05125139281153679,
0.02749555930495262,
-0.05125657841563225,
-0.033478766679763794,
-0.03535323217511177,
0.07109508663415909,
0.01005036011338234,
-0.04804272577166557,
0.03196347877383232,
0.02251940220594406,
0.011278294958174229,
0.035040758550167084,
-0.010726521722972393,
-0.0029408803675323725,
0.003728219773620367,
-0.07425820827484131,
0.03704509511590004,
-0.02046891301870346,
-0.05628438666462898,
-0.005591609515249729,
0.03710075840353966,
0.005767144728451967,
0.005671404767781496,
0.012729277834296227,
0.1079874113202095,
-0.05403173714876175,
-0.009599540382623672,
0.012824075296521187,
0.035490039736032486,
-0.04542927443981171,
0.05983896926045418,
-0.08695193380117416,
-0.01916978508234024,
-0.030415751039981842,
0.03373504802584648,
-0.05081051588058472,
0.025289975106716156,
-0.03416241705417633,
-0.08243000507354736,
0.03915093094110489
] |
1401.4555
|
Lorenzo Dominici dr
|
Giovanni Lerario, Alessandro Cannavale, Dario Ballarini, Lorenzo
Dominici, Milena De Giorgi, Marco Liscidini, Dario Gerace, Daniele Sanvitto,
Giuseppe Gigli
|
Room temperature Bloch surface wave polaritons
| null |
Optics Letters, 39, 2068-2071 (2014)
|
10.1364/OL.39.002068
| null |
cond-mat.mes-hall physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Polaritons are hybrid light-matter quasi-particles that have gathered a
significant attention for their capability to show room temperature and
out-of-equilibrium Bose-Einstein condensation. More recently, a novel class of
ultrafast optical devices have been realized by using flows of polariton
fluids, such as switches, interferometers and logical gates. However, polariton
lifetimes and propagation distance are strongly limited by photon losses and
accessible in-plane momenta in usual microcavity samples. In this work, we show
experimental evidence of the formation of room temperature propagating
polariton states arising from the strong coupling between organic excitons and
a Bloch surface wave. This result, which was only recently predicted, paves the
way for the realization of polariton devices that could allow lossless
propagation up to macroscopic distances.
|
[
{
"created": "Sat, 18 Jan 2014 16:01:50 GMT",
"version": "v1"
}
] |
2014-08-07
|
[
[
"Lerario",
"Giovanni",
""
],
[
"Cannavale",
"Alessandro",
""
],
[
"Ballarini",
"Dario",
""
],
[
"Dominici",
"Lorenzo",
""
],
[
"De Giorgi",
"Milena",
""
],
[
"Liscidini",
"Marco",
""
],
[
"Gerace",
"Dario",
""
],
[
"Sanvitto",
"Daniele",
""
],
[
"Gigli",
"Giuseppe",
""
]
] |
[
-0.03532348573207855,
-0.086299829185009,
-0.049754247069358826,
0.060764823108911514,
-0.03805939480662346,
0.040757469832897186,
0.03510547801852226,
0.010840012691915035,
0.04165143519639969,
0.03571828082203865,
0.06446611136198044,
-0.02160516008734703,
-0.07872580736875534,
0.03928777575492859,
0.08595994859933853,
0.056881263852119446,
0.054333653301000595,
-0.04771130904555321,
-0.027761582285165787,
0.04676134139299393,
0.009061780758202076,
-0.09606879204511642,
-0.0034942312631756067,
0.04367635026574135,
-0.03950102999806404,
0.0181119367480278,
0.07704538851976395,
-0.03959053009748459,
0.0064537315629422665,
0.03871644660830498,
0.023983754217624664,
-0.02653527818620205,
-0.035158030688762665,
0.01934092678129673,
0.045285582542419434,
0.006569555029273033,
0.0888834074139595,
-0.04476535692811012,
-0.03912151977419853,
-0.05423929542303085,
0.017622895538806915,
-0.02377399243414402,
0.0331890806555748,
-0.06604509800672531,
0.051907073706388474,
-0.014024987816810608,
0.031578924506902695,
0.06349480897188187,
0.07429871708154678,
-0.0858628898859024,
-0.046585727483034134,
0.04571375995874405,
0.01745951734483242,
0.03378608077764511,
0.09126639366149902,
0.08139761537313461,
-0.036641351878643036,
-0.0009199929190799594,
-0.005565404426306486,
-0.02133978344500065,
-0.03976660221815109,
0.02391926757991314,
-0.022633805871009827,
-0.024253245443105698,
0.007107634097337723,
0.006371798925101757,
-0.04870298504829407,
0.056520067155361176,
0.042713288217782974,
0.10939040035009384,
0.010960422456264496,
-0.009760758839547634,
0.017268655821681023,
0.021021205931901932,
0.07183665782213211,
-0.016052767634391785,
0.02140585519373417,
0.09418687969446182,
-0.03154872730374336,
-0.04517687112092972,
-0.04240795224905014,
-0.09340355545282364,
-0.027769381180405617,
0.058049995452165604,
-0.04038544371724129,
-0.03189786151051521,
0.05204733461141586,
0.011027488857507706,
-0.07273951917886734,
-0.08503671735525131,
-0.0347619503736496,
-0.0721137598156929,
0.0030334263574332,
-0.1352405548095703,
0.05835549160838127,
-0.04222606495022774,
-0.02538844756782055,
-0.028795486316084862,
0.021090704947710037,
-0.013749525882303715,
0.024674152955412865,
-0.005328204948455095,
-0.05256718024611473,
0.016751453280448914,
-0.057318877428770065,
0.004597398452460766,
0.0974406749010086,
0.09328269213438034,
0.053620826452970505,
0.014169357717037201,
0.013088119216263294,
0.007951061241328716,
0.005771715193986893,
0.0368477888405323,
-0.08855819702148438,
0.02707669325172901,
-0.07669084519147873,
0.05531018227338791,
-0.003811906324699521,
0.11719103157520294,
-0.10711707919836044,
0.09281016141176224,
-0.07165653258562088,
0.08953289687633514,
-0.024748200550675392,
0.06632570177316666,
0.008113711141049862,
-4.638076887529977e-34,
0.12524686753749847,
-0.017414432018995285,
0.004903378896415234,
0.001770894043147564,
-0.015047154389321804,
0.005771832540631294,
0.07551303505897522,
-0.046352602541446686,
-0.02669565938413143,
-0.0758771225810051,
0.027846360579133034,
0.007381754461675882,
0.0022497642785310745,
-0.007608483545482159,
0.06047159805893898,
-0.028386946767568588,
-0.08288279175758362,
-0.039017051458358765,
0.028880884870886803,
0.08717470616102219,
-0.054731667041778564,
0.027362151071429253,
-0.019656483083963394,
-0.019421299919486046,
-0.025218144059181213,
-0.009326930157840252,
-0.015028810128569603,
0.05030492693185806,
-0.01718161441385746,
0.011022880673408508,
0.015592762269079685,
0.13150832056999207,
-0.05380142480134964,
0.01928607001900673,
0.0914405882358551,
0.015014168806374073,
0.011594465933740139,
0.0025790499057620764,
0.06960134953260422,
-0.007046429440379143,
-0.021788861602544785,
-0.09589406102895737,
-0.013039527460932732,
0.019771520048379898,
-0.05413585156202316,
-0.082371786236763,
-0.03687392175197601,
-0.021323533728718758,
0.009859652258455753,
0.0398649200797081,
0.07549348473548889,
-0.04225281625986099,
-0.05292214825749397,
0.051167313009500504,
0.03820566460490227,
-0.10077941417694092,
0.04568459466099739,
0.006808144506067038,
0.027588119730353355,
-0.0006416036048904061,
0.005253274459391832,
-0.0342220701277256,
0.030269142240285873,
0.03658752515912056,
-0.07058478146791458,
0.036796581000089645,
-0.03169015049934387,
0.08203751593828201,
0.0022726410534232855,
-0.05238497629761696,
0.024275697767734528,
0.038339510560035706,
-0.006068636197596788,
-0.05829199403524399,
0.06518375128507614,
0.03604228422045708,
0.03049616515636444,
-0.0022717774845659733,
0.07638856023550034,
0.002538620959967375,
-0.014177655801177025,
-0.028604114428162575,
-0.0542428083717823,
0.01980680227279663,
-0.09225336462259293,
0.0691639706492424,
0.00012754896306432784,
-0.07025939226150513,
-0.11423575133085251,
0.007642296142876148,
-0.03097347915172577,
-0.04325255751609802,
0.05566486716270447,
-0.06350956112146378,
-0.09962745755910873,
-2.8511115894095484e-33,
0.019471734762191772,
-0.02052687481045723,
-0.05985564738512039,
-0.0008481955737806857,
0.046317875385284424,
0.026263944804668427,
-0.019149281084537506,
0.03963898867368698,
-0.023836571723222733,
0.0008449862943962216,
0.06711473315954208,
-0.006537481211125851,
0.015019564889371395,
-0.02453017793595791,
-0.09560835361480713,
0.036784425377845764,
0.03446543589234352,
-0.10444808006286621,
0.13350063562393188,
-0.047842416912317276,
-0.013123574666678905,
0.015133995562791824,
0.04609264060854912,
0.06725122779607773,
-0.04654281213879585,
0.04963601008057594,
0.09693752974271774,
0.061633747071027756,
-0.0302644781768322,
-0.0017963297432288527,
-0.03508536145091057,
0.02372319996356964,
-0.04276231303811073,
-0.025311559438705444,
-0.0288508590310812,
0.07122287899255753,
0.028999023139476776,
-0.06068023666739464,
-0.06552942842245102,
-0.06571762263774872,
-0.014378507621586323,
-0.016816800460219383,
-0.002990362234413624,
0.07296399027109146,
0.024966133758425713,
0.10052050650119781,
-0.027285559102892876,
-0.053839825093746185,
-0.10378045588731766,
-0.026854258030653,
-0.050518687814474106,
0.00610277010127902,
-0.0077776615507900715,
0.077193982899189,
-0.11305814981460571,
-0.006280855275690556,
-0.018562298268079758,
0.079707071185112,
0.03283881023526192,
0.0367928110063076,
-0.013086882419884205,
-0.029984232038259506,
0.05796918645501137,
-0.013809949159622192,
0.002850120421499014,
-0.03114303946495056,
0.0341532826423645,
-0.003072320017963648,
0.08363474160432816,
-0.031235581263899803,
0.058206792920827866,
-0.08148179203271866,
0.016388893127441406,
-0.025254609063267708,
-0.0007559357327409089,
0.02062981203198433,
0.054556705057621,
-0.0029249952640384436,
-0.03328128904104233,
-0.0054961321875452995,
0.031053798273205757,
0.04931578040122986,
-0.017477938905358315,
-0.04978113994002342,
0.11453882604837418,
0.008275840431451797,
-0.019347012042999268,
-0.03945394605398178,
-0.03499278798699379,
0.09782670438289642,
0.02213546261191368,
-0.018461128696799278,
0.07150030136108398,
-0.08449911326169968,
0.04242336004972458,
-4.278202681007315e-8,
0.10930535197257996,
-0.012832856737077236,
0.04166442155838013,
0.07766138017177582,
-0.013717252761125565,
-0.016040045768022537,
-0.024352416396141052,
0.02051374316215515,
-0.07205655425786972,
0.0041052005253732204,
-0.0484832301735878,
-0.04588742181658745,
-0.08066254109144211,
-0.022908544167876244,
0.08026863634586334,
-0.0022672510240226984,
0.060531727969646454,
-0.05890553444623947,
-0.012646808288991451,
-0.033088307827711105,
-0.04852769896388054,
0.0020185024477541447,
0.05840688943862915,
-0.00521421292796731,
-0.06083345040678978,
0.03832137584686279,
0.01763506792485714,
-0.058365438133478165,
-0.033185359090566635,
-0.0062202089466154575,
-0.01894911378622055,
-0.006002931389957666,
-0.019781693816184998,
0.05181336775422096,
-0.10981304198503494,
-0.053446702659130096,
-0.07875274121761322,
0.02542278915643692,
0.022421618923544884,
-0.04674907028675079,
-0.07607751339673996,
0.04866889491677284,
-0.07135692238807678,
0.007894666865468025,
-0.031047750264406204,
-0.0004506304394453764,
-0.0062990873120725155,
0.06553751975297928,
-0.05133106932044029,
0.12131363898515701,
-0.07838176935911179,
-0.005412000231444836,
-0.039364710450172424,
-0.05312924459576607,
-0.07728540152311325,
-0.017102893441915512,
-0.04944002255797386,
-0.016902631148695946,
-0.026490414515137672,
0.0620853416621685,
0.025954531505703926,
-0.020452449098229408,
-0.06591203063726425,
0.03376558795571327
] | null | null | null | null | null | null | null |
[
-0.03532348573207855,
-0.086299829185009,
-0.049754247069358826,
0.060764823108911514,
-0.03805939480662346,
0.040757469832897186,
0.03510547801852226,
0.010840012691915035,
0.04165143519639969,
0.03571828082203865,
0.06446611136198044,
-0.02160516008734703,
-0.07872580736875534,
0.03928777575492859,
0.08595994859933853,
0.056881263852119446,
0.054333653301000595,
-0.04771130904555321,
-0.027761582285165787,
0.04676134139299393,
0.009061780758202076,
-0.09606879204511642,
-0.0034942312631756067,
0.04367635026574135,
-0.03950102999806404,
0.0181119367480278,
0.07704538851976395,
-0.03959053009748459,
0.0064537315629422665,
0.03871644660830498,
0.023983754217624664,
-0.02653527818620205,
-0.035158030688762665,
0.01934092678129673,
0.045285582542419434,
0.006569555029273033,
0.0888834074139595,
-0.04476535692811012,
-0.03912151977419853,
-0.05423929542303085,
0.017622895538806915,
-0.02377399243414402,
0.0331890806555748,
-0.06604509800672531,
0.051907073706388474,
-0.014024987816810608,
0.031578924506902695,
0.06349480897188187,
0.07429871708154678,
-0.0858628898859024,
-0.046585727483034134,
0.04571375995874405,
0.01745951734483242,
0.03378608077764511,
0.09126639366149902,
0.08139761537313461,
-0.036641351878643036,
-0.0009199929190799594,
-0.005565404426306486,
-0.02133978344500065,
-0.03976660221815109,
0.02391926757991314,
-0.022633805871009827,
-0.024253245443105698,
0.007107634097337723,
0.006371798925101757,
-0.04870298504829407,
0.056520067155361176,
0.042713288217782974,
0.10939040035009384,
0.010960422456264496,
-0.009760758839547634,
0.017268655821681023,
0.021021205931901932,
0.07183665782213211,
-0.016052767634391785,
0.02140585519373417,
0.09418687969446182,
-0.03154872730374336,
-0.04517687112092972,
-0.04240795224905014,
-0.09340355545282364,
-0.027769381180405617,
0.058049995452165604,
-0.04038544371724129,
-0.03189786151051521,
0.05204733461141586,
0.011027488857507706,
-0.07273951917886734,
-0.08503671735525131,
-0.0347619503736496,
-0.0721137598156929,
0.0030334263574332,
-0.1352405548095703,
0.05835549160838127,
-0.04222606495022774,
-0.02538844756782055,
-0.028795486316084862,
0.021090704947710037,
-0.013749525882303715,
0.024674152955412865,
-0.005328204948455095,
-0.05256718024611473,
0.016751453280448914,
-0.057318877428770065,
0.004597398452460766,
0.0974406749010086,
0.09328269213438034,
0.053620826452970505,
0.014169357717037201,
0.013088119216263294,
0.007951061241328716,
0.005771715193986893,
0.0368477888405323,
-0.08855819702148438,
0.02707669325172901,
-0.07669084519147873,
0.05531018227338791,
-0.003811906324699521,
0.11719103157520294,
-0.10711707919836044,
0.09281016141176224,
-0.07165653258562088,
0.08953289687633514,
-0.024748200550675392,
0.06632570177316666,
0.008113711141049862,
-4.638076887529977e-34,
0.12524686753749847,
-0.017414432018995285,
0.004903378896415234,
0.001770894043147564,
-0.015047154389321804,
0.005771832540631294,
0.07551303505897522,
-0.046352602541446686,
-0.02669565938413143,
-0.0758771225810051,
0.027846360579133034,
0.007381754461675882,
0.0022497642785310745,
-0.007608483545482159,
0.06047159805893898,
-0.028386946767568588,
-0.08288279175758362,
-0.039017051458358765,
0.028880884870886803,
0.08717470616102219,
-0.054731667041778564,
0.027362151071429253,
-0.019656483083963394,
-0.019421299919486046,
-0.025218144059181213,
-0.009326930157840252,
-0.015028810128569603,
0.05030492693185806,
-0.01718161441385746,
0.011022880673408508,
0.015592762269079685,
0.13150832056999207,
-0.05380142480134964,
0.01928607001900673,
0.0914405882358551,
0.015014168806374073,
0.011594465933740139,
0.0025790499057620764,
0.06960134953260422,
-0.007046429440379143,
-0.021788861602544785,
-0.09589406102895737,
-0.013039527460932732,
0.019771520048379898,
-0.05413585156202316,
-0.082371786236763,
-0.03687392175197601,
-0.021323533728718758,
0.009859652258455753,
0.0398649200797081,
0.07549348473548889,
-0.04225281625986099,
-0.05292214825749397,
0.051167313009500504,
0.03820566460490227,
-0.10077941417694092,
0.04568459466099739,
0.006808144506067038,
0.027588119730353355,
-0.0006416036048904061,
0.005253274459391832,
-0.0342220701277256,
0.030269142240285873,
0.03658752515912056,
-0.07058478146791458,
0.036796581000089645,
-0.03169015049934387,
0.08203751593828201,
0.0022726410534232855,
-0.05238497629761696,
0.024275697767734528,
0.038339510560035706,
-0.006068636197596788,
-0.05829199403524399,
0.06518375128507614,
0.03604228422045708,
0.03049616515636444,
-0.0022717774845659733,
0.07638856023550034,
0.002538620959967375,
-0.014177655801177025,
-0.028604114428162575,
-0.0542428083717823,
0.01980680227279663,
-0.09225336462259293,
0.0691639706492424,
0.00012754896306432784,
-0.07025939226150513,
-0.11423575133085251,
0.007642296142876148,
-0.03097347915172577,
-0.04325255751609802,
0.05566486716270447,
-0.06350956112146378,
-0.09962745755910873,
-2.8511115894095484e-33,
0.019471734762191772,
-0.02052687481045723,
-0.05985564738512039,
-0.0008481955737806857,
0.046317875385284424,
0.026263944804668427,
-0.019149281084537506,
0.03963898867368698,
-0.023836571723222733,
0.0008449862943962216,
0.06711473315954208,
-0.006537481211125851,
0.015019564889371395,
-0.02453017793595791,
-0.09560835361480713,
0.036784425377845764,
0.03446543589234352,
-0.10444808006286621,
0.13350063562393188,
-0.047842416912317276,
-0.013123574666678905,
0.015133995562791824,
0.04609264060854912,
0.06725122779607773,
-0.04654281213879585,
0.04963601008057594,
0.09693752974271774,
0.061633747071027756,
-0.0302644781768322,
-0.0017963297432288527,
-0.03508536145091057,
0.02372319996356964,
-0.04276231303811073,
-0.025311559438705444,
-0.0288508590310812,
0.07122287899255753,
0.028999023139476776,
-0.06068023666739464,
-0.06552942842245102,
-0.06571762263774872,
-0.014378507621586323,
-0.016816800460219383,
-0.002990362234413624,
0.07296399027109146,
0.024966133758425713,
0.10052050650119781,
-0.027285559102892876,
-0.053839825093746185,
-0.10378045588731766,
-0.026854258030653,
-0.050518687814474106,
0.00610277010127902,
-0.0077776615507900715,
0.077193982899189,
-0.11305814981460571,
-0.006280855275690556,
-0.018562298268079758,
0.079707071185112,
0.03283881023526192,
0.0367928110063076,
-0.013086882419884205,
-0.029984232038259506,
0.05796918645501137,
-0.013809949159622192,
0.002850120421499014,
-0.03114303946495056,
0.0341532826423645,
-0.003072320017963648,
0.08363474160432816,
-0.031235581263899803,
0.058206792920827866,
-0.08148179203271866,
0.016388893127441406,
-0.025254609063267708,
-0.0007559357327409089,
0.02062981203198433,
0.054556705057621,
-0.0029249952640384436,
-0.03328128904104233,
-0.0054961321875452995,
0.031053798273205757,
0.04931578040122986,
-0.017477938905358315,
-0.04978113994002342,
0.11453882604837418,
0.008275840431451797,
-0.019347012042999268,
-0.03945394605398178,
-0.03499278798699379,
0.09782670438289642,
0.02213546261191368,
-0.018461128696799278,
0.07150030136108398,
-0.08449911326169968,
0.04242336004972458,
-4.278202681007315e-8,
0.10930535197257996,
-0.012832856737077236,
0.04166442155838013,
0.07766138017177582,
-0.013717252761125565,
-0.016040045768022537,
-0.024352416396141052,
0.02051374316215515,
-0.07205655425786972,
0.0041052005253732204,
-0.0484832301735878,
-0.04588742181658745,
-0.08066254109144211,
-0.022908544167876244,
0.08026863634586334,
-0.0022672510240226984,
0.060531727969646454,
-0.05890553444623947,
-0.012646808288991451,
-0.033088307827711105,
-0.04852769896388054,
0.0020185024477541447,
0.05840688943862915,
-0.00521421292796731,
-0.06083345040678978,
0.03832137584686279,
0.01763506792485714,
-0.058365438133478165,
-0.033185359090566635,
-0.0062202089466154575,
-0.01894911378622055,
-0.006002931389957666,
-0.019781693816184998,
0.05181336775422096,
-0.10981304198503494,
-0.053446702659130096,
-0.07875274121761322,
0.02542278915643692,
0.022421618923544884,
-0.04674907028675079,
-0.07607751339673996,
0.04866889491677284,
-0.07135692238807678,
0.007894666865468025,
-0.031047750264406204,
-0.0004506304394453764,
-0.0062990873120725155,
0.06553751975297928,
-0.05133106932044029,
0.12131363898515701,
-0.07838176935911179,
-0.005412000231444836,
-0.039364710450172424,
-0.05312924459576607,
-0.07728540152311325,
-0.017102893441915512,
-0.04944002255797386,
-0.016902631148695946,
-0.026490414515137672,
0.0620853416621685,
0.025954531505703926,
-0.020452449098229408,
-0.06591203063726425,
0.03376558795571327
] |
1401.4557
|
Colin Sheppard
|
Colin J. R. Sheppard, Shan Shan Kou and Jiao Lin
|
The Green-function transform and wave propagation
| null | null | null | null |
physics.optics physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Fourier methods well known in signal processing are applied to
three-dimensional wave propagation problems. The Fourier transform of the Green
function, when written explicitly in terms of a real-valued spatial frequency,
consists of homogeneous and inhomogeneous components. Both parts are necessary
to result in a pure out-going wave that satisfies causality. The homogeneous
component consists only of propagating waves, but the inhomogeneous component
contains both evanescent and propagating terms. Thus we make a distinction
between inhomogenous waves and evanescent waves. The evanescent component is
completely contained in the region of the inhomogeneous component outside the
k-space sphere. Further, propagating waves in the Weyl expansion contain both
homogeneous and inhomogeneous components. The connection between the Whittaker
and Weyl expansions is discussed. A list of relevant spherically symmetric
Fourier transforms is given.
|
[
{
"created": "Sat, 18 Jan 2014 16:04:13 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Sheppard",
"Colin J. R.",
""
],
[
"Kou",
"Shan Shan",
""
],
[
"Lin",
"Jiao",
""
]
] |
[
-0.041428595781326294,
-0.011474440805613995,
0.05505765229463577,
-0.032832056283950806,
0.01787351444363594,
-0.0077649992890655994,
-0.07164986431598663,
-0.04673280566930771,
0.01994764804840088,
0.03342288359999657,
0.05773892626166344,
-0.02576836757361889,
-0.06467824429273605,
-0.025649528950452805,
0.1232510581612587,
-0.06905330717563629,
-0.05185104161500931,
-0.0033269000705331564,
-0.14042603969573975,
-0.07262443006038666,
0.03290317952632904,
-0.03541272506117821,
-0.09164664149284363,
-0.07793495804071426,
0.08987749367952347,
0.00023638956190552562,
0.09226960688829422,
-0.02792169339954853,
0.056105464696884155,
0.03216907009482384,
0.09182769060134888,
0.016346152871847153,
0.0028628509026020765,
-0.09869395196437836,
-0.06248710677027702,
-0.06403409689664841,
0.04597213864326477,
0.005227704532444477,
-0.02110227197408676,
0.02029574103653431,
-0.0018522897735238075,
0.013752089813351631,
-0.04950198903679848,
0.05740996077656746,
-0.10438413172960281,
0.024225981906056404,
-0.04965532198548317,
0.06745695322751999,
-0.05021825432777405,
-0.04447378218173981,
0.01691722869873047,
0.014105100184679031,
-0.06595772504806519,
0.0777326449751854,
-0.004554759711027145,
-0.02189551666378975,
0.011874291114509106,
0.033436261117458344,
0.030277159065008163,
-0.08186210691928864,
-0.018113862723112106,
-0.028789915144443512,
0.018809352070093155,
-0.02000495418906212,
-0.03853065147995949,
-0.051523398607969284,
-0.015495537780225277,
-0.0014424702385440469,
-0.00215154979377985,
-0.0006089572561904788,
-0.05840786546468735,
-0.020825663581490517,
-0.003488308982923627,
0.03203375265002251,
0.1067003458738327,
0.05923129990696907,
-0.03252306208014488,
0.05934174358844757,
-0.0007172719342634082,
-0.004364854656159878,
0.07668481022119522,
-0.008981876075267792,
-0.03939294442534447,
-0.06709322333335876,
0.015461674891412258,
0.08144839107990265,
-0.12978604435920715,
0.01958501525223255,
-0.06565650552511215,
-0.00844661332666874,
0.03371987119317055,
-0.05486256256699562,
-0.06094874069094658,
-0.059437431395053864,
-0.014875289052724838,
-0.017808759585022926,
-0.040490299463272095,
0.05529123172163963,
0.08993212878704071,
0.020526539534330368,
0.015419544652104378,
-0.11280257999897003,
0.013815169222652912,
0.04194573312997818,
-0.059703052043914795,
-0.018483739346265793,
-0.03840119391679764,
0.03622722998261452,
0.043506424874067307,
-0.022423623129725456,
-0.0257272906601429,
-0.03061392530798912,
-0.007861183024942875,
-0.013523888774216175,
-0.0075049810111522675,
-0.015589010901749134,
0.04494193196296692,
0.03746563941240311,
0.06670978665351868,
-0.042023349553346634,
0.023902002722024918,
-0.007993984036147594,
-0.022138148546218872,
0.15751028060913086,
0.00021060463041067123,
-0.015055142343044281,
-0.020080728456377983,
3.652471067620057e-33,
0.018005944788455963,
0.09916649013757706,
-0.03342680260539055,
-0.02059900015592575,
-0.02266806922852993,
0.016324710100889206,
0.037442680448293686,
0.06873775273561478,
0.008121807128190994,
-0.03159915283322334,
-0.09639721363782883,
0.0784791111946106,
0.016141751781105995,
-0.060995303094387054,
0.03520987927913666,
0.03756963461637497,
0.014778753742575645,
0.03293200582265854,
-0.043826352804899216,
0.06882372498512268,
0.08299355953931808,
-0.01052048895508051,
0.026891250163316727,
0.01818268559873104,
-0.04222990572452545,
0.01787356473505497,
-0.029325662180781364,
-0.05666167289018631,
0.005356078036129475,
0.005456456448882818,
0.030219484120607376,
0.00446902122348547,
-0.0409151054918766,
-0.010586030781269073,
0.028098516166210175,
-0.04174860194325447,
-0.04762425273656845,
0.03821330517530441,
-0.05910468101501465,
0.010241571813821793,
-0.00972642283886671,
-0.014138970524072647,
0.003987605683505535,
0.012826615013182163,
0.011780308559536934,
0.00761524960398674,
0.068699412047863,
0.0431952178478241,
0.08657830953598022,
-0.026263179257512093,
0.014410271309316158,
0.049561507999897,
-0.03235659748315811,
0.058416206389665604,
0.06411077827215195,
0.1167152151465416,
0.03879459574818611,
-0.02098766155540943,
-0.023082153871655464,
-0.08463290333747864,
-0.02922275848686695,
-0.01355068851262331,
0.0723113864660263,
0.04787072539329529,
0.07088057696819305,
-0.08454792201519012,
-0.026000242680311203,
0.0022880244068801403,
-0.07502672076225281,
0.03392236307263374,
0.01538671925663948,
0.08640922605991364,
0.00331067549996078,
0.042403168976306915,
0.024412279948592186,
-0.05820648744702339,
-0.0517551526427269,
0.04161582142114639,
-0.03345098719000816,
-0.015191426500678062,
-0.1101868525147438,
0.03841518610715866,
-0.07478129863739014,
0.005620893556624651,
-0.046713702380657196,
0.07344652712345123,
-0.043200232088565826,
-0.0743676945567131,
-0.0012440807186067104,
-0.05991985276341438,
-0.06232859566807747,
0.0022578916978091,
-0.027467284351587296,
0.0064164395444095135,
-0.048096463084220886,
-6.846133465802728e-33,
0.015046360902488232,
0.044852983206510544,
-0.002966378815472126,
-0.006171862129122019,
0.02977030538022518,
0.0762673020362854,
0.03732289746403694,
0.11450014263391495,
0.06304309517145157,
0.0032144146971404552,
0.06257974356412888,
0.00715040834620595,
-0.015559506602585316,
0.006651777308434248,
-0.019295746460556984,
-0.00637402618303895,
0.06345543265342712,
0.05056251212954521,
-0.014714937657117844,
-0.06937885284423828,
0.00930721778422594,
-0.07327776402235031,
0.045782167464494705,
-0.02039240673184395,
-0.08244623243808746,
0.0034343989100307226,
0.0562879741191864,
0.03743722662329674,
-0.07192467153072357,
0.10351084917783737,
-0.029472341760993004,
0.07338612526655197,
-0.0007140680681914091,
-0.04858666658401489,
0.04413721337914467,
0.05308740586042404,
0.033821601420640945,
0.011709736660122871,
-0.06330932676792145,
-0.01250771526247263,
0.01656387746334076,
0.03108247183263302,
0.09585801512002945,
-0.01160410512238741,
-0.05317435413599014,
0.033838801085948944,
-0.00822373852133751,
0.09475396573543549,
-0.11108716577291489,
0.03145790845155716,
-0.02314513362944126,
-0.05523233860731125,
-0.02600160986185074,
0.017953844740986824,
-0.05351368710398674,
0.14826177060604095,
0.052184440195560455,
0.001868937979452312,
0.054488152265548706,
0.007538983132690191,
-0.1023816242814064,
-0.0807405337691307,
0.05724487081170082,
-0.029727455228567123,
-0.007760514970868826,
0.035493116825819016,
0.022769134491682053,
0.035741064697504044,
0.08923564851284027,
0.026171915233135223,
0.019013958051800728,
-0.025382107123732567,
-0.06281524896621704,
-0.015126354992389679,
-0.021549250930547714,
-0.021352091804146767,
0.04358141869306564,
-0.11535631120204926,
-0.09112859517335892,
0.01744130253791809,
-0.029897483065724373,
-0.008041735738515854,
0.03356289863586426,
-0.03742053359746933,
0.0675990954041481,
-0.04692934453487396,
0.02615889348089695,
-0.015133300796151161,
-0.02210261858999729,
-0.08932027965784073,
-0.014509695582091808,
0.09238533675670624,
-0.01720837503671646,
0.00542106619104743,
0.07883968949317932,
-5.2930509752968646e-8,
-0.023459870368242264,
-0.01950145699083805,
-0.0638437494635582,
0.009485334157943726,
-0.003981863614171743,
-0.04958624392747879,
0.036222003400325775,
0.010720130056142807,
-0.06618300825357437,
-0.09819979965686798,
-0.05343164876103401,
-0.07062274217605591,
-0.05415432155132294,
-0.0613507404923439,
0.06634443998336792,
-0.02325810119509697,
-0.02008083648979664,
-0.009187988936901093,
-0.00009330903412774205,
-0.018424835056066513,
0.002657786477357149,
0.03756178170442581,
0.047692108899354935,
0.005496979225426912,
0.00908567849546671,
0.06904982030391693,
-0.004561755806207657,
-0.0038194877561181784,
0.02544434182345867,
0.07664281129837036,
-0.0162708330899477,
0.047018248587846756,
-0.004162657540291548,
0.08685481548309326,
-0.07537855207920074,
-0.05637082830071449,
-0.008652573451399803,
0.016079317778348923,
-0.15160244703292847,
0.004949583206325769,
-0.02272687293589115,
0.11830948293209076,
-0.034340761601924896,
0.01667054183781147,
0.06916183978319168,
-0.0002857621875591576,
-0.008923167362809181,
0.02517428621649742,
0.01985754258930683,
0.07008764147758484,
-0.08510401099920273,
0.06900545209646225,
-0.08571022003889084,
-0.037746552377939224,
0.012581062503159046,
-0.01772458665072918,
-0.07490701973438263,
-0.08614719659090042,
-0.011549977585673332,
-0.03131743520498276,
-0.03770558908581734,
0.04369641840457916,
0.0036033745855093002,
0.0037034316919744015
] | null | null | null | null | null | null | null |
[
-0.041428595781326294,
-0.011474440805613995,
0.05505765229463577,
-0.032832056283950806,
0.01787351444363594,
-0.0077649992890655994,
-0.07164986431598663,
-0.04673280566930771,
0.01994764804840088,
0.03342288359999657,
0.05773892626166344,
-0.02576836757361889,
-0.06467824429273605,
-0.025649528950452805,
0.1232510581612587,
-0.06905330717563629,
-0.05185104161500931,
-0.0033269000705331564,
-0.14042603969573975,
-0.07262443006038666,
0.03290317952632904,
-0.03541272506117821,
-0.09164664149284363,
-0.07793495804071426,
0.08987749367952347,
0.00023638956190552562,
0.09226960688829422,
-0.02792169339954853,
0.056105464696884155,
0.03216907009482384,
0.09182769060134888,
0.016346152871847153,
0.0028628509026020765,
-0.09869395196437836,
-0.06248710677027702,
-0.06403409689664841,
0.04597213864326477,
0.005227704532444477,
-0.02110227197408676,
0.02029574103653431,
-0.0018522897735238075,
0.013752089813351631,
-0.04950198903679848,
0.05740996077656746,
-0.10438413172960281,
0.024225981906056404,
-0.04965532198548317,
0.06745695322751999,
-0.05021825432777405,
-0.04447378218173981,
0.01691722869873047,
0.014105100184679031,
-0.06595772504806519,
0.0777326449751854,
-0.004554759711027145,
-0.02189551666378975,
0.011874291114509106,
0.033436261117458344,
0.030277159065008163,
-0.08186210691928864,
-0.018113862723112106,
-0.028789915144443512,
0.018809352070093155,
-0.02000495418906212,
-0.03853065147995949,
-0.051523398607969284,
-0.015495537780225277,
-0.0014424702385440469,
-0.00215154979377985,
-0.0006089572561904788,
-0.05840786546468735,
-0.020825663581490517,
-0.003488308982923627,
0.03203375265002251,
0.1067003458738327,
0.05923129990696907,
-0.03252306208014488,
0.05934174358844757,
-0.0007172719342634082,
-0.004364854656159878,
0.07668481022119522,
-0.008981876075267792,
-0.03939294442534447,
-0.06709322333335876,
0.015461674891412258,
0.08144839107990265,
-0.12978604435920715,
0.01958501525223255,
-0.06565650552511215,
-0.00844661332666874,
0.03371987119317055,
-0.05486256256699562,
-0.06094874069094658,
-0.059437431395053864,
-0.014875289052724838,
-0.017808759585022926,
-0.040490299463272095,
0.05529123172163963,
0.08993212878704071,
0.020526539534330368,
0.015419544652104378,
-0.11280257999897003,
0.013815169222652912,
0.04194573312997818,
-0.059703052043914795,
-0.018483739346265793,
-0.03840119391679764,
0.03622722998261452,
0.043506424874067307,
-0.022423623129725456,
-0.0257272906601429,
-0.03061392530798912,
-0.007861183024942875,
-0.013523888774216175,
-0.0075049810111522675,
-0.015589010901749134,
0.04494193196296692,
0.03746563941240311,
0.06670978665351868,
-0.042023349553346634,
0.023902002722024918,
-0.007993984036147594,
-0.022138148546218872,
0.15751028060913086,
0.00021060463041067123,
-0.015055142343044281,
-0.020080728456377983,
3.652471067620057e-33,
0.018005944788455963,
0.09916649013757706,
-0.03342680260539055,
-0.02059900015592575,
-0.02266806922852993,
0.016324710100889206,
0.037442680448293686,
0.06873775273561478,
0.008121807128190994,
-0.03159915283322334,
-0.09639721363782883,
0.0784791111946106,
0.016141751781105995,
-0.060995303094387054,
0.03520987927913666,
0.03756963461637497,
0.014778753742575645,
0.03293200582265854,
-0.043826352804899216,
0.06882372498512268,
0.08299355953931808,
-0.01052048895508051,
0.026891250163316727,
0.01818268559873104,
-0.04222990572452545,
0.01787356473505497,
-0.029325662180781364,
-0.05666167289018631,
0.005356078036129475,
0.005456456448882818,
0.030219484120607376,
0.00446902122348547,
-0.0409151054918766,
-0.010586030781269073,
0.028098516166210175,
-0.04174860194325447,
-0.04762425273656845,
0.03821330517530441,
-0.05910468101501465,
0.010241571813821793,
-0.00972642283886671,
-0.014138970524072647,
0.003987605683505535,
0.012826615013182163,
0.011780308559536934,
0.00761524960398674,
0.068699412047863,
0.0431952178478241,
0.08657830953598022,
-0.026263179257512093,
0.014410271309316158,
0.049561507999897,
-0.03235659748315811,
0.058416206389665604,
0.06411077827215195,
0.1167152151465416,
0.03879459574818611,
-0.02098766155540943,
-0.023082153871655464,
-0.08463290333747864,
-0.02922275848686695,
-0.01355068851262331,
0.0723113864660263,
0.04787072539329529,
0.07088057696819305,
-0.08454792201519012,
-0.026000242680311203,
0.0022880244068801403,
-0.07502672076225281,
0.03392236307263374,
0.01538671925663948,
0.08640922605991364,
0.00331067549996078,
0.042403168976306915,
0.024412279948592186,
-0.05820648744702339,
-0.0517551526427269,
0.04161582142114639,
-0.03345098719000816,
-0.015191426500678062,
-0.1101868525147438,
0.03841518610715866,
-0.07478129863739014,
0.005620893556624651,
-0.046713702380657196,
0.07344652712345123,
-0.043200232088565826,
-0.0743676945567131,
-0.0012440807186067104,
-0.05991985276341438,
-0.06232859566807747,
0.0022578916978091,
-0.027467284351587296,
0.0064164395444095135,
-0.048096463084220886,
-6.846133465802728e-33,
0.015046360902488232,
0.044852983206510544,
-0.002966378815472126,
-0.006171862129122019,
0.02977030538022518,
0.0762673020362854,
0.03732289746403694,
0.11450014263391495,
0.06304309517145157,
0.0032144146971404552,
0.06257974356412888,
0.00715040834620595,
-0.015559506602585316,
0.006651777308434248,
-0.019295746460556984,
-0.00637402618303895,
0.06345543265342712,
0.05056251212954521,
-0.014714937657117844,
-0.06937885284423828,
0.00930721778422594,
-0.07327776402235031,
0.045782167464494705,
-0.02039240673184395,
-0.08244623243808746,
0.0034343989100307226,
0.0562879741191864,
0.03743722662329674,
-0.07192467153072357,
0.10351084917783737,
-0.029472341760993004,
0.07338612526655197,
-0.0007140680681914091,
-0.04858666658401489,
0.04413721337914467,
0.05308740586042404,
0.033821601420640945,
0.011709736660122871,
-0.06330932676792145,
-0.01250771526247263,
0.01656387746334076,
0.03108247183263302,
0.09585801512002945,
-0.01160410512238741,
-0.05317435413599014,
0.033838801085948944,
-0.00822373852133751,
0.09475396573543549,
-0.11108716577291489,
0.03145790845155716,
-0.02314513362944126,
-0.05523233860731125,
-0.02600160986185074,
0.017953844740986824,
-0.05351368710398674,
0.14826177060604095,
0.052184440195560455,
0.001868937979452312,
0.054488152265548706,
0.007538983132690191,
-0.1023816242814064,
-0.0807405337691307,
0.05724487081170082,
-0.029727455228567123,
-0.007760514970868826,
0.035493116825819016,
0.022769134491682053,
0.035741064697504044,
0.08923564851284027,
0.026171915233135223,
0.019013958051800728,
-0.025382107123732567,
-0.06281524896621704,
-0.015126354992389679,
-0.021549250930547714,
-0.021352091804146767,
0.04358141869306564,
-0.11535631120204926,
-0.09112859517335892,
0.01744130253791809,
-0.029897483065724373,
-0.008041735738515854,
0.03356289863586426,
-0.03742053359746933,
0.0675990954041481,
-0.04692934453487396,
0.02615889348089695,
-0.015133300796151161,
-0.02210261858999729,
-0.08932027965784073,
-0.014509695582091808,
0.09238533675670624,
-0.01720837503671646,
0.00542106619104743,
0.07883968949317932,
-5.2930509752968646e-8,
-0.023459870368242264,
-0.01950145699083805,
-0.0638437494635582,
0.009485334157943726,
-0.003981863614171743,
-0.04958624392747879,
0.036222003400325775,
0.010720130056142807,
-0.06618300825357437,
-0.09819979965686798,
-0.05343164876103401,
-0.07062274217605591,
-0.05415432155132294,
-0.0613507404923439,
0.06634443998336792,
-0.02325810119509697,
-0.02008083648979664,
-0.009187988936901093,
-0.00009330903412774205,
-0.018424835056066513,
0.002657786477357149,
0.03756178170442581,
0.047692108899354935,
0.005496979225426912,
0.00908567849546671,
0.06904982030391693,
-0.004561755806207657,
-0.0038194877561181784,
0.02544434182345867,
0.07664281129837036,
-0.0162708330899477,
0.047018248587846756,
-0.004162657540291548,
0.08685481548309326,
-0.07537855207920074,
-0.05637082830071449,
-0.008652573451399803,
0.016079317778348923,
-0.15160244703292847,
0.004949583206325769,
-0.02272687293589115,
0.11830948293209076,
-0.034340761601924896,
0.01667054183781147,
0.06916183978319168,
-0.0002857621875591576,
-0.008923167362809181,
0.02517428621649742,
0.01985754258930683,
0.07008764147758484,
-0.08510401099920273,
0.06900545209646225,
-0.08571022003889084,
-0.037746552377939224,
0.012581062503159046,
-0.01772458665072918,
-0.07490701973438263,
-0.08614719659090042,
-0.011549977585673332,
-0.03131743520498276,
-0.03770558908581734,
0.04369641840457916,
0.0036033745855093002,
0.0037034316919744015
] |
1401.4561
|
Krystyna Lukierska-Walasek
|
K. Lukierska-Walasek, K. Topolski, K.Trojanowski
|
Hyperbolic statistics and entropy loss in the description of gene
distributions
|
3 pages, 3 figures, improved presentation of figures and conclusions
somewhat changed
| null | null | null |
physics.bio-ph physics.data-an q-bio.QM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Zipf's law implies the statistical distributions of hyperbolic type, which
can describe the properties of stability and entropy loss in linguistics. We
present the information theory from which follows that if the system is
described by distributions of hyperbolic type it leads to the possibility of
entropy loss. We present the number of repetitions of genes in tne genomes for
some bacteria, as Borelia burgdorferi and Escherichia coli.
Distributions of repetitions of genes in genome appears to be represented by
distributions of hyperbolic type.
|
[
{
"created": "Sat, 18 Jan 2014 16:40:49 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Mar 2014 14:46:54 GMT",
"version": "v2"
}
] |
2014-03-31
|
[
[
"Lukierska-Walasek",
"K.",
""
],
[
"Topolski",
"K.",
""
],
[
"Trojanowski",
"K.",
""
]
] |
[
-0.09037015587091446,
-0.021823693066835403,
0.03631696105003357,
-0.010619471780955791,
0.029650075361132622,
0.049448639154434204,
0.048283081501722336,
-0.028942912817001343,
0.13189175724983215,
0.022471094503998756,
0.06455051153898239,
-0.03473779559135437,
0.04511607438325882,
0.05137335881590843,
-0.028804535046219826,
-0.05451998487114906,
-0.0777195543050766,
0.01950930804014206,
-0.060895904898643494,
-0.023172205314040184,
0.044050417840480804,
0.10590053349733353,
-0.010378159582614899,
-0.02718055248260498,
0.005062249023467302,
-0.032220304012298584,
-0.021521903574466705,
0.037092845886945724,
0.01855645328760147,
-0.038052838295698166,
0.0052987816743552685,
0.07161121815443039,
-0.036443695425987244,
0.013329730369150639,
0.032117534428834915,
0.009606027975678444,
-0.020249515771865845,
0.020902501419186592,
0.05096602439880371,
0.08751983195543289,
-0.013718915171921253,
0.02846400998532772,
0.0010681820567697287,
0.06233011558651924,
-0.02951216511428356,
0.06619514524936676,
-0.016025790944695473,
0.030079923570156097,
-0.009613024070858955,
-0.03608613461256027,
-0.07708408683538437,
0.07454071193933487,
0.0074716852977871895,
0.0856093242764473,
0.04832490533590317,
-0.06928595155477524,
-0.01563079096376896,
0.009370758198201656,
-0.08122284710407257,
-0.07913324236869812,
0.036192845553159714,
0.016184523701667786,
-0.09190231561660767,
-0.010711409151554108,
0.050265710800886154,
0.009035858325660229,
0.07644699513912201,
0.021247893571853638,
-0.00503572216257453,
0.04108726978302002,
-0.0615149661898613,
0.046111274510622025,
-0.1357528120279312,
0.10490325093269348,
0.02904924564063549,
0.0959349200129509,
0.02423907071352005,
0.021306326612830162,
-0.04681500047445297,
-0.01942652277648449,
-0.04235116392374039,
-0.024650944396853447,
0.06293781846761703,
-0.0316946879029274,
0.01694774441421032,
-0.06261110305786133,
0.07123412936925888,
0.014692673459649086,
0.03963899612426758,
-0.03599019721150398,
-0.05697782337665558,
-0.09945067018270493,
0.09510799497365952,
-0.014712375588715076,
-0.027869075536727905,
0.04314887523651123,
-0.015379766002297401,
-0.03693583607673645,
0.07565022259950638,
0.021535810083150864,
-0.07990202307701111,
-0.056322548538446426,
0.05773470550775528,
0.03912799060344696,
0.028500091284513474,
-0.12839381396770477,
0.0061078970320522785,
0.007070512510836124,
0.03503786027431488,
0.03433458134531975,
0.004626445006579161,
0.041497331112623215,
0.0209768395870924,
0.050734199583530426,
-0.046721819788217545,
-0.027848882600665092,
-0.08231443911790848,
0.05079798027873039,
-0.07227568328380585,
-0.01549355685710907,
-0.01559523493051529,
-0.0024920173455029726,
-0.0558188371360302,
-0.02823595702648163,
-0.012680642306804657,
0.012188429944217205,
0.023343883454799652,
-1.0824611361234038e-33,
0.022024907171726227,
0.009378776885569096,
0.0006154730799607933,
0.0065238927491009235,
0.031128374859690666,
0.03486369550228119,
-0.09204740822315216,
-0.06719658523797989,
0.03876330330967903,
0.0071484483778476715,
-0.06687657535076141,
0.04292996600270271,
-0.0046908375807106495,
0.038926057517528534,
-0.01375386118888855,
0.04959941655397415,
0.013057658448815346,
0.07349039614200592,
0.003012296976521611,
-0.006770208012312651,
0.007313885726034641,
0.08897387236356735,
0.0519668348133564,
-0.13197141885757446,
0.011827213689684868,
0.01624187082052231,
0.02712726593017578,
-0.04689571633934975,
-0.013424469158053398,
0.03316884860396385,
-0.08238505572080612,
0.0351167656481266,
-0.034927740693092346,
-0.10503095388412476,
0.02225295640528202,
-0.02511202171444893,
0.011112886480987072,
-0.0220260601490736,
-0.022734535858035088,
-0.00923760887235403,
-0.03258739039301872,
0.0829165056347847,
0.015816155821084976,
-0.05692169442772865,
0.020103363320231438,
-0.042247872799634933,
0.05386798828840256,
-0.026387915015220642,
-0.06976013630628586,
-0.039469845592975616,
0.02526160143315792,
-0.05050939321517944,
0.051772162318229675,
0.01160806231200695,
0.07276977598667145,
0.014929067343473434,
-0.007099587935954332,
0.018502065911889076,
-0.023256171494722366,
0.1034059002995491,
0.012710131704807281,
0.07162310928106308,
0.05842896178364754,
-0.05736556649208069,
0.09161116927862167,
-0.06005021557211876,
-0.05447915568947792,
-0.04370918497443199,
0.11550740152597427,
0.023596663028001785,
0.07973963022232056,
-0.019266653805971146,
-0.005426815245300531,
-0.01447298377752304,
-0.029774796217679977,
-0.025185726583003998,
0.0303864274173975,
-0.04949012026190758,
-0.010124952532351017,
0.01942131109535694,
-0.06266974657773972,
-0.14112277328968048,
0.0048606921918690205,
-0.05309037119150162,
-0.07141762971878052,
0.0058724358677864075,
0.023469405248761177,
0.02274148352444172,
-0.09626742452383041,
-0.054346535354852676,
0.043789010494947433,
-0.05220191180706024,
0.04475587233901024,
-0.056063227355480194,
0.004452086985111237,
-2.7866583157990008e-33,
-0.10799963772296906,
-0.00442385533824563,
-0.07402705401182175,
-0.02289998158812523,
-0.06971634924411774,
0.03726564720273018,
-0.059979844838380814,
0.06634265184402466,
-0.11319486051797867,
-0.08154887706041336,
-0.0014199698343873024,
-0.013452872633934021,
-0.01700371876358986,
-0.027317993342876434,
0.04154561832547188,
0.031766340136528015,
0.05188492313027382,
0.06101718172430992,
-0.04220648854970932,
0.026361575350165367,
-0.004518630914390087,
0.014931172132492065,
-0.11130038648843765,
0.04875606298446655,
0.055357933044433594,
-0.022606952115893364,
-0.04454405978322029,
0.14059944450855255,
-0.07740095257759094,
-0.025064490735530853,
-0.06896417587995529,
-0.044032227247953415,
-0.07347389310598373,
0.026217477396130562,
-0.01746586337685585,
-0.003313170513138175,
0.09398722648620605,
0.11138378828763962,
-0.038971737027168274,
0.017620157450437546,
-0.03832700103521347,
0.07650788873434067,
-0.021231701597571373,
0.005148459691554308,
0.03165893256664276,
-0.013555102050304413,
-0.0675276517868042,
-0.00695172231644392,
0.10591693967580795,
0.02882072515785694,
0.04889208823442459,
-0.012549813836812973,
-0.007195614743977785,
0.007242601364850998,
-0.09144219011068344,
-0.0019970135763287544,
-0.10796449333429337,
0.027266649529337883,
-0.07629744708538055,
0.034388791769742966,
-0.07493327558040619,
-0.04723258316516876,
0.023174408823251724,
0.0413280613720417,
-0.006254841573536396,
-0.0594136081635952,
-0.12174665182828903,
-0.10387415438890457,
0.052588965743780136,
-0.09050899744033813,
0.0035367910750210285,
0.0031758914701640606,
-0.02759176678955555,
0.01842312514781952,
0.05069848895072937,
0.01571841351687908,
0.014771757647395134,
-0.02672136202454567,
-0.006842975039035082,
0.028257863596081734,
-0.02387692965567112,
0.038752686232328415,
0.026558883488178253,
0.019560445100069046,
-0.02043415792286396,
-0.008383218199014664,
0.05267777666449547,
-0.04073218256235123,
0.1087440773844719,
-0.06302504986524582,
0.033039432018995285,
0.00929669663310051,
-0.017172425985336304,
0.06929456442594528,
0.019290877506136894,
-3.8521235978805635e-8,
0.10340182483196259,
-0.08350002765655518,
0.03592751547694206,
0.009830057621002197,
0.011869179084897041,
0.026916034519672394,
-0.09119423478841782,
0.039186928421258926,
0.004992708098143339,
-0.038458287715911865,
0.056989654898643494,
0.12612919509410858,
-0.061927467584609985,
0.06860152631998062,
0.024843597784638405,
0.03694140166044235,
-0.015392758883535862,
0.03111976757645607,
0.00033592755789868534,
0.01953059993684292,
0.018149105831980705,
-0.02229033224284649,
-0.03529216721653938,
0.08202020078897476,
0.0012148271780461073,
0.026904014870524406,
0.022841926664114,
-0.05544918030500412,
-0.021972574293613434,
0.04673472046852112,
0.022100206464529037,
-0.012176678515970707,
-0.04932225123047829,
0.03582257404923439,
-0.05821509286761284,
-0.003543680068105459,
-0.0005825766129419208,
-0.036486897617578506,
0.00976331252604723,
0.006409116089344025,
0.08627096563577652,
-0.0041617038659751415,
-0.07816322147846222,
0.018837060779333115,
0.0988888144493103,
0.028241654857993126,
-0.016679424792528152,
0.019801894202828407,
-0.0014317927416414022,
-0.030369961634278297,
-0.0025274716317653656,
0.026817146688699722,
-0.053807202726602554,
-0.023361627012491226,
-0.022846680134534836,
-0.013452240265905857,
-0.06304100900888443,
-0.008297576569020748,
-0.007377910427749157,
-0.019869470968842506,
0.0068861255422234535,
0.04942328855395317,
0.029583493247628212,
-0.07464342564344406
] | null | null | null | null | null | null | null |
[
-0.09037015587091446,
-0.021823693066835403,
0.03631696105003357,
-0.010619471780955791,
0.029650075361132622,
0.049448639154434204,
0.048283081501722336,
-0.028942912817001343,
0.13189175724983215,
0.022471094503998756,
0.06455051153898239,
-0.03473779559135437,
0.04511607438325882,
0.05137335881590843,
-0.028804535046219826,
-0.05451998487114906,
-0.0777195543050766,
0.01950930804014206,
-0.060895904898643494,
-0.023172205314040184,
0.044050417840480804,
0.10590053349733353,
-0.010378159582614899,
-0.02718055248260498,
0.005062249023467302,
-0.032220304012298584,
-0.021521903574466705,
0.037092845886945724,
0.01855645328760147,
-0.038052838295698166,
0.0052987816743552685,
0.07161121815443039,
-0.036443695425987244,
0.013329730369150639,
0.032117534428834915,
0.009606027975678444,
-0.020249515771865845,
0.020902501419186592,
0.05096602439880371,
0.08751983195543289,
-0.013718915171921253,
0.02846400998532772,
0.0010681820567697287,
0.06233011558651924,
-0.02951216511428356,
0.06619514524936676,
-0.016025790944695473,
0.030079923570156097,
-0.009613024070858955,
-0.03608613461256027,
-0.07708408683538437,
0.07454071193933487,
0.0074716852977871895,
0.0856093242764473,
0.04832490533590317,
-0.06928595155477524,
-0.01563079096376896,
0.009370758198201656,
-0.08122284710407257,
-0.07913324236869812,
0.036192845553159714,
0.016184523701667786,
-0.09190231561660767,
-0.010711409151554108,
0.050265710800886154,
0.009035858325660229,
0.07644699513912201,
0.021247893571853638,
-0.00503572216257453,
0.04108726978302002,
-0.0615149661898613,
0.046111274510622025,
-0.1357528120279312,
0.10490325093269348,
0.02904924564063549,
0.0959349200129509,
0.02423907071352005,
0.021306326612830162,
-0.04681500047445297,
-0.01942652277648449,
-0.04235116392374039,
-0.024650944396853447,
0.06293781846761703,
-0.0316946879029274,
0.01694774441421032,
-0.06261110305786133,
0.07123412936925888,
0.014692673459649086,
0.03963899612426758,
-0.03599019721150398,
-0.05697782337665558,
-0.09945067018270493,
0.09510799497365952,
-0.014712375588715076,
-0.027869075536727905,
0.04314887523651123,
-0.015379766002297401,
-0.03693583607673645,
0.07565022259950638,
0.021535810083150864,
-0.07990202307701111,
-0.056322548538446426,
0.05773470550775528,
0.03912799060344696,
0.028500091284513474,
-0.12839381396770477,
0.0061078970320522785,
0.007070512510836124,
0.03503786027431488,
0.03433458134531975,
0.004626445006579161,
0.041497331112623215,
0.0209768395870924,
0.050734199583530426,
-0.046721819788217545,
-0.027848882600665092,
-0.08231443911790848,
0.05079798027873039,
-0.07227568328380585,
-0.01549355685710907,
-0.01559523493051529,
-0.0024920173455029726,
-0.0558188371360302,
-0.02823595702648163,
-0.012680642306804657,
0.012188429944217205,
0.023343883454799652,
-1.0824611361234038e-33,
0.022024907171726227,
0.009378776885569096,
0.0006154730799607933,
0.0065238927491009235,
0.031128374859690666,
0.03486369550228119,
-0.09204740822315216,
-0.06719658523797989,
0.03876330330967903,
0.0071484483778476715,
-0.06687657535076141,
0.04292996600270271,
-0.0046908375807106495,
0.038926057517528534,
-0.01375386118888855,
0.04959941655397415,
0.013057658448815346,
0.07349039614200592,
0.003012296976521611,
-0.006770208012312651,
0.007313885726034641,
0.08897387236356735,
0.0519668348133564,
-0.13197141885757446,
0.011827213689684868,
0.01624187082052231,
0.02712726593017578,
-0.04689571633934975,
-0.013424469158053398,
0.03316884860396385,
-0.08238505572080612,
0.0351167656481266,
-0.034927740693092346,
-0.10503095388412476,
0.02225295640528202,
-0.02511202171444893,
0.011112886480987072,
-0.0220260601490736,
-0.022734535858035088,
-0.00923760887235403,
-0.03258739039301872,
0.0829165056347847,
0.015816155821084976,
-0.05692169442772865,
0.020103363320231438,
-0.042247872799634933,
0.05386798828840256,
-0.026387915015220642,
-0.06976013630628586,
-0.039469845592975616,
0.02526160143315792,
-0.05050939321517944,
0.051772162318229675,
0.01160806231200695,
0.07276977598667145,
0.014929067343473434,
-0.007099587935954332,
0.018502065911889076,
-0.023256171494722366,
0.1034059002995491,
0.012710131704807281,
0.07162310928106308,
0.05842896178364754,
-0.05736556649208069,
0.09161116927862167,
-0.06005021557211876,
-0.05447915568947792,
-0.04370918497443199,
0.11550740152597427,
0.023596663028001785,
0.07973963022232056,
-0.019266653805971146,
-0.005426815245300531,
-0.01447298377752304,
-0.029774796217679977,
-0.025185726583003998,
0.0303864274173975,
-0.04949012026190758,
-0.010124952532351017,
0.01942131109535694,
-0.06266974657773972,
-0.14112277328968048,
0.0048606921918690205,
-0.05309037119150162,
-0.07141762971878052,
0.0058724358677864075,
0.023469405248761177,
0.02274148352444172,
-0.09626742452383041,
-0.054346535354852676,
0.043789010494947433,
-0.05220191180706024,
0.04475587233901024,
-0.056063227355480194,
0.004452086985111237,
-2.7866583157990008e-33,
-0.10799963772296906,
-0.00442385533824563,
-0.07402705401182175,
-0.02289998158812523,
-0.06971634924411774,
0.03726564720273018,
-0.059979844838380814,
0.06634265184402466,
-0.11319486051797867,
-0.08154887706041336,
-0.0014199698343873024,
-0.013452872633934021,
-0.01700371876358986,
-0.027317993342876434,
0.04154561832547188,
0.031766340136528015,
0.05188492313027382,
0.06101718172430992,
-0.04220648854970932,
0.026361575350165367,
-0.004518630914390087,
0.014931172132492065,
-0.11130038648843765,
0.04875606298446655,
0.055357933044433594,
-0.022606952115893364,
-0.04454405978322029,
0.14059944450855255,
-0.07740095257759094,
-0.025064490735530853,
-0.06896417587995529,
-0.044032227247953415,
-0.07347389310598373,
0.026217477396130562,
-0.01746586337685585,
-0.003313170513138175,
0.09398722648620605,
0.11138378828763962,
-0.038971737027168274,
0.017620157450437546,
-0.03832700103521347,
0.07650788873434067,
-0.021231701597571373,
0.005148459691554308,
0.03165893256664276,
-0.013555102050304413,
-0.0675276517868042,
-0.00695172231644392,
0.10591693967580795,
0.02882072515785694,
0.04889208823442459,
-0.012549813836812973,
-0.007195614743977785,
0.007242601364850998,
-0.09144219011068344,
-0.0019970135763287544,
-0.10796449333429337,
0.027266649529337883,
-0.07629744708538055,
0.034388791769742966,
-0.07493327558040619,
-0.04723258316516876,
0.023174408823251724,
0.0413280613720417,
-0.006254841573536396,
-0.0594136081635952,
-0.12174665182828903,
-0.10387415438890457,
0.052588965743780136,
-0.09050899744033813,
0.0035367910750210285,
0.0031758914701640606,
-0.02759176678955555,
0.01842312514781952,
0.05069848895072937,
0.01571841351687908,
0.014771757647395134,
-0.02672136202454567,
-0.006842975039035082,
0.028257863596081734,
-0.02387692965567112,
0.038752686232328415,
0.026558883488178253,
0.019560445100069046,
-0.02043415792286396,
-0.008383218199014664,
0.05267777666449547,
-0.04073218256235123,
0.1087440773844719,
-0.06302504986524582,
0.033039432018995285,
0.00929669663310051,
-0.017172425985336304,
0.06929456442594528,
0.019290877506136894,
-3.8521235978805635e-8,
0.10340182483196259,
-0.08350002765655518,
0.03592751547694206,
0.009830057621002197,
0.011869179084897041,
0.026916034519672394,
-0.09119423478841782,
0.039186928421258926,
0.004992708098143339,
-0.038458287715911865,
0.056989654898643494,
0.12612919509410858,
-0.061927467584609985,
0.06860152631998062,
0.024843597784638405,
0.03694140166044235,
-0.015392758883535862,
0.03111976757645607,
0.00033592755789868534,
0.01953059993684292,
0.018149105831980705,
-0.02229033224284649,
-0.03529216721653938,
0.08202020078897476,
0.0012148271780461073,
0.026904014870524406,
0.022841926664114,
-0.05544918030500412,
-0.021972574293613434,
0.04673472046852112,
0.022100206464529037,
-0.012176678515970707,
-0.04932225123047829,
0.03582257404923439,
-0.05821509286761284,
-0.003543680068105459,
-0.0005825766129419208,
-0.036486897617578506,
0.00976331252604723,
0.006409116089344025,
0.08627096563577652,
-0.0041617038659751415,
-0.07816322147846222,
0.018837060779333115,
0.0988888144493103,
0.028241654857993126,
-0.016679424792528152,
0.019801894202828407,
-0.0014317927416414022,
-0.030369961634278297,
-0.0025274716317653656,
0.026817146688699722,
-0.053807202726602554,
-0.023361627012491226,
-0.022846680134534836,
-0.013452240265905857,
-0.06304100900888443,
-0.008297576569020748,
-0.007377910427749157,
-0.019869470968842506,
0.0068861255422234535,
0.04942328855395317,
0.029583493247628212,
-0.07464342564344406
] |
1401.4566
|
Mehrdad Mahdavi
|
Mehrdad Mahdavi and Rong Jin
|
Excess Risk Bounds for Exponentially Concave Losses
| null | null | null | null |
cs.LG stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The overarching goal of this paper is to derive excess risk bounds for
learning from exp-concave loss functions in passive and sequential learning
settings. Exp-concave loss functions encompass several fundamental problems in
machine learning such as squared loss in linear regression, logistic loss in
classification, and negative logarithm loss in portfolio management. In batch
setting, we obtain sharp bounds on the performance of empirical risk
minimization performed in a linear hypothesis space and with respect to the
exp-concave loss functions. We also extend the results to the online setting
where the learner receives the training examples in a sequential manner. We
propose an online learning algorithm that is a properly modified version of
online Newton method to obtain sharp risk bounds. Under an additional mild
assumption on the loss function, we show that in both settings we are able to
achieve an excess risk bound of $O(d\log n/n)$ that holds with a high
probability.
|
[
{
"created": "Sat, 18 Jan 2014 17:07:38 GMT",
"version": "v1"
},
{
"created": "Sat, 8 Feb 2014 05:02:49 GMT",
"version": "v2"
}
] |
2014-02-11
|
[
[
"Mahdavi",
"Mehrdad",
""
],
[
"Jin",
"Rong",
""
]
] |
[
-0.052740536630153656,
-0.04405699297785759,
-0.03416705131530762,
-0.009736720472574234,
0.06288114935159683,
-0.006069011054933071,
-0.004208223428577185,
0.07460339367389679,
0.007666046265512705,
0.06330429762601852,
-0.013956889510154724,
0.06153835356235504,
0.013040771707892418,
-0.044191084802150726,
-0.016682589426636696,
-0.017239399254322052,
0.003973179962486029,
0.05583547055721283,
-0.042237792164087296,
0.03202301636338234,
0.015889346599578857,
0.05121815577149391,
0.035773880779743195,
0.011558002792298794,
0.02901013381779194,
-0.12714599072933197,
0.04442661628127098,
0.02546044997870922,
-0.017640260979533195,
-0.002090265043079853,
-0.024741481989622116,
-0.03393115475773811,
0.07079267501831055,
-0.09784246236085892,
-0.021381039172410965,
0.002614712342619896,
-0.05755997449159622,
0.006243247538805008,
0.05805042013525963,
0.0012173701543360949,
-0.040149249136447906,
0.03680867329239845,
0.039824191480875015,
0.0446288101375103,
0.06150145083665848,
-0.014282720163464546,
0.013423646800220013,
-0.06115106865763664,
0.04757661744952202,
0.01385552529245615,
-0.06116483733057976,
0.014949040487408638,
-0.027064301073551178,
0.02865651436150074,
-0.13958041369915009,
-0.012964769266545773,
0.03357497975230217,
-0.015290612354874611,
-0.027089452371001244,
0.08538971841335297,
0.03230080008506775,
-0.1500329077243805,
0.007331887725740671,
0.000750595354475081,
-0.027289120480418205,
-0.02811070717871189,
-0.0024976355489343405,
0.08214865624904633,
-0.030397767201066017,
0.15981051325798035,
-0.010746686719357967,
0.004124680534005165,
-0.13141195476055145,
-0.016865050420165062,
-0.009835471399128437,
0.005238921381533146,
0.09305815398693085,
-0.020427649840712547,
-0.01399609912186861,
0.01833064667880535,
-0.01191907562315464,
0.03846906125545502,
0.04553306847810745,
-0.06289071589708328,
0.08770886063575745,
-0.046778302639722824,
0.04586264118552208,
0.0042094942182302475,
0.125351682305336,
-0.015997614711523056,
-0.000892369425855577,
-0.03469547629356384,
-0.03510020300745964,
0.03694387897849083,
-0.053704116493463516,
-0.06125786900520325,
-0.014569190330803394,
-0.016104763373732567,
-0.043494049459695816,
0.08058450371026993,
-0.08516116440296173,
0.04687090590596199,
-0.012799288146197796,
-0.043318577110767365,
-0.004152569454163313,
-0.06659360229969025,
0.026774562895298004,
0.002300319727510214,
0.06713700294494629,
-0.11540036648511887,
0.06827612966299057,
0.07478461414575577,
0.012025212869048119,
0.0021653366275131702,
-0.004756826441735029,
0.0265970416367054,
0.01599993370473385,
-0.0395699106156826,
-0.048781562596559525,
0.06718113273382187,
-0.03092358261346817,
0.051159750670194626,
0.07365619391202927,
0.04191981256008148,
-0.015296459197998047,
-0.042687296867370605,
-0.055244095623493195,
2.758579061835718e-33,
0.035653989762067795,
-0.028391914442181587,
0.07233617454767227,
-0.053523801267147064,
0.03752228617668152,
0.021150795742869377,
0.03554030880331993,
-0.0038541550748050213,
-0.025745311751961708,
-0.007586952764540911,
0.051252707839012146,
-0.04488503560423851,
0.036847084760665894,
0.03546679764986038,
0.017995983362197876,
-0.048315323889255524,
-0.009939909912645817,
0.05913601815700531,
0.09362518787384033,
-0.12076003849506378,
0.02328217215836048,
-0.10252317041158676,
-0.0038169031031429768,
-0.08448810130357742,
-0.04801333695650101,
0.01687193475663662,
-0.017783500254154205,
0.00807924848049879,
0.021268727257847786,
0.011261966079473495,
0.007113269995898008,
0.02380029670894146,
-0.030771072953939438,
0.02942902036011219,
0.0702899694442749,
0.021599533036351204,
-0.09582098573446274,
0.02822418510913849,
0.016474902629852295,
0.02898425981402397,
-0.09024690091609955,
0.0632723942399025,
0.04563252255320549,
-0.03871489688754082,
-0.10442061722278595,
-0.11065980046987534,
0.018921025097370148,
-0.001569974236190319,
-0.004130728077143431,
-0.0747479498386383,
-0.02464791014790535,
-0.042394090443849564,
-0.0005200280575081706,
0.03287634998559952,
0.007092608138918877,
0.0449928380548954,
-0.038817573338747025,
0.03195314481854439,
-0.02330491505563259,
0.02219541184604168,
0.0010648176539689302,
-0.0003507299697957933,
0.06359224766492844,
0.014214372262358665,
-0.043370384722948074,
0.0480474978685379,
0.015887463465332985,
-0.03161279857158661,
0.019320528954267502,
-0.007475058548152447,
0.0172489732503891,
0.01721157692372799,
0.0017999891424551606,
-0.11990338563919067,
0.05517749860882759,
0.04532136395573616,
0.044164590537548065,
-0.04002257063984871,
0.014692746102809906,
0.03497728332877159,
0.039263539016246796,
-0.00044218485709279776,
0.019420739263296127,
-0.07881040126085281,
-0.03895467892289162,
-0.03909847512841225,
0.0032424682285636663,
-0.020253567025065422,
0.007368950173258781,
-0.00444003427401185,
-0.1528504341840744,
-0.0405428446829319,
-0.04410773888230324,
0.0020810472778975964,
0.0317840538918972,
-3.386741018725078e-33,
-0.10172668844461441,
0.0019862435292452574,
0.014361144043505192,
0.0031707521993666887,
-0.022291336208581924,
-0.03597641363739967,
-0.07266182452440262,
-0.031207535415887833,
-0.08281632512807846,
-0.032228805124759674,
0.006158486474305391,
0.02706754207611084,
-0.04742121323943138,
0.006110341753810644,
0.01775536872446537,
0.0054740519262850285,
-0.05317983031272888,
0.091901496052742,
-0.009287778288125992,
-0.07924508303403854,
0.0968390479683876,
0.029828408733010292,
-0.05705473572015762,
0.04318694397807121,
0.042779341340065,
-0.02967911958694458,
-0.05992482975125313,
0.1600983738899231,
-0.018080180510878563,
-0.06716363877058029,
-0.08104145526885986,
-0.019884146749973297,
-0.06475373357534409,
0.06696048378944397,
-0.038330622017383575,
0.05520723760128021,
0.042615413665771484,
0.024016279727220535,
-0.006622492801398039,
0.1430439054965973,
0.06677854806184769,
0.03061680495738983,
-0.018527986481785774,
-0.09798457473516464,
0.004975372459739447,
-0.030829649418592453,
-0.014489802531898022,
0.040404196828603745,
0.07238038629293442,
0.09006128460168839,
0.01626032590866089,
0.036271706223487854,
-0.09882961958646774,
0.08738499879837036,
-0.0773594006896019,
-0.0008039926760829985,
-0.03859129175543785,
-0.0121271638199687,
0.0019143293611705303,
0.04274393990635872,
-0.07309383153915405,
0.03364836052060127,
-0.08049114793539047,
0.06368015706539154,
-0.009691695682704449,
-0.05043809860944748,
-0.05587010830640793,
0.06099781021475792,
-0.018685651943087578,
0.010073001496493816,
0.016698826104402542,
0.021148361265659332,
0.0017396683106198907,
0.006561265327036381,
-0.011233095079660416,
0.0313815139234066,
0.04580140486359596,
-0.019874144345521927,
-0.07540847361087799,
0.014986569061875343,
0.0728130042552948,
-0.009527822956442833,
0.08427128940820694,
0.06599771976470947,
0.07492223381996155,
0.07233685255050659,
0.07083139568567276,
0.021256515756249428,
0.044618766754865646,
-0.04824807494878769,
-0.03727027401328087,
0.03886253386735916,
0.05368123576045036,
0.008516980335116386,
-0.06354730576276779,
-4.250760810009524e-8,
0.006865658797323704,
-0.012998013757169247,
0.09574175626039505,
0.017837191000580788,
0.13330556452274323,
0.06757211685180664,
-0.015302909538149834,
0.01396789588034153,
-0.0904228463768959,
-0.027769457548856735,
0.03805271163582802,
0.044539403170347214,
0.0007992712198756635,
-0.05253426358103752,
-0.08541711419820786,
-0.030882468447089195,
-0.06001080945134163,
-0.017830856144428253,
0.01182076521217823,
0.015767646953463554,
0.002610052702948451,
-0.03341792896389961,
0.05252798646688461,
-0.04052180424332619,
0.05638043209910393,
-0.04213571920990944,
0.01683701202273369,
0.04777933284640312,
0.011150805279612541,
0.030567936599254608,
-0.013527868315577507,
0.04635301232337952,
0.0503857284784317,
-0.03504610434174538,
0.013262317515909672,
0.0476585328578949,
0.06534372270107269,
-0.05592821165919304,
-0.07431501150131226,
0.005663342773914337,
-0.02863602712750435,
-0.00756832305341959,
0.04393545910716057,
-0.02644435316324234,
0.06417404860258102,
0.024060377851128578,
-0.004401160404086113,
-0.04791873320937157,
0.07140835374593735,
-0.07288812100887299,
0.00563330901786685,
0.013908685185015202,
0.06114139407873154,
0.09394140541553497,
0.08333388715982437,
-0.024454258382320404,
-0.026387935504317284,
-0.049677517265081406,
-0.005166174843907356,
0.08750292658805847,
-0.017063887789845467,
0.004730892367660999,
-0.03655882179737091,
0.020608454942703247
] | null | null | null | null | null | null | null |
[
-0.052740536630153656,
-0.04405699297785759,
-0.03416705131530762,
-0.009736720472574234,
0.06288114935159683,
-0.006069011054933071,
-0.004208223428577185,
0.07460339367389679,
0.007666046265512705,
0.06330429762601852,
-0.013956889510154724,
0.06153835356235504,
0.013040771707892418,
-0.044191084802150726,
-0.016682589426636696,
-0.017239399254322052,
0.003973179962486029,
0.05583547055721283,
-0.042237792164087296,
0.03202301636338234,
0.015889346599578857,
0.05121815577149391,
0.035773880779743195,
0.011558002792298794,
0.02901013381779194,
-0.12714599072933197,
0.04442661628127098,
0.02546044997870922,
-0.017640260979533195,
-0.002090265043079853,
-0.024741481989622116,
-0.03393115475773811,
0.07079267501831055,
-0.09784246236085892,
-0.021381039172410965,
0.002614712342619896,
-0.05755997449159622,
0.006243247538805008,
0.05805042013525963,
0.0012173701543360949,
-0.040149249136447906,
0.03680867329239845,
0.039824191480875015,
0.0446288101375103,
0.06150145083665848,
-0.014282720163464546,
0.013423646800220013,
-0.06115106865763664,
0.04757661744952202,
0.01385552529245615,
-0.06116483733057976,
0.014949040487408638,
-0.027064301073551178,
0.02865651436150074,
-0.13958041369915009,
-0.012964769266545773,
0.03357497975230217,
-0.015290612354874611,
-0.027089452371001244,
0.08538971841335297,
0.03230080008506775,
-0.1500329077243805,
0.007331887725740671,
0.000750595354475081,
-0.027289120480418205,
-0.02811070717871189,
-0.0024976355489343405,
0.08214865624904633,
-0.030397767201066017,
0.15981051325798035,
-0.010746686719357967,
0.004124680534005165,
-0.13141195476055145,
-0.016865050420165062,
-0.009835471399128437,
0.005238921381533146,
0.09305815398693085,
-0.020427649840712547,
-0.01399609912186861,
0.01833064667880535,
-0.01191907562315464,
0.03846906125545502,
0.04553306847810745,
-0.06289071589708328,
0.08770886063575745,
-0.046778302639722824,
0.04586264118552208,
0.0042094942182302475,
0.125351682305336,
-0.015997614711523056,
-0.000892369425855577,
-0.03469547629356384,
-0.03510020300745964,
0.03694387897849083,
-0.053704116493463516,
-0.06125786900520325,
-0.014569190330803394,
-0.016104763373732567,
-0.043494049459695816,
0.08058450371026993,
-0.08516116440296173,
0.04687090590596199,
-0.012799288146197796,
-0.043318577110767365,
-0.004152569454163313,
-0.06659360229969025,
0.026774562895298004,
0.002300319727510214,
0.06713700294494629,
-0.11540036648511887,
0.06827612966299057,
0.07478461414575577,
0.012025212869048119,
0.0021653366275131702,
-0.004756826441735029,
0.0265970416367054,
0.01599993370473385,
-0.0395699106156826,
-0.048781562596559525,
0.06718113273382187,
-0.03092358261346817,
0.051159750670194626,
0.07365619391202927,
0.04191981256008148,
-0.015296459197998047,
-0.042687296867370605,
-0.055244095623493195,
2.758579061835718e-33,
0.035653989762067795,
-0.028391914442181587,
0.07233617454767227,
-0.053523801267147064,
0.03752228617668152,
0.021150795742869377,
0.03554030880331993,
-0.0038541550748050213,
-0.025745311751961708,
-0.007586952764540911,
0.051252707839012146,
-0.04488503560423851,
0.036847084760665894,
0.03546679764986038,
0.017995983362197876,
-0.048315323889255524,
-0.009939909912645817,
0.05913601815700531,
0.09362518787384033,
-0.12076003849506378,
0.02328217215836048,
-0.10252317041158676,
-0.0038169031031429768,
-0.08448810130357742,
-0.04801333695650101,
0.01687193475663662,
-0.017783500254154205,
0.00807924848049879,
0.021268727257847786,
0.011261966079473495,
0.007113269995898008,
0.02380029670894146,
-0.030771072953939438,
0.02942902036011219,
0.0702899694442749,
0.021599533036351204,
-0.09582098573446274,
0.02822418510913849,
0.016474902629852295,
0.02898425981402397,
-0.09024690091609955,
0.0632723942399025,
0.04563252255320549,
-0.03871489688754082,
-0.10442061722278595,
-0.11065980046987534,
0.018921025097370148,
-0.001569974236190319,
-0.004130728077143431,
-0.0747479498386383,
-0.02464791014790535,
-0.042394090443849564,
-0.0005200280575081706,
0.03287634998559952,
0.007092608138918877,
0.0449928380548954,
-0.038817573338747025,
0.03195314481854439,
-0.02330491505563259,
0.02219541184604168,
0.0010648176539689302,
-0.0003507299697957933,
0.06359224766492844,
0.014214372262358665,
-0.043370384722948074,
0.0480474978685379,
0.015887463465332985,
-0.03161279857158661,
0.019320528954267502,
-0.007475058548152447,
0.0172489732503891,
0.01721157692372799,
0.0017999891424551606,
-0.11990338563919067,
0.05517749860882759,
0.04532136395573616,
0.044164590537548065,
-0.04002257063984871,
0.014692746102809906,
0.03497728332877159,
0.039263539016246796,
-0.00044218485709279776,
0.019420739263296127,
-0.07881040126085281,
-0.03895467892289162,
-0.03909847512841225,
0.0032424682285636663,
-0.020253567025065422,
0.007368950173258781,
-0.00444003427401185,
-0.1528504341840744,
-0.0405428446829319,
-0.04410773888230324,
0.0020810472778975964,
0.0317840538918972,
-3.386741018725078e-33,
-0.10172668844461441,
0.0019862435292452574,
0.014361144043505192,
0.0031707521993666887,
-0.022291336208581924,
-0.03597641363739967,
-0.07266182452440262,
-0.031207535415887833,
-0.08281632512807846,
-0.032228805124759674,
0.006158486474305391,
0.02706754207611084,
-0.04742121323943138,
0.006110341753810644,
0.01775536872446537,
0.0054740519262850285,
-0.05317983031272888,
0.091901496052742,
-0.009287778288125992,
-0.07924508303403854,
0.0968390479683876,
0.029828408733010292,
-0.05705473572015762,
0.04318694397807121,
0.042779341340065,
-0.02967911958694458,
-0.05992482975125313,
0.1600983738899231,
-0.018080180510878563,
-0.06716363877058029,
-0.08104145526885986,
-0.019884146749973297,
-0.06475373357534409,
0.06696048378944397,
-0.038330622017383575,
0.05520723760128021,
0.042615413665771484,
0.024016279727220535,
-0.006622492801398039,
0.1430439054965973,
0.06677854806184769,
0.03061680495738983,
-0.018527986481785774,
-0.09798457473516464,
0.004975372459739447,
-0.030829649418592453,
-0.014489802531898022,
0.040404196828603745,
0.07238038629293442,
0.09006128460168839,
0.01626032590866089,
0.036271706223487854,
-0.09882961958646774,
0.08738499879837036,
-0.0773594006896019,
-0.0008039926760829985,
-0.03859129175543785,
-0.0121271638199687,
0.0019143293611705303,
0.04274393990635872,
-0.07309383153915405,
0.03364836052060127,
-0.08049114793539047,
0.06368015706539154,
-0.009691695682704449,
-0.05043809860944748,
-0.05587010830640793,
0.06099781021475792,
-0.018685651943087578,
0.010073001496493816,
0.016698826104402542,
0.021148361265659332,
0.0017396683106198907,
0.006561265327036381,
-0.011233095079660416,
0.0313815139234066,
0.04580140486359596,
-0.019874144345521927,
-0.07540847361087799,
0.014986569061875343,
0.0728130042552948,
-0.009527822956442833,
0.08427128940820694,
0.06599771976470947,
0.07492223381996155,
0.07233685255050659,
0.07083139568567276,
0.021256515756249428,
0.044618766754865646,
-0.04824807494878769,
-0.03727027401328087,
0.03886253386735916,
0.05368123576045036,
0.008516980335116386,
-0.06354730576276779,
-4.250760810009524e-8,
0.006865658797323704,
-0.012998013757169247,
0.09574175626039505,
0.017837191000580788,
0.13330556452274323,
0.06757211685180664,
-0.015302909538149834,
0.01396789588034153,
-0.0904228463768959,
-0.027769457548856735,
0.03805271163582802,
0.044539403170347214,
0.0007992712198756635,
-0.05253426358103752,
-0.08541711419820786,
-0.030882468447089195,
-0.06001080945134163,
-0.017830856144428253,
0.01182076521217823,
0.015767646953463554,
0.002610052702948451,
-0.03341792896389961,
0.05252798646688461,
-0.04052180424332619,
0.05638043209910393,
-0.04213571920990944,
0.01683701202273369,
0.04777933284640312,
0.011150805279612541,
0.030567936599254608,
-0.013527868315577507,
0.04635301232337952,
0.0503857284784317,
-0.03504610434174538,
0.013262317515909672,
0.0476585328578949,
0.06534372270107269,
-0.05592821165919304,
-0.07431501150131226,
0.005663342773914337,
-0.02863602712750435,
-0.00756832305341959,
0.04393545910716057,
-0.02644435316324234,
0.06417404860258102,
0.024060377851128578,
-0.004401160404086113,
-0.04791873320937157,
0.07140835374593735,
-0.07288812100887299,
0.00563330901786685,
0.013908685185015202,
0.06114139407873154,
0.09394140541553497,
0.08333388715982437,
-0.024454258382320404,
-0.026387935504317284,
-0.049677517265081406,
-0.005166174843907356,
0.08750292658805847,
-0.017063887789845467,
0.004730892367660999,
-0.03655882179737091,
0.020608454942703247
] |
1401.4567
|
Jean-Guillaume Dumas
|
Jean-Guillaume Dumas (CASYS), Erich Kaltofen
|
Essentially optimal interactive certificates in linear algebra
| null |
ACM International Symposium on Symbolic and Algebraic Computation
(ISSAC 2014), Jul 2014, Kobe, Japan. pp.146-153
|
10.1145/2608628.2608644
| null |
cs.SC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Certificates to a linear algebra computation are additional data structures
for each output, which can be used by a---possibly randomized---verification
algorithm that proves the correctness of each output. The certificates are
essentially optimal if the time (and space) complexity of verification is
essentially linear in the input size $N$, meaning $N$ times a factor
$N^{o(1)}$, i.e., a factor $N^{\eta(N)}$ with $\lim\_{N\to \infty} \eta(N)$ $=$
$0$. We give algorithms that compute essentially optimal certificates for the
positive semidefiniteness, Frobenius form, characteristic and minimal
polynomial of an $n\times n$ dense integer matrix $A$. Our certificates can be
verified in Monte-Carlo bit complexity $(n^2 \log\|A\|)^{1+o(1)}$, where
$\log\|A\|$ is the bit size of the integer entries, solving an open problem in
[Kaltofen, Nehring, Saunders, Proc.\ ISSAC 2011] subject to computational
hardness assumptions. Second, we give algorithms that compute certificates for
the rank of sparse or structured $n\times n$ matrices over an abstract field,
whose Monte Carlo verification complexity is $2$ matrix-times-vector products
$+$ $n^{1+o(1)}$ arithmetic operations in the field. For example, if the
$n\times n$ input matrix is sparse with $n^{1+o(1)}$ non-zero entries, our rank
certificate can be verified in $n^{1+o(1)}$ field operations. This extends also
to integer matrices with only an extra $\|A\|^{1+o(1)}$ factor. All our
certificates are based on interactive verification protocols with the
interaction removed by a Fiat-Shamir identification heuristic. The validity of
our verification procedure is subject to standard computational hardness
assumptions from cryptography.
|
[
{
"created": "Sat, 18 Jan 2014 17:08:05 GMT",
"version": "v1"
},
{
"created": "Sat, 26 Apr 2014 14:27:29 GMT",
"version": "v2"
},
{
"created": "Mon, 23 Dec 2019 13:30:54 GMT",
"version": "v3"
},
{
"created": "Wed, 8 Jan 2020 10:58:48 GMT",
"version": "v4"
}
] |
2020-01-09
|
[
[
"Dumas",
"Jean-Guillaume",
"",
"CASYS"
],
[
"Kaltofen",
"Erich",
""
]
] |
[
-0.039997149258852005,
0.004884887486696243,
-0.0741448700428009,
0.017314167693257332,
0.02974281832575798,
-0.058053866028785706,
0.014620949514210224,
-0.02847972698509693,
0.025946693494915962,
-0.017203323543071747,
-0.04915844649076462,
0.050505999475717545,
0.07857129722833633,
0.03385315090417862,
-0.02599065564572811,
-0.006967142224311829,
0.011294079013168812,
0.04226328432559967,
-0.030091766268014908,
0.05056202784180641,
-0.00725028058513999,
-0.05570409446954727,
-0.056993331760168076,
-0.012865401804447174,
0.030701154842972755,
-0.11708950996398926,
0.034959305077791214,
-0.05359790846705437,
-0.011859006248414516,
-0.018858542665839195,
-0.007475784048438072,
0.014859226532280445,
0.09668464958667755,
-0.053665731102228165,
0.01311533059924841,
0.023050155490636826,
0.11157147586345673,
0.02259722724556923,
-0.025940531864762306,
0.04732948914170265,
0.044310715049505234,
0.010210860520601273,
0.010010246187448502,
0.040886346250772476,
0.01477624848484993,
-0.040615253150463104,
0.058981865644454956,
-0.08765968680381775,
-0.03132161870598793,
-0.002162115415558219,
-0.027359679341316223,
0.06525763124227524,
-0.025472301989793777,
-0.010022014379501343,
-0.09027954190969467,
-0.12152750045061111,
0.010659843683242798,
-0.006059703417122364,
-0.022940540686249733,
0.046297308057546616,
0.0006134820869192481,
-0.04948992282152176,
-0.016718093305826187,
-0.02773008495569229,
0.03546055406332016,
0.0633532702922821,
0.0268213152885437,
-0.004946932662278414,
-0.04505813121795654,
0.0867483988404274,
-0.030403850600123405,
0.005064086522907019,
-0.06097804009914398,
0.06642566621303558,
0.032290831208229065,
-0.053895849734544754,
-0.024423571303486824,
-0.0334828682243824,
-0.007343891076743603,
0.03902435675263405,
0.010573048144578934,
-0.010541574098169804,
-0.05461236834526062,
-0.04931529611349106,
0.0400632880628109,
-0.02664751000702381,
0.04788319766521454,
0.04213066026568413,
0.11041668802499771,
-0.05490310862660408,
0.02115153893828392,
0.03874200955033302,
-0.013574270531535149,
0.03674766793847084,
0.073711097240448,
-0.03669214993715286,
0.03989775478839874,
-0.0028920790646225214,
0.08320701867341995,
0.04007575660943985,
-0.011910533532500267,
-0.004452437628060579,
-0.007402569055557251,
-0.05820896476507187,
0.01188327744603157,
0.09532400965690613,
-0.0031064345967024565,
0.005433670245110989,
-0.024684179574251175,
-0.09579740464687347,
0.03601859137415886,
-0.03014160320162773,
-0.008329454809427261,
0.022482892498373985,
0.028877627104520798,
0.04563658684492111,
-0.042383208870887756,
0.019578156992793083,
0.08178643882274628,
-0.024366024881601334,
-0.009131471626460552,
0.03313803672790527,
0.10593535006046295,
-0.0007995627238415182,
0.03506413474678993,
0.07068715244531631,
-0.07440915703773499,
1.8323099008679026e-33,
0.017929136753082275,
0.1380252242088318,
0.01708812266588211,
-0.020369837060570717,
0.029152672737836838,
0.06025883927941322,
0.06934619694948196,
0.006561352871358395,
-0.013286315836012363,
0.0030512779485434294,
0.030388759449124336,
0.09429319202899933,
0.00933741219341755,
-0.07088754326105118,
0.11213984340429306,
0.03913021832704544,
0.010644949972629547,
-0.0084342360496521,
-0.044140126556158066,
-0.06678171455860138,
0.08620482683181763,
-0.05824819579720497,
-0.011929134838283062,
-0.01609436236321926,
0.010588441044092178,
-0.06316988170146942,
0.09801897406578064,
-0.012978571467101574,
-0.008992771618068218,
-0.0017181856092065573,
-0.02556528151035309,
0.004643233492970467,
0.022013628855347633,
0.08711487799882889,
0.06451933085918427,
0.018010517582297325,
0.045950695872306824,
0.000607194728218019,
-0.027073025703430176,
-0.1274637132883072,
-0.023624643683433533,
0.004854192957282066,
0.07422036677598953,
-0.006268886849284172,
-0.06413684785366058,
-0.06440000981092453,
-0.00039680179907009006,
0.015620655380189419,
0.06661416590213776,
-0.05991130694746971,
0.07339800149202347,
-0.0036041848361492157,
-0.06801021099090576,
-0.011949430219829082,
0.009855775162577629,
-0.021689223125576973,
-0.03769352287054062,
0.04046717658638954,
0.03157666325569153,
0.11873671412467957,
-0.06641171127557755,
-0.08101560175418854,
-0.02968697063624859,
-0.09873250126838684,
-0.08688037097454071,
0.08251549303531647,
-0.05401967093348503,
-0.029433226212859154,
0.052866484969854355,
-0.033195752650499344,
-0.03060920350253582,
-0.003436434781178832,
-0.02581479772925377,
-0.10908806324005127,
0.07441715896129608,
-0.012827952392399311,
0.06427367776632309,
-0.051913902163505554,
-0.08494678884744644,
-0.05324546992778778,
-0.051245417445898056,
0.06998827308416367,
0.03396812081336975,
-0.02588989958167076,
-0.011097967624664307,
-0.0658750832080841,
-0.06305855512619019,
-0.0219584833830595,
-0.09380052983760834,
-0.09179115295410156,
-0.027013925835490227,
0.008848550729453564,
0.08555015921592712,
0.03275736793875694,
-0.005166185554116964,
-1.3938042229211257e-33,
-0.03753145784139633,
-0.11390885710716248,
0.05013455078005791,
0.12440422922372818,
0.06240030750632286,
-0.12619160115718842,
-0.01750965788960457,
-0.004672728478908539,
0.024844685569405556,
-0.05530128255486488,
-0.03490494564175606,
-0.03581607714295387,
0.06710487604141235,
0.022751402109861374,
0.055327922105789185,
-0.04043496027588844,
-0.015669669955968857,
0.06230052188038826,
0.03803205490112305,
0.04472210630774498,
0.03987625986337662,
0.08408857136964798,
-0.005804284941405058,
0.028532397001981735,
0.035511817783117294,
0.08539283275604248,
-0.058500487357378006,
0.04148433357477188,
0.02161884866654873,
0.02360582910478115,
-0.03317088633775711,
0.003572676796466112,
-0.12691029906272888,
-0.0019346855115145445,
-0.038459040224552155,
0.008700776845216751,
0.03856215626001358,
0.025076506659388542,
0.0012254636967554688,
0.08848952502012253,
-0.030705902725458145,
-0.030632944777607918,
-0.04665973410010338,
0.005324754863977432,
0.07436967641115189,
-0.01212849747389555,
0.05195343494415283,
0.03633132204413414,
0.06564746052026749,
0.018345020711421967,
0.06494659930467606,
0.010152382776141167,
-0.009677831083536148,
0.09871609508991241,
0.007610861677676439,
0.03072458691895008,
-0.05932484194636345,
0.09796477854251862,
0.04901749640703201,
0.031945936381816864,
-0.04992244020104408,
0.0403292253613472,
-0.04990129917860031,
0.10242894291877747,
-0.00637167738750577,
-0.041094888001680374,
-0.06487371027469635,
-0.017024077475070953,
0.003394732251763344,
0.04897519573569298,
-0.03311976045370102,
-0.03377702087163925,
-0.06232667341828346,
0.009913185611367226,
-0.03494292125105858,
-0.0011219754815101624,
0.04254710674285889,
-0.018902316689491272,
-0.045205146074295044,
0.05567356199026108,
0.031232107430696487,
0.024841148406267166,
0.03177248314023018,
-0.03829646110534668,
0.03074139542877674,
0.00010097751510329545,
0.0885302722454071,
-0.13984741270542145,
0.04146786034107208,
-0.032001595944166183,
0.008018395863473415,
0.0018606584053486586,
0.03284192830324173,
0.03916384279727936,
-0.026083260774612427,
-4.93316676397626e-8,
0.012297402136027813,
-0.04491738975048065,
-0.0960339680314064,
-0.07954137772321701,
0.092343769967556,
-0.04514318332076073,
-0.023689644411206245,
-0.00013956458133179694,
-0.04161623492836952,
-0.04335947334766388,
0.04737206548452377,
-0.021783186122775078,
-0.08179938793182373,
-0.016739707440137863,
-0.05713198333978653,
0.02002592943608761,
-0.04493200033903122,
-0.026864537969231606,
-0.0022371700033545494,
-0.02997923642396927,
0.01848868653178215,
-0.02212556079030037,
-0.026630757376551628,
0.06963607668876648,
-0.08731391280889511,
-0.053729068487882614,
0.05521343648433685,
0.009987101890146732,
0.10584262758493423,
0.059033963829278946,
-0.07287503778934479,
-0.037440139800310135,
0.10400331765413284,
0.0034988883417099714,
0.05476219207048416,
0.062092844396829605,
0.02692091092467308,
0.004660957958549261,
-0.03106512874364853,
-0.01232118159532547,
0.04029514640569687,
0.04594465717673302,
-0.020713765174150467,
-0.03470325842499733,
0.033442310988903046,
-0.032593388110399246,
0.004785177763551474,
-0.02636430226266384,
-0.030416300520300865,
0.06321611255407333,
0.013238511979579926,
-0.0714530199766159,
-0.043696969747543335,
-0.03589753806591034,
-0.07982590049505234,
0.02854895032942295,
-0.041118744760751724,
-0.08307313174009323,
-0.016685737296938896,
-0.015546432696282864,
0.019047647714614868,
0.034433577209711075,
0.10852804034948349,
-0.011478054337203503
] | null | null | null | null | null | null | null |
[
-0.039997149258852005,
0.004884887486696243,
-0.0741448700428009,
0.017314167693257332,
0.02974281832575798,
-0.058053866028785706,
0.014620949514210224,
-0.02847972698509693,
0.025946693494915962,
-0.017203323543071747,
-0.04915844649076462,
0.050505999475717545,
0.07857129722833633,
0.03385315090417862,
-0.02599065564572811,
-0.006967142224311829,
0.011294079013168812,
0.04226328432559967,
-0.030091766268014908,
0.05056202784180641,
-0.00725028058513999,
-0.05570409446954727,
-0.056993331760168076,
-0.012865401804447174,
0.030701154842972755,
-0.11708950996398926,
0.034959305077791214,
-0.05359790846705437,
-0.011859006248414516,
-0.018858542665839195,
-0.007475784048438072,
0.014859226532280445,
0.09668464958667755,
-0.053665731102228165,
0.01311533059924841,
0.023050155490636826,
0.11157147586345673,
0.02259722724556923,
-0.025940531864762306,
0.04732948914170265,
0.044310715049505234,
0.010210860520601273,
0.010010246187448502,
0.040886346250772476,
0.01477624848484993,
-0.040615253150463104,
0.058981865644454956,
-0.08765968680381775,
-0.03132161870598793,
-0.002162115415558219,
-0.027359679341316223,
0.06525763124227524,
-0.025472301989793777,
-0.010022014379501343,
-0.09027954190969467,
-0.12152750045061111,
0.010659843683242798,
-0.006059703417122364,
-0.022940540686249733,
0.046297308057546616,
0.0006134820869192481,
-0.04948992282152176,
-0.016718093305826187,
-0.02773008495569229,
0.03546055406332016,
0.0633532702922821,
0.0268213152885437,
-0.004946932662278414,
-0.04505813121795654,
0.0867483988404274,
-0.030403850600123405,
0.005064086522907019,
-0.06097804009914398,
0.06642566621303558,
0.032290831208229065,
-0.053895849734544754,
-0.024423571303486824,
-0.0334828682243824,
-0.007343891076743603,
0.03902435675263405,
0.010573048144578934,
-0.010541574098169804,
-0.05461236834526062,
-0.04931529611349106,
0.0400632880628109,
-0.02664751000702381,
0.04788319766521454,
0.04213066026568413,
0.11041668802499771,
-0.05490310862660408,
0.02115153893828392,
0.03874200955033302,
-0.013574270531535149,
0.03674766793847084,
0.073711097240448,
-0.03669214993715286,
0.03989775478839874,
-0.0028920790646225214,
0.08320701867341995,
0.04007575660943985,
-0.011910533532500267,
-0.004452437628060579,
-0.007402569055557251,
-0.05820896476507187,
0.01188327744603157,
0.09532400965690613,
-0.0031064345967024565,
0.005433670245110989,
-0.024684179574251175,
-0.09579740464687347,
0.03601859137415886,
-0.03014160320162773,
-0.008329454809427261,
0.022482892498373985,
0.028877627104520798,
0.04563658684492111,
-0.042383208870887756,
0.019578156992793083,
0.08178643882274628,
-0.024366024881601334,
-0.009131471626460552,
0.03313803672790527,
0.10593535006046295,
-0.0007995627238415182,
0.03506413474678993,
0.07068715244531631,
-0.07440915703773499,
1.8323099008679026e-33,
0.017929136753082275,
0.1380252242088318,
0.01708812266588211,
-0.020369837060570717,
0.029152672737836838,
0.06025883927941322,
0.06934619694948196,
0.006561352871358395,
-0.013286315836012363,
0.0030512779485434294,
0.030388759449124336,
0.09429319202899933,
0.00933741219341755,
-0.07088754326105118,
0.11213984340429306,
0.03913021832704544,
0.010644949972629547,
-0.0084342360496521,
-0.044140126556158066,
-0.06678171455860138,
0.08620482683181763,
-0.05824819579720497,
-0.011929134838283062,
-0.01609436236321926,
0.010588441044092178,
-0.06316988170146942,
0.09801897406578064,
-0.012978571467101574,
-0.008992771618068218,
-0.0017181856092065573,
-0.02556528151035309,
0.004643233492970467,
0.022013628855347633,
0.08711487799882889,
0.06451933085918427,
0.018010517582297325,
0.045950695872306824,
0.000607194728218019,
-0.027073025703430176,
-0.1274637132883072,
-0.023624643683433533,
0.004854192957282066,
0.07422036677598953,
-0.006268886849284172,
-0.06413684785366058,
-0.06440000981092453,
-0.00039680179907009006,
0.015620655380189419,
0.06661416590213776,
-0.05991130694746971,
0.07339800149202347,
-0.0036041848361492157,
-0.06801021099090576,
-0.011949430219829082,
0.009855775162577629,
-0.021689223125576973,
-0.03769352287054062,
0.04046717658638954,
0.03157666325569153,
0.11873671412467957,
-0.06641171127557755,
-0.08101560175418854,
-0.02968697063624859,
-0.09873250126838684,
-0.08688037097454071,
0.08251549303531647,
-0.05401967093348503,
-0.029433226212859154,
0.052866484969854355,
-0.033195752650499344,
-0.03060920350253582,
-0.003436434781178832,
-0.02581479772925377,
-0.10908806324005127,
0.07441715896129608,
-0.012827952392399311,
0.06427367776632309,
-0.051913902163505554,
-0.08494678884744644,
-0.05324546992778778,
-0.051245417445898056,
0.06998827308416367,
0.03396812081336975,
-0.02588989958167076,
-0.011097967624664307,
-0.0658750832080841,
-0.06305855512619019,
-0.0219584833830595,
-0.09380052983760834,
-0.09179115295410156,
-0.027013925835490227,
0.008848550729453564,
0.08555015921592712,
0.03275736793875694,
-0.005166185554116964,
-1.3938042229211257e-33,
-0.03753145784139633,
-0.11390885710716248,
0.05013455078005791,
0.12440422922372818,
0.06240030750632286,
-0.12619160115718842,
-0.01750965788960457,
-0.004672728478908539,
0.024844685569405556,
-0.05530128255486488,
-0.03490494564175606,
-0.03581607714295387,
0.06710487604141235,
0.022751402109861374,
0.055327922105789185,
-0.04043496027588844,
-0.015669669955968857,
0.06230052188038826,
0.03803205490112305,
0.04472210630774498,
0.03987625986337662,
0.08408857136964798,
-0.005804284941405058,
0.028532397001981735,
0.035511817783117294,
0.08539283275604248,
-0.058500487357378006,
0.04148433357477188,
0.02161884866654873,
0.02360582910478115,
-0.03317088633775711,
0.003572676796466112,
-0.12691029906272888,
-0.0019346855115145445,
-0.038459040224552155,
0.008700776845216751,
0.03856215626001358,
0.025076506659388542,
0.0012254636967554688,
0.08848952502012253,
-0.030705902725458145,
-0.030632944777607918,
-0.04665973410010338,
0.005324754863977432,
0.07436967641115189,
-0.01212849747389555,
0.05195343494415283,
0.03633132204413414,
0.06564746052026749,
0.018345020711421967,
0.06494659930467606,
0.010152382776141167,
-0.009677831083536148,
0.09871609508991241,
0.007610861677676439,
0.03072458691895008,
-0.05932484194636345,
0.09796477854251862,
0.04901749640703201,
0.031945936381816864,
-0.04992244020104408,
0.0403292253613472,
-0.04990129917860031,
0.10242894291877747,
-0.00637167738750577,
-0.041094888001680374,
-0.06487371027469635,
-0.017024077475070953,
0.003394732251763344,
0.04897519573569298,
-0.03311976045370102,
-0.03377702087163925,
-0.06232667341828346,
0.009913185611367226,
-0.03494292125105858,
-0.0011219754815101624,
0.04254710674285889,
-0.018902316689491272,
-0.045205146074295044,
0.05567356199026108,
0.031232107430696487,
0.024841148406267166,
0.03177248314023018,
-0.03829646110534668,
0.03074139542877674,
0.00010097751510329545,
0.0885302722454071,
-0.13984741270542145,
0.04146786034107208,
-0.032001595944166183,
0.008018395863473415,
0.0018606584053486586,
0.03284192830324173,
0.03916384279727936,
-0.026083260774612427,
-4.93316676397626e-8,
0.012297402136027813,
-0.04491738975048065,
-0.0960339680314064,
-0.07954137772321701,
0.092343769967556,
-0.04514318332076073,
-0.023689644411206245,
-0.00013956458133179694,
-0.04161623492836952,
-0.04335947334766388,
0.04737206548452377,
-0.021783186122775078,
-0.08179938793182373,
-0.016739707440137863,
-0.05713198333978653,
0.02002592943608761,
-0.04493200033903122,
-0.026864537969231606,
-0.0022371700033545494,
-0.02997923642396927,
0.01848868653178215,
-0.02212556079030037,
-0.026630757376551628,
0.06963607668876648,
-0.08731391280889511,
-0.053729068487882614,
0.05521343648433685,
0.009987101890146732,
0.10584262758493423,
0.059033963829278946,
-0.07287503778934479,
-0.037440139800310135,
0.10400331765413284,
0.0034988883417099714,
0.05476219207048416,
0.062092844396829605,
0.02692091092467308,
0.004660957958549261,
-0.03106512874364853,
-0.01232118159532547,
0.04029514640569687,
0.04594465717673302,
-0.020713765174150467,
-0.03470325842499733,
0.033442310988903046,
-0.032593388110399246,
0.004785177763551474,
-0.02636430226266384,
-0.030416300520300865,
0.06321611255407333,
0.013238511979579926,
-0.0714530199766159,
-0.043696969747543335,
-0.03589753806591034,
-0.07982590049505234,
0.02854895032942295,
-0.041118744760751724,
-0.08307313174009323,
-0.016685737296938896,
-0.015546432696282864,
0.019047647714614868,
0.034433577209711075,
0.10852804034948349,
-0.011478054337203503
] |
1401.4568
|
Petru Valicov
|
Julien Bensmail (LaBRI), Ararat Harutyunyan (MI), Herv\'e Hocquard
(LaBRI), Petru Valicov (LIP)
|
Strong edge-colouring of sparse planar graphs
| null | null | null | null |
cs.DM math.CO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A strong edge-colouring of a graph is a proper edge-colouring where each
colour class induces a matching. It is known that every planar graph with
maximum degree $\Delta$ has a strong edge-colouring with at most $4\Delta+4$
colours. We show that $3\Delta+1$ colours suffice if the graph has girth 6, and
$4\Delta$ colours suffice if $\Delta\geq 7$ or the girth is at least 5. In the
last part of the paper, we raise some questions related to a long-standing
conjecture of Vizing on proper edge-colouring of planar graphs.
|
[
{
"created": "Sat, 18 Jan 2014 17:11:56 GMT",
"version": "v1"
},
{
"created": "Wed, 22 Jan 2014 13:21:02 GMT",
"version": "v2"
},
{
"created": "Mon, 21 Jul 2014 16:32:19 GMT",
"version": "v3"
}
] |
2014-07-22
|
[
[
"Bensmail",
"Julien",
"",
"LaBRI"
],
[
"Harutyunyan",
"Ararat",
"",
"MI"
],
[
"Hocquard",
"Hervé",
"",
"LaBRI"
],
[
"Valicov",
"Petru",
"",
"LIP"
]
] |
[
-0.026447532698512077,
0.04657041281461716,
0.04646025970578194,
-0.08741769194602966,
0.00008762652578298002,
0.04332141950726509,
-0.004479248076677322,
0.004899125546216965,
-0.0568426251411438,
0.08329468965530396,
-0.08422336727380753,
0.054306332021951675,
0.029296256601810455,
0.0054667131043970585,
0.0515061691403389,
0.06409931182861328,
-0.03979259356856346,
-0.00022693458595313132,
-0.10688725113868713,
-0.0055272807367146015,
-0.03821849822998047,
-0.03411601856350899,
-0.06036366894841194,
-0.024364709854125977,
-0.014864620752632618,
-0.05928928777575493,
0.06967206299304962,
-0.044424980878829956,
0.1025884672999382,
-0.02377655915915966,
-0.004027718678116798,
0.02449255809187889,
0.018659807741642,
0.06143932417035103,
-0.031179610639810562,
-0.06534699350595474,
-0.002023424720391631,
0.012175231240689754,
0.04167478531599045,
0.11826740205287933,
-0.03090323507785797,
0.02656121738255024,
0.050578661262989044,
0.017448829486966133,
-0.022818859666585922,
0.054381538182497025,
0.017282159999012947,
0.06438477337360382,
-0.11543817073106766,
-0.08396000415086746,
-0.03748537227511406,
-0.08101403713226318,
-0.09068558365106583,
0.005508462432771921,
-0.021739723160862923,
-0.04831818863749504,
-0.0018773506162688136,
-0.04822611063718796,
0.05702521651983261,
0.07285190373659134,
0.02435203827917576,
0.017479637637734413,
0.01343595888465643,
0.00972896721214056,
-0.03822201490402222,
0.032656360417604446,
0.024617690593004227,
-0.028982816264033318,
-0.08324821293354034,
0.09734835475683212,
0.055503468960523605,
0.047182247042655945,
-0.05905785784125328,
0.06870321184396744,
0.05942648649215698,
0.08853578567504883,
0.06664960831403732,
0.00561205018311739,
-0.08058783411979675,
-0.11927881836891174,
-0.06304805725812912,
-0.0878124013543129,
-0.04620112106204033,
0.030759120360016823,
0.043801914900541306,
-0.014706643298268318,
-0.13071607053279877,
-0.040720149874687195,
-0.020896995440125465,
0.058307111263275146,
-0.031184619292616844,
0.058420661836862564,
-0.08071388304233551,
-0.04189357906579971,
-0.023946722969412804,
0.03674447908997536,
0.003913439344614744,
-0.06111473962664604,
0.04664747789502144,
0.007443906273692846,
0.020112700760364532,
-0.024794507771730423,
-0.001077392022125423,
0.05263087898492813,
0.026210511103272438,
0.017711326479911804,
0.012927177362143993,
0.06873725354671478,
0.010355799458920956,
-0.01872781477868557,
0.04019752889871597,
-0.006321018096059561,
0.032538995146751404,
0.0903845727443695,
-0.04022969678044319,
-0.015551258809864521,
-0.017163053154945374,
-0.010609352961182594,
0.06444476544857025,
0.03822670876979828,
0.06017659604549408,
0.04696918651461601,
-0.060654882341623306,
-0.04088686779141426,
-0.053356800228357315,
-0.00035000493517145514,
0.022061854600906372,
3.3777134516995035e-34,
0.08236940950155258,
0.033552274107933044,
0.02323790267109871,
-0.021292708814144135,
0.10317188501358032,
0.003241812577471137,
-0.08164259046316147,
-0.11051385849714279,
-0.06690630316734314,
0.03290141001343727,
-0.007583906874060631,
0.04529567435383797,
0.014188338071107864,
0.06065263971686363,
0.021282760426402092,
0.01625889539718628,
0.07076646387577057,
-0.0499027781188488,
-0.0981256514787674,
-0.05005302280187607,
0.07207673043012619,
0.02853557839989662,
0.02713269740343094,
0.01922724023461342,
0.05060506612062454,
0.04571864753961563,
0.04743416979908943,
0.0391848050057888,
0.05959588661789894,
-0.028246331959962845,
-0.08775369822978973,
0.025250911712646484,
0.02519501931965351,
0.12581691145896912,
-0.06787856668233871,
-0.0057755750603973866,
-0.04564281925559044,
-0.04085163399577141,
-0.0294943880289793,
-0.007035944145172834,
-0.009616275317966938,
0.029463084414601326,
-0.005480910185724497,
0.020050188526511192,
0.060970552265644073,
0.003478782018646598,
0.03455386310815811,
-0.062239572405815125,
-0.03316681459546089,
0.06352514773607254,
-0.034861430525779724,
-0.00869821012020111,
-0.014525321312248707,
-0.013323437422513962,
0.006720512639731169,
-0.026386648416519165,
0.04476507008075714,
0.04258847236633301,
0.08635742217302322,
0.07554030418395996,
-0.0428459458053112,
-0.0029245810583233833,
0.008224704302847385,
0.009764743968844414,
-0.014110995456576347,
-0.015980998054146767,
-0.015695348381996155,
-0.08635357022285461,
0.04435878247022629,
-0.06091656908392906,
0.009182029403746128,
0.05787196382880211,
-0.016695968806743622,
-0.08601652830839157,
0.01236403826624155,
-0.058957114815711975,
0.0017189241480082273,
-0.004804437048733234,
-0.005840157624334097,
0.024589654058218002,
-0.08327119052410126,
-0.06279438734054565,
0.03302537277340889,
-0.09807437658309937,
-0.10447302460670471,
-0.015560142695903778,
-0.0412517786026001,
0.032414358109235764,
-0.007028091233223677,
-0.02575315348803997,
0.028405852615833282,
0.005802812520414591,
-0.015676820650696754,
-0.0002455400244798511,
-0.000555815699044615,
-2.1454573714941367e-33,
-0.02277192287147045,
0.009394675493240356,
0.010930529795587063,
0.1122085303068161,
0.057475656270980835,
-0.05191659554839134,
0.052044957876205444,
0.046031150966882706,
-0.11651304364204407,
-0.032081495970487595,
0.04932470619678497,
0.06755147874355316,
0.009710072539746761,
0.005306442268192768,
0.0032345845829695463,
-0.08508342504501343,
0.08161740750074387,
0.08299566805362701,
-0.0594971738755703,
-0.008905913680791855,
0.0573025643825531,
0.036128245294094086,
-0.061683304607868195,
-0.020573530346155167,
0.015935830771923065,
0.08850761502981186,
-0.06881806999444962,
-0.027752190828323364,
-0.041459109634160995,
0.025220440700650215,
0.03299359232187271,
-0.06884806603193283,
-0.06947397440671921,
-0.07378201931715012,
0.06280698627233505,
-0.026871653273701668,
0.020362406969070435,
0.010389363393187523,
0.010919584892690182,
0.1386275291442871,
0.04687852784991264,
-0.0480186901986599,
-0.0179599616676569,
0.03562517464160919,
0.02001035399734974,
-0.01719309389591217,
-0.011874055489897728,
0.022843990474939346,
-0.041922762989997864,
-0.06737647950649261,
-0.043021295219659805,
-0.010108692571520805,
0.04333530738949776,
0.011869391426444054,
0.0975174531340599,
-0.06792090088129044,
-0.0010519266361370683,
0.07495026290416718,
-0.06469469517469406,
0.09651375561952591,
-0.014044258743524551,
0.059102755039930344,
-0.03624626621603966,
0.027931878343224525,
-0.012676548212766647,
-0.0500330924987793,
-0.01775050163269043,
-0.07017859071493149,
0.051642339676618576,
0.050129227340221405,
0.02309269830584526,
-0.03345087915658951,
-0.10730627179145813,
-0.04166052117943764,
0.0251922570168972,
0.017639756202697754,
0.03464791923761368,
0.04526286944746971,
-0.007464997470378876,
0.11627431213855743,
-0.06539668887853622,
-0.017517851665616035,
0.0390169583261013,
0.010270174592733383,
0.01357339695096016,
-0.09004691988229752,
0.01585172675549984,
0.07299161702394485,
0.06559189409017563,
0.015697292983531952,
0.01828109659254551,
-0.01029878482222557,
0.01126044150441885,
-0.03411547839641571,
-0.02322395332157612,
-3.809338977589505e-8,
-0.08491505682468414,
0.017570411786437035,
-0.0016955215251073241,
0.005389251746237278,
0.04881718009710312,
-0.048949822783470154,
0.13511377573013306,
0.06089930236339569,
-0.04365355148911476,
0.15281842648983002,
0.05529109016060829,
-0.02306559681892395,
-0.02431228756904602,
0.05086283013224602,
-0.056515954434871674,
-0.034433864057064056,
-0.04148782789707184,
-0.045199695974588394,
0.029141820967197418,
-0.022185947746038437,
-0.11004876345396042,
-0.035504624247550964,
-0.03562914952635765,
-0.02158694714307785,
-0.052203670144081116,
-0.003242308273911476,
-0.03570246323943138,
0.0017114403890445828,
-0.03706963732838631,
0.05686817690730095,
-0.0734715610742569,
0.04497242718935013,
0.04850850626826286,
-0.07660257071256638,
0.045901864767074585,
-0.006998860277235508,
-0.07016975432634354,
0.03729255124926567,
-0.012744280509650707,
-0.0089486725628376,
-0.07186378538608551,
0.03930576145648956,
-0.037179503589868546,
0.0016571952728554606,
0.0563250407576561,
-0.031216582283377647,
0.03072245977818966,
0.020085379481315613,
-0.09543225169181824,
-0.015287992544472218,
-0.04862610250711441,
0.016886085271835327,
0.0022728978656232357,
-0.0731600970029831,
-0.002634643577039242,
0.0025555023457854986,
-0.024522099643945694,
0.024712229147553444,
0.005763214081525803,
-0.02965802513062954,
0.01202551182359457,
-0.03421294689178467,
0.005138373468071222,
0.03588392958045006
] | null | null | null | null | null | null | null |
[
-0.026447532698512077,
0.04657041281461716,
0.04646025970578194,
-0.08741769194602966,
0.00008762652578298002,
0.04332141950726509,
-0.004479248076677322,
0.004899125546216965,
-0.0568426251411438,
0.08329468965530396,
-0.08422336727380753,
0.054306332021951675,
0.029296256601810455,
0.0054667131043970585,
0.0515061691403389,
0.06409931182861328,
-0.03979259356856346,
-0.00022693458595313132,
-0.10688725113868713,
-0.0055272807367146015,
-0.03821849822998047,
-0.03411601856350899,
-0.06036366894841194,
-0.024364709854125977,
-0.014864620752632618,
-0.05928928777575493,
0.06967206299304962,
-0.044424980878829956,
0.1025884672999382,
-0.02377655915915966,
-0.004027718678116798,
0.02449255809187889,
0.018659807741642,
0.06143932417035103,
-0.031179610639810562,
-0.06534699350595474,
-0.002023424720391631,
0.012175231240689754,
0.04167478531599045,
0.11826740205287933,
-0.03090323507785797,
0.02656121738255024,
0.050578661262989044,
0.017448829486966133,
-0.022818859666585922,
0.054381538182497025,
0.017282159999012947,
0.06438477337360382,
-0.11543817073106766,
-0.08396000415086746,
-0.03748537227511406,
-0.08101403713226318,
-0.09068558365106583,
0.005508462432771921,
-0.021739723160862923,
-0.04831818863749504,
-0.0018773506162688136,
-0.04822611063718796,
0.05702521651983261,
0.07285190373659134,
0.02435203827917576,
0.017479637637734413,
0.01343595888465643,
0.00972896721214056,
-0.03822201490402222,
0.032656360417604446,
0.024617690593004227,
-0.028982816264033318,
-0.08324821293354034,
0.09734835475683212,
0.055503468960523605,
0.047182247042655945,
-0.05905785784125328,
0.06870321184396744,
0.05942648649215698,
0.08853578567504883,
0.06664960831403732,
0.00561205018311739,
-0.08058783411979675,
-0.11927881836891174,
-0.06304805725812912,
-0.0878124013543129,
-0.04620112106204033,
0.030759120360016823,
0.043801914900541306,
-0.014706643298268318,
-0.13071607053279877,
-0.040720149874687195,
-0.020896995440125465,
0.058307111263275146,
-0.031184619292616844,
0.058420661836862564,
-0.08071388304233551,
-0.04189357906579971,
-0.023946722969412804,
0.03674447908997536,
0.003913439344614744,
-0.06111473962664604,
0.04664747789502144,
0.007443906273692846,
0.020112700760364532,
-0.024794507771730423,
-0.001077392022125423,
0.05263087898492813,
0.026210511103272438,
0.017711326479911804,
0.012927177362143993,
0.06873725354671478,
0.010355799458920956,
-0.01872781477868557,
0.04019752889871597,
-0.006321018096059561,
0.032538995146751404,
0.0903845727443695,
-0.04022969678044319,
-0.015551258809864521,
-0.017163053154945374,
-0.010609352961182594,
0.06444476544857025,
0.03822670876979828,
0.06017659604549408,
0.04696918651461601,
-0.060654882341623306,
-0.04088686779141426,
-0.053356800228357315,
-0.00035000493517145514,
0.022061854600906372,
3.3777134516995035e-34,
0.08236940950155258,
0.033552274107933044,
0.02323790267109871,
-0.021292708814144135,
0.10317188501358032,
0.003241812577471137,
-0.08164259046316147,
-0.11051385849714279,
-0.06690630316734314,
0.03290141001343727,
-0.007583906874060631,
0.04529567435383797,
0.014188338071107864,
0.06065263971686363,
0.021282760426402092,
0.01625889539718628,
0.07076646387577057,
-0.0499027781188488,
-0.0981256514787674,
-0.05005302280187607,
0.07207673043012619,
0.02853557839989662,
0.02713269740343094,
0.01922724023461342,
0.05060506612062454,
0.04571864753961563,
0.04743416979908943,
0.0391848050057888,
0.05959588661789894,
-0.028246331959962845,
-0.08775369822978973,
0.025250911712646484,
0.02519501931965351,
0.12581691145896912,
-0.06787856668233871,
-0.0057755750603973866,
-0.04564281925559044,
-0.04085163399577141,
-0.0294943880289793,
-0.007035944145172834,
-0.009616275317966938,
0.029463084414601326,
-0.005480910185724497,
0.020050188526511192,
0.060970552265644073,
0.003478782018646598,
0.03455386310815811,
-0.062239572405815125,
-0.03316681459546089,
0.06352514773607254,
-0.034861430525779724,
-0.00869821012020111,
-0.014525321312248707,
-0.013323437422513962,
0.006720512639731169,
-0.026386648416519165,
0.04476507008075714,
0.04258847236633301,
0.08635742217302322,
0.07554030418395996,
-0.0428459458053112,
-0.0029245810583233833,
0.008224704302847385,
0.009764743968844414,
-0.014110995456576347,
-0.015980998054146767,
-0.015695348381996155,
-0.08635357022285461,
0.04435878247022629,
-0.06091656908392906,
0.009182029403746128,
0.05787196382880211,
-0.016695968806743622,
-0.08601652830839157,
0.01236403826624155,
-0.058957114815711975,
0.0017189241480082273,
-0.004804437048733234,
-0.005840157624334097,
0.024589654058218002,
-0.08327119052410126,
-0.06279438734054565,
0.03302537277340889,
-0.09807437658309937,
-0.10447302460670471,
-0.015560142695903778,
-0.0412517786026001,
0.032414358109235764,
-0.007028091233223677,
-0.02575315348803997,
0.028405852615833282,
0.005802812520414591,
-0.015676820650696754,
-0.0002455400244798511,
-0.000555815699044615,
-2.1454573714941367e-33,
-0.02277192287147045,
0.009394675493240356,
0.010930529795587063,
0.1122085303068161,
0.057475656270980835,
-0.05191659554839134,
0.052044957876205444,
0.046031150966882706,
-0.11651304364204407,
-0.032081495970487595,
0.04932470619678497,
0.06755147874355316,
0.009710072539746761,
0.005306442268192768,
0.0032345845829695463,
-0.08508342504501343,
0.08161740750074387,
0.08299566805362701,
-0.0594971738755703,
-0.008905913680791855,
0.0573025643825531,
0.036128245294094086,
-0.061683304607868195,
-0.020573530346155167,
0.015935830771923065,
0.08850761502981186,
-0.06881806999444962,
-0.027752190828323364,
-0.041459109634160995,
0.025220440700650215,
0.03299359232187271,
-0.06884806603193283,
-0.06947397440671921,
-0.07378201931715012,
0.06280698627233505,
-0.026871653273701668,
0.020362406969070435,
0.010389363393187523,
0.010919584892690182,
0.1386275291442871,
0.04687852784991264,
-0.0480186901986599,
-0.0179599616676569,
0.03562517464160919,
0.02001035399734974,
-0.01719309389591217,
-0.011874055489897728,
0.022843990474939346,
-0.041922762989997864,
-0.06737647950649261,
-0.043021295219659805,
-0.010108692571520805,
0.04333530738949776,
0.011869391426444054,
0.0975174531340599,
-0.06792090088129044,
-0.0010519266361370683,
0.07495026290416718,
-0.06469469517469406,
0.09651375561952591,
-0.014044258743524551,
0.059102755039930344,
-0.03624626621603966,
0.027931878343224525,
-0.012676548212766647,
-0.0500330924987793,
-0.01775050163269043,
-0.07017859071493149,
0.051642339676618576,
0.050129227340221405,
0.02309269830584526,
-0.03345087915658951,
-0.10730627179145813,
-0.04166052117943764,
0.0251922570168972,
0.017639756202697754,
0.03464791923761368,
0.04526286944746971,
-0.007464997470378876,
0.11627431213855743,
-0.06539668887853622,
-0.017517851665616035,
0.0390169583261013,
0.010270174592733383,
0.01357339695096016,
-0.09004691988229752,
0.01585172675549984,
0.07299161702394485,
0.06559189409017563,
0.015697292983531952,
0.01828109659254551,
-0.01029878482222557,
0.01126044150441885,
-0.03411547839641571,
-0.02322395332157612,
-3.809338977589505e-8,
-0.08491505682468414,
0.017570411786437035,
-0.0016955215251073241,
0.005389251746237278,
0.04881718009710312,
-0.048949822783470154,
0.13511377573013306,
0.06089930236339569,
-0.04365355148911476,
0.15281842648983002,
0.05529109016060829,
-0.02306559681892395,
-0.02431228756904602,
0.05086283013224602,
-0.056515954434871674,
-0.034433864057064056,
-0.04148782789707184,
-0.045199695974588394,
0.029141820967197418,
-0.022185947746038437,
-0.11004876345396042,
-0.035504624247550964,
-0.03562914952635765,
-0.02158694714307785,
-0.052203670144081116,
-0.003242308273911476,
-0.03570246323943138,
0.0017114403890445828,
-0.03706963732838631,
0.05686817690730095,
-0.0734715610742569,
0.04497242718935013,
0.04850850626826286,
-0.07660257071256638,
0.045901864767074585,
-0.006998860277235508,
-0.07016975432634354,
0.03729255124926567,
-0.012744280509650707,
-0.0089486725628376,
-0.07186378538608551,
0.03930576145648956,
-0.037179503589868546,
0.0016571952728554606,
0.0563250407576561,
-0.031216582283377647,
0.03072245977818966,
0.020085379481315613,
-0.09543225169181824,
-0.015287992544472218,
-0.04862610250711441,
0.016886085271835327,
0.0022728978656232357,
-0.0731600970029831,
-0.002634643577039242,
0.0025555023457854986,
-0.024522099643945694,
0.024712229147553444,
0.005763214081525803,
-0.02965802513062954,
0.01202551182359457,
-0.03421294689178467,
0.005138373468071222,
0.03588392958045006
] |
1401.4570
|
Andree-Aimee Toucas
|
Jean Geringer (DdO, CIS-ENSMSE, LGF-ENSMSE, STBio-ENSMSE,
IFRESIS-ENSMSE), Mathew L. Taylor (DMSE), Digby D. Macdonald (DMSE)
|
Predicting the steady state thickness of passive films in order to
prevent degradations of implant
| null |
ICMCTF 2013 (International Conference on Metallurgical Coatings
and Thin Films), San Diego : United States (2013)
| null | null |
physics.med-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Some implants have approximately a lifetime of 15 years. The femoral stem,
for example, should be made of 316L/316LN stainless steel. Fretting corrosion,
friction under small displacements, should occur during human gait, due to
repeated loadings and un-loadings, between stainless steel and bone for
instance. Some experimental investigations of fretting corrosion have been
practiced. As well known, metallic alloys and especially stainless steels are
covered with a passive film that prevents from the corrosion and degradation.
This passive layer of few nanometers, at ambient temperature, is the key of our
civilization according to some authors. This work is dedicated to predict the
passive layer thicknesses of stainless steel under fretting corrosion with a
specific emphasis on the role of proteins. The model is based on the Point
Defect Model (micro scale) and an update of the model on the friction process
(micro-macro scale). Genetic algorithm was used for finding solution of the
problem. The major results are, as expected from experimental results, albumin
prevents from degradation at the lowest concentration of chlorides; an
incubation time is necessary for degrading the passive film; under fretting
corrosion and high concentration of chlorides the passive behavior is
annihilated.
|
[
{
"created": "Sat, 18 Jan 2014 17:13:33 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Geringer",
"Jean",
"",
"DdO, CIS-ENSMSE, LGF-ENSMSE, STBio-ENSMSE,\n IFRESIS-ENSMSE"
],
[
"Taylor",
"Mathew L.",
"",
"DMSE"
],
[
"Macdonald",
"Digby D.",
"",
"DMSE"
]
] |
[
-0.1410454511642456,
-0.02987614832818508,
0.03526759520173073,
0.08319453150033951,
0.0013743574963882565,
0.006715425290167332,
0.04783289507031441,
0.1522745043039322,
-0.02348935976624489,
-0.04265982285141945,
-0.0667262002825737,
-0.05991034582257271,
0.07165754586458206,
0.09388354420661926,
-0.13328321278095245,
-0.059976354241371155,
-0.023188350722193718,
0.05811848118901253,
-0.022311797365546227,
0.001134210149757564,
0.008085886016488075,
-0.03255481272935867,
-0.008106093853712082,
0.0406726710498333,
-0.08997612446546555,
0.03527725487947464,
0.017423324286937714,
-0.005825372412800789,
-0.02191183529794216,
0.03364802151918411,
-0.07118786871433258,
0.020440848544239998,
-0.012446899898350239,
-0.0045205228962004185,
-0.05098605155944824,
-0.0235464908182621,
-0.07278941571712494,
-0.0552172027528286,
-0.10433788597583771,
-0.022059887647628784,
-0.05415697768330574,
0.014033421874046326,
0.02417745441198349,
0.00821798387914896,
0.22306875884532928,
-0.02702052891254425,
0.04351954534649849,
-0.028337586671113968,
0.003597058355808258,
0.07971463352441788,
-0.06488397717475891,
0.02798716351389885,
0.072454534471035,
0.013254113495349884,
0.0168570838868618,
-0.07266246527433395,
-0.017944470047950745,
-0.09593082964420319,
0.013308930210769176,
0.03390754386782646,
0.0584842748939991,
-0.07041644304990768,
0.002809621160849929,
0.0059594651684165,
0.015416945330798626,
0.03042464144527912,
0.022820517420768738,
-0.026967400684952736,
-0.007054321933537722,
0.004284114111214876,
0.001695467159152031,
0.0341181606054306,
-0.046083807945251465,
0.008564562536776066,
0.03729013353586197,
0.03654983267188072,
0.032457150518894196,
0.01936938986182213,
-0.09447547793388367,
-0.012753977440297604,
-0.03991042077541351,
0.004858173429965973,
0.05475056171417236,
-0.016307175159454346,
0.0435001514852047,
0.007270167116075754,
0.03740108013153076,
-0.031025869771838188,
-0.07569863647222519,
0.08060001581907272,
0.04419378191232681,
0.15779420733451843,
-0.11250900477170944,
-0.04032301530241966,
0.019463151693344116,
0.04559509456157684,
-0.09922276437282562,
0.03998984023928642,
-0.010831110179424286,
0.02278822474181652,
-0.09657155722379684,
0.045955829322338104,
-0.01474817842245102,
0.07506322115659714,
0.0804114043712616,
-0.026928897947072983,
0.01158882211893797,
0.06454811245203018,
-0.006929801777005196,
0.048572834581136703,
0.02372869662940502,
-0.03108753077685833,
-0.051447391510009766,
0.0516464039683342,
0.05269306153059006,
-0.023230861872434616,
-0.03915625810623169,
-0.0002422264078631997,
0.024282392114400864,
0.07118363678455353,
0.0368269681930542,
0.04175387695431709,
-0.07529091089963913,
-0.062073640525341034,
-0.07121110707521439,
-0.032248545438051224,
0.02250910922884941,
1.555876241224718e-33,
-0.03760301694273949,
-0.05360374227166176,
0.00828410405665636,
-0.0070051876828074455,
-0.03386897221207619,
-0.07379765808582306,
0.02878553420305252,
0.031404294073581696,
0.04821738228201866,
-0.0031439170707017183,
-0.026685908436775208,
0.019788062199950218,
-0.025803331285715103,
0.011585024185478687,
0.002532190876081586,
-0.0529337152838707,
0.09571488946676254,
-0.06689832359552383,
-0.0014110890915617347,
0.02085394226014614,
0.06304023414850235,
-0.0029831852298229933,
0.04617990180850029,
0.013699056580662727,
0.03003821149468422,
0.03039741702377796,
-0.046640168875455856,
-0.041166216135025024,
-0.07749145478010178,
0.03141919523477554,
-0.01878379099071026,
-0.02431546524167061,
-0.015549489296972752,
-0.043641895055770874,
0.0021288038697093725,
-0.04203415662050247,
0.0640859305858612,
0.034004006534814835,
0.008682617917656898,
-0.02784869074821472,
0.024573709815740585,
0.017190083861351013,
0.061751555651426315,
0.029511641710996628,
0.039700739085674286,
0.027165737003087997,
0.016536308452486992,
0.1259835809469223,
-0.02343914285302162,
-0.01891963742673397,
-0.005743084941059351,
0.06820289045572281,
-0.021955588832497597,
-0.06929007172584534,
-0.02848917432129383,
0.08656271547079086,
-0.015585941262543201,
-0.06212128698825836,
-0.020824171602725983,
0.06693153083324432,
-0.0799345076084137,
0.06166525185108185,
0.02028050646185875,
0.0334165059030056,
-0.02788686938583851,
0.03290202468633652,
-0.0013454016298055649,
0.03870968893170357,
0.0038648671470582485,
0.040946587920188904,
0.02974148839712143,
-0.009116249158978462,
-0.01640179008245468,
0.0278212521225214,
-0.07308541983366013,
0.06785180419683456,
0.03800429403781891,
0.007743889931589365,
0.003659796202555299,
-0.06229223683476448,
-0.005402497015893459,
0.038698069751262665,
-0.08296500146389008,
-0.014097199775278568,
-0.058827951550483704,
0.03430710732936859,
0.07932579517364502,
0.023487402126193047,
0.02825288660824299,
-0.02290862426161766,
0.032115887850522995,
-0.034662503749132156,
0.008763312362134457,
-0.012656289152801037,
-0.08021192997694016,
-3.0022447144237776e-33,
0.02611074224114418,
-0.015985634177923203,
0.05231340974569321,
-0.016374418511986732,
-0.02703171782195568,
-0.07985900342464447,
-0.10202102363109589,
0.04840721935033798,
0.010922822169959545,
-0.005189858842641115,
0.041673388332128525,
-0.01424464862793684,
-0.01882796175777912,
0.007664259523153305,
-0.04124968498945236,
0.05080924555659294,
-0.13390029966831207,
-0.016136033460497856,
-0.04348684102296829,
0.003915414214134216,
-0.01661434955894947,
0.10185464471578598,
0.003726961323991418,
0.018325066193938255,
0.04808845371007919,
0.012536698020994663,
-0.08872058987617493,
0.04205230623483658,
-0.0264858677983284,
0.06960727274417877,
-0.07318500429391861,
-0.0270282793790102,
-0.044732145965099335,
-0.043271493166685104,
0.016875891014933586,
0.03251646086573601,
0.047869257628917694,
0.015473106876015663,
0.08225788176059723,
-0.04099654406309128,
0.10000890493392944,
-0.020808903500437737,
-0.08477780222892761,
0.009469323791563511,
0.007590257562696934,
0.08294228464365005,
-0.042512524873018265,
-0.013582292944192886,
0.003943543881177902,
-0.0006256434717215598,
0.013187489472329617,
0.026998713612556458,
0.03238115832209587,
-0.0515308603644371,
-0.04257544130086899,
0.03759969398379326,
-0.05930732190608978,
-0.0469067208468914,
0.0037866798229515553,
0.05067331716418266,
0.15585419535636902,
-0.05257006734609604,
0.10873397439718246,
-0.039854686707258224,
-0.011076354421675205,
-0.0413631796836853,
0.04654795303940773,
0.07341544330120087,
-0.05578470230102539,
0.027526574209332466,
0.059920575469732285,
0.05193987116217613,
0.11057903617620468,
-0.07216513901948929,
-0.034830909222364426,
-0.055982932448387146,
-0.03601593151688576,
-0.05572434514760971,
-0.08081641048192978,
0.04143597185611725,
-0.028532356023788452,
0.01626763492822647,
-0.07640885561704636,
0.004407710395753384,
0.01983264647424221,
-0.06965383887290955,
0.038486022502183914,
0.06306956708431244,
-0.0422709621489048,
-0.022585052996873856,
-0.06793972849845886,
-0.014000533148646355,
-0.03927886486053467,
-0.030841272324323654,
-0.081050343811512,
-5.138123171377629e-8,
0.020847197622060776,
0.03726784139871597,
0.04969051852822304,
-0.02272312343120575,
0.005967260804027319,
-0.0029661785811185837,
-0.04315277561545372,
-0.03555537387728691,
0.012073826044797897,
-0.061812322586774826,
-0.04924314469099045,
0.02877422422170639,
-0.011812368407845497,
-0.004996411968022585,
-0.07085313647985458,
0.04511142894625664,
0.0022642253898084164,
0.018279416486620903,
-0.0012159966863691807,
-0.0915815532207489,
0.03869399055838585,
-0.021901631727814674,
0.08394297957420349,
0.009660548530519009,
-0.049773771315813065,
-0.01747879944741726,
-0.0009264005930162966,
-0.020600033923983574,
-0.020897531881928444,
0.011649657040834427,
-0.004270583391189575,
-0.024292662739753723,
0.06760003417730331,
0.09939523041248322,
0.06518640369176865,
-0.0201884675770998,
-0.0012904922477900982,
-0.00820885319262743,
-0.0932333916425705,
0.047680243849754333,
-0.07210526615381241,
-0.01188177615404129,
-0.06158529222011566,
0.045863062143325806,
0.035790372639894485,
-0.0680186077952385,
0.09534068405628204,
0.06413013488054276,
0.00975807849317789,
0.009475884027779102,
0.03715919330716133,
-0.013755007646977901,
-0.05304698273539543,
0.03661869466304779,
-0.015648961067199707,
0.04477636516094208,
0.020582962781190872,
0.03529784828424454,
-0.009534670040011406,
0.05519663169980049,
-0.09709732234477997,
-0.08319053798913956,
0.049672581255435944,
0.0006612367578782141
] | null | null | null | null | null | null | null |
[
-0.1410454511642456,
-0.02987614832818508,
0.03526759520173073,
0.08319453150033951,
0.0013743574963882565,
0.006715425290167332,
0.04783289507031441,
0.1522745043039322,
-0.02348935976624489,
-0.04265982285141945,
-0.0667262002825737,
-0.05991034582257271,
0.07165754586458206,
0.09388354420661926,
-0.13328321278095245,
-0.059976354241371155,
-0.023188350722193718,
0.05811848118901253,
-0.022311797365546227,
0.001134210149757564,
0.008085886016488075,
-0.03255481272935867,
-0.008106093853712082,
0.0406726710498333,
-0.08997612446546555,
0.03527725487947464,
0.017423324286937714,
-0.005825372412800789,
-0.02191183529794216,
0.03364802151918411,
-0.07118786871433258,
0.020440848544239998,
-0.012446899898350239,
-0.0045205228962004185,
-0.05098605155944824,
-0.0235464908182621,
-0.07278941571712494,
-0.0552172027528286,
-0.10433788597583771,
-0.022059887647628784,
-0.05415697768330574,
0.014033421874046326,
0.02417745441198349,
0.00821798387914896,
0.22306875884532928,
-0.02702052891254425,
0.04351954534649849,
-0.028337586671113968,
0.003597058355808258,
0.07971463352441788,
-0.06488397717475891,
0.02798716351389885,
0.072454534471035,
0.013254113495349884,
0.0168570838868618,
-0.07266246527433395,
-0.017944470047950745,
-0.09593082964420319,
0.013308930210769176,
0.03390754386782646,
0.0584842748939991,
-0.07041644304990768,
0.002809621160849929,
0.0059594651684165,
0.015416945330798626,
0.03042464144527912,
0.022820517420768738,
-0.026967400684952736,
-0.007054321933537722,
0.004284114111214876,
0.001695467159152031,
0.0341181606054306,
-0.046083807945251465,
0.008564562536776066,
0.03729013353586197,
0.03654983267188072,
0.032457150518894196,
0.01936938986182213,
-0.09447547793388367,
-0.012753977440297604,
-0.03991042077541351,
0.004858173429965973,
0.05475056171417236,
-0.016307175159454346,
0.0435001514852047,
0.007270167116075754,
0.03740108013153076,
-0.031025869771838188,
-0.07569863647222519,
0.08060001581907272,
0.04419378191232681,
0.15779420733451843,
-0.11250900477170944,
-0.04032301530241966,
0.019463151693344116,
0.04559509456157684,
-0.09922276437282562,
0.03998984023928642,
-0.010831110179424286,
0.02278822474181652,
-0.09657155722379684,
0.045955829322338104,
-0.01474817842245102,
0.07506322115659714,
0.0804114043712616,
-0.026928897947072983,
0.01158882211893797,
0.06454811245203018,
-0.006929801777005196,
0.048572834581136703,
0.02372869662940502,
-0.03108753077685833,
-0.051447391510009766,
0.0516464039683342,
0.05269306153059006,
-0.023230861872434616,
-0.03915625810623169,
-0.0002422264078631997,
0.024282392114400864,
0.07118363678455353,
0.0368269681930542,
0.04175387695431709,
-0.07529091089963913,
-0.062073640525341034,
-0.07121110707521439,
-0.032248545438051224,
0.02250910922884941,
1.555876241224718e-33,
-0.03760301694273949,
-0.05360374227166176,
0.00828410405665636,
-0.0070051876828074455,
-0.03386897221207619,
-0.07379765808582306,
0.02878553420305252,
0.031404294073581696,
0.04821738228201866,
-0.0031439170707017183,
-0.026685908436775208,
0.019788062199950218,
-0.025803331285715103,
0.011585024185478687,
0.002532190876081586,
-0.0529337152838707,
0.09571488946676254,
-0.06689832359552383,
-0.0014110890915617347,
0.02085394226014614,
0.06304023414850235,
-0.0029831852298229933,
0.04617990180850029,
0.013699056580662727,
0.03003821149468422,
0.03039741702377796,
-0.046640168875455856,
-0.041166216135025024,
-0.07749145478010178,
0.03141919523477554,
-0.01878379099071026,
-0.02431546524167061,
-0.015549489296972752,
-0.043641895055770874,
0.0021288038697093725,
-0.04203415662050247,
0.0640859305858612,
0.034004006534814835,
0.008682617917656898,
-0.02784869074821472,
0.024573709815740585,
0.017190083861351013,
0.061751555651426315,
0.029511641710996628,
0.039700739085674286,
0.027165737003087997,
0.016536308452486992,
0.1259835809469223,
-0.02343914285302162,
-0.01891963742673397,
-0.005743084941059351,
0.06820289045572281,
-0.021955588832497597,
-0.06929007172584534,
-0.02848917432129383,
0.08656271547079086,
-0.015585941262543201,
-0.06212128698825836,
-0.020824171602725983,
0.06693153083324432,
-0.0799345076084137,
0.06166525185108185,
0.02028050646185875,
0.0334165059030056,
-0.02788686938583851,
0.03290202468633652,
-0.0013454016298055649,
0.03870968893170357,
0.0038648671470582485,
0.040946587920188904,
0.02974148839712143,
-0.009116249158978462,
-0.01640179008245468,
0.0278212521225214,
-0.07308541983366013,
0.06785180419683456,
0.03800429403781891,
0.007743889931589365,
0.003659796202555299,
-0.06229223683476448,
-0.005402497015893459,
0.038698069751262665,
-0.08296500146389008,
-0.014097199775278568,
-0.058827951550483704,
0.03430710732936859,
0.07932579517364502,
0.023487402126193047,
0.02825288660824299,
-0.02290862426161766,
0.032115887850522995,
-0.034662503749132156,
0.008763312362134457,
-0.012656289152801037,
-0.08021192997694016,
-3.0022447144237776e-33,
0.02611074224114418,
-0.015985634177923203,
0.05231340974569321,
-0.016374418511986732,
-0.02703171782195568,
-0.07985900342464447,
-0.10202102363109589,
0.04840721935033798,
0.010922822169959545,
-0.005189858842641115,
0.041673388332128525,
-0.01424464862793684,
-0.01882796175777912,
0.007664259523153305,
-0.04124968498945236,
0.05080924555659294,
-0.13390029966831207,
-0.016136033460497856,
-0.04348684102296829,
0.003915414214134216,
-0.01661434955894947,
0.10185464471578598,
0.003726961323991418,
0.018325066193938255,
0.04808845371007919,
0.012536698020994663,
-0.08872058987617493,
0.04205230623483658,
-0.0264858677983284,
0.06960727274417877,
-0.07318500429391861,
-0.0270282793790102,
-0.044732145965099335,
-0.043271493166685104,
0.016875891014933586,
0.03251646086573601,
0.047869257628917694,
0.015473106876015663,
0.08225788176059723,
-0.04099654406309128,
0.10000890493392944,
-0.020808903500437737,
-0.08477780222892761,
0.009469323791563511,
0.007590257562696934,
0.08294228464365005,
-0.042512524873018265,
-0.013582292944192886,
0.003943543881177902,
-0.0006256434717215598,
0.013187489472329617,
0.026998713612556458,
0.03238115832209587,
-0.0515308603644371,
-0.04257544130086899,
0.03759969398379326,
-0.05930732190608978,
-0.0469067208468914,
0.0037866798229515553,
0.05067331716418266,
0.15585419535636902,
-0.05257006734609604,
0.10873397439718246,
-0.039854686707258224,
-0.011076354421675205,
-0.0413631796836853,
0.04654795303940773,
0.07341544330120087,
-0.05578470230102539,
0.027526574209332466,
0.059920575469732285,
0.05193987116217613,
0.11057903617620468,
-0.07216513901948929,
-0.034830909222364426,
-0.055982932448387146,
-0.03601593151688576,
-0.05572434514760971,
-0.08081641048192978,
0.04143597185611725,
-0.028532356023788452,
0.01626763492822647,
-0.07640885561704636,
0.004407710395753384,
0.01983264647424221,
-0.06965383887290955,
0.038486022502183914,
0.06306956708431244,
-0.0422709621489048,
-0.022585052996873856,
-0.06793972849845886,
-0.014000533148646355,
-0.03927886486053467,
-0.030841272324323654,
-0.081050343811512,
-5.138123171377629e-8,
0.020847197622060776,
0.03726784139871597,
0.04969051852822304,
-0.02272312343120575,
0.005967260804027319,
-0.0029661785811185837,
-0.04315277561545372,
-0.03555537387728691,
0.012073826044797897,
-0.061812322586774826,
-0.04924314469099045,
0.02877422422170639,
-0.011812368407845497,
-0.004996411968022585,
-0.07085313647985458,
0.04511142894625664,
0.0022642253898084164,
0.018279416486620903,
-0.0012159966863691807,
-0.0915815532207489,
0.03869399055838585,
-0.021901631727814674,
0.08394297957420349,
0.009660548530519009,
-0.049773771315813065,
-0.01747879944741726,
-0.0009264005930162966,
-0.020600033923983574,
-0.020897531881928444,
0.011649657040834427,
-0.004270583391189575,
-0.024292662739753723,
0.06760003417730331,
0.09939523041248322,
0.06518640369176865,
-0.0201884675770998,
-0.0012904922477900982,
-0.00820885319262743,
-0.0932333916425705,
0.047680243849754333,
-0.07210526615381241,
-0.01188177615404129,
-0.06158529222011566,
0.045863062143325806,
0.035790372639894485,
-0.0680186077952385,
0.09534068405628204,
0.06413013488054276,
0.00975807849317789,
0.009475884027779102,
0.03715919330716133,
-0.013755007646977901,
-0.05304698273539543,
0.03661869466304779,
-0.015648961067199707,
0.04477636516094208,
0.020582962781190872,
0.03529784828424454,
-0.009534670040011406,
0.05519663169980049,
-0.09709732234477997,
-0.08319053798913956,
0.049672581255435944,
0.0006612367578782141
] |
1401.4575
|
Tobias Lutz
|
Tobias Lutz
|
Various Views on the Trapdoor Channel and an Upper Bound on its Capacity
|
A mistake in the notation section was corrected. The correct
definition of matrix $\tilde{I}_n$ is: $\tilde{I}_n$ is a $2^n \times 2^n$
matrix whose secondary diagonal entries are all equal to 1 while the
remaining entries are all equal to 0
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Two novel views are presented on the trapdoor channel. First, by deriving the
underlying iterated function system (IFS), it is shown that the trapdoor
channel with input blocks of length $n$ can be regarded as the $n$th element of
a sequence of shapes approximating a fractal. Second, an algorithm is presented
that fully characterizes the trapdoor channel and resembles the recursion of
generating all permutations of a given string. Subsequently, the problem of
maximizing a $n$-letter mutual information is considered. It is shown that
$\frac{1}{2}\log_2\left(\frac{5}{2}\right)\approx 0.6610$ bits per use is an
upper bound on the capacity of the trapdoor channel. This upper bound, which is
the tightest upper bound known proves that feedback increases capacity of the
trapdoor channel.
|
[
{
"created": "Sat, 18 Jan 2014 18:16:19 GMT",
"version": "v1"
},
{
"created": "Thu, 6 Feb 2014 18:36:18 GMT",
"version": "v2"
}
] |
2014-02-07
|
[
[
"Lutz",
"Tobias",
""
]
] |
[
0.027630431577563286,
-0.026842815801501274,
-0.042674481868743896,
-0.05774453282356262,
-0.08641368895769119,
-0.06406461447477341,
0.041169241070747375,
0.007882167585194111,
0.05536675080657005,
-0.032713621854782104,
-0.0806872770190239,
0.07632097601890564,
0.06307710707187653,
-0.051388099789619446,
-0.07190661877393723,
0.03318121284246445,
0.03250104561448097,
-0.007664084900170565,
-0.03377378731966019,
-0.06485715508460999,
0.04284781962633133,
-0.03451966494321823,
-0.025235561653971672,
-0.038023967295885086,
-0.023786980658769608,
0.0030528600327670574,
-0.006415314506739378,
0.011961233802139759,
0.0033584595657885075,
-0.10860034823417664,
-0.02845374122262001,
0.016018196940422058,
0.0589156374335289,
-0.051950402557849884,
-0.010032509453594685,
0.026229681447148323,
-0.014424953609704971,
-0.02254503034055233,
0.06393200904130936,
0.046147748827934265,
-0.06699252873659134,
0.08630836755037308,
0.06254111230373383,
0.09163062274456024,
-0.07935552299022675,
0.08570303022861481,
0.00461863586679101,
0.07291416823863983,
-0.05831724405288696,
-0.09563423693180084,
-0.07690346986055374,
0.051634784787893295,
0.011844518594443798,
0.06614751368761063,
-0.02835862897336483,
-0.10454339534044266,
-0.04821770265698433,
0.00039997752173803747,
-0.024215595796704292,
0.05435951054096222,
0.013320328667759895,
-0.012098949402570724,
-0.0037834797985851765,
-0.008971408940851688,
-0.005132394377142191,
0.034585025161504745,
0.06651713699102402,
-0.03842363879084587,
-0.02547885663807392,
0.030781609937548637,
-0.08049134910106659,
-0.00952287670224905,
-0.04234839230775833,
0.008944950066506863,
0.10021156817674637,
-0.005626112222671509,
-0.03958241641521454,
0.018136251717805862,
0.04264228045940399,
-0.007047594524919987,
-0.057743173092603683,
-0.009253343567252159,
0.05517098680138588,
-0.05325380712747574,
0.01060825027525425,
-0.014820553362369537,
-0.07276950031518936,
0.07973811030387878,
0.08157388865947723,
0.014935517683625221,
-0.12328808754682541,
-0.05907387658953667,
0.020078353583812714,
-0.011265985667705536,
-0.03788280114531517,
-0.004840484820306301,
-0.060601606965065,
0.03765869140625,
0.0001892661675810814,
0.04617493227124214,
0.016634594649076462,
-0.015565481968224049,
0.039240412414073944,
-0.04536311700940132,
0.02614857628941536,
0.006186768412590027,
0.026149606332182884,
0.0323631577193737,
0.0345592238008976,
-0.04448702931404114,
-0.014362120069563389,
0.04876720905303955,
-0.007803421933203936,
0.0648806095123291,
0.011382687836885452,
-0.036744289100170135,
-0.035455141216516495,
0.058507971465587616,
0.024700667709112167,
0.05292847752571106,
0.04100756719708443,
-0.08525678515434265,
-0.04505971074104309,
0.01090213656425476,
-0.09583984315395355,
-0.05479658767580986,
-0.05351441353559494,
1.2709566143945501e-33,
-0.04601312056183815,
0.10439431667327881,
-0.06692413985729218,
-0.029143812134861946,
0.0184092465788126,
0.010520915500819683,
-0.02997410297393799,
-0.016542082652449608,
0.03536486253142357,
0.0915328785777092,
-0.06902056932449341,
0.014001967385411263,
0.013537799939513206,
0.0641862079501152,
0.07432269304990768,
0.013493080623447895,
0.0010402407497167587,
0.024654997512698174,
-0.070536307990551,
-0.11554184556007385,
0.032433584332466125,
0.006283497903496027,
-0.032281093299388885,
-0.12645502388477325,
0.030385248363018036,
0.0016506548272445798,
0.021225040778517723,
-0.08863585442304611,
0.03929242491722107,
-0.009893973357975483,
-0.07184500992298126,
-0.03627572953701019,
0.05271191895008087,
-0.013201515190303326,
0.06380975246429443,
-0.008120264858007431,
0.047219015657901764,
-0.018249239772558212,
-0.009877011179924011,
0.01741074211895466,
0.020601412281394005,
0.004050504881888628,
0.035273727029561996,
-0.045578617602586746,
-0.005242960061877966,
-0.01330638024955988,
-0.021854698657989502,
0.014066576957702637,
-0.08465064316987991,
-0.05098063126206398,
0.052819378674030304,
-0.05309039354324341,
-0.05620770528912544,
0.054120853543281555,
0.12853901088237762,
-0.05263896659016609,
-0.013505696319043636,
0.03605801239609718,
0.02461962401866913,
0.2694137394428253,
-0.034254156053066254,
0.018015217036008835,
0.10562507063150406,
0.016312945634126663,
0.012760790064930916,
0.06021935120224953,
0.01448890846222639,
-0.04384063184261322,
0.0829617902636528,
0.008767069317400455,
-0.0240436103194952,
-0.0006019182037562132,
-0.030659828335046768,
-0.018979011103510857,
-0.0321757011115551,
-0.017174184322357178,
0.03697487711906433,
-0.11160069704055786,
-0.019548779353499413,
0.04695334658026695,
-0.03951112926006317,
-0.05987849831581116,
0.019554967060685158,
-0.0029538024682551622,
-0.07034836709499359,
0.00925243180245161,
0.0303958673030138,
-0.036055613309144974,
-0.07699304074048996,
0.007343005854636431,
-0.05093187838792801,
-0.05479719489812851,
0.05287845805287361,
0.006748507265001535,
0.05665692314505577,
-2.8916900217419184e-33,
-0.025290248915553093,
-0.0075658163987100124,
0.05358194187283516,
0.009932191111147404,
-0.02903437428176403,
-0.002066875109449029,
0.009691077284514904,
0.010184814222157001,
0.024665800854563713,
0.032177507877349854,
-0.08519650250673294,
0.08295094221830368,
0.09074293076992035,
0.009121294133365154,
0.007695348467677832,
0.009644458070397377,
0.06513393670320511,
0.015291315503418446,
0.07111452519893646,
-0.020080266520380974,
-0.009475513361394405,
0.09523378312587738,
-0.05323081463575363,
0.052146293222904205,
0.009346227161586285,
0.07077696919441223,
0.03605412691831589,
0.08008000254631042,
0.03803045302629471,
0.07872024178504944,
-0.034627433866262436,
-0.07811436802148819,
0.006387555506080389,
-0.02871161885559559,
-0.009786042384803295,
-0.07532487064599991,
0.05996180698275566,
0.06875889003276825,
-0.005300615448504686,
-0.03727041929960251,
0.08937066048383713,
0.025294732302427292,
-0.019146153703331947,
0.01202693022787571,
-0.02363061159849167,
-0.04159695655107498,
-0.12156393378973007,
-0.0037651751190423965,
-0.0016361252637580037,
-0.0030683039221912622,
0.04406579211354256,
0.005449650343507528,
0.04951010271906853,
-0.026341266930103302,
-0.06630928814411163,
0.02605566754937172,
-0.04440860077738762,
0.09420643746852875,
0.15540236234664917,
-0.03882457688450813,
-0.10157935321331024,
-0.02384260483086109,
0.010101011954247952,
0.009500443935394287,
0.07679920643568039,
-0.04264954477548599,
-0.05698114633560181,
-0.07895073294639587,
0.00898533035069704,
0.01876496896147728,
0.030951902270317078,
0.027707675471901894,
-0.014766131527721882,
0.030331293120980263,
-0.050464581698179245,
0.0918884351849556,
0.009162676520645618,
-0.061006270349025726,
-0.06130269169807434,
0.08023712784051895,
-0.06403343379497528,
0.10699047893285751,
0.010820580646395683,
-0.009781425818800926,
0.04203739017248154,
-0.017943385988473892,
0.06283548474311829,
-0.014710472896695137,
0.03156047314405441,
-0.06745167821645737,
0.02902977727353573,
0.03848171979188919,
0.005538632161915302,
-0.006810683757066727,
0.016251202672719955,
-5.448122664120092e-8,
-0.0022297806572169065,
-0.05375324562191963,
-0.053974490612745285,
-0.018736524507403374,
0.07222292572259903,
0.01257227174937725,
0.02296377718448639,
0.018340080976486206,
-0.017512153834104538,
-0.06900551170110703,
0.08221852779388428,
0.07103239744901657,
-0.045434024184942245,
0.07531175017356873,
-0.007099627051502466,
0.008135256357491016,
-0.007359001319855452,
-0.10920458287000656,
-0.003821390448138118,
-0.013485556468367577,
0.015277141705155373,
-0.012269155122339725,
-0.023747263476252556,
-0.021066464483737946,
-0.05118761956691742,
-0.03980439528822899,
0.0007679756381548941,
0.006453110836446285,
-0.032436102628707886,
-0.000329307047650218,
-0.005373057909309864,
0.05854922905564308,
0.06399146467447281,
0.027465160936117172,
-0.05620116740465164,
0.039095181971788406,
-0.037522487342357635,
0.01548862736672163,
-0.07033391296863556,
-0.030704280361533165,
0.05338168516755104,
-0.009226747788488865,
0.043107353150844574,
-0.04039432853460312,
-0.003688547993078828,
-0.08511260151863098,
0.04411473125219345,
0.002951293718069792,
-0.021932603791356087,
0.003159990767017007,
-0.007165316957980394,
0.045913781970739365,
-0.0034354734234511852,
-0.03144906461238861,
0.04917512089014053,
-0.01812894083559513,
-0.060071080923080444,
-0.034239284694194794,
-0.003192563308402896,
0.08635973185300827,
-0.04099959135055542,
0.07398506999015808,
-0.016412954777479172,
-0.0683535486459732
] | null | null | null | null | null | null | null |
[
0.027630431577563286,
-0.026842815801501274,
-0.042674481868743896,
-0.05774453282356262,
-0.08641368895769119,
-0.06406461447477341,
0.041169241070747375,
0.007882167585194111,
0.05536675080657005,
-0.032713621854782104,
-0.0806872770190239,
0.07632097601890564,
0.06307710707187653,
-0.051388099789619446,
-0.07190661877393723,
0.03318121284246445,
0.03250104561448097,
-0.007664084900170565,
-0.03377378731966019,
-0.06485715508460999,
0.04284781962633133,
-0.03451966494321823,
-0.025235561653971672,
-0.038023967295885086,
-0.023786980658769608,
0.0030528600327670574,
-0.006415314506739378,
0.011961233802139759,
0.0033584595657885075,
-0.10860034823417664,
-0.02845374122262001,
0.016018196940422058,
0.0589156374335289,
-0.051950402557849884,
-0.010032509453594685,
0.026229681447148323,
-0.014424953609704971,
-0.02254503034055233,
0.06393200904130936,
0.046147748827934265,
-0.06699252873659134,
0.08630836755037308,
0.06254111230373383,
0.09163062274456024,
-0.07935552299022675,
0.08570303022861481,
0.00461863586679101,
0.07291416823863983,
-0.05831724405288696,
-0.09563423693180084,
-0.07690346986055374,
0.051634784787893295,
0.011844518594443798,
0.06614751368761063,
-0.02835862897336483,
-0.10454339534044266,
-0.04821770265698433,
0.00039997752173803747,
-0.024215595796704292,
0.05435951054096222,
0.013320328667759895,
-0.012098949402570724,
-0.0037834797985851765,
-0.008971408940851688,
-0.005132394377142191,
0.034585025161504745,
0.06651713699102402,
-0.03842363879084587,
-0.02547885663807392,
0.030781609937548637,
-0.08049134910106659,
-0.00952287670224905,
-0.04234839230775833,
0.008944950066506863,
0.10021156817674637,
-0.005626112222671509,
-0.03958241641521454,
0.018136251717805862,
0.04264228045940399,
-0.007047594524919987,
-0.057743173092603683,
-0.009253343567252159,
0.05517098680138588,
-0.05325380712747574,
0.01060825027525425,
-0.014820553362369537,
-0.07276950031518936,
0.07973811030387878,
0.08157388865947723,
0.014935517683625221,
-0.12328808754682541,
-0.05907387658953667,
0.020078353583812714,
-0.011265985667705536,
-0.03788280114531517,
-0.004840484820306301,
-0.060601606965065,
0.03765869140625,
0.0001892661675810814,
0.04617493227124214,
0.016634594649076462,
-0.015565481968224049,
0.039240412414073944,
-0.04536311700940132,
0.02614857628941536,
0.006186768412590027,
0.026149606332182884,
0.0323631577193737,
0.0345592238008976,
-0.04448702931404114,
-0.014362120069563389,
0.04876720905303955,
-0.007803421933203936,
0.0648806095123291,
0.011382687836885452,
-0.036744289100170135,
-0.035455141216516495,
0.058507971465587616,
0.024700667709112167,
0.05292847752571106,
0.04100756719708443,
-0.08525678515434265,
-0.04505971074104309,
0.01090213656425476,
-0.09583984315395355,
-0.05479658767580986,
-0.05351441353559494,
1.2709566143945501e-33,
-0.04601312056183815,
0.10439431667327881,
-0.06692413985729218,
-0.029143812134861946,
0.0184092465788126,
0.010520915500819683,
-0.02997410297393799,
-0.016542082652449608,
0.03536486253142357,
0.0915328785777092,
-0.06902056932449341,
0.014001967385411263,
0.013537799939513206,
0.0641862079501152,
0.07432269304990768,
0.013493080623447895,
0.0010402407497167587,
0.024654997512698174,
-0.070536307990551,
-0.11554184556007385,
0.032433584332466125,
0.006283497903496027,
-0.032281093299388885,
-0.12645502388477325,
0.030385248363018036,
0.0016506548272445798,
0.021225040778517723,
-0.08863585442304611,
0.03929242491722107,
-0.009893973357975483,
-0.07184500992298126,
-0.03627572953701019,
0.05271191895008087,
-0.013201515190303326,
0.06380975246429443,
-0.008120264858007431,
0.047219015657901764,
-0.018249239772558212,
-0.009877011179924011,
0.01741074211895466,
0.020601412281394005,
0.004050504881888628,
0.035273727029561996,
-0.045578617602586746,
-0.005242960061877966,
-0.01330638024955988,
-0.021854698657989502,
0.014066576957702637,
-0.08465064316987991,
-0.05098063126206398,
0.052819378674030304,
-0.05309039354324341,
-0.05620770528912544,
0.054120853543281555,
0.12853901088237762,
-0.05263896659016609,
-0.013505696319043636,
0.03605801239609718,
0.02461962401866913,
0.2694137394428253,
-0.034254156053066254,
0.018015217036008835,
0.10562507063150406,
0.016312945634126663,
0.012760790064930916,
0.06021935120224953,
0.01448890846222639,
-0.04384063184261322,
0.0829617902636528,
0.008767069317400455,
-0.0240436103194952,
-0.0006019182037562132,
-0.030659828335046768,
-0.018979011103510857,
-0.0321757011115551,
-0.017174184322357178,
0.03697487711906433,
-0.11160069704055786,
-0.019548779353499413,
0.04695334658026695,
-0.03951112926006317,
-0.05987849831581116,
0.019554967060685158,
-0.0029538024682551622,
-0.07034836709499359,
0.00925243180245161,
0.0303958673030138,
-0.036055613309144974,
-0.07699304074048996,
0.007343005854636431,
-0.05093187838792801,
-0.05479719489812851,
0.05287845805287361,
0.006748507265001535,
0.05665692314505577,
-2.8916900217419184e-33,
-0.025290248915553093,
-0.0075658163987100124,
0.05358194187283516,
0.009932191111147404,
-0.02903437428176403,
-0.002066875109449029,
0.009691077284514904,
0.010184814222157001,
0.024665800854563713,
0.032177507877349854,
-0.08519650250673294,
0.08295094221830368,
0.09074293076992035,
0.009121294133365154,
0.007695348467677832,
0.009644458070397377,
0.06513393670320511,
0.015291315503418446,
0.07111452519893646,
-0.020080266520380974,
-0.009475513361394405,
0.09523378312587738,
-0.05323081463575363,
0.052146293222904205,
0.009346227161586285,
0.07077696919441223,
0.03605412691831589,
0.08008000254631042,
0.03803045302629471,
0.07872024178504944,
-0.034627433866262436,
-0.07811436802148819,
0.006387555506080389,
-0.02871161885559559,
-0.009786042384803295,
-0.07532487064599991,
0.05996180698275566,
0.06875889003276825,
-0.005300615448504686,
-0.03727041929960251,
0.08937066048383713,
0.025294732302427292,
-0.019146153703331947,
0.01202693022787571,
-0.02363061159849167,
-0.04159695655107498,
-0.12156393378973007,
-0.0037651751190423965,
-0.0016361252637580037,
-0.0030683039221912622,
0.04406579211354256,
0.005449650343507528,
0.04951010271906853,
-0.026341266930103302,
-0.06630928814411163,
0.02605566754937172,
-0.04440860077738762,
0.09420643746852875,
0.15540236234664917,
-0.03882457688450813,
-0.10157935321331024,
-0.02384260483086109,
0.010101011954247952,
0.009500443935394287,
0.07679920643568039,
-0.04264954477548599,
-0.05698114633560181,
-0.07895073294639587,
0.00898533035069704,
0.01876496896147728,
0.030951902270317078,
0.027707675471901894,
-0.014766131527721882,
0.030331293120980263,
-0.050464581698179245,
0.0918884351849556,
0.009162676520645618,
-0.061006270349025726,
-0.06130269169807434,
0.08023712784051895,
-0.06403343379497528,
0.10699047893285751,
0.010820580646395683,
-0.009781425818800926,
0.04203739017248154,
-0.017943385988473892,
0.06283548474311829,
-0.014710472896695137,
0.03156047314405441,
-0.06745167821645737,
0.02902977727353573,
0.03848171979188919,
0.005538632161915302,
-0.006810683757066727,
0.016251202672719955,
-5.448122664120092e-8,
-0.0022297806572169065,
-0.05375324562191963,
-0.053974490612745285,
-0.018736524507403374,
0.07222292572259903,
0.01257227174937725,
0.02296377718448639,
0.018340080976486206,
-0.017512153834104538,
-0.06900551170110703,
0.08221852779388428,
0.07103239744901657,
-0.045434024184942245,
0.07531175017356873,
-0.007099627051502466,
0.008135256357491016,
-0.007359001319855452,
-0.10920458287000656,
-0.003821390448138118,
-0.013485556468367577,
0.015277141705155373,
-0.012269155122339725,
-0.023747263476252556,
-0.021066464483737946,
-0.05118761956691742,
-0.03980439528822899,
0.0007679756381548941,
0.006453110836446285,
-0.032436102628707886,
-0.000329307047650218,
-0.005373057909309864,
0.05854922905564308,
0.06399146467447281,
0.027465160936117172,
-0.05620116740465164,
0.039095181971788406,
-0.037522487342357635,
0.01548862736672163,
-0.07033391296863556,
-0.030704280361533165,
0.05338168516755104,
-0.009226747788488865,
0.043107353150844574,
-0.04039432853460312,
-0.003688547993078828,
-0.08511260151863098,
0.04411473125219345,
0.002951293718069792,
-0.021932603791356087,
0.003159990767017007,
-0.007165316957980394,
0.045913781970739365,
-0.0034354734234511852,
-0.03144906461238861,
0.04917512089014053,
-0.01812894083559513,
-0.060071080923080444,
-0.034239284694194794,
-0.003192563308402896,
0.08635973185300827,
-0.04099959135055542,
0.07398506999015808,
-0.016412954777479172,
-0.0683535486459732
] |
1401.4578
|
Vito Domenico Pietro Servedio
|
Saverio Caminiti, Claudio Cicali, Pietro Gravino, Vittorio Loreto,
Vito D.P. Servedio, Alina S\^irbu and Francesca Tria
|
XTribe: a web-based social computation platform
|
11 pages, 2 figures, 1 table, 2013 Third International Conference on
Cloud and Green Computing (CGC), Sept. 30 2013-Oct. 2 2013, Karlsruhe,
Germany
|
IEEE Xplore, Cloud and Green Computing (CGC), 2013 Third
International Conference on, 397-403 (2013)
|
10.1109/CGC.2013.69
| null |
cs.CY cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the last few years the Web has progressively acquired the status of an
infrastructure for social computation that allows researchers to coordinate the
cognitive abilities of human agents in on-line communities so to steer the
collective user activity towards predefined goals. This general trend is also
triggering the adoption of web-games as a very interesting laboratory to run
experiments in the social sciences and whenever the contribution of human
beings is crucially required for research purposes. Nowadays, while the number
of on-line users has been steadily growing, there is still a need of
systematization in the approach to the web as a laboratory. In this paper we
present Experimental Tribe (XTribe in short), a novel general purpose web-based
platform for web-gaming and social computation. Ready to use and already
operational, XTribe aims at drastically reducing the effort required to develop
and run web experiments. XTribe has been designed to speed up the
implementation of those general aspects of web experiments that are independent
of the specific experiment content. For example, XTribe takes care of user
management by handling their registration and profiles and in case of
multi-player games, it provides the necessary user grouping functionalities.
XTribe also provides communication facilities to easily achieve both
bidirectional and asynchronous communication. From a practical point of view,
researchers are left with the only task of designing and implementing the game
interface and logic of their experiment, on which they maintain full control.
Moreover, XTribe acts as a repository of different scientific experiments, thus
realizing a sort of showcase that stimulates users' curiosity, enhances their
participation, and helps researchers in recruiting volunteers.
|
[
{
"created": "Sat, 18 Jan 2014 18:35:34 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Caminiti",
"Saverio",
""
],
[
"Cicali",
"Claudio",
""
],
[
"Gravino",
"Pietro",
""
],
[
"Loreto",
"Vittorio",
""
],
[
"Servedio",
"Vito D. P.",
""
],
[
"Sîrbu",
"Alina",
""
],
[
"Tria",
"Francesca",
""
]
] |
[
-0.04089232161641121,
-0.03483640030026436,
-0.06567298620939255,
-0.05656176060438156,
0.00292508234269917,
-0.10904799401760101,
0.02546004019677639,
-0.025852976366877556,
-0.04340742900967598,
-0.016842301934957504,
-0.02535577490925789,
-0.10399459302425385,
0.08153338730335236,
-0.011937444098293781,
0.07728495448827744,
-0.00271074497140944,
0.053028035908937454,
-0.03264898806810379,
0.010110915638506413,
-0.057981979101896286,
-0.01690993271768093,
-0.04088480398058891,
0.04217047616839409,
-0.025640519335865974,
0.01524589117616415,
0.027654379606246948,
-0.03500600904226303,
-0.025575723499059677,
0.021581578999757767,
0.01154574565589428,
0.07247581332921982,
-0.0014901034301146865,
0.00798734650015831,
0.019251588732004166,
-0.08770210295915604,
0.010371841490268707,
-0.05232137069106102,
-0.010488706640899181,
-0.053894396871328354,
-0.06441131234169006,
-0.08672042936086655,
-0.06133831664919853,
-0.03206799924373627,
0.03818131610751152,
-0.04406318813562393,
0.026283172890543938,
-0.046896278858184814,
-0.003307540435343981,
-0.06300140917301178,
0.08955039083957672,
-0.05840273201465607,
-0.08064927905797958,
0.07596462965011597,
0.041731152683496475,
0.008601579815149307,
-0.012210621498525143,
0.005506434477865696,
-0.02416340634226799,
0.043323200196027756,
0.009385989978909492,
0.0007976246997714043,
-0.03756018728017807,
-0.015186117962002754,
0.03214695304632187,
-0.014907549135386944,
-0.024588415399193764,
0.01110937912017107,
0.04611006751656532,
0.03399154916405678,
-0.08183757960796356,
-0.012008603662252426,
0.05380931496620178,
-0.03746252506971359,
0.030669493600726128,
-0.008142644539475441,
-0.020159723237156868,
-0.055899690836668015,
-0.05113070830702782,
0.021869901567697525,
-0.02850685641169548,
-0.016176212579011917,
-0.0190260112285614,
0.047375909984111786,
0.05398900434374809,
0.06133189797401428,
-0.02561931498348713,
-0.006656883284449577,
0.032034389674663544,
-0.04866757243871689,
0.012094984762370586,
-0.05704093724489212,
0.0342106893658638,
0.13540197908878326,
0.021448248997330666,
-0.004224007949233055,
0.001488085137680173,
0.09049556404352188,
-0.06671726703643799,
0.0017760368064045906,
0.13682013750076294,
-0.04563899338245392,
0.02514881081879139,
-0.013658146373927593,
-0.014277354814112186,
0.011402223259210587,
0.016379602253437042,
0.009443902410566807,
0.07187118381261826,
0.07153438776731491,
0.020913083106279373,
-0.10344909876585007,
0.0024618967436254025,
-0.06572355329990387,
0.040662556886672974,
0.01673140376806259,
-0.06398351490497589,
0.023896843194961548,
0.09285449981689453,
0.0620659776031971,
0.07886727154254913,
0.11494285613298416,
0.1012008786201477,
0.009640446864068508,
-0.0041992925107479095,
0.19536656141281128,
0.05093817412853241,
-0.0439712293446064,
2.0155492663519424e-33,
0.1092037782073021,
-0.03441973403096199,
-0.029827380552887917,
0.07905247807502747,
0.08792589604854584,
-0.027570251375436783,
0.04289543256163597,
0.036949727684259415,
-0.09667123854160309,
-0.041550375521183014,
0.014278743416070938,
0.06003227457404137,
-0.005673274397850037,
0.09728951752185822,
0.09554024785757065,
0.010016988031566143,
-0.021448519080877304,
-0.00875187199562788,
0.0452902652323246,
-0.0103986244648695,
0.06183171272277832,
-0.038742370903491974,
0.030032223090529442,
0.04059724882245064,
0.0021163474302738905,
0.016408128663897514,
-0.04448708891868591,
0.007091193459928036,
0.02780689299106598,
0.02204376831650734,
0.00100851955357939,
-0.06308992952108383,
-0.06700361520051956,
0.023170746862888336,
0.025702835991978645,
-0.023653779178857803,
0.019312556833028793,
-0.09044156223535538,
-0.009801014326512814,
0.04021070897579193,
-0.03997205197811127,
-0.013987301848828793,
-0.01943051442503929,
-0.023137759417295456,
-0.10137003660202026,
-0.02882874198257923,
0.00012950068048667163,
-0.0024417440872639418,
0.026113180443644524,
0.0016493091825395823,
-0.030975453555583954,
0.034808795899152756,
0.06630534678697586,
0.027624083682894707,
-0.029915491119027138,
0.016291433945298195,
-0.0026119090616703033,
-0.005836057011038065,
-0.023635542020201683,
-0.03877243027091026,
-0.013004195876419544,
0.02341727912425995,
-0.017814617604017258,
0.035102441906929016,
-0.0006950838142074645,
-0.022687045857310295,
0.06612012535333633,
-0.009559400379657745,
0.06666478514671326,
-0.04506988450884819,
-0.01929078996181488,
0.040578268468379974,
-0.002828814322128892,
0.004386111628264189,
-0.05009617283940315,
0.06763973832130432,
0.006537724751979113,
-0.04672683775424957,
-0.04885284975171089,
-0.028620505705475807,
0.09522776305675507,
-0.06330043822526932,
-0.034771814942359924,
-0.0213600043207407,
-0.01450361218303442,
-0.08175955712795258,
-0.02220093086361885,
-0.07879982888698578,
-0.07475356757640839,
-0.006788912694901228,
-0.02219005487859249,
-0.00821272935718298,
-0.014099838212132454,
0.013761012814939022,
-0.010823926888406277,
-2.823279556601923e-33,
-0.14030472934246063,
-0.0210251621901989,
-0.02182191237807274,
0.07599838823080063,
0.05653465911746025,
0.005386191885918379,
0.025227421894669533,
-0.09328945726156235,
-0.038658320903778076,
0.011639626696705818,
-0.0679357722401619,
0.05351272597908974,
-0.004809929523617029,
0.0207564365118742,
-0.02820517122745514,
0.02048921026289463,
0.02064516767859459,
-0.05729107931256294,
-0.02350509725511074,
-0.009277046658098698,
-0.04338818043470383,
0.12118072062730789,
-0.09516842663288116,
-0.06968537718057632,
0.06573443859815598,
0.0011769772972911596,
0.010946483351290226,
-0.056565720587968826,
0.011033447459340096,
0.0067491293884813786,
-0.004602452274411917,
-0.005666821729391813,
0.007609167601913214,
-0.12615425884723663,
0.06283403933048248,
0.02168208919465542,
0.03982572630047798,
0.04762769117951393,
-0.07027405500411987,
0.018567675724625587,
0.05138316750526428,
-0.015510846860706806,
-0.08835089951753616,
-0.024449272081255913,
-0.017397025600075722,
0.1551591157913208,
-0.1450512707233429,
0.04107223451137543,
-0.03349580988287926,
0.02573281154036522,
0.01739935390651226,
0.051625341176986694,
-0.0009952785912901163,
-0.10869039595127106,
-0.004338711500167847,
-0.08714237809181213,
-0.034495897591114044,
-0.012226803228259087,
-0.03920764848589897,
0.020342180505394936,
-0.04984176531434059,
-0.0521443709731102,
-0.019067388027906418,
0.07774429768323898,
0.03032468818128109,
-0.059719763696193695,
-0.021895024925470352,
0.05710899829864502,
-0.020880959928035736,
-0.008001948706805706,
0.03689948841929436,
0.008668825961649418,
-0.04004518687725067,
-0.05331001803278923,
0.010895606130361557,
0.02196258120238781,
-0.0064002275466918945,
-0.010934589430689812,
0.03735180199146271,
-0.0073233917355537415,
0.0028392556123435497,
0.05862706899642944,
0.08641857653856277,
-0.09119004011154175,
0.0634494423866272,
-0.0005390904261730611,
0.00836372934281826,
0.14109858870506287,
-0.038016095757484436,
-0.02793455868959427,
0.06900802254676819,
0.06088205799460411,
-0.036845989525318146,
0.05964059755206108,
-0.030047981068491936,
-4.753830395998193e-8,
-0.010328054428100586,
-0.026689831167459488,
-0.03185461834073067,
0.0879250317811966,
0.002343486761674285,
0.09311064332723618,
-0.00042827666038647294,
-0.01327094342559576,
-0.01639077067375183,
0.021374747157096863,
0.020785462111234665,
0.01799408160150051,
0.037414856255054474,
0.06777597218751907,
0.07260607928037643,
-0.008771142922341824,
0.026150356978178024,
-0.045787353068590164,
-0.05283665284514427,
-0.04077981784939766,
0.04605855420231819,
0.012942072004079819,
-0.026765841990709305,
-0.0260893814265728,
0.028282076120376587,
-0.023268520832061768,
-0.04137182980775833,
0.044138211756944656,
-0.0031614797189831734,
-0.0061338176019489765,
-0.037958793342113495,
0.02596352808177471,
-0.0417252816259861,
-0.031083066016435623,
0.10118591040372849,
0.02318125218153,
-0.10719120502471924,
-0.032209981232881546,
0.030725905671715736,
-0.04223746061325073,
0.03461117669939995,
0.02901010774075985,
0.01986832730472088,
0.04769304767251015,
0.0726778581738472,
0.03805505111813545,
-0.08974228799343109,
-0.06733489036560059,
0.02300373837351799,
-0.11631452292203903,
-0.030564088374376297,
-0.029673634096980095,
-0.01069427840411663,
0.05121108144521713,
0.07523539662361145,
0.06344716250896454,
-0.01762380450963974,
0.041942935436964035,
0.09610061347484589,
0.045429036021232605,
0.06765498220920563,
0.040464263409376144,
-0.08956466615200043,
-0.047180380672216415
] | null | null | null | null | null | null | null |
[
-0.04089232161641121,
-0.03483640030026436,
-0.06567298620939255,
-0.05656176060438156,
0.00292508234269917,
-0.10904799401760101,
0.02546004019677639,
-0.025852976366877556,
-0.04340742900967598,
-0.016842301934957504,
-0.02535577490925789,
-0.10399459302425385,
0.08153338730335236,
-0.011937444098293781,
0.07728495448827744,
-0.00271074497140944,
0.053028035908937454,
-0.03264898806810379,
0.010110915638506413,
-0.057981979101896286,
-0.01690993271768093,
-0.04088480398058891,
0.04217047616839409,
-0.025640519335865974,
0.01524589117616415,
0.027654379606246948,
-0.03500600904226303,
-0.025575723499059677,
0.021581578999757767,
0.01154574565589428,
0.07247581332921982,
-0.0014901034301146865,
0.00798734650015831,
0.019251588732004166,
-0.08770210295915604,
0.010371841490268707,
-0.05232137069106102,
-0.010488706640899181,
-0.053894396871328354,
-0.06441131234169006,
-0.08672042936086655,
-0.06133831664919853,
-0.03206799924373627,
0.03818131610751152,
-0.04406318813562393,
0.026283172890543938,
-0.046896278858184814,
-0.003307540435343981,
-0.06300140917301178,
0.08955039083957672,
-0.05840273201465607,
-0.08064927905797958,
0.07596462965011597,
0.041731152683496475,
0.008601579815149307,
-0.012210621498525143,
0.005506434477865696,
-0.02416340634226799,
0.043323200196027756,
0.009385989978909492,
0.0007976246997714043,
-0.03756018728017807,
-0.015186117962002754,
0.03214695304632187,
-0.014907549135386944,
-0.024588415399193764,
0.01110937912017107,
0.04611006751656532,
0.03399154916405678,
-0.08183757960796356,
-0.012008603662252426,
0.05380931496620178,
-0.03746252506971359,
0.030669493600726128,
-0.008142644539475441,
-0.020159723237156868,
-0.055899690836668015,
-0.05113070830702782,
0.021869901567697525,
-0.02850685641169548,
-0.016176212579011917,
-0.0190260112285614,
0.047375909984111786,
0.05398900434374809,
0.06133189797401428,
-0.02561931498348713,
-0.006656883284449577,
0.032034389674663544,
-0.04866757243871689,
0.012094984762370586,
-0.05704093724489212,
0.0342106893658638,
0.13540197908878326,
0.021448248997330666,
-0.004224007949233055,
0.001488085137680173,
0.09049556404352188,
-0.06671726703643799,
0.0017760368064045906,
0.13682013750076294,
-0.04563899338245392,
0.02514881081879139,
-0.013658146373927593,
-0.014277354814112186,
0.011402223259210587,
0.016379602253437042,
0.009443902410566807,
0.07187118381261826,
0.07153438776731491,
0.020913083106279373,
-0.10344909876585007,
0.0024618967436254025,
-0.06572355329990387,
0.040662556886672974,
0.01673140376806259,
-0.06398351490497589,
0.023896843194961548,
0.09285449981689453,
0.0620659776031971,
0.07886727154254913,
0.11494285613298416,
0.1012008786201477,
0.009640446864068508,
-0.0041992925107479095,
0.19536656141281128,
0.05093817412853241,
-0.0439712293446064,
2.0155492663519424e-33,
0.1092037782073021,
-0.03441973403096199,
-0.029827380552887917,
0.07905247807502747,
0.08792589604854584,
-0.027570251375436783,
0.04289543256163597,
0.036949727684259415,
-0.09667123854160309,
-0.041550375521183014,
0.014278743416070938,
0.06003227457404137,
-0.005673274397850037,
0.09728951752185822,
0.09554024785757065,
0.010016988031566143,
-0.021448519080877304,
-0.00875187199562788,
0.0452902652323246,
-0.0103986244648695,
0.06183171272277832,
-0.038742370903491974,
0.030032223090529442,
0.04059724882245064,
0.0021163474302738905,
0.016408128663897514,
-0.04448708891868591,
0.007091193459928036,
0.02780689299106598,
0.02204376831650734,
0.00100851955357939,
-0.06308992952108383,
-0.06700361520051956,
0.023170746862888336,
0.025702835991978645,
-0.023653779178857803,
0.019312556833028793,
-0.09044156223535538,
-0.009801014326512814,
0.04021070897579193,
-0.03997205197811127,
-0.013987301848828793,
-0.01943051442503929,
-0.023137759417295456,
-0.10137003660202026,
-0.02882874198257923,
0.00012950068048667163,
-0.0024417440872639418,
0.026113180443644524,
0.0016493091825395823,
-0.030975453555583954,
0.034808795899152756,
0.06630534678697586,
0.027624083682894707,
-0.029915491119027138,
0.016291433945298195,
-0.0026119090616703033,
-0.005836057011038065,
-0.023635542020201683,
-0.03877243027091026,
-0.013004195876419544,
0.02341727912425995,
-0.017814617604017258,
0.035102441906929016,
-0.0006950838142074645,
-0.022687045857310295,
0.06612012535333633,
-0.009559400379657745,
0.06666478514671326,
-0.04506988450884819,
-0.01929078996181488,
0.040578268468379974,
-0.002828814322128892,
0.004386111628264189,
-0.05009617283940315,
0.06763973832130432,
0.006537724751979113,
-0.04672683775424957,
-0.04885284975171089,
-0.028620505705475807,
0.09522776305675507,
-0.06330043822526932,
-0.034771814942359924,
-0.0213600043207407,
-0.01450361218303442,
-0.08175955712795258,
-0.02220093086361885,
-0.07879982888698578,
-0.07475356757640839,
-0.006788912694901228,
-0.02219005487859249,
-0.00821272935718298,
-0.014099838212132454,
0.013761012814939022,
-0.010823926888406277,
-2.823279556601923e-33,
-0.14030472934246063,
-0.0210251621901989,
-0.02182191237807274,
0.07599838823080063,
0.05653465911746025,
0.005386191885918379,
0.025227421894669533,
-0.09328945726156235,
-0.038658320903778076,
0.011639626696705818,
-0.0679357722401619,
0.05351272597908974,
-0.004809929523617029,
0.0207564365118742,
-0.02820517122745514,
0.02048921026289463,
0.02064516767859459,
-0.05729107931256294,
-0.02350509725511074,
-0.009277046658098698,
-0.04338818043470383,
0.12118072062730789,
-0.09516842663288116,
-0.06968537718057632,
0.06573443859815598,
0.0011769772972911596,
0.010946483351290226,
-0.056565720587968826,
0.011033447459340096,
0.0067491293884813786,
-0.004602452274411917,
-0.005666821729391813,
0.007609167601913214,
-0.12615425884723663,
0.06283403933048248,
0.02168208919465542,
0.03982572630047798,
0.04762769117951393,
-0.07027405500411987,
0.018567675724625587,
0.05138316750526428,
-0.015510846860706806,
-0.08835089951753616,
-0.024449272081255913,
-0.017397025600075722,
0.1551591157913208,
-0.1450512707233429,
0.04107223451137543,
-0.03349580988287926,
0.02573281154036522,
0.01739935390651226,
0.051625341176986694,
-0.0009952785912901163,
-0.10869039595127106,
-0.004338711500167847,
-0.08714237809181213,
-0.034495897591114044,
-0.012226803228259087,
-0.03920764848589897,
0.020342180505394936,
-0.04984176531434059,
-0.0521443709731102,
-0.019067388027906418,
0.07774429768323898,
0.03032468818128109,
-0.059719763696193695,
-0.021895024925470352,
0.05710899829864502,
-0.020880959928035736,
-0.008001948706805706,
0.03689948841929436,
0.008668825961649418,
-0.04004518687725067,
-0.05331001803278923,
0.010895606130361557,
0.02196258120238781,
-0.0064002275466918945,
-0.010934589430689812,
0.03735180199146271,
-0.0073233917355537415,
0.0028392556123435497,
0.05862706899642944,
0.08641857653856277,
-0.09119004011154175,
0.0634494423866272,
-0.0005390904261730611,
0.00836372934281826,
0.14109858870506287,
-0.038016095757484436,
-0.02793455868959427,
0.06900802254676819,
0.06088205799460411,
-0.036845989525318146,
0.05964059755206108,
-0.030047981068491936,
-4.753830395998193e-8,
-0.010328054428100586,
-0.026689831167459488,
-0.03185461834073067,
0.0879250317811966,
0.002343486761674285,
0.09311064332723618,
-0.00042827666038647294,
-0.01327094342559576,
-0.01639077067375183,
0.021374747157096863,
0.020785462111234665,
0.01799408160150051,
0.037414856255054474,
0.06777597218751907,
0.07260607928037643,
-0.008771142922341824,
0.026150356978178024,
-0.045787353068590164,
-0.05283665284514427,
-0.04077981784939766,
0.04605855420231819,
0.012942072004079819,
-0.026765841990709305,
-0.0260893814265728,
0.028282076120376587,
-0.023268520832061768,
-0.04137182980775833,
0.044138211756944656,
-0.0031614797189831734,
-0.0061338176019489765,
-0.037958793342113495,
0.02596352808177471,
-0.0417252816259861,
-0.031083066016435623,
0.10118591040372849,
0.02318125218153,
-0.10719120502471924,
-0.032209981232881546,
0.030725905671715736,
-0.04223746061325073,
0.03461117669939995,
0.02901010774075985,
0.01986832730472088,
0.04769304767251015,
0.0726778581738472,
0.03805505111813545,
-0.08974228799343109,
-0.06733489036560059,
0.02300373837351799,
-0.11631452292203903,
-0.030564088374376297,
-0.029673634096980095,
-0.01069427840411663,
0.05121108144521713,
0.07523539662361145,
0.06344716250896454,
-0.01762380450963974,
0.041942935436964035,
0.09610061347484589,
0.045429036021232605,
0.06765498220920563,
0.040464263409376144,
-0.08956466615200043,
-0.047180380672216415
] |
1401.4580
|
Piet Van Mieghem
|
Piet Van Mieghem
|
Graph eigenvectors, fundamental weights and centrality metrics for nodes
in networks
|
New results are included. The appendices contain supplementary
material. All comments are welcome!
| null | null | null |
math.SP cond-mat.stat-mech cs.DM cs.SI physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Several expressions for the $j$-th component $\left( x_{k}\right)_{j}$ of the
$k$-th eigenvector $x_{k}$ of a symmetric matrix $A$ belonging to eigenvalue
$\lambda_{k}$ and normalized as $x_{k}^{T}x_{k}=1$ are presented. In
particular, the expression \[ \left(
x_{k}\right)_{j}^{2}=-\frac{1}{c_{A}^{\prime}\left( \lambda_{k}\right)
}\det\left( A_{\backslash\left\{ j\right\} }-\lambda_{k}I\right) \] where
$c_{A}\left( \lambda\right) =\det\left( A-\lambda I\right) $ is the
characteristic polynomial of $A$, $c_{A}^{\prime}\left( \lambda\right)
=\frac{dc_{A}\left( \lambda\right) }{d\lambda}$ and $A_{\backslash\left\{
j\right\} }$ is obtained from $A$ by removal of row $j$ and column $j$,
suggests us to consider the square eigenvector component as a graph centrality
metric for node $j$ that reflects the impact of the removal of node $j$ from
the graph at an eigenfrequency/eigenvalue $\lambda_{k}$ of a graph related
matrix (such as the adjacency or Laplacian matrix). Removal of nodes in a graph
relates to the robustness of a graph. The set of such nodal centrality metrics,
the squared eigenvector components $\left( x_{k}\right)_{j}^{2}$ of the
adjacency matrix over all eigenvalue $\lambda_{k}$ for each node $j$, is
'ideal' in the sense of being complete, \emph{almost} uncorrelated and
mathematically precisely defined and computable. Fundamental weights (column
sum of $X$) and dual fundamental weights (row sum of $X$) are introduced as
spectral metrics that condense information embedded in the orthogonal
eigenvector matrix $X$, with elements $X_{ij}=\left( x_{j}\right)_{i}$.
In addition to the criterion {\em If the algebraic connectivity is positive,
then the graph is connected}, we found an alternative condition: {\em If
$\min_{1\leq k\leq N}\left( \lambda_{k}^{2}(A)\right) =d_{\min}$, then the
graph is disconnected.}
|
[
{
"created": "Sat, 18 Jan 2014 19:05:56 GMT",
"version": "v1"
},
{
"created": "Fri, 12 Dec 2014 09:40:21 GMT",
"version": "v2"
},
{
"created": "Sat, 8 Aug 2015 18:58:39 GMT",
"version": "v3"
},
{
"created": "Mon, 14 Mar 2016 16:11:01 GMT",
"version": "v4"
}
] |
2016-03-15
|
[
[
"Van Mieghem",
"Piet",
""
]
] |
[
-0.0812351405620575,
0.03284858167171478,
0.04227830097079277,
-0.05200960487127304,
-0.005455652717500925,
0.02922751195728779,
0.012799274176359177,
-0.03562260419130325,
-0.01079577673226595,
0.03671674057841301,
0.0801675021648407,
0.01440433319658041,
0.006777074653655291,
-0.02655036561191082,
0.00860908254981041,
0.04911652207374573,
-0.0004660610284190625,
0.11883736401796341,
0.0017391056753695011,
0.03138937056064606,
-0.06542523950338364,
0.07536489516496658,
-0.04105069488286972,
-0.05512053146958351,
0.09181169420480728,
0.0014460531529039145,
0.08154614269733429,
0.03736692667007446,
-0.01959957182407379,
0.06226099282503128,
-0.007057230919599533,
-0.034990616142749786,
-0.022962583228945732,
-0.06779293715953827,
-0.024704379960894585,
-0.02749478444457054,
0.05387461557984352,
0.033045120537281036,
0.08972965180873871,
0.019474975764751434,
0.13339753448963165,
0.0044716112315654755,
-0.05923066660761833,
-0.02136082760989666,
-0.034502651542425156,
-0.03985653072595596,
0.013944431208074093,
-0.06006726250052452,
-0.005134517792612314,
0.004463127348572016,
-0.0029263088945299387,
0.012524723075330257,
-0.004369810689240694,
-0.04726278409361839,
-0.01603532023727894,
-0.1134520024061203,
-0.05517783388495445,
0.015846524387598038,
0.028004290536046028,
0.05978509038686752,
0.03777249902486801,
-0.04662598296999931,
-0.019745903089642525,
0.032494835555553436,
0.0028205038979649544,
-0.0460696741938591,
0.03794681280851364,
-0.05087589845061302,
0.011701912619173527,
-0.06103402376174927,
-0.11718931794166565,
0.00789717398583889,
-0.005010985769331455,
-0.07931628078222275,
0.0083547942340374,
0.05061894282698631,
-0.06667178869247437,
0.02398490160703659,
-0.017087532207369804,
0.008459691889584064,
0.03901319205760956,
0.03481040149927139,
-0.024003587663173676,
-0.07155153155326843,
-0.02718469314277172,
-0.05704919248819351,
-0.09698483347892761,
0.03024824894964695,
0.09939396381378174,
0.03067043423652649,
0.055064570158720016,
-0.029431186616420746,
-0.007818571291863918,
-0.06706970930099487,
-0.02917388267815113,
0.006169790867716074,
0.07400622963905334,
0.010970573872327805,
0.007114756386727095,
0.04256090521812439,
-0.003937254659831524,
0.004698040429502726,
-0.0011241745669394732,
0.007593081332743168,
0.07691455632448196,
0.018229380249977112,
0.005649476312100887,
0.029310740530490875,
-0.008487005718052387,
-0.013792149722576141,
-0.008359832689166069,
0.009632839821279049,
-0.07647057622671127,
-0.008157745935022831,
0.057484887540340424,
0.05522998794913292,
0.07144667208194733,
0.030260054394602776,
0.13144372403621674,
0.01281888410449028,
0.006829381920397282,
-0.028009634464979172,
-0.023371152579784393,
0.00367116485722363,
0.06268558651208878,
0.08345100283622742,
-0.069973886013031,
1.1745731489603267e-33,
-0.013201138004660606,
0.11848686635494232,
0.08577558398246765,
0.01694137416779995,
-0.052717532962560654,
-0.07931571453809738,
0.04821174591779709,
-0.0654069110751152,
0.06098730489611626,
-0.009531415067613125,
-0.04443461447954178,
0.02368144877254963,
-0.03467411547899246,
-0.03301016613841057,
-0.12195120006799698,
0.04170527309179306,
-0.03534949570894241,
-0.012391678057610989,
0.023784084245562553,
-0.055571842938661575,
0.08681796491146088,
0.010633032768964767,
0.04651156812906265,
0.026733532547950745,
-0.07155372947454453,
-0.04656412452459335,
0.049124885350465775,
0.04360248148441315,
-0.03357348591089249,
0.0019436887232586741,
0.1004243716597557,
-0.01687038131058216,
0.03223307430744171,
0.017614511772990227,
0.06800080835819244,
-0.01835724152624607,
-0.002428752603009343,
-0.03471305966377258,
0.10792140662670135,
-0.020782431587576866,
-0.08972469717264175,
0.03233060613274574,
0.021637575700879097,
-0.03771226480603218,
-0.04562382772564888,
-0.045595504343509674,
0.049633827060461044,
0.0057689473032951355,
0.04420255497097969,
0.009295723401010036,
-0.024084385484457016,
0.04233669117093086,
0.03160761669278145,
0.08288523554801941,
0.03259886056184769,
0.04385911300778389,
0.06483428925275803,
0.0071596307680010796,
-0.018326276913285255,
-0.027060316875576973,
-0.02901749685406685,
0.010855884291231632,
-0.04856320843100548,
-0.056103337556123734,
0.0774846076965332,
0.017445344477891922,
-0.009278340265154839,
-0.00941746961325407,
-0.04509257897734642,
-0.028018508106470108,
0.04805614426732063,
0.030514724552631378,
0.04971245676279068,
-0.05308229848742485,
0.048401840031147,
-0.04559962451457977,
-0.08892874419689178,
0.006307088304311037,
-0.13812503218650818,
-0.036236610263586044,
-0.0609864667057991,
0.06126820668578148,
-0.11768489331007004,
0.00075717264553532,
0.009211057797074318,
-0.005280226934701204,
-0.07503598183393478,
-0.073708176612854,
-0.024068936705589294,
-0.02373909205198288,
-0.01106228120625019,
0.04167848825454712,
-0.0631028264760971,
0.013905519619584084,
-0.013458723202347755,
5.361470141718763e-34,
0.05737288296222687,
-0.07675549387931824,
-0.005668525118380785,
-0.05247350037097931,
-0.021481750532984734,
-0.11719298362731934,
0.0021350670140236616,
0.05026803910732269,
-0.10690854489803314,
-0.06425367295742035,
0.019079094752669334,
0.08305012434720993,
-0.05159671977162361,
-0.0035066846758127213,
0.04564402252435684,
0.1246790885925293,
0.04160771891474724,
0.05919918417930603,
-0.014194762334227562,
-0.12148960679769516,
-0.0019435555441305041,
0.01672680862247944,
0.08822110295295715,
0.02395704947412014,
-0.014623609371483326,
-0.07672306150197983,
0.05850599706172943,
0.054264020174741745,
0.03620929643511772,
0.004613184370100498,
-0.03761311247944832,
0.026213865727186203,
0.007490135263651609,
0.06881662458181381,
-0.002537328749895096,
-0.023673998191952705,
-0.07529626786708832,
-0.017078202217817307,
-0.035276878625154495,
0.0862412229180336,
0.011264059692621231,
-0.07673564553260803,
0.021923378109931946,
0.04794890061020851,
0.006468706764280796,
0.028751567006111145,
-0.02465430647134781,
0.03269210085272789,
0.007454905658960342,
-0.02104596421122551,
0.002426549093797803,
-0.04512403905391693,
-0.031533606350421906,
0.056004323065280914,
-0.03043646737933159,
0.11249389499425888,
0.045181576162576675,
0.042501725256443024,
0.046790555119514465,
0.018473707139492035,
0.006311461329460144,
-0.030527420341968536,
-0.09653336554765701,
-0.06374615430831909,
0.07702194154262543,
0.01511065661907196,
0.04497285559773445,
0.004261437337845564,
0.04830571264028549,
0.04219457879662514,
0.06797336041927338,
-0.06451359391212463,
0.0036070833448320627,
-0.011946547776460648,
0.024720026180148125,
-0.09496581554412842,
0.01931377686560154,
-0.017576012760400772,
-0.06659749150276184,
0.006508131045848131,
0.02225058153271675,
-0.045876774936914444,
0.040384888648986816,
0.05977538973093033,
0.036094482988119125,
0.03979929909110069,
0.0011307535460218787,
0.07663028687238693,
-0.0816349983215332,
-0.036423973739147186,
0.05054241046309471,
-0.01956029050052166,
-0.012849985621869564,
0.06369490921497345,
0.03977533057332039,
-4.9609209185064174e-8,
-0.023311829194426537,
-0.05977091193199158,
-0.08961624652147293,
-0.060855887830257416,
-0.008448210544884205,
0.03929554671049118,
-0.0751720741391182,
-0.025523552671074867,
0.0619855597615242,
0.031905557960271835,
0.09902826696634293,
-0.025075510144233704,
-0.030142098665237427,
-0.03385832533240318,
-0.07283200323581696,
0.0630817711353302,
-0.11031889915466309,
0.033855605870485306,
-0.037303026765584946,
-0.04895033687353134,
0.02920859307050705,
-0.025444956496357918,
-0.026789793744683266,
0.03994268551468849,
0.005781759507954121,
-0.018338611349463463,
0.00649807695299387,
-0.008180302567780018,
0.10159806162118912,
-0.00833108276128769,
-0.09877189248800278,
-0.012079959735274315,
0.07015848904848099,
-0.03210747241973877,
0.020618679001927376,
0.06842471659183502,
0.035540223121643066,
-0.06984513998031616,
0.08341369777917862,
0.09177199006080627,
-0.003906721714884043,
0.036485880613327026,
-0.001620814437046647,
0.039789941161870956,
0.02880067564547062,
0.09108055382966995,
-0.029011713340878487,
0.06899136304855347,
0.00754750519990921,
0.019641531631350517,
0.0005127154290676117,
0.03551013022661209,
-0.030288973823189735,
0.022811857983469963,
-0.025993062183260918,
-0.061636436730623245,
-0.03095691278576851,
0.021997569128870964,
0.10355328023433685,
0.025893928483128548,
0.07060625404119492,
0.10415011644363403,
-0.03513939306139946,
0.05841654911637306
] | null | null | null | null | null | null | null |
[
-0.0812351405620575,
0.03284858167171478,
0.04227830097079277,
-0.05200960487127304,
-0.005455652717500925,
0.02922751195728779,
0.012799274176359177,
-0.03562260419130325,
-0.01079577673226595,
0.03671674057841301,
0.0801675021648407,
0.01440433319658041,
0.006777074653655291,
-0.02655036561191082,
0.00860908254981041,
0.04911652207374573,
-0.0004660610284190625,
0.11883736401796341,
0.0017391056753695011,
0.03138937056064606,
-0.06542523950338364,
0.07536489516496658,
-0.04105069488286972,
-0.05512053146958351,
0.09181169420480728,
0.0014460531529039145,
0.08154614269733429,
0.03736692667007446,
-0.01959957182407379,
0.06226099282503128,
-0.007057230919599533,
-0.034990616142749786,
-0.022962583228945732,
-0.06779293715953827,
-0.024704379960894585,
-0.02749478444457054,
0.05387461557984352,
0.033045120537281036,
0.08972965180873871,
0.019474975764751434,
0.13339753448963165,
0.0044716112315654755,
-0.05923066660761833,
-0.02136082760989666,
-0.034502651542425156,
-0.03985653072595596,
0.013944431208074093,
-0.06006726250052452,
-0.005134517792612314,
0.004463127348572016,
-0.0029263088945299387,
0.012524723075330257,
-0.004369810689240694,
-0.04726278409361839,
-0.01603532023727894,
-0.1134520024061203,
-0.05517783388495445,
0.015846524387598038,
0.028004290536046028,
0.05978509038686752,
0.03777249902486801,
-0.04662598296999931,
-0.019745903089642525,
0.032494835555553436,
0.0028205038979649544,
-0.0460696741938591,
0.03794681280851364,
-0.05087589845061302,
0.011701912619173527,
-0.06103402376174927,
-0.11718931794166565,
0.00789717398583889,
-0.005010985769331455,
-0.07931628078222275,
0.0083547942340374,
0.05061894282698631,
-0.06667178869247437,
0.02398490160703659,
-0.017087532207369804,
0.008459691889584064,
0.03901319205760956,
0.03481040149927139,
-0.024003587663173676,
-0.07155153155326843,
-0.02718469314277172,
-0.05704919248819351,
-0.09698483347892761,
0.03024824894964695,
0.09939396381378174,
0.03067043423652649,
0.055064570158720016,
-0.029431186616420746,
-0.007818571291863918,
-0.06706970930099487,
-0.02917388267815113,
0.006169790867716074,
0.07400622963905334,
0.010970573872327805,
0.007114756386727095,
0.04256090521812439,
-0.003937254659831524,
0.004698040429502726,
-0.0011241745669394732,
0.007593081332743168,
0.07691455632448196,
0.018229380249977112,
0.005649476312100887,
0.029310740530490875,
-0.008487005718052387,
-0.013792149722576141,
-0.008359832689166069,
0.009632839821279049,
-0.07647057622671127,
-0.008157745935022831,
0.057484887540340424,
0.05522998794913292,
0.07144667208194733,
0.030260054394602776,
0.13144372403621674,
0.01281888410449028,
0.006829381920397282,
-0.028009634464979172,
-0.023371152579784393,
0.00367116485722363,
0.06268558651208878,
0.08345100283622742,
-0.069973886013031,
1.1745731489603267e-33,
-0.013201138004660606,
0.11848686635494232,
0.08577558398246765,
0.01694137416779995,
-0.052717532962560654,
-0.07931571453809738,
0.04821174591779709,
-0.0654069110751152,
0.06098730489611626,
-0.009531415067613125,
-0.04443461447954178,
0.02368144877254963,
-0.03467411547899246,
-0.03301016613841057,
-0.12195120006799698,
0.04170527309179306,
-0.03534949570894241,
-0.012391678057610989,
0.023784084245562553,
-0.055571842938661575,
0.08681796491146088,
0.010633032768964767,
0.04651156812906265,
0.026733532547950745,
-0.07155372947454453,
-0.04656412452459335,
0.049124885350465775,
0.04360248148441315,
-0.03357348591089249,
0.0019436887232586741,
0.1004243716597557,
-0.01687038131058216,
0.03223307430744171,
0.017614511772990227,
0.06800080835819244,
-0.01835724152624607,
-0.002428752603009343,
-0.03471305966377258,
0.10792140662670135,
-0.020782431587576866,
-0.08972469717264175,
0.03233060613274574,
0.021637575700879097,
-0.03771226480603218,
-0.04562382772564888,
-0.045595504343509674,
0.049633827060461044,
0.0057689473032951355,
0.04420255497097969,
0.009295723401010036,
-0.024084385484457016,
0.04233669117093086,
0.03160761669278145,
0.08288523554801941,
0.03259886056184769,
0.04385911300778389,
0.06483428925275803,
0.0071596307680010796,
-0.018326276913285255,
-0.027060316875576973,
-0.02901749685406685,
0.010855884291231632,
-0.04856320843100548,
-0.056103337556123734,
0.0774846076965332,
0.017445344477891922,
-0.009278340265154839,
-0.00941746961325407,
-0.04509257897734642,
-0.028018508106470108,
0.04805614426732063,
0.030514724552631378,
0.04971245676279068,
-0.05308229848742485,
0.048401840031147,
-0.04559962451457977,
-0.08892874419689178,
0.006307088304311037,
-0.13812503218650818,
-0.036236610263586044,
-0.0609864667057991,
0.06126820668578148,
-0.11768489331007004,
0.00075717264553532,
0.009211057797074318,
-0.005280226934701204,
-0.07503598183393478,
-0.073708176612854,
-0.024068936705589294,
-0.02373909205198288,
-0.01106228120625019,
0.04167848825454712,
-0.0631028264760971,
0.013905519619584084,
-0.013458723202347755,
5.361470141718763e-34,
0.05737288296222687,
-0.07675549387931824,
-0.005668525118380785,
-0.05247350037097931,
-0.021481750532984734,
-0.11719298362731934,
0.0021350670140236616,
0.05026803910732269,
-0.10690854489803314,
-0.06425367295742035,
0.019079094752669334,
0.08305012434720993,
-0.05159671977162361,
-0.0035066846758127213,
0.04564402252435684,
0.1246790885925293,
0.04160771891474724,
0.05919918417930603,
-0.014194762334227562,
-0.12148960679769516,
-0.0019435555441305041,
0.01672680862247944,
0.08822110295295715,
0.02395704947412014,
-0.014623609371483326,
-0.07672306150197983,
0.05850599706172943,
0.054264020174741745,
0.03620929643511772,
0.004613184370100498,
-0.03761311247944832,
0.026213865727186203,
0.007490135263651609,
0.06881662458181381,
-0.002537328749895096,
-0.023673998191952705,
-0.07529626786708832,
-0.017078202217817307,
-0.035276878625154495,
0.0862412229180336,
0.011264059692621231,
-0.07673564553260803,
0.021923378109931946,
0.04794890061020851,
0.006468706764280796,
0.028751567006111145,
-0.02465430647134781,
0.03269210085272789,
0.007454905658960342,
-0.02104596421122551,
0.002426549093797803,
-0.04512403905391693,
-0.031533606350421906,
0.056004323065280914,
-0.03043646737933159,
0.11249389499425888,
0.045181576162576675,
0.042501725256443024,
0.046790555119514465,
0.018473707139492035,
0.006311461329460144,
-0.030527420341968536,
-0.09653336554765701,
-0.06374615430831909,
0.07702194154262543,
0.01511065661907196,
0.04497285559773445,
0.004261437337845564,
0.04830571264028549,
0.04219457879662514,
0.06797336041927338,
-0.06451359391212463,
0.0036070833448320627,
-0.011946547776460648,
0.024720026180148125,
-0.09496581554412842,
0.01931377686560154,
-0.017576012760400772,
-0.06659749150276184,
0.006508131045848131,
0.02225058153271675,
-0.045876774936914444,
0.040384888648986816,
0.05977538973093033,
0.036094482988119125,
0.03979929909110069,
0.0011307535460218787,
0.07663028687238693,
-0.0816349983215332,
-0.036423973739147186,
0.05054241046309471,
-0.01956029050052166,
-0.012849985621869564,
0.06369490921497345,
0.03977533057332039,
-4.9609209185064174e-8,
-0.023311829194426537,
-0.05977091193199158,
-0.08961624652147293,
-0.060855887830257416,
-0.008448210544884205,
0.03929554671049118,
-0.0751720741391182,
-0.025523552671074867,
0.0619855597615242,
0.031905557960271835,
0.09902826696634293,
-0.025075510144233704,
-0.030142098665237427,
-0.03385832533240318,
-0.07283200323581696,
0.0630817711353302,
-0.11031889915466309,
0.033855605870485306,
-0.037303026765584946,
-0.04895033687353134,
0.02920859307050705,
-0.025444956496357918,
-0.026789793744683266,
0.03994268551468849,
0.005781759507954121,
-0.018338611349463463,
0.00649807695299387,
-0.008180302567780018,
0.10159806162118912,
-0.00833108276128769,
-0.09877189248800278,
-0.012079959735274315,
0.07015848904848099,
-0.03210747241973877,
0.020618679001927376,
0.06842471659183502,
0.035540223121643066,
-0.06984513998031616,
0.08341369777917862,
0.09177199006080627,
-0.003906721714884043,
0.036485880613327026,
-0.001620814437046647,
0.039789941161870956,
0.02880067564547062,
0.09108055382966995,
-0.029011713340878487,
0.06899136304855347,
0.00754750519990921,
0.019641531631350517,
0.0005127154290676117,
0.03551013022661209,
-0.030288973823189735,
0.022811857983469963,
-0.025993062183260918,
-0.061636436730623245,
-0.03095691278576851,
0.021997569128870964,
0.10355328023433685,
0.025893928483128548,
0.07060625404119492,
0.10415011644363403,
-0.03513939306139946,
0.05841654911637306
] |
1401.4582
|
David Birch
|
David Birch, Helen Liang, Paul H J Kelly, Glen Mullineux, Tony Field,
Joan Ko, Alvise Simondetti
|
Multidisciplinary Engineering Models: Methodology and Case Study in
Spreadsheet Analytics
|
12 Pages, 8 Colour figures
|
Proc. European Spreadsheet Risks Int. Grp. (EuSpRIG) 2013, ISBN:
978-1-9054045-1-3
| null | null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper demonstrates a methodology to help practitioners maximise the
utility of complex multidisciplinary engineering models implemented as
spreadsheets, an area presenting unique challenges. As motivation we
investigate the expanding use of Integrated Resource Management(IRM) models
which assess the sustainability of urban masterplan designs. IRM models reflect
the inherent complexity of multidisciplinary sustainability analysis by
integrating models from many disciplines. This complexity makes their use
time-consuming and reduces their adoption.
We present a methodology and toolkit for analysing multidisciplinary
engineering models implemented as spreadsheets to alleviate such problems and
increase their adoption. For a given output a relevant slice of the model is
extracted, visualised and analysed by computing model and interdisciplinary
metrics. A sensitivity analysis of the extracted model supports engineers in
their optimisation efforts. These methods expose, manage and reduce model
complexity and risk whilst giving practitioners insight into multidisciplinary
model composition. We report application of the methodology to several
generations of an industrial IRM model and detail the insight generated,
particularly considering model evolution.
|
[
{
"created": "Sat, 18 Jan 2014 19:25:43 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Birch",
"David",
""
],
[
"Liang",
"Helen",
""
],
[
"Kelly",
"Paul H J",
""
],
[
"Mullineux",
"Glen",
""
],
[
"Field",
"Tony",
""
],
[
"Ko",
"Joan",
""
],
[
"Simondetti",
"Alvise",
""
]
] |
[
0.02442546933889389,
-0.046216607093811035,
-0.027135800570249557,
0.04727797210216522,
0.020036036148667336,
-0.04381560906767845,
-0.13858790695667267,
0.02725217305123806,
0.026077086105942726,
-0.04559469595551491,
-0.05215170606970787,
-0.06692541390657425,
0.08160421997308731,
0.049463510513305664,
-0.022610940039157867,
0.03679843246936798,
0.02151445299386978,
-0.03389674797654152,
-0.038028355687856674,
-0.07586503028869629,
0.0570547990500927,
0.00837851595133543,
-0.05470327287912369,
0.00445947702974081,
-0.02059311605989933,
0.01425425335764885,
0.008508376777172089,
0.0290090199559927,
-0.008785063400864601,
0.0025467495433986187,
-0.000733136897906661,
0.05882912129163742,
0.005527122877538204,
0.033877529203891754,
0.033775243908166885,
0.08344205468893051,
0.012468564324080944,
0.02070641703903675,
0.001990376738831401,
0.03761334344744682,
-0.021052628755569458,
-0.061952512711286545,
0.052464697510004044,
-0.10029477626085281,
0.06191781163215637,
-0.05808614194393158,
-0.06099224463105202,
-0.10095029324293137,
-0.06420154869556427,
-0.035177331417798996,
-0.03665563836693764,
-0.017320366576313972,
-0.03284797817468643,
-0.008728008717298508,
0.014100038446485996,
-0.032388363033533096,
0.042822856456041336,
-0.02979215607047081,
-0.027656283229589462,
-0.052057262510061264,
-0.06562979519367218,
-0.004832685925066471,
-0.07219962775707245,
0.01115149725228548,
0.03955106437206268,
0.01672058179974556,
-0.09820599108934402,
0.09069137275218964,
-0.03367204591631889,
0.02610640600323677,
-0.030977293848991394,
-0.07787349820137024,
-0.08554448187351227,
-0.07983939349651337,
0.029751207679510117,
-0.009509218856692314,
0.04829105734825134,
0.07134061306715012,
0.02922745607793331,
-0.08006465435028076,
0.006402913480997086,
0.10652176290750504,
-0.015690242871642113,
0.0399351567029953,
0.02704777382314205,
0.01836210861802101,
0.021233322098851204,
0.03342984616756439,
0.10716628283262253,
-0.007518408820033073,
-0.011910979636013508,
0.049885500222444534,
0.07466971129179001,
0.0058409045450389385,
0.019822292029857635,
0.0925033763051033,
-0.025977764278650284,
-0.07383441925048828,
0.0005425894632935524,
-0.021549079567193985,
0.008254543878138065,
0.07338430732488632,
0.0676855742931366,
-0.08766217529773712,
-0.0287147369235754,
-0.05987277999520302,
0.009446748532354832,
0.054560333490371704,
-0.009076865389943123,
-0.007502130698412657,
0.04636087641119957,
-0.027212081477046013,
-0.03583144769072533,
-0.023784320801496506,
0.005510797258466482,
-0.027542179450392723,
0.01990087516605854,
-0.07555531710386276,
0.10519605875015259,
0.025296304374933243,
-0.016729513183236122,
0.027331991121172905,
0.06603042036294937,
0.0004319269210100174,
0.015282504260540009,
0.04840551316738129,
-0.07405562698841095,
1.3112950805754593e-33,
-0.09554635733366013,
0.0061498102732002735,
0.006483365315943956,
0.06367184221744537,
0.05890524014830589,
-0.06801972538232803,
-0.01931491494178772,
0.05074811354279518,
-0.010317005217075348,
0.017326826229691505,
0.041255224496126175,
0.11071569472551346,
-0.04981693997979164,
0.02698049135506153,
0.1293787956237793,
-0.02849431335926056,
-0.0459226556122303,
0.09130575507879257,
0.05908111482858658,
-0.043029699474573135,
-0.005948534235358238,
-0.023530863225460052,
0.0793117880821228,
-0.011148257181048393,
0.09238282591104507,
0.07266978174448013,
0.07346417009830475,
0.014967309311032295,
-0.047486577183008194,
0.021416613832116127,
0.05016203597187996,
0.07562853395938873,
-0.04408980533480644,
-0.019404325634241104,
0.017477823421359062,
0.0553068071603775,
-0.06524824351072311,
0.02350323274731636,
0.02580084651708603,
0.020818911492824554,
-0.14334413409233093,
-0.06404438614845276,
-0.04452664032578468,
-0.018119366839528084,
0.004717922769486904,
0.016850879415869713,
0.09849429875612259,
-0.030247531831264496,
0.012008636258542538,
-0.029337525367736816,
0.01452687755227089,
-0.007806622423231602,
0.11275660991668701,
-0.04078080505132675,
-0.06626523286104202,
-0.02433091215789318,
-0.01431607361882925,
-0.0254376120865345,
0.023960592225193977,
0.015665970742702484,
-0.07189584523439407,
0.020838135853409767,
-0.003471837379038334,
0.03984752669930458,
0.09609667956829071,
-0.016125498339533806,
-0.012398621067404747,
0.08131956309080124,
0.07640909403562546,
0.022621087729930878,
-0.01814332790672779,
-0.04722722992300987,
0.04670589044690132,
-0.06141568720340729,
0.0523359477519989,
-0.10126087814569473,
-0.004486760124564171,
0.03470653295516968,
-0.01906033791601658,
-0.005651859100908041,
-0.044430505484342575,
0.10979198664426804,
0.015208970755338669,
-0.10467217117547989,
0.08394506573677063,
-0.046143751591444016,
0.05696043744683266,
0.06023105978965759,
-0.026306994259357452,
0.010491452179849148,
-0.04672527313232422,
-0.005119160283356905,
-0.02440592274069786,
0.020366938784718513,
0.03734974190592766,
-3.8295971277958515e-33,
0.017858143895864487,
-0.0032192121725529432,
-0.04340772330760956,
-0.01354935858398676,
0.05627858266234398,
-0.11426828056573868,
-0.12101873755455017,
-0.03000490367412567,
-0.002619040897116065,
-0.03642755001783371,
0.028638333082199097,
-0.009005047380924225,
0.00823082122951746,
0.037655048072338104,
0.00949019193649292,
0.005060828290879726,
-0.037534378468990326,
-0.1019584983587265,
-0.07021260261535645,
-0.001223487895913422,
-0.003063878742977977,
-0.01633564569056034,
-0.04881996661424637,
0.014647702686488628,
-0.07359126955270767,
0.04170755669474602,
-0.08190884441137314,
-0.05716811493039131,
0.04473298043012619,
0.02845102734863758,
-0.07579644024372101,
-0.05857812985777855,
-0.016460759565234184,
-0.0418766550719738,
-0.07801741361618042,
0.018381711095571518,
-0.001173942582681775,
-0.022698651999235153,
0.08918257057666779,
0.044273000210523605,
-0.012383745983242989,
-0.07123654335737228,
-0.07550393044948578,
-0.047325097024440765,
0.07145232707262039,
0.019958626478910446,
-0.029946990311145782,
-0.052418678998947144,
0.02280435897409916,
-0.09075602889060974,
0.05205501616001129,
0.07743105292320251,
-0.03137911483645439,
-0.08119143545627594,
-0.028872312977910042,
-0.07655704766511917,
0.032882776111364365,
-0.021866563707590103,
-0.022380724549293518,
-0.014556105248630047,
0.012499171309173107,
0.007912838831543922,
0.038570672273635864,
0.0165390707552433,
-0.027028625831007957,
0.033249516040086746,
0.03363766148686409,
-0.1302756816148758,
-0.12738268077373505,
0.025734445080161095,
-0.04393329098820686,
0.031608011573553085,
-0.06142649054527283,
-0.018332544714212418,
-0.022863054648041725,
-0.0314495749771595,
0.04677829518914223,
-0.03548283502459526,
-0.050306789577007294,
-0.020390044897794724,
0.017123831436038017,
0.01063987985253334,
0.03243815526366234,
0.00946615356951952,
-0.009775490500032902,
-0.0031970771960914135,
0.015313487499952316,
0.0641070082783699,
0.005862002726644278,
0.032072655856609344,
-0.03120015375316143,
-0.012063409201800823,
-0.051076844334602356,
0.15233677625656128,
-0.04407067596912384,
-4.9116472666810296e-8,
-0.025211934000253677,
0.055302273482084274,
0.04211105406284332,
-0.009553994052112103,
-0.026314793154597282,
-0.007811369374394417,
-0.008637615479528904,
0.03143420070409775,
0.03486263379454613,
0.08780061453580856,
0.005179136525839567,
0.00543402461335063,
-0.01003174390643835,
0.11197967082262039,
0.007417221087962389,
0.01186939887702465,
-0.02024460770189762,
-0.009832607582211494,
-0.021640053018927574,
-0.07617869228124619,
0.0780036598443985,
0.019048603251576424,
-0.044976696372032166,
0.044036827981472015,
0.12192927300930023,
-0.08468087017536163,
-0.080712229013443,
-0.030308634042739868,
0.06764496862888336,
0.01887286826968193,
0.07982989400625229,
0.0384344756603241,
-0.04639827087521553,
0.06157931312918663,
-0.0068725827150046825,
-0.05013066530227661,
0.04086107388138771,
0.0028297321405261755,
0.01319595891982317,
-0.044287361204624176,
-0.007821896113455296,
0.0707540363073349,
-0.056408319622278214,
0.05326896160840988,
0.02987142838537693,
0.03881293535232544,
-0.08367102593183517,
-0.012261088006198406,
-0.02276596799492836,
0.05545194819569588,
-0.0775718167424202,
0.0024388115853071213,
-0.017652634531259537,
0.056844256818294525,
0.01117667555809021,
-0.02469262294471264,
0.044709451496601105,
-0.053413596004247665,
0.040962282568216324,
-0.021382970735430717,
0.04220239445567131,
-0.055755119770765305,
0.010219094343483448,
0.042097847908735275
] | null | null | null | null | null | null | null |
[
0.02442546933889389,
-0.046216607093811035,
-0.027135800570249557,
0.04727797210216522,
0.020036036148667336,
-0.04381560906767845,
-0.13858790695667267,
0.02725217305123806,
0.026077086105942726,
-0.04559469595551491,
-0.05215170606970787,
-0.06692541390657425,
0.08160421997308731,
0.049463510513305664,
-0.022610940039157867,
0.03679843246936798,
0.02151445299386978,
-0.03389674797654152,
-0.038028355687856674,
-0.07586503028869629,
0.0570547990500927,
0.00837851595133543,
-0.05470327287912369,
0.00445947702974081,
-0.02059311605989933,
0.01425425335764885,
0.008508376777172089,
0.0290090199559927,
-0.008785063400864601,
0.0025467495433986187,
-0.000733136897906661,
0.05882912129163742,
0.005527122877538204,
0.033877529203891754,
0.033775243908166885,
0.08344205468893051,
0.012468564324080944,
0.02070641703903675,
0.001990376738831401,
0.03761334344744682,
-0.021052628755569458,
-0.061952512711286545,
0.052464697510004044,
-0.10029477626085281,
0.06191781163215637,
-0.05808614194393158,
-0.06099224463105202,
-0.10095029324293137,
-0.06420154869556427,
-0.035177331417798996,
-0.03665563836693764,
-0.017320366576313972,
-0.03284797817468643,
-0.008728008717298508,
0.014100038446485996,
-0.032388363033533096,
0.042822856456041336,
-0.02979215607047081,
-0.027656283229589462,
-0.052057262510061264,
-0.06562979519367218,
-0.004832685925066471,
-0.07219962775707245,
0.01115149725228548,
0.03955106437206268,
0.01672058179974556,
-0.09820599108934402,
0.09069137275218964,
-0.03367204591631889,
0.02610640600323677,
-0.030977293848991394,
-0.07787349820137024,
-0.08554448187351227,
-0.07983939349651337,
0.029751207679510117,
-0.009509218856692314,
0.04829105734825134,
0.07134061306715012,
0.02922745607793331,
-0.08006465435028076,
0.006402913480997086,
0.10652176290750504,
-0.015690242871642113,
0.0399351567029953,
0.02704777382314205,
0.01836210861802101,
0.021233322098851204,
0.03342984616756439,
0.10716628283262253,
-0.007518408820033073,
-0.011910979636013508,
0.049885500222444534,
0.07466971129179001,
0.0058409045450389385,
0.019822292029857635,
0.0925033763051033,
-0.025977764278650284,
-0.07383441925048828,
0.0005425894632935524,
-0.021549079567193985,
0.008254543878138065,
0.07338430732488632,
0.0676855742931366,
-0.08766217529773712,
-0.0287147369235754,
-0.05987277999520302,
0.009446748532354832,
0.054560333490371704,
-0.009076865389943123,
-0.007502130698412657,
0.04636087641119957,
-0.027212081477046013,
-0.03583144769072533,
-0.023784320801496506,
0.005510797258466482,
-0.027542179450392723,
0.01990087516605854,
-0.07555531710386276,
0.10519605875015259,
0.025296304374933243,
-0.016729513183236122,
0.027331991121172905,
0.06603042036294937,
0.0004319269210100174,
0.015282504260540009,
0.04840551316738129,
-0.07405562698841095,
1.3112950805754593e-33,
-0.09554635733366013,
0.0061498102732002735,
0.006483365315943956,
0.06367184221744537,
0.05890524014830589,
-0.06801972538232803,
-0.01931491494178772,
0.05074811354279518,
-0.010317005217075348,
0.017326826229691505,
0.041255224496126175,
0.11071569472551346,
-0.04981693997979164,
0.02698049135506153,
0.1293787956237793,
-0.02849431335926056,
-0.0459226556122303,
0.09130575507879257,
0.05908111482858658,
-0.043029699474573135,
-0.005948534235358238,
-0.023530863225460052,
0.0793117880821228,
-0.011148257181048393,
0.09238282591104507,
0.07266978174448013,
0.07346417009830475,
0.014967309311032295,
-0.047486577183008194,
0.021416613832116127,
0.05016203597187996,
0.07562853395938873,
-0.04408980533480644,
-0.019404325634241104,
0.017477823421359062,
0.0553068071603775,
-0.06524824351072311,
0.02350323274731636,
0.02580084651708603,
0.020818911492824554,
-0.14334413409233093,
-0.06404438614845276,
-0.04452664032578468,
-0.018119366839528084,
0.004717922769486904,
0.016850879415869713,
0.09849429875612259,
-0.030247531831264496,
0.012008636258542538,
-0.029337525367736816,
0.01452687755227089,
-0.007806622423231602,
0.11275660991668701,
-0.04078080505132675,
-0.06626523286104202,
-0.02433091215789318,
-0.01431607361882925,
-0.0254376120865345,
0.023960592225193977,
0.015665970742702484,
-0.07189584523439407,
0.020838135853409767,
-0.003471837379038334,
0.03984752669930458,
0.09609667956829071,
-0.016125498339533806,
-0.012398621067404747,
0.08131956309080124,
0.07640909403562546,
0.022621087729930878,
-0.01814332790672779,
-0.04722722992300987,
0.04670589044690132,
-0.06141568720340729,
0.0523359477519989,
-0.10126087814569473,
-0.004486760124564171,
0.03470653295516968,
-0.01906033791601658,
-0.005651859100908041,
-0.044430505484342575,
0.10979198664426804,
0.015208970755338669,
-0.10467217117547989,
0.08394506573677063,
-0.046143751591444016,
0.05696043744683266,
0.06023105978965759,
-0.026306994259357452,
0.010491452179849148,
-0.04672527313232422,
-0.005119160283356905,
-0.02440592274069786,
0.020366938784718513,
0.03734974190592766,
-3.8295971277958515e-33,
0.017858143895864487,
-0.0032192121725529432,
-0.04340772330760956,
-0.01354935858398676,
0.05627858266234398,
-0.11426828056573868,
-0.12101873755455017,
-0.03000490367412567,
-0.002619040897116065,
-0.03642755001783371,
0.028638333082199097,
-0.009005047380924225,
0.00823082122951746,
0.037655048072338104,
0.00949019193649292,
0.005060828290879726,
-0.037534378468990326,
-0.1019584983587265,
-0.07021260261535645,
-0.001223487895913422,
-0.003063878742977977,
-0.01633564569056034,
-0.04881996661424637,
0.014647702686488628,
-0.07359126955270767,
0.04170755669474602,
-0.08190884441137314,
-0.05716811493039131,
0.04473298043012619,
0.02845102734863758,
-0.07579644024372101,
-0.05857812985777855,
-0.016460759565234184,
-0.0418766550719738,
-0.07801741361618042,
0.018381711095571518,
-0.001173942582681775,
-0.022698651999235153,
0.08918257057666779,
0.044273000210523605,
-0.012383745983242989,
-0.07123654335737228,
-0.07550393044948578,
-0.047325097024440765,
0.07145232707262039,
0.019958626478910446,
-0.029946990311145782,
-0.052418678998947144,
0.02280435897409916,
-0.09075602889060974,
0.05205501616001129,
0.07743105292320251,
-0.03137911483645439,
-0.08119143545627594,
-0.028872312977910042,
-0.07655704766511917,
0.032882776111364365,
-0.021866563707590103,
-0.022380724549293518,
-0.014556105248630047,
0.012499171309173107,
0.007912838831543922,
0.038570672273635864,
0.0165390707552433,
-0.027028625831007957,
0.033249516040086746,
0.03363766148686409,
-0.1302756816148758,
-0.12738268077373505,
0.025734445080161095,
-0.04393329098820686,
0.031608011573553085,
-0.06142649054527283,
-0.018332544714212418,
-0.022863054648041725,
-0.0314495749771595,
0.04677829518914223,
-0.03548283502459526,
-0.050306789577007294,
-0.020390044897794724,
0.017123831436038017,
0.01063987985253334,
0.03243815526366234,
0.00946615356951952,
-0.009775490500032902,
-0.0031970771960914135,
0.015313487499952316,
0.0641070082783699,
0.005862002726644278,
0.032072655856609344,
-0.03120015375316143,
-0.012063409201800823,
-0.051076844334602356,
0.15233677625656128,
-0.04407067596912384,
-4.9116472666810296e-8,
-0.025211934000253677,
0.055302273482084274,
0.04211105406284332,
-0.009553994052112103,
-0.026314793154597282,
-0.007811369374394417,
-0.008637615479528904,
0.03143420070409775,
0.03486263379454613,
0.08780061453580856,
0.005179136525839567,
0.00543402461335063,
-0.01003174390643835,
0.11197967082262039,
0.007417221087962389,
0.01186939887702465,
-0.02024460770189762,
-0.009832607582211494,
-0.021640053018927574,
-0.07617869228124619,
0.0780036598443985,
0.019048603251576424,
-0.044976696372032166,
0.044036827981472015,
0.12192927300930023,
-0.08468087017536163,
-0.080712229013443,
-0.030308634042739868,
0.06764496862888336,
0.01887286826968193,
0.07982989400625229,
0.0384344756603241,
-0.04639827087521553,
0.06157931312918663,
-0.0068725827150046825,
-0.05013066530227661,
0.04086107388138771,
0.0028297321405261755,
0.01319595891982317,
-0.044287361204624176,
-0.007821896113455296,
0.0707540363073349,
-0.056408319622278214,
0.05326896160840988,
0.02987142838537693,
0.03881293535232544,
-0.08367102593183517,
-0.012261088006198406,
-0.02276596799492836,
0.05545194819569588,
-0.0775718167424202,
0.0024388115853071213,
-0.017652634531259537,
0.056844256818294525,
0.01117667555809021,
-0.02469262294471264,
0.044709451496601105,
-0.053413596004247665,
0.040962282568216324,
-0.021382970735430717,
0.04220239445567131,
-0.055755119770765305,
0.010219094343483448,
0.042097847908735275
] |
1401.4587
|
Rafayel Mirzoyan
|
A. Sargsyan, A. Tonoyan, G. Hakhumyan, A. Papoyan, E. Mariotti, D.
Sarkisyan
|
Giant modification of atomic transitions probabilities induced by
magnetic field: forbidden transitions become predominant
|
7 pages, 8 figures
| null |
10.1088/1612-2011/11/5/055701
| null |
physics.atom-ph physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Magnetic field-induced giant modification of probabilities for seven
components of 6S1/2 (Fg=3) - 6P3/2 (Fe=5) transition of Cs D2 line forbidden by
selection rules is observed experimentally for the first time. For the case of
excitation with circularly-polarized laser radiation, the probability of
Fg=3,mF=-3 - Fe=5,mF=-2 transition becomes the largest among 25 transitions of
Fg=3 - Fe=2,3,4,5 group in a wide range of magnetic field 200 - 3200 G.
Moreover, the modification is the largest among D2 lines of alkali metals. A
half-wave-thick cell (length along the beam propagation axis L=426 nm) filled
with Cs has been used in order to achieve sub-Doppler resolution which allows
for separating the large number of atomic transitions that appear in the
absorption spectrum when an external magnetic field is applied. For B > 3 kG
the group of seven transitions Fg=3 - Fe=5 is completely resolved and is
located at the high frequency wing of Fg=3 - Fe=2,3,4 transitions. The applied
theoretical model very well describes the experimental curves.
|
[
{
"created": "Sat, 18 Jan 2014 20:44:19 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Sargsyan",
"A.",
""
],
[
"Tonoyan",
"A.",
""
],
[
"Hakhumyan",
"G.",
""
],
[
"Papoyan",
"A.",
""
],
[
"Mariotti",
"E.",
""
],
[
"Sarkisyan",
"D.",
""
]
] |
[
-0.042341262102127075,
-0.06347115337848663,
-0.03463272750377655,
0.04671330377459526,
0.009255758486688137,
-0.04424041137099266,
0.0031231408938765526,
0.04802817106246948,
-0.016590159386396408,
-0.0042807613499462605,
-0.07530822604894638,
-0.018210604786872864,
-0.007068712264299393,
-0.12523628771305084,
0.11035320162773132,
0.012800531461834908,
0.005331719294190407,
-0.04219219461083412,
-0.0749628022313118,
0.07426228374242783,
0.001804338418878615,
-0.10409092158079147,
0.01915193535387516,
-0.06054531782865524,
-0.03294333070516586,
0.0026964982971549034,
0.026837317273020744,
0.0074440180324018,
-0.034094370901584625,
-0.0011652768589556217,
0.051104526966810226,
0.03447004780173302,
-0.06153881549835205,
0.06724335253238678,
0.03080662712454796,
-0.056635405868291855,
0.00979545060545206,
0.07084078341722488,
-0.06876759231090546,
-0.031166234984993935,
0.02885519154369831,
0.004247267730534077,
0.035019662231206894,
-0.012407975271344185,
0.043130386620759964,
-0.047464173287153244,
0.050222426652908325,
-0.12021507322788239,
-0.0507291741669178,
0.0004476046306081116,
-0.0030324182007461786,
0.053233757615089417,
-0.04290681332349777,
0.09085379540920258,
0.012176314368844032,
-0.02843807265162468,
0.0014242983888834715,
0.0022392398677766323,
0.050253838300704956,
-0.056772902607917786,
-0.06613222509622574,
-0.03902365639805794,
0.019389042630791664,
-0.05205414071679115,
0.09793176501989365,
-0.019414521753787994,
-0.01238528173416853,
-0.08306583017110825,
-0.0037365772295743227,
-0.03164935111999512,
-0.0028465637005865574,
-0.0020926198922097683,
-0.028201211243867874,
-0.023800479248166084,
0.024698009714484215,
0.005672386847436428,
-0.02841300144791603,
0.058877360075712204,
-0.0045572491362690926,
-0.06906744837760925,
-0.02996443770825863,
-0.03466934710741043,
0.07827580720186234,
-0.010803223587572575,
-0.09842664748430252,
0.06906962394714355,
-0.03596888482570648,
0.00019553829042706639,
-0.05969212204217911,
0.016496581956744194,
0.013076696544885635,
0.03456363081932068,
-0.13281561434268951,
-0.002982496516779065,
-0.06820569932460785,
0.02005443349480629,
0.026801379397511482,
-0.05443916469812393,
0.09676265716552734,
0.061273012310266495,
0.1273527890443802,
0.022634543478488922,
0.020209619775414467,
-0.014531439170241356,
-0.05294238030910492,
-0.002934305230155587,
0.028619512915611267,
0.11033214628696442,
-0.11347992718219757,
-0.0029873328749090433,
0.11918647587299347,
0.022942248731851578,
0.028817174956202507,
0.019513072445988655,
0.08173193037509918,
0.04161008447408676,
0.014433756470680237,
0.03277610242366791,
-0.018544349819421768,
-0.003453260287642479,
0.010888067074120045,
0.07575174421072006,
-0.012327391654253006,
0.01573427952826023,
-0.04364165663719177,
0.02686777152121067,
-0.02572597935795784,
4.792253900064363e-33,
-0.007495942525565624,
0.06398255378007889,
0.013342181220650673,
0.0015012308722361922,
-0.024586359038949013,
-0.05336834490299225,
0.0036050141789019108,
-0.0016740115825086832,
-0.05585708096623421,
0.04552779346704483,
0.015864446759223938,
0.010878241620957851,
0.11249726265668869,
-0.058865297585725784,
0.03472205251455307,
-0.056051917374134064,
0.06543158739805222,
-0.03441067412495613,
-0.006350633688271046,
-0.008647814393043518,
0.035289693623781204,
0.10047916322946548,
-0.005703930743038654,
0.05899200588464737,
-0.024370435625314713,
0.10680191218852997,
0.055392175912857056,
-0.04408050328493118,
-0.012600029818713665,
0.0065243360586464405,
0.03255926072597504,
-0.0205408725887537,
-0.04295136779546738,
-0.005375609267503023,
0.09527416527271271,
-0.03407621756196022,
0.010069306008517742,
0.023651929572224617,
-0.02175622433423996,
-0.10368534922599792,
0.052348967641592026,
-0.07622818648815155,
-0.004963194951415062,
0.09154237806797028,
0.042274102568626404,
-0.08398273587226868,
0.04768149554729462,
-0.05061409994959831,
-0.022999266162514687,
0.020518815144896507,
0.07830002158880234,
-0.07853294163942337,
0.05696595832705498,
0.03011772595345974,
0.05298071727156639,
0.009312713518738747,
0.04623021185398102,
0.06508219987154007,
0.04481042921543121,
0.03969729319214821,
0.026167580857872963,
-0.06221402436494827,
0.042361315339803696,
0.0872962474822998,
-0.014355745166540146,
0.043595973402261734,
-0.0752180740237236,
-0.0006163547514006495,
0.028736364096403122,
0.011600660160183907,
0.029453828930854797,
0.09788179397583008,
0.15480591356754303,
-0.03659145161509514,
0.09220588952302933,
-0.04890061542391777,
-0.005332394037395716,
0.04209078848361969,
0.015015489421784878,
-0.017168954014778137,
-0.059158775955438614,
0.006104167550802231,
0.004757634364068508,
-0.0320928655564785,
-0.0975494459271431,
0.006599471438676119,
-0.08124682307243347,
-0.040412500500679016,
-0.07225549221038818,
0.014737769030034542,
0.05577697604894638,
-0.004726842977106571,
0.05231041833758354,
0.006918255239725113,
-0.03932894021272659,
-5.577447759557173e-33,
0.0253006462007761,
0.007209915667772293,
0.06878480315208435,
-0.04051818326115608,
-0.016330596059560776,
0.03966929018497467,
0.030377650633454323,
0.09445180743932724,
0.05339810252189636,
-0.04504477232694626,
0.10714948922395706,
0.031280409544706345,
0.05041483789682388,
-0.06605526804924011,
-0.07934602349996567,
-0.02925407886505127,
-0.0071153962053358555,
0.03416498377919197,
0.13669954240322113,
0.0004914365708827972,
0.011255390010774136,
-0.022525889798998833,
-0.01813436858355999,
0.0625593513250351,
0.02215045876801014,
0.028729498386383057,
0.010775328613817692,
-0.05375094339251518,
0.045467592775821686,
0.010485086590051651,
-0.0359637625515461,
0.051769327372312546,
0.013079807162284851,
0.08620762079954147,
-0.01887367106974125,
-0.06237000599503517,
0.0008015994681045413,
0.010949857532978058,
-0.048646822571754456,
0.030276739969849586,
-0.06628947705030441,
0.02377348206937313,
0.006215150933712721,
-0.0388406403362751,
0.022556010633707047,
0.01131016481667757,
0.0040063257329165936,
0.07983487099409103,
-0.006152408663183451,
-0.018385175615549088,
-0.0911618173122406,
-0.05411835014820099,
-0.03800232335925102,
0.026641331613063812,
0.006272372789680958,
0.04868871718645096,
0.09522837400436401,
-0.01588249020278454,
0.019745180383324623,
0.045768413692712784,
-0.015148828737437725,
-0.015807798132300377,
0.12758876383304596,
-0.07286778837442398,
0.02402356080710888,
0.031987227499485016,
-0.024719376116991043,
0.056217871606349945,
0.038429584354162216,
-0.004751360975205898,
-0.002153910929337144,
0.0027307767886668444,
-0.025898432359099388,
-0.06925438344478607,
0.021142341196537018,
-0.03285403922200203,
0.08549068868160248,
-0.05305663123726845,
-0.0264505036175251,
0.035450637340545654,
-0.051061809062957764,
0.031058713793754578,
-0.05689127743244171,
-0.024862151592969894,
0.043408751487731934,
-0.05751403421163559,
-0.010221325792372227,
-0.011826840229332447,
-0.08772275596857071,
-0.13556735217571259,
-0.026663152500987053,
-0.05768347531557083,
0.06916750222444534,
-0.05993271991610527,
0.021428218111395836,
-5.92424314049822e-8,
0.010816420428454876,
-0.028019528836011887,
-0.0414527952671051,
0.061692677438259125,
0.09221969544887543,
0.039887405931949615,
-0.046497978270053864,
0.00701199471950531,
-0.04247831180691719,
-0.09645892679691315,
-0.01578458957374096,
-0.025069454684853554,
0.00786880124360323,
-0.04295707121491432,
0.012599918060004711,
0.003367295488715172,
-0.004972438793629408,
-0.09185066819190979,
-0.02111130952835083,
0.055507346987724304,
-0.02227369323372841,
-0.06357195228338242,
0.02061266079545021,
0.024310244247317314,
-0.04550677910447121,
0.00837712362408638,
-0.09312711656093597,
-0.02373088151216507,
-0.013881154358386993,
0.012615282088518143,
-0.036607589572668076,
-0.048568226397037506,
0.004026202019304037,
0.09650806337594986,
0.0008938388200476766,
-0.07996276766061783,
-0.08375760167837143,
-0.019977057352662086,
0.011637134477496147,
0.06818584352731705,
0.05501799285411835,
0.009848351590335369,
0.011303630657494068,
-0.004416246432811022,
-0.10625660419464111,
0.022909745573997498,
-0.0763297751545906,
-0.08361832797527313,
-0.02374684065580368,
0.03146151825785637,
-0.031785957515239716,
0.021510828286409378,
-0.021086376160383224,
-0.10668344795703888,
-0.05610774829983711,
0.05854209139943123,
-0.008763949386775494,
-0.008323931135237217,
-0.03091304376721382,
0.014837611466646194,
0.07773983478546143,
0.011669041588902473,
-0.04771452024579048,
0.02298477478325367
] | null | null | null | null | null | null | null |
[
-0.042341262102127075,
-0.06347115337848663,
-0.03463272750377655,
0.04671330377459526,
0.009255758486688137,
-0.04424041137099266,
0.0031231408938765526,
0.04802817106246948,
-0.016590159386396408,
-0.0042807613499462605,
-0.07530822604894638,
-0.018210604786872864,
-0.007068712264299393,
-0.12523628771305084,
0.11035320162773132,
0.012800531461834908,
0.005331719294190407,
-0.04219219461083412,
-0.0749628022313118,
0.07426228374242783,
0.001804338418878615,
-0.10409092158079147,
0.01915193535387516,
-0.06054531782865524,
-0.03294333070516586,
0.0026964982971549034,
0.026837317273020744,
0.0074440180324018,
-0.034094370901584625,
-0.0011652768589556217,
0.051104526966810226,
0.03447004780173302,
-0.06153881549835205,
0.06724335253238678,
0.03080662712454796,
-0.056635405868291855,
0.00979545060545206,
0.07084078341722488,
-0.06876759231090546,
-0.031166234984993935,
0.02885519154369831,
0.004247267730534077,
0.035019662231206894,
-0.012407975271344185,
0.043130386620759964,
-0.047464173287153244,
0.050222426652908325,
-0.12021507322788239,
-0.0507291741669178,
0.0004476046306081116,
-0.0030324182007461786,
0.053233757615089417,
-0.04290681332349777,
0.09085379540920258,
0.012176314368844032,
-0.02843807265162468,
0.0014242983888834715,
0.0022392398677766323,
0.050253838300704956,
-0.056772902607917786,
-0.06613222509622574,
-0.03902365639805794,
0.019389042630791664,
-0.05205414071679115,
0.09793176501989365,
-0.019414521753787994,
-0.01238528173416853,
-0.08306583017110825,
-0.0037365772295743227,
-0.03164935111999512,
-0.0028465637005865574,
-0.0020926198922097683,
-0.028201211243867874,
-0.023800479248166084,
0.024698009714484215,
0.005672386847436428,
-0.02841300144791603,
0.058877360075712204,
-0.0045572491362690926,
-0.06906744837760925,
-0.02996443770825863,
-0.03466934710741043,
0.07827580720186234,
-0.010803223587572575,
-0.09842664748430252,
0.06906962394714355,
-0.03596888482570648,
0.00019553829042706639,
-0.05969212204217911,
0.016496581956744194,
0.013076696544885635,
0.03456363081932068,
-0.13281561434268951,
-0.002982496516779065,
-0.06820569932460785,
0.02005443349480629,
0.026801379397511482,
-0.05443916469812393,
0.09676265716552734,
0.061273012310266495,
0.1273527890443802,
0.022634543478488922,
0.020209619775414467,
-0.014531439170241356,
-0.05294238030910492,
-0.002934305230155587,
0.028619512915611267,
0.11033214628696442,
-0.11347992718219757,
-0.0029873328749090433,
0.11918647587299347,
0.022942248731851578,
0.028817174956202507,
0.019513072445988655,
0.08173193037509918,
0.04161008447408676,
0.014433756470680237,
0.03277610242366791,
-0.018544349819421768,
-0.003453260287642479,
0.010888067074120045,
0.07575174421072006,
-0.012327391654253006,
0.01573427952826023,
-0.04364165663719177,
0.02686777152121067,
-0.02572597935795784,
4.792253900064363e-33,
-0.007495942525565624,
0.06398255378007889,
0.013342181220650673,
0.0015012308722361922,
-0.024586359038949013,
-0.05336834490299225,
0.0036050141789019108,
-0.0016740115825086832,
-0.05585708096623421,
0.04552779346704483,
0.015864446759223938,
0.010878241620957851,
0.11249726265668869,
-0.058865297585725784,
0.03472205251455307,
-0.056051917374134064,
0.06543158739805222,
-0.03441067412495613,
-0.006350633688271046,
-0.008647814393043518,
0.035289693623781204,
0.10047916322946548,
-0.005703930743038654,
0.05899200588464737,
-0.024370435625314713,
0.10680191218852997,
0.055392175912857056,
-0.04408050328493118,
-0.012600029818713665,
0.0065243360586464405,
0.03255926072597504,
-0.0205408725887537,
-0.04295136779546738,
-0.005375609267503023,
0.09527416527271271,
-0.03407621756196022,
0.010069306008517742,
0.023651929572224617,
-0.02175622433423996,
-0.10368534922599792,
0.052348967641592026,
-0.07622818648815155,
-0.004963194951415062,
0.09154237806797028,
0.042274102568626404,
-0.08398273587226868,
0.04768149554729462,
-0.05061409994959831,
-0.022999266162514687,
0.020518815144896507,
0.07830002158880234,
-0.07853294163942337,
0.05696595832705498,
0.03011772595345974,
0.05298071727156639,
0.009312713518738747,
0.04623021185398102,
0.06508219987154007,
0.04481042921543121,
0.03969729319214821,
0.026167580857872963,
-0.06221402436494827,
0.042361315339803696,
0.0872962474822998,
-0.014355745166540146,
0.043595973402261734,
-0.0752180740237236,
-0.0006163547514006495,
0.028736364096403122,
0.011600660160183907,
0.029453828930854797,
0.09788179397583008,
0.15480591356754303,
-0.03659145161509514,
0.09220588952302933,
-0.04890061542391777,
-0.005332394037395716,
0.04209078848361969,
0.015015489421784878,
-0.017168954014778137,
-0.059158775955438614,
0.006104167550802231,
0.004757634364068508,
-0.0320928655564785,
-0.0975494459271431,
0.006599471438676119,
-0.08124682307243347,
-0.040412500500679016,
-0.07225549221038818,
0.014737769030034542,
0.05577697604894638,
-0.004726842977106571,
0.05231041833758354,
0.006918255239725113,
-0.03932894021272659,
-5.577447759557173e-33,
0.0253006462007761,
0.007209915667772293,
0.06878480315208435,
-0.04051818326115608,
-0.016330596059560776,
0.03966929018497467,
0.030377650633454323,
0.09445180743932724,
0.05339810252189636,
-0.04504477232694626,
0.10714948922395706,
0.031280409544706345,
0.05041483789682388,
-0.06605526804924011,
-0.07934602349996567,
-0.02925407886505127,
-0.0071153962053358555,
0.03416498377919197,
0.13669954240322113,
0.0004914365708827972,
0.011255390010774136,
-0.022525889798998833,
-0.01813436858355999,
0.0625593513250351,
0.02215045876801014,
0.028729498386383057,
0.010775328613817692,
-0.05375094339251518,
0.045467592775821686,
0.010485086590051651,
-0.0359637625515461,
0.051769327372312546,
0.013079807162284851,
0.08620762079954147,
-0.01887367106974125,
-0.06237000599503517,
0.0008015994681045413,
0.010949857532978058,
-0.048646822571754456,
0.030276739969849586,
-0.06628947705030441,
0.02377348206937313,
0.006215150933712721,
-0.0388406403362751,
0.022556010633707047,
0.01131016481667757,
0.0040063257329165936,
0.07983487099409103,
-0.006152408663183451,
-0.018385175615549088,
-0.0911618173122406,
-0.05411835014820099,
-0.03800232335925102,
0.026641331613063812,
0.006272372789680958,
0.04868871718645096,
0.09522837400436401,
-0.01588249020278454,
0.019745180383324623,
0.045768413692712784,
-0.015148828737437725,
-0.015807798132300377,
0.12758876383304596,
-0.07286778837442398,
0.02402356080710888,
0.031987227499485016,
-0.024719376116991043,
0.056217871606349945,
0.038429584354162216,
-0.004751360975205898,
-0.002153910929337144,
0.0027307767886668444,
-0.025898432359099388,
-0.06925438344478607,
0.021142341196537018,
-0.03285403922200203,
0.08549068868160248,
-0.05305663123726845,
-0.0264505036175251,
0.035450637340545654,
-0.051061809062957764,
0.031058713793754578,
-0.05689127743244171,
-0.024862151592969894,
0.043408751487731934,
-0.05751403421163559,
-0.010221325792372227,
-0.011826840229332447,
-0.08772275596857071,
-0.13556735217571259,
-0.026663152500987053,
-0.05768347531557083,
0.06916750222444534,
-0.05993271991610527,
0.021428218111395836,
-5.92424314049822e-8,
0.010816420428454876,
-0.028019528836011887,
-0.0414527952671051,
0.061692677438259125,
0.09221969544887543,
0.039887405931949615,
-0.046497978270053864,
0.00701199471950531,
-0.04247831180691719,
-0.09645892679691315,
-0.01578458957374096,
-0.025069454684853554,
0.00786880124360323,
-0.04295707121491432,
0.012599918060004711,
0.003367295488715172,
-0.004972438793629408,
-0.09185066819190979,
-0.02111130952835083,
0.055507346987724304,
-0.02227369323372841,
-0.06357195228338242,
0.02061266079545021,
0.024310244247317314,
-0.04550677910447121,
0.00837712362408638,
-0.09312711656093597,
-0.02373088151216507,
-0.013881154358386993,
0.012615282088518143,
-0.036607589572668076,
-0.048568226397037506,
0.004026202019304037,
0.09650806337594986,
0.0008938388200476766,
-0.07996276766061783,
-0.08375760167837143,
-0.019977057352662086,
0.011637134477496147,
0.06818584352731705,
0.05501799285411835,
0.009848351590335369,
0.011303630657494068,
-0.004416246432811022,
-0.10625660419464111,
0.022909745573997498,
-0.0763297751545906,
-0.08361832797527313,
-0.02374684065580368,
0.03146151825785637,
-0.031785957515239716,
0.021510828286409378,
-0.021086376160383224,
-0.10668344795703888,
-0.05610774829983711,
0.05854209139943123,
-0.008763949386775494,
-0.008323931135237217,
-0.03091304376721382,
0.014837611466646194,
0.07773983478546143,
0.011669041588902473,
-0.04771452024579048,
0.02298477478325367
] |
1401.4589
|
Rania Ibrahim
|
Rania Ibrahim, Noha A. Yousri, Mohamed A. Ismail, Nagwa M. El-Makky
|
miRNA and Gene Expression based Cancer Classification using Self-
Learning and Co-Training Approaches
|
8 pages, 4 figures, 10 tables, conference
| null | null | null |
cs.CE cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
miRNA and gene expression profiles have been proved useful for classifying
cancer samples. Efficient classifiers have been recently sought and developed.
A number of attempts to classify cancer samples using miRNA/gene expression
profiles are known in literature. However, the use of semi-supervised learning
models have been used recently in bioinformatics, to exploit the huge corpuses
of publicly available sets. Using both labeled and unlabeled sets to train
sample classifiers, have not been previously considered when gene and miRNA
expression sets are used. Moreover, there is a motivation to integrate both
miRNA and gene expression for a semi-supervised cancer classification as that
provides more information on the characteristics of cancer samples. In this
paper, two semi-supervised machine learning approaches, namely self-learning
and co-training, are adapted to enhance the quality of cancer sample
classification. These approaches exploit the huge public corpuses to enrich the
training data. In self-learning, miRNA and gene based classifiers are enhanced
independently. While in co-training, both miRNA and gene expression profiles
are used simultaneously to provide different views of cancer samples. To our
knowledge, it is the first attempt to apply these learning approaches to cancer
classification. The approaches were evaluated using breast cancer,
hepatocellular carcinoma (HCC) and lung cancer expression sets. Results show up
to 20% improvement in F1-measure over Random Forests and SVM classifiers.
Co-Training also outperforms Low Density Separation (LDS) approach by around
25% improvement in F1-measure in breast cancer.
|
[
{
"created": "Sat, 18 Jan 2014 21:02:32 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Ibrahim",
"Rania",
""
],
[
"Yousri",
"Noha A.",
""
],
[
"Ismail",
"Mohamed A.",
""
],
[
"El-Makky",
"Nagwa M.",
""
]
] |
[
-0.024492112919688225,
-0.032150786370038986,
-0.032870110124349594,
-0.02358902245759964,
0.028447577729821205,
0.06556627154350281,
0.028403695672750473,
-0.005336702801287174,
-0.052503976970911026,
-0.060807496309280396,
-0.07881597429513931,
-0.07362011075019836,
-0.017525605857372284,
-0.01151533704251051,
0.013689287938177586,
0.031442515552043915,
-0.02344747632741928,
-0.03389706090092659,
-0.04314268007874489,
-0.015522572211921215,
0.04359612241387367,
0.0624668262898922,
0.031522057950496674,
0.13583596050739288,
0.09088149666786194,
-0.015281645581126213,
0.1363563984632492,
0.049318596720695496,
-0.057975541800260544,
0.0587460994720459,
0.04060114547610283,
-0.07523312419652939,
0.03763101249933243,
-0.027578437700867653,
-0.03382444009184837,
-0.025351867079734802,
-0.012346644885838032,
0.0999436303973198,
-0.039923202246427536,
0.0029234890826046467,
0.006480465177446604,
-0.03439643234014511,
0.006392817944288254,
0.045704640448093414,
0.05234399065375328,
0.031542111188173294,
-0.03227425739169121,
-0.07258805632591248,
0.03999648988246918,
0.07661078870296478,
-0.03896099328994751,
0.009370630607008934,
-0.10861025005578995,
0.05999385192990303,
0.023396123200654984,
0.007766876835376024,
0.030413463711738586,
-0.030383260920643806,
-0.004064599983394146,
-0.013477222062647343,
0.07580370455980301,
-0.15097296237945557,
0.028394240885972977,
0.038176022469997406,
0.003261398524045944,
-0.04798315092921257,
-0.001400580513291061,
0.07363121211528778,
-0.021103745326399803,
-0.0496235117316246,
-0.004985314793884754,
0.059776291251182556,
-0.09278623759746552,
0.12238635122776031,
-0.01525662001222372,
-0.014559336937963963,
0.0661209225654602,
0.03708148002624512,
0.1090640127658844,
-0.001415227190591395,
-0.05253561958670616,
0.0505794957280159,
0.09123525768518448,
-0.021657736971974373,
0.0002693988208193332,
0.01990559510886669,
-0.004051883704960346,
0.0059964642859995365,
0.020029572769999504,
0.052023373544216156,
0.04937047138810158,
0.03288571536540985,
0.0616147518157959,
-0.04991460591554642,
-0.021632319316267967,
-0.051711782813072205,
-0.015270140022039413,
-0.034577567130327225,
0.03448036313056946,
0.017640341073274612,
-0.06303072720766068,
0.0818680003285408,
-0.08552590012550354,
-0.005114888306707144,
0.006266281008720398,
-0.023159321397542953,
0.003020620672032237,
0.01257107499986887,
0.07728014141321182,
0.00541640492156148,
0.03754417970776558,
0.0017043431289494038,
-0.06344269961118698,
-0.07114392518997192,
0.08300882577896118,
0.09117420017719269,
0.047734759747982025,
0.06653283536434174,
0.034248244017362595,
0.04581151902675629,
-0.04195477068424225,
-0.022875146940350533,
0.03258998692035675,
-0.01693272404372692,
0.031135980039834976,
0.030451150611042976,
-0.13080871105194092,
2.5172001131019925e-33,
0.07287697494029999,
-0.04450181499123573,
0.039541613310575485,
0.029783355072140694,
-0.042648497968912125,
-0.050379421561956406,
-0.059333935379981995,
-0.011937757022678852,
0.006505676545202732,
-0.026869308203458786,
0.04312943294644356,
0.03428317978978157,
-0.01379238348454237,
0.045206259936094284,
-0.015868019312620163,
0.043724607676267624,
0.004500563722103834,
-0.008793079294264317,
-0.0023502628318965435,
-0.0996275544166565,
-0.03123415634036064,
0.020442942157387733,
-0.013794630765914917,
-0.014061390422284603,
-0.008676797151565552,
-0.010409112088382244,
0.07193891704082489,
0.04453538358211517,
0.0284518264234066,
-0.002879882464185357,
-0.06789480149745941,
0.0031935242004692554,
0.099636971950531,
-0.03556380420923233,
0.09502320736646652,
-0.003115140600129962,
-0.033339258283376694,
0.0029381276108324528,
0.03712395206093788,
0.027642754837870598,
-0.016118289902806282,
-0.01451857853680849,
0.05456620082259178,
-0.062380775809288025,
-0.03783341497182846,
-0.05506698787212372,
-0.048959359526634216,
-0.03606471046805382,
-0.020767154172062874,
-0.0640169307589531,
0.015292825177311897,
0.01767044886946678,
-0.038405075669288635,
0.07612507790327072,
-0.05882299318909645,
0.04002990946173668,
-0.039887357503175735,
0.07803421467542648,
0.00584035087376833,
0.050121571868658066,
0.0013791016535833478,
-0.03060111775994301,
0.02300395257771015,
0.08741870522499084,
-0.001969944452866912,
-0.0032555614598095417,
-0.024278385564684868,
0.004346881061792374,
0.03684296831488609,
0.03122667782008648,
0.04461585730314255,
0.09447883814573288,
0.0023022855166345835,
-0.11887162923812866,
0.015011295676231384,
-0.03827623650431633,
0.03227528557181358,
-0.01693885587155819,
-0.13700608909130096,
0.12027197331190109,
0.029174627736210823,
-0.003865499747917056,
-0.06792914867401123,
-0.039468441158533096,
-0.046031881123781204,
-0.08321001380681992,
-0.012094794772565365,
-0.05726476386189461,
-0.0074625262059271336,
0.037430290132761,
-0.054987724870443344,
0.0606500618159771,
0.01765015348792076,
-0.03473804146051407,
-0.02373841218650341,
-2.5295091919940327e-33,
-0.02933003380894661,
0.025728169828653336,
-0.023615024983882904,
-0.012578580528497696,
0.005743048153817654,
0.06362557411193848,
0.007278537843376398,
-0.002339818049222231,
-0.03308722749352455,
0.013180550187826157,
0.03014177456498146,
-0.027842039242386818,
-0.03729410469532013,
-0.06700694561004639,
-0.03704449161887169,
0.026094840839505196,
0.01026080921292305,
0.05892877280712128,
-0.04330671206116676,
0.023355435580015182,
-0.02983071655035019,
0.1414082795381546,
-0.07394573092460632,
0.02855212241411209,
-0.022748608142137527,
-0.026470152661204338,
-0.01927272044122219,
0.07273690402507782,
-0.04844030737876892,
-0.04044070839881897,
0.013268445618450642,
-0.05723847821354866,
-0.07710099965333939,
-0.008102240972220898,
-0.0985131710767746,
-0.017026422545313835,
0.021737223491072655,
-0.08424394577741623,
-0.0026676065754145384,
0.022703703492879868,
-0.01475600991398096,
0.02830895595252514,
-0.11976421624422073,
-0.035625677555799484,
-0.04241151362657547,
-0.09017433226108551,
-0.01250432152301073,
0.08807709068059921,
0.10393736511468887,
0.07545404881238937,
-0.04000027850270271,
-0.022760260850191116,
-0.12130720913410187,
0.030910175293684006,
0.0010940458159893751,
-0.11345671862363815,
0.020104167982935905,
0.014611492864787579,
0.02551012486219406,
0.0596449077129364,
-0.06720677763223648,
-0.013291431590914726,
0.011696701869368553,
0.03587203845381737,
0.010679297149181366,
0.01569965109229088,
0.01559894997626543,
0.04470621049404144,
0.01817866414785385,
-0.01438466552644968,
-0.030328618362545967,
0.03607817739248276,
0.05870404466986656,
0.011900804005563259,
-0.10411038994789124,
-0.04033232852816582,
0.04920809343457222,
-0.03126480057835579,
-0.04675745218992233,
0.007651165127754211,
0.02061302587389946,
-0.1234774962067604,
0.030277855694293976,
0.0845356211066246,
0.06293337792158127,
0.010385665111243725,
0.009050518274307251,
0.05254039168357849,
-0.027039669454097748,
0.020460817962884903,
0.020838040858507156,
0.04152156040072441,
-0.015747135505080223,
0.06448782980442047,
-0.0451466329395771,
-3.685204319481272e-8,
-0.057756129652261734,
-0.11135689169168472,
0.03518598526716232,
-0.038981713354587555,
0.04004484787583351,
0.08662816882133484,
-0.013466029427945614,
0.07660695165395737,
-0.010852419771254063,
-0.03136643394827843,
0.01447760034352541,
-0.032359521836042404,
-0.12236972898244858,
-0.019214417785406113,
0.009966148063540459,
-0.016859497874975204,
0.03714500740170479,
0.09238126873970032,
-0.0024963689502328634,
-0.0015586934750899673,
-0.036391567438840866,
-0.02796459197998047,
0.0161671731621027,
-0.008900333195924759,
-0.014802603051066399,
-0.03813748434185982,
-0.028369737789034843,
0.044153399765491486,
-0.017554573714733124,
-0.02180541306734085,
-0.04702353477478027,
-0.013221650384366512,
0.040501393377780914,
-0.04227493703365326,
0.041598908603191376,
0.0937449112534523,
0.086903877556324,
-0.030277838930487633,
-0.06959715485572815,
0.09380030632019043,
-0.02924397587776184,
0.04505673050880432,
-0.08172541856765747,
-0.000780524977017194,
-0.020729441195726395,
-0.025351092219352722,
0.04941647872328758,
-0.02728450857102871,
-0.029447779059410095,
-0.03652200475335121,
0.007644813507795334,
-0.026306482031941414,
0.09623479098081589,
0.03612114116549492,
0.053843893110752106,
0.09310133010149002,
-0.04005671292543411,
-0.011351017281413078,
0.051710598170757294,
0.12598450481891632,
0.04296598210930824,
-0.020191213116049767,
0.013167211785912514,
0.01628347858786583
] | null | null | null | null | null | null | null |
[
-0.024492112919688225,
-0.032150786370038986,
-0.032870110124349594,
-0.02358902245759964,
0.028447577729821205,
0.06556627154350281,
0.028403695672750473,
-0.005336702801287174,
-0.052503976970911026,
-0.060807496309280396,
-0.07881597429513931,
-0.07362011075019836,
-0.017525605857372284,
-0.01151533704251051,
0.013689287938177586,
0.031442515552043915,
-0.02344747632741928,
-0.03389706090092659,
-0.04314268007874489,
-0.015522572211921215,
0.04359612241387367,
0.0624668262898922,
0.031522057950496674,
0.13583596050739288,
0.09088149666786194,
-0.015281645581126213,
0.1363563984632492,
0.049318596720695496,
-0.057975541800260544,
0.0587460994720459,
0.04060114547610283,
-0.07523312419652939,
0.03763101249933243,
-0.027578437700867653,
-0.03382444009184837,
-0.025351867079734802,
-0.012346644885838032,
0.0999436303973198,
-0.039923202246427536,
0.0029234890826046467,
0.006480465177446604,
-0.03439643234014511,
0.006392817944288254,
0.045704640448093414,
0.05234399065375328,
0.031542111188173294,
-0.03227425739169121,
-0.07258805632591248,
0.03999648988246918,
0.07661078870296478,
-0.03896099328994751,
0.009370630607008934,
-0.10861025005578995,
0.05999385192990303,
0.023396123200654984,
0.007766876835376024,
0.030413463711738586,
-0.030383260920643806,
-0.004064599983394146,
-0.013477222062647343,
0.07580370455980301,
-0.15097296237945557,
0.028394240885972977,
0.038176022469997406,
0.003261398524045944,
-0.04798315092921257,
-0.001400580513291061,
0.07363121211528778,
-0.021103745326399803,
-0.0496235117316246,
-0.004985314793884754,
0.059776291251182556,
-0.09278623759746552,
0.12238635122776031,
-0.01525662001222372,
-0.014559336937963963,
0.0661209225654602,
0.03708148002624512,
0.1090640127658844,
-0.001415227190591395,
-0.05253561958670616,
0.0505794957280159,
0.09123525768518448,
-0.021657736971974373,
0.0002693988208193332,
0.01990559510886669,
-0.004051883704960346,
0.0059964642859995365,
0.020029572769999504,
0.052023373544216156,
0.04937047138810158,
0.03288571536540985,
0.0616147518157959,
-0.04991460591554642,
-0.021632319316267967,
-0.051711782813072205,
-0.015270140022039413,
-0.034577567130327225,
0.03448036313056946,
0.017640341073274612,
-0.06303072720766068,
0.0818680003285408,
-0.08552590012550354,
-0.005114888306707144,
0.006266281008720398,
-0.023159321397542953,
0.003020620672032237,
0.01257107499986887,
0.07728014141321182,
0.00541640492156148,
0.03754417970776558,
0.0017043431289494038,
-0.06344269961118698,
-0.07114392518997192,
0.08300882577896118,
0.09117420017719269,
0.047734759747982025,
0.06653283536434174,
0.034248244017362595,
0.04581151902675629,
-0.04195477068424225,
-0.022875146940350533,
0.03258998692035675,
-0.01693272404372692,
0.031135980039834976,
0.030451150611042976,
-0.13080871105194092,
2.5172001131019925e-33,
0.07287697494029999,
-0.04450181499123573,
0.039541613310575485,
0.029783355072140694,
-0.042648497968912125,
-0.050379421561956406,
-0.059333935379981995,
-0.011937757022678852,
0.006505676545202732,
-0.026869308203458786,
0.04312943294644356,
0.03428317978978157,
-0.01379238348454237,
0.045206259936094284,
-0.015868019312620163,
0.043724607676267624,
0.004500563722103834,
-0.008793079294264317,
-0.0023502628318965435,
-0.0996275544166565,
-0.03123415634036064,
0.020442942157387733,
-0.013794630765914917,
-0.014061390422284603,
-0.008676797151565552,
-0.010409112088382244,
0.07193891704082489,
0.04453538358211517,
0.0284518264234066,
-0.002879882464185357,
-0.06789480149745941,
0.0031935242004692554,
0.099636971950531,
-0.03556380420923233,
0.09502320736646652,
-0.003115140600129962,
-0.033339258283376694,
0.0029381276108324528,
0.03712395206093788,
0.027642754837870598,
-0.016118289902806282,
-0.01451857853680849,
0.05456620082259178,
-0.062380775809288025,
-0.03783341497182846,
-0.05506698787212372,
-0.048959359526634216,
-0.03606471046805382,
-0.020767154172062874,
-0.0640169307589531,
0.015292825177311897,
0.01767044886946678,
-0.038405075669288635,
0.07612507790327072,
-0.05882299318909645,
0.04002990946173668,
-0.039887357503175735,
0.07803421467542648,
0.00584035087376833,
0.050121571868658066,
0.0013791016535833478,
-0.03060111775994301,
0.02300395257771015,
0.08741870522499084,
-0.001969944452866912,
-0.0032555614598095417,
-0.024278385564684868,
0.004346881061792374,
0.03684296831488609,
0.03122667782008648,
0.04461585730314255,
0.09447883814573288,
0.0023022855166345835,
-0.11887162923812866,
0.015011295676231384,
-0.03827623650431633,
0.03227528557181358,
-0.01693885587155819,
-0.13700608909130096,
0.12027197331190109,
0.029174627736210823,
-0.003865499747917056,
-0.06792914867401123,
-0.039468441158533096,
-0.046031881123781204,
-0.08321001380681992,
-0.012094794772565365,
-0.05726476386189461,
-0.0074625262059271336,
0.037430290132761,
-0.054987724870443344,
0.0606500618159771,
0.01765015348792076,
-0.03473804146051407,
-0.02373841218650341,
-2.5295091919940327e-33,
-0.02933003380894661,
0.025728169828653336,
-0.023615024983882904,
-0.012578580528497696,
0.005743048153817654,
0.06362557411193848,
0.007278537843376398,
-0.002339818049222231,
-0.03308722749352455,
0.013180550187826157,
0.03014177456498146,
-0.027842039242386818,
-0.03729410469532013,
-0.06700694561004639,
-0.03704449161887169,
0.026094840839505196,
0.01026080921292305,
0.05892877280712128,
-0.04330671206116676,
0.023355435580015182,
-0.02983071655035019,
0.1414082795381546,
-0.07394573092460632,
0.02855212241411209,
-0.022748608142137527,
-0.026470152661204338,
-0.01927272044122219,
0.07273690402507782,
-0.04844030737876892,
-0.04044070839881897,
0.013268445618450642,
-0.05723847821354866,
-0.07710099965333939,
-0.008102240972220898,
-0.0985131710767746,
-0.017026422545313835,
0.021737223491072655,
-0.08424394577741623,
-0.0026676065754145384,
0.022703703492879868,
-0.01475600991398096,
0.02830895595252514,
-0.11976421624422073,
-0.035625677555799484,
-0.04241151362657547,
-0.09017433226108551,
-0.01250432152301073,
0.08807709068059921,
0.10393736511468887,
0.07545404881238937,
-0.04000027850270271,
-0.022760260850191116,
-0.12130720913410187,
0.030910175293684006,
0.0010940458159893751,
-0.11345671862363815,
0.020104167982935905,
0.014611492864787579,
0.02551012486219406,
0.0596449077129364,
-0.06720677763223648,
-0.013291431590914726,
0.011696701869368553,
0.03587203845381737,
0.010679297149181366,
0.01569965109229088,
0.01559894997626543,
0.04470621049404144,
0.01817866414785385,
-0.01438466552644968,
-0.030328618362545967,
0.03607817739248276,
0.05870404466986656,
0.011900804005563259,
-0.10411038994789124,
-0.04033232852816582,
0.04920809343457222,
-0.03126480057835579,
-0.04675745218992233,
0.007651165127754211,
0.02061302587389946,
-0.1234774962067604,
0.030277855694293976,
0.0845356211066246,
0.06293337792158127,
0.010385665111243725,
0.009050518274307251,
0.05254039168357849,
-0.027039669454097748,
0.020460817962884903,
0.020838040858507156,
0.04152156040072441,
-0.015747135505080223,
0.06448782980442047,
-0.0451466329395771,
-3.685204319481272e-8,
-0.057756129652261734,
-0.11135689169168472,
0.03518598526716232,
-0.038981713354587555,
0.04004484787583351,
0.08662816882133484,
-0.013466029427945614,
0.07660695165395737,
-0.010852419771254063,
-0.03136643394827843,
0.01447760034352541,
-0.032359521836042404,
-0.12236972898244858,
-0.019214417785406113,
0.009966148063540459,
-0.016859497874975204,
0.03714500740170479,
0.09238126873970032,
-0.0024963689502328634,
-0.0015586934750899673,
-0.036391567438840866,
-0.02796459197998047,
0.0161671731621027,
-0.008900333195924759,
-0.014802603051066399,
-0.03813748434185982,
-0.028369737789034843,
0.044153399765491486,
-0.017554573714733124,
-0.02180541306734085,
-0.04702353477478027,
-0.013221650384366512,
0.040501393377780914,
-0.04227493703365326,
0.041598908603191376,
0.0937449112534523,
0.086903877556324,
-0.030277838930487633,
-0.06959715485572815,
0.09380030632019043,
-0.02924397587776184,
0.04505673050880432,
-0.08172541856765747,
-0.000780524977017194,
-0.020729441195726395,
-0.025351092219352722,
0.04941647872328758,
-0.02728450857102871,
-0.029447779059410095,
-0.03652200475335121,
0.007644813507795334,
-0.026306482031941414,
0.09623479098081589,
0.03612114116549492,
0.053843893110752106,
0.09310133010149002,
-0.04005671292543411,
-0.011351017281413078,
0.051710598170757294,
0.12598450481891632,
0.04296598210930824,
-0.020191213116049767,
0.013167211785912514,
0.01628347858786583
] |
1401.4590
|
Enrique Amig\'o
|
Enrique Amig\'o, Julio Gonzalo, Javier Artiles, Felisa Verdejo
|
Combining Evaluation Metrics via the Unanimous Improvement Ratio and its
Application to Clustering Tasks
| null |
Journal Of Artificial Intelligence Research, Volume 42, pages
689-718, 2011
|
10.1613/jair.3401
| null |
cs.AI cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Many Artificial Intelligence tasks cannot be evaluated with a single quality
criterion and some sort of weighted combination is needed to provide system
rankings. A problem of weighted combination measures is that slight changes in
the relative weights may produce substantial changes in the system rankings.
This paper introduces the Unanimous Improvement Ratio (UIR), a measure that
complements standard metric combination criteria (such as van Rijsbergen's
F-measure) and indicates how robust the measured differences are to changes in
the relative weights of the individual metrics. UIR is meant to elucidate
whether a perceived difference between two systems is an artifact of how
individual metrics are weighted.
Besides discussing the theoretical foundations of UIR, this paper presents
empirical results that confirm the validity and usefulness of the metric for
the Text Clustering problem, where there is a tradeoff between precision and
recall based metrics and results are particularly sensitive to the weighting
scheme used to combine them. Remarkably, our experiments show that UIR can be
used as a predictor of how well differences between systems measured on a given
test bed will also hold in a different test bed.
|
[
{
"created": "Sat, 18 Jan 2014 21:03:23 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Amigó",
"Enrique",
""
],
[
"Gonzalo",
"Julio",
""
],
[
"Artiles",
"Javier",
""
],
[
"Verdejo",
"Felisa",
""
]
] |
[
-0.010694189928472042,
-0.07531233131885529,
-0.04372518137097359,
0.04461875930428505,
0.012889625504612923,
-0.010391094721853733,
0.025590717792510986,
0.11274809390306473,
0.04594356566667557,
0.002580884378403425,
-0.0059048691764473915,
-0.036638643592596054,
0.11073487997055054,
0.04689473658800125,
-0.06272616237401962,
-0.02617598883807659,
0.1253349930047989,
-0.008035056293010712,
-0.0780114158987999,
-0.08425196260213852,
-0.030012646690011024,
0.0652582049369812,
0.09234731644392014,
0.01977948658168316,
0.0736854150891304,
0.04381891340017319,
-0.06996246427297592,
0.007314762566238642,
-0.042551882565021515,
-0.01348104141652584,
-0.03418097272515297,
0.0489988699555397,
0.009816905483603477,
-0.00801384449005127,
-0.05666418746113777,
0.02615676447749138,
0.03972073271870613,
0.012609031982719898,
0.017635995522141457,
-0.020278189331293106,
-0.04691291227936745,
0.016719821840524673,
0.013881667517125607,
0.013693149201571941,
-0.0064455196261405945,
0.09507705271244049,
-0.11335090547800064,
0.025482336059212685,
-0.06136509031057358,
0.0658358708024025,
-0.09041612595319748,
0.08640720695257187,
-0.0638236477971077,
0.05104811117053032,
-0.04930416867136955,
0.11171746253967285,
0.05157087370753288,
0.033324431627988815,
-0.00769464485347271,
-0.0650733932852745,
-0.017322814092040062,
-0.0995311364531517,
0.041479334235191345,
-0.024052349850535393,
0.03050210513174534,
0.022505639120936394,
0.008599852211773396,
0.030004506930708885,
-0.02733212523162365,
-0.01416218001395464,
0.030762923881411552,
0.12457986921072006,
0.01486179605126381,
0.11108111590147018,
-0.06835701316595078,
0.07302673161029816,
-0.021344004198908806,
-0.03430663421750069,
-0.006053319666534662,
0.04188910126686096,
-0.05089976638555527,
0.031137561425566673,
0.037699274718761444,
0.05528346449136734,
0.10259263217449188,
-0.008551635779440403,
0.07696891576051712,
-0.08559030294418335,
-0.042086195200681686,
-0.003261569421738386,
0.010382569395005703,
0.0031696700025349855,
0.05020268261432648,
-0.04357881844043732,
-0.0014637554995715618,
-0.030926372855901718,
-0.04063741862773895,
-0.05071219801902771,
0.04068095609545708,
0.060225456953048706,
0.007367503363639116,
0.0106778210029006,
-0.012540596537292004,
-0.07420198619365692,
-0.007511764299124479,
0.052712395787239075,
0.0724743902683258,
-0.018784841522574425,
0.08423244953155518,
-0.06566029042005539,
0.008092790842056274,
-0.0026295799762010574,
-0.05498195067048073,
0.0028507814276963472,
0.01517824549227953,
-0.015438049100339413,
0.11548227816820145,
0.06861571967601776,
0.03692510351538658,
0.07201205939054489,
0.009335617534816265,
-0.09094584733247757,
0.022388288751244545,
-0.013783267699182034,
0.045943088829517365,
0.021539771929383278,
-0.023923693224787712,
6.599613198652093e-33,
-0.0668836236000061,
-0.021649101749062538,
0.07289674133062363,
0.014865349978208542,
0.03423609957098961,
-0.03726309910416603,
-0.10342773050069809,
0.10044366866350174,
-0.03074592910706997,
-0.09643946588039398,
-0.023502342402935028,
0.1083412915468216,
0.008949906565248966,
0.010694669559597969,
0.14149394631385803,
-0.03231995180249214,
-0.0355645976960659,
0.050303149968385696,
-0.03331729769706726,
-0.087256520986557,
0.021575801074504852,
-0.04478587955236435,
0.06016409397125244,
-0.06038355082273483,
-0.05320768058300018,
-0.013142158277332783,
0.022858653217554092,
-0.029562562704086304,
-0.07442636042833328,
-0.06376190483570099,
-0.04875487834215164,
-0.020520875230431557,
0.06997799873352051,
0.07961846143007278,
-0.008232577703893185,
-0.03331571817398071,
0.017928244546055794,
-0.03157463297247887,
0.029877958819270134,
0.012700851075351238,
-0.06030456721782684,
0.031095298007130623,
0.06912759691476822,
-0.08269602805376053,
0.05692062899470329,
0.05621878802776337,
-0.07364942878484726,
-0.07732673734426498,
0.04407815635204315,
-0.09272533655166626,
0.020174741744995117,
-0.09119485318660736,
0.06663202494382858,
0.1060793474316597,
-0.004928517621010542,
0.03250826150178909,
-0.017978012561798096,
-0.04510324448347092,
0.05195894464850426,
0.04389440640807152,
-0.014484046027064323,
0.0402856320142746,
-0.005528048612177372,
0.022359369322657585,
0.020362311974167824,
0.014371613971889019,
0.08880867809057236,
0.037787340581417084,
0.02547496184706688,
0.03281525894999504,
0.02466094307601452,
0.02638065814971924,
-0.060798946768045425,
0.08341453224420547,
0.01660623960196972,
0.04608963057398796,
0.03288378193974495,
-0.03547874093055725,
-0.00748827587813139,
-0.04731830582022667,
-0.03615942224860191,
-0.07068594545125961,
0.0020997067913413048,
-0.12004714459180832,
-0.01615135557949543,
0.005031455308198929,
0.029459547251462936,
0.008891429752111435,
0.02356899157166481,
0.06164485216140747,
-0.020648343488574028,
0.02170170657336712,
-0.04570717364549637,
0.0306033194065094,
-0.02890649437904358,
-5.4724621550333264e-33,
-0.07162924110889435,
-0.03520145267248154,
-0.015845930203795433,
0.11298225820064545,
-0.02238623797893524,
0.011012113653123379,
-0.043466098606586456,
-0.005271613132208586,
0.004602665547281504,
-0.02436193637549877,
-0.046553291380405426,
-0.027222419157624245,
0.027980558574199677,
-0.005862010642886162,
-0.035998303443193436,
0.015532305464148521,
-0.028221532702445984,
-0.0058494205586612225,
-0.03316393494606018,
0.05250212177634239,
0.041236333549022675,
0.022141212597489357,
-0.06190190836787224,
0.04731593653559685,
-0.02240348421037197,
-0.0005968752084299922,
-0.02401680126786232,
0.001336870831437409,
-0.03534344211220741,
-0.02337406389415264,
0.02695554494857788,
-0.050994839519262314,
-0.0032354220747947693,
0.0022249058820307255,
0.025937329977750778,
-0.03187285736203194,
0.07237265259027481,
-0.0625813752412796,
-0.03771218657493591,
0.08416242152452469,
0.017378300428390503,
0.035795506089925766,
-0.12754279375076294,
-0.023192686960101128,
0.018808536231517792,
-0.0513252392411232,
-0.0340699702501297,
-0.052348542958498,
-0.03523432835936546,
-0.060733500868082047,
-0.05544396489858627,
-0.029028283432126045,
-0.03229283541440964,
0.07401969283819199,
-0.0586809441447258,
-0.0203316118568182,
-0.03328553959727287,
0.014941359870135784,
-0.0174085833132267,
0.06410299986600876,
-0.0017389616696164012,
0.006261527072638273,
0.055643461644649506,
-0.030220530927181244,
0.015534969978034496,
-0.08535939455032349,
0.06188439577817917,
0.012199274264276028,
-0.07080912590026855,
0.10313428938388824,
-0.02494516223669052,
-0.04171135649085045,
0.05838586017489433,
-0.018822629004716873,
-0.0485532209277153,
0.017678221687674522,
0.10746530443429947,
0.022003505378961563,
-0.04565505310893059,
-0.06315837055444717,
0.017990417778491974,
0.005992457270622253,
-0.02073707804083824,
0.021870313212275505,
-0.025852223858237267,
0.07090316712856293,
0.053375598043203354,
0.07622387260198593,
0.039833489805459976,
0.04745588079094887,
0.026401614770293236,
-0.029242269694805145,
-0.01074704434722662,
-0.03911169618368149,
-0.10204779356718063,
-5.796940527602601e-8,
-0.032882850617170334,
-0.044537585228681564,
-0.09144844114780426,
0.03738150745630264,
-0.0765668973326683,
-0.004852628801018,
-0.08928553760051727,
0.10723678022623062,
-0.07011041790246964,
-0.012787737883627415,
0.03552797809243202,
-0.043064676225185394,
-0.10956492274999619,
-0.03507212921977043,
0.03287868574261665,
0.04880237951874733,
-0.025554008781909943,
0.05047488585114479,
0.00891976896673441,
-0.041636426001787186,
0.037420760840177536,
0.05764363333582878,
0.03143594041466713,
0.02843180112540722,
-0.050128109753131866,
-0.027937373146414757,
0.012571531347930431,
-0.007026605773717165,
-0.01652982272207737,
-0.028805216774344444,
0.06425966322422028,
0.005366340279579163,
-0.011153235100209713,
-0.022245826199650764,
0.08833958953619003,
0.054487939924001694,
-0.03200807794928551,
0.027300242334604263,
-0.036237236112356186,
0.019638001918792725,
0.04288535937666893,
0.06104067340493202,
-0.05000854283571243,
0.044181324541568756,
0.11414211243391037,
-0.025621430948376656,
-0.03959071636199951,
-0.05073966458439827,
0.024975433945655823,
-0.10053444653749466,
0.03055148757994175,
-0.025737587362527847,
-0.027011830359697342,
0.02933635748922825,
0.024987192824482918,
0.0038693209644407034,
-0.0031462020706385374,
-0.038361676037311554,
0.02301897667348385,
0.009354730136692524,
0.08934886008501053,
-0.05888712406158447,
-0.001817049691453576,
-0.016940269619226456
] | null | null | null | null | null | null | null |
[
-0.010694189928472042,
-0.07531233131885529,
-0.04372518137097359,
0.04461875930428505,
0.012889625504612923,
-0.010391094721853733,
0.025590717792510986,
0.11274809390306473,
0.04594356566667557,
0.002580884378403425,
-0.0059048691764473915,
-0.036638643592596054,
0.11073487997055054,
0.04689473658800125,
-0.06272616237401962,
-0.02617598883807659,
0.1253349930047989,
-0.008035056293010712,
-0.0780114158987999,
-0.08425196260213852,
-0.030012646690011024,
0.0652582049369812,
0.09234731644392014,
0.01977948658168316,
0.0736854150891304,
0.04381891340017319,
-0.06996246427297592,
0.007314762566238642,
-0.042551882565021515,
-0.01348104141652584,
-0.03418097272515297,
0.0489988699555397,
0.009816905483603477,
-0.00801384449005127,
-0.05666418746113777,
0.02615676447749138,
0.03972073271870613,
0.012609031982719898,
0.017635995522141457,
-0.020278189331293106,
-0.04691291227936745,
0.016719821840524673,
0.013881667517125607,
0.013693149201571941,
-0.0064455196261405945,
0.09507705271244049,
-0.11335090547800064,
0.025482336059212685,
-0.06136509031057358,
0.0658358708024025,
-0.09041612595319748,
0.08640720695257187,
-0.0638236477971077,
0.05104811117053032,
-0.04930416867136955,
0.11171746253967285,
0.05157087370753288,
0.033324431627988815,
-0.00769464485347271,
-0.0650733932852745,
-0.017322814092040062,
-0.0995311364531517,
0.041479334235191345,
-0.024052349850535393,
0.03050210513174534,
0.022505639120936394,
0.008599852211773396,
0.030004506930708885,
-0.02733212523162365,
-0.01416218001395464,
0.030762923881411552,
0.12457986921072006,
0.01486179605126381,
0.11108111590147018,
-0.06835701316595078,
0.07302673161029816,
-0.021344004198908806,
-0.03430663421750069,
-0.006053319666534662,
0.04188910126686096,
-0.05089976638555527,
0.031137561425566673,
0.037699274718761444,
0.05528346449136734,
0.10259263217449188,
-0.008551635779440403,
0.07696891576051712,
-0.08559030294418335,
-0.042086195200681686,
-0.003261569421738386,
0.010382569395005703,
0.0031696700025349855,
0.05020268261432648,
-0.04357881844043732,
-0.0014637554995715618,
-0.030926372855901718,
-0.04063741862773895,
-0.05071219801902771,
0.04068095609545708,
0.060225456953048706,
0.007367503363639116,
0.0106778210029006,
-0.012540596537292004,
-0.07420198619365692,
-0.007511764299124479,
0.052712395787239075,
0.0724743902683258,
-0.018784841522574425,
0.08423244953155518,
-0.06566029042005539,
0.008092790842056274,
-0.0026295799762010574,
-0.05498195067048073,
0.0028507814276963472,
0.01517824549227953,
-0.015438049100339413,
0.11548227816820145,
0.06861571967601776,
0.03692510351538658,
0.07201205939054489,
0.009335617534816265,
-0.09094584733247757,
0.022388288751244545,
-0.013783267699182034,
0.045943088829517365,
0.021539771929383278,
-0.023923693224787712,
6.599613198652093e-33,
-0.0668836236000061,
-0.021649101749062538,
0.07289674133062363,
0.014865349978208542,
0.03423609957098961,
-0.03726309910416603,
-0.10342773050069809,
0.10044366866350174,
-0.03074592910706997,
-0.09643946588039398,
-0.023502342402935028,
0.1083412915468216,
0.008949906565248966,
0.010694669559597969,
0.14149394631385803,
-0.03231995180249214,
-0.0355645976960659,
0.050303149968385696,
-0.03331729769706726,
-0.087256520986557,
0.021575801074504852,
-0.04478587955236435,
0.06016409397125244,
-0.06038355082273483,
-0.05320768058300018,
-0.013142158277332783,
0.022858653217554092,
-0.029562562704086304,
-0.07442636042833328,
-0.06376190483570099,
-0.04875487834215164,
-0.020520875230431557,
0.06997799873352051,
0.07961846143007278,
-0.008232577703893185,
-0.03331571817398071,
0.017928244546055794,
-0.03157463297247887,
0.029877958819270134,
0.012700851075351238,
-0.06030456721782684,
0.031095298007130623,
0.06912759691476822,
-0.08269602805376053,
0.05692062899470329,
0.05621878802776337,
-0.07364942878484726,
-0.07732673734426498,
0.04407815635204315,
-0.09272533655166626,
0.020174741744995117,
-0.09119485318660736,
0.06663202494382858,
0.1060793474316597,
-0.004928517621010542,
0.03250826150178909,
-0.017978012561798096,
-0.04510324448347092,
0.05195894464850426,
0.04389440640807152,
-0.014484046027064323,
0.0402856320142746,
-0.005528048612177372,
0.022359369322657585,
0.020362311974167824,
0.014371613971889019,
0.08880867809057236,
0.037787340581417084,
0.02547496184706688,
0.03281525894999504,
0.02466094307601452,
0.02638065814971924,
-0.060798946768045425,
0.08341453224420547,
0.01660623960196972,
0.04608963057398796,
0.03288378193974495,
-0.03547874093055725,
-0.00748827587813139,
-0.04731830582022667,
-0.03615942224860191,
-0.07068594545125961,
0.0020997067913413048,
-0.12004714459180832,
-0.01615135557949543,
0.005031455308198929,
0.029459547251462936,
0.008891429752111435,
0.02356899157166481,
0.06164485216140747,
-0.020648343488574028,
0.02170170657336712,
-0.04570717364549637,
0.0306033194065094,
-0.02890649437904358,
-5.4724621550333264e-33,
-0.07162924110889435,
-0.03520145267248154,
-0.015845930203795433,
0.11298225820064545,
-0.02238623797893524,
0.011012113653123379,
-0.043466098606586456,
-0.005271613132208586,
0.004602665547281504,
-0.02436193637549877,
-0.046553291380405426,
-0.027222419157624245,
0.027980558574199677,
-0.005862010642886162,
-0.035998303443193436,
0.015532305464148521,
-0.028221532702445984,
-0.0058494205586612225,
-0.03316393494606018,
0.05250212177634239,
0.041236333549022675,
0.022141212597489357,
-0.06190190836787224,
0.04731593653559685,
-0.02240348421037197,
-0.0005968752084299922,
-0.02401680126786232,
0.001336870831437409,
-0.03534344211220741,
-0.02337406389415264,
0.02695554494857788,
-0.050994839519262314,
-0.0032354220747947693,
0.0022249058820307255,
0.025937329977750778,
-0.03187285736203194,
0.07237265259027481,
-0.0625813752412796,
-0.03771218657493591,
0.08416242152452469,
0.017378300428390503,
0.035795506089925766,
-0.12754279375076294,
-0.023192686960101128,
0.018808536231517792,
-0.0513252392411232,
-0.0340699702501297,
-0.052348542958498,
-0.03523432835936546,
-0.060733500868082047,
-0.05544396489858627,
-0.029028283432126045,
-0.03229283541440964,
0.07401969283819199,
-0.0586809441447258,
-0.0203316118568182,
-0.03328553959727287,
0.014941359870135784,
-0.0174085833132267,
0.06410299986600876,
-0.0017389616696164012,
0.006261527072638273,
0.055643461644649506,
-0.030220530927181244,
0.015534969978034496,
-0.08535939455032349,
0.06188439577817917,
0.012199274264276028,
-0.07080912590026855,
0.10313428938388824,
-0.02494516223669052,
-0.04171135649085045,
0.05838586017489433,
-0.018822629004716873,
-0.0485532209277153,
0.017678221687674522,
0.10746530443429947,
0.022003505378961563,
-0.04565505310893059,
-0.06315837055444717,
0.017990417778491974,
0.005992457270622253,
-0.02073707804083824,
0.021870313212275505,
-0.025852223858237267,
0.07090316712856293,
0.053375598043203354,
0.07622387260198593,
0.039833489805459976,
0.04745588079094887,
0.026401614770293236,
-0.029242269694805145,
-0.01074704434722662,
-0.03911169618368149,
-0.10204779356718063,
-5.796940527602601e-8,
-0.032882850617170334,
-0.044537585228681564,
-0.09144844114780426,
0.03738150745630264,
-0.0765668973326683,
-0.004852628801018,
-0.08928553760051727,
0.10723678022623062,
-0.07011041790246964,
-0.012787737883627415,
0.03552797809243202,
-0.043064676225185394,
-0.10956492274999619,
-0.03507212921977043,
0.03287868574261665,
0.04880237951874733,
-0.025554008781909943,
0.05047488585114479,
0.00891976896673441,
-0.041636426001787186,
0.037420760840177536,
0.05764363333582878,
0.03143594041466713,
0.02843180112540722,
-0.050128109753131866,
-0.027937373146414757,
0.012571531347930431,
-0.007026605773717165,
-0.01652982272207737,
-0.028805216774344444,
0.06425966322422028,
0.005366340279579163,
-0.011153235100209713,
-0.022245826199650764,
0.08833958953619003,
0.054487939924001694,
-0.03200807794928551,
0.027300242334604263,
-0.036237236112356186,
0.019638001918792725,
0.04288535937666893,
0.06104067340493202,
-0.05000854283571243,
0.044181324541568756,
0.11414211243391037,
-0.025621430948376656,
-0.03959071636199951,
-0.05073966458439827,
0.024975433945655823,
-0.10053444653749466,
0.03055148757994175,
-0.025737587362527847,
-0.027011830359697342,
0.02933635748922825,
0.024987192824482918,
0.0038693209644407034,
-0.0031462020706385374,
-0.038361676037311554,
0.02301897667348385,
0.009354730136692524,
0.08934886008501053,
-0.05888712406158447,
-0.001817049691453576,
-0.016940269619226456
] |
1401.4591
|
Marc Ponsen
|
Marc Ponsen, Steven de Jong, Marc Lanctot
|
Computing Approximate Nash Equilibria and Robust Best-Responses Using
Sampling
| null |
Journal Of Artificial Intelligence Research, Volume 42, pages
575-605, 2011
|
10.1613/jair.3402
| null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This article discusses two contributions to decision-making in complex
partially observable stochastic games. First, we apply two state-of-the-art
search techniques that use Monte-Carlo sampling to the task of approximating a
Nash-Equilibrium (NE) in such games, namely Monte-Carlo Tree Search (MCTS) and
Monte-Carlo Counterfactual Regret Minimization (MCCFR). MCTS has been proven to
approximate a NE in perfect-information games. We show that the algorithm
quickly finds a reasonably strong strategy (but not a NE) in a complex
imperfect information game, i.e. Poker. MCCFR on the other hand has theoretical
NE convergence guarantees in such a game. We apply MCCFR for the first time in
Poker. Based on our experiments, we may conclude that MCTS is a valid approach
if one wants to learn reasonably strong strategies fast, whereas MCCFR is the
better choice if the quality of the strategy is most important. Our second
contribution relates to the observation that a NE is not a best response
against players that are not playing a NE. We present Monte-Carlo Restricted
Nash Response (MCRNR), a sample-based algorithm for the computation of
restricted Nash strategies. These are robust best-response strategies that (1)
exploit non-NE opponents more than playing a NE and (2) are not (overly)
exploitable by other strategies. We combine the advantages of two
state-of-the-art algorithms, i.e. MCCFR and Restricted Nash Response (RNR).
MCRNR samples only relevant parts of the game tree. We show that MCRNR learns
quicker than standard RNR in smaller games. Also we show in Poker that MCRNR
learns robust best-response strategies fast, and that these strategies exploit
opponents more than playing a NE does.
|
[
{
"created": "Sat, 18 Jan 2014 21:03:42 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Ponsen",
"Marc",
""
],
[
"de Jong",
"Steven",
""
],
[
"Lanctot",
"Marc",
""
]
] |
[
-0.0684628114104271,
0.026351671665906906,
-0.0318589061498642,
-0.00794104766100645,
0.027683688327670097,
0.002163721714168787,
0.03640567138791084,
0.0014094949001446366,
0.07487763464450836,
0.034944891929626465,
-0.0680861622095108,
-0.007322834338992834,
0.03220469877123833,
-0.007099971640855074,
-0.029295317828655243,
-0.09117021411657333,
0.07256872951984406,
0.11935634166002274,
0.08435072749853134,
0.024216800928115845,
-0.032977476716041565,
0.022005822509527206,
0.038519810885190964,
-0.09493617713451385,
-0.03487879037857056,
-0.0366852693259716,
-0.03520805761218071,
0.014611548744142056,
-0.09397856146097183,
0.00005975661406409927,
0.0002493995998520404,
0.02177642099559307,
0.03369157761335373,
-0.047050271183252335,
-0.10775966197252274,
0.0015400020638480783,
-0.12538033723831177,
-0.040312983095645905,
-0.015011326409876347,
-0.015618960373103619,
-0.04801563173532486,
0.06082157418131828,
-0.005104622337967157,
-0.001047927769832313,
0.04065244272351265,
-0.015017258003354073,
0.0253627747297287,
-0.0048890914767980576,
0.017054053023457527,
-0.0004962522652931511,
-0.09390918165445328,
0.04304889589548111,
-0.020595664158463478,
-0.057777438312768936,
0.061015576124191284,
0.0525432713329792,
0.0008766298415139318,
-0.01504832599312067,
0.008174406364560127,
0.02011306956410408,
0.07764588296413422,
-0.1640787124633789,
-0.04807296022772789,
-0.03252474591135979,
-0.05726746842265129,
0.011712862178683281,
0.03349851816892624,
0.035047851502895355,
0.004099665675312281,
0.03191735967993736,
0.05708116665482521,
0.04039567708969116,
-0.07937832921743393,
-0.008022152818739414,
0.047521598637104034,
0.050658825784921646,
-0.020785922184586525,
-0.04857441410422325,
-0.0016231938498094678,
0.03170112892985344,
-0.019215142354369164,
-0.019580615684390068,
-0.04702114313840866,
-0.014085392467677593,
0.027036095038056374,
-0.04921042546629906,
0.03021155297756195,
0.07142981141805649,
0.16811096668243408,
-0.04117044806480408,
-0.019570255652070045,
-0.0009064951445907354,
-0.0591733381152153,
-0.036177683621644974,
-0.002656324068084359,
0.0010803431505337358,
-0.02379828877747059,
-0.044800370931625366,
-0.02096424624323845,
0.07438961416482925,
0.07002974301576614,
0.08859243243932724,
0.025122469291090965,
-0.03679928928613663,
0.04787639155983925,
-0.014215451665222645,
-0.011202133260667324,
0.005748618394136429,
0.017477072775363922,
-0.033669352531433105,
-0.05421793460845947,
0.03484787046909332,
0.04276382550597191,
-0.016011299565434456,
-0.005933488253504038,
0.04644962400197983,
0.06563663482666016,
0.023110006004571915,
-0.07969105243682861,
0.13180431723594666,
0.030772943049669266,
0.012187900021672249,
0.07576092332601547,
0.025881467387080193,
0.02242628112435341,
0.028243128210306168,
-0.05057818815112114,
-1.936827144361343e-34,
0.0019591276068240404,
-0.011145061813294888,
0.1155378669500351,
0.028869494795799255,
0.010256689041852951,
0.02993251010775566,
0.06585175544023514,
-0.08554736524820328,
-0.00264068809337914,
0.03308795765042305,
0.04228419438004494,
0.07317215949296951,
-0.045472513884305954,
0.08564461767673492,
0.07436775416135788,
-0.0033523228485137224,
-0.09045590460300446,
-0.018666131421923637,
0.03527716547250748,
-0.046238452196121216,
0.05899440497159958,
0.00537497503682971,
0.010064936242997646,
-0.11521342396736145,
-0.004338841885328293,
0.00009936769492924213,
-0.04603269323706627,
-0.018085626885294914,
0.04889766126871109,
-0.009734506718814373,
-0.08047429472208023,
-0.05005677416920662,
-0.018492965027689934,
-0.002754293382167816,
0.04834786802530289,
0.02188747189939022,
-0.07257566601037979,
-0.011349324136972427,
-0.0963485985994339,
-0.04011928662657738,
-0.04251125082373619,
0.022177962586283684,
0.0026217869017273188,
0.01785653457045555,
-0.07025938481092453,
-0.11771261692047119,
-0.019636742770671844,
-0.04601968079805374,
-0.034450333565473557,
-0.01251433789730072,
0.04858209565281868,
0.012992583215236664,
-0.014751873910427094,
-0.05041033402085304,
-0.06798990815877914,
0.023531248793005943,
0.0086640864610672,
0.04914182797074318,
-0.07768207043409348,
0.03473183512687683,
0.014720450155436993,
-0.10671567171812057,
-0.03864340856671333,
-0.008759220130741596,
-0.06460072845220566,
0.18201199173927307,
-0.06490856409072876,
0.036579933017492294,
0.015660667791962624,
-0.06381268799304962,
0.031243236735463142,
-0.009295796044170856,
0.059324853122234344,
-0.06866972893476486,
0.030529752373695374,
0.041579294949769974,
0.08577556908130646,
0.04725901409983635,
0.01617630384862423,
-0.0675981193780899,
0.005199704319238663,
-0.004233934450894594,
-0.05549301207065582,
-0.03577695041894913,
-0.04547816514968872,
-0.028763631358742714,
0.04520052671432495,
0.0189149659126997,
-0.005035846494138241,
-0.010718000121414661,
-0.09219122678041458,
0.04592272266745567,
-0.01479107141494751,
-0.019032159820199013,
0.05559305101633072,
-2.1176258896994882e-33,
-0.035473451018333435,
-0.14584305882453918,
0.03426670655608177,
0.03643989935517311,
0.010613606311380863,
-0.020888036116957664,
-0.017944304272532463,
-0.07634120434522629,
0.02978055365383625,
-0.10354365408420563,
-0.09537630528211594,
0.05693233758211136,
0.09822632372379303,
-0.03916442394256592,
0.02199542336165905,
-0.052002083510160446,
0.08866748958826065,
0.07602532207965851,
-0.009058145806193352,
0.04190608859062195,
0.09386692941188812,
0.0322820283472538,
-0.04686260595917702,
0.028351515531539917,
-0.0007202342385426164,
0.03556408733129501,
-0.01509062759578228,
-0.0021695150062441826,
-0.007286303676664829,
-0.026185065507888794,
0.026603158563375473,
-0.030476024374365807,
-0.025993818417191505,
0.025964025408029556,
0.015121730975806713,
-0.010858232155442238,
0.057471178472042084,
0.09251528233289719,
-0.07747379690408707,
0.0784406065940857,
0.03936263546347618,
-0.02159063145518303,
-0.08180997520685196,
0.01844123750925064,
0.04142535477876663,
-0.017519155517220497,
0.01374042872339487,
-0.01178468856960535,
0.07565280050039291,
0.01629067026078701,
0.014504317194223404,
0.05398910865187645,
-0.08182106167078018,
0.045952726155519485,
-0.04665446653962135,
-0.04160157963633537,
-0.0716216042637825,
0.01490532886236906,
0.11711616814136505,
0.09428718686103821,
-0.07165638357400894,
0.016965189948678017,
-0.07827632129192352,
0.030046289786696434,
0.020415522158145905,
0.028111381456255913,
-0.054372865706682205,
-0.040511440485715866,
0.050932884216308594,
-0.0876549631357193,
-0.041585978120565414,
0.10261763632297516,
-0.014751562848687172,
-0.0390380434691906,
0.06794635951519012,
0.06737683713436127,
-0.03709099441766739,
0.11300136893987656,
-0.01986008696258068,
-0.003815873060375452,
0.024735840037465096,
0.017749741673469543,
0.02156035229563713,
-0.0008659337763674557,
0.06435894221067429,
0.03979440778493881,
0.014339003711938858,
-0.018100962042808533,
0.0014088808093219995,
-0.12083752453327179,
-0.018259186297655106,
0.008097308687865734,
0.0591605007648468,
-0.02313484437763691,
-0.07376013696193695,
-4.8399122931641614e-8,
-0.024758318439126015,
0.020459845662117004,
0.07014640420675278,
0.006909423042088747,
0.021811261773109436,
0.029696127399802208,
-0.03924468904733658,
-0.010038317181169987,
-0.05361108109354973,
-0.020621931180357933,
0.12980124354362488,
0.050131093710660934,
0.021872002631425858,
-0.050168540328741074,
0.003222905332222581,
0.037997256964445114,
-0.014725244604051113,
-0.06255750358104706,
0.01004698034375906,
0.10869836062192917,
0.03236275538802147,
0.014044765383005142,
-0.020452268421649933,
-0.010758978314697742,
-0.0287711713463068,
-0.013665798120200634,
0.03625614196062088,
0.014362342655658722,
0.05215677246451378,
0.05696089565753937,
0.04749102145433426,
-0.05107470229268074,
0.012928172945976257,
0.01611900143325329,
0.011317129246890545,
-0.004132742062211037,
0.05309957638382912,
0.006538996007293463,
0.00852022971957922,
-0.041124485433101654,
-0.027233347296714783,
-0.0033245377708226442,
-0.08327313512563705,
-0.015757877379655838,
0.0075431521981954575,
0.03097875416278839,
-0.05893465876579285,
-0.043312445282936096,
0.038237012922763824,
-0.057169441133737564,
0.029981613159179688,
0.037820231169462204,
-0.031053874641656876,
0.010908775962889194,
0.05166063830256462,
0.019705189391970634,
0.009745841845870018,
-0.05654772371053696,
-0.0016433560522273183,
0.03353971242904663,
0.01991427317261696,
-0.03410739824175835,
-0.07851880043745041,
0.03546074405312538
] |
Computing Approximate Nash Equilibria and Robust Best-Responses Using Sampling
|
https://arxiv.org/abs/1401.4591v1
|
https://arxiv.org/pdf/1401.4591v1.pdf
|
https://github.com/andrewgenesis/PythonHUSNGPokerBot
| false | false |
https://paperswithcode.com/paper/computing-approximate-nash-equilibria-and
|
[
-0.0684628114104271,
0.026351671665906906,
-0.0318589061498642,
-0.00794104766100645,
0.027683688327670097,
0.002163721714168787,
0.03640567138791084,
0.0014094949001446366,
0.07487763464450836,
0.034944891929626465,
-0.0680861622095108,
-0.007322834338992834,
0.03220469877123833,
-0.007099971640855074,
-0.029295317828655243,
-0.09117021411657333,
0.07256872951984406,
0.11935634166002274,
0.08435072749853134,
0.024216800928115845,
-0.032977476716041565,
0.022005822509527206,
0.038519810885190964,
-0.09493617713451385,
-0.03487879037857056,
-0.0366852693259716,
-0.03520805761218071,
0.014611548744142056,
-0.09397856146097183,
0.00005975661406409927,
0.0002493995998520404,
0.02177642099559307,
0.03369157761335373,
-0.047050271183252335,
-0.10775966197252274,
0.0015400020638480783,
-0.12538033723831177,
-0.040312983095645905,
-0.015011326409876347,
-0.015618960373103619,
-0.04801563173532486,
0.06082157418131828,
-0.005104622337967157,
-0.001047927769832313,
0.04065244272351265,
-0.015017258003354073,
0.0253627747297287,
-0.0048890914767980576,
0.017054053023457527,
-0.0004962522652931511,
-0.09390918165445328,
0.04304889589548111,
-0.020595664158463478,
-0.057777438312768936,
0.061015576124191284,
0.0525432713329792,
0.0008766298415139318,
-0.01504832599312067,
0.008174406364560127,
0.02011306956410408,
0.07764588296413422,
-0.1640787124633789,
-0.04807296022772789,
-0.03252474591135979,
-0.05726746842265129,
0.011712862178683281,
0.03349851816892624,
0.035047851502895355,
0.004099665675312281,
0.03191735967993736,
0.05708116665482521,
0.04039567708969116,
-0.07937832921743393,
-0.008022152818739414,
0.047521598637104034,
0.050658825784921646,
-0.020785922184586525,
-0.04857441410422325,
-0.0016231938498094678,
0.03170112892985344,
-0.019215142354369164,
-0.019580615684390068,
-0.04702114313840866,
-0.014085392467677593,
0.027036095038056374,
-0.04921042546629906,
0.03021155297756195,
0.07142981141805649,
0.16811096668243408,
-0.04117044806480408,
-0.019570255652070045,
-0.0009064951445907354,
-0.0591733381152153,
-0.036177683621644974,
-0.002656324068084359,
0.0010803431505337358,
-0.02379828877747059,
-0.044800370931625366,
-0.02096424624323845,
0.07438961416482925,
0.07002974301576614,
0.08859243243932724,
0.025122469291090965,
-0.03679928928613663,
0.04787639155983925,
-0.014215451665222645,
-0.011202133260667324,
0.005748618394136429,
0.017477072775363922,
-0.033669352531433105,
-0.05421793460845947,
0.03484787046909332,
0.04276382550597191,
-0.016011299565434456,
-0.005933488253504038,
0.04644962400197983,
0.06563663482666016,
0.023110006004571915,
-0.07969105243682861,
0.13180431723594666,
0.030772943049669266,
0.012187900021672249,
0.07576092332601547,
0.025881467387080193,
0.02242628112435341,
0.028243128210306168,
-0.05057818815112114,
-1.936827144361343e-34,
0.0019591276068240404,
-0.011145061813294888,
0.1155378669500351,
0.028869494795799255,
0.010256689041852951,
0.02993251010775566,
0.06585175544023514,
-0.08554736524820328,
-0.00264068809337914,
0.03308795765042305,
0.04228419438004494,
0.07317215949296951,
-0.045472513884305954,
0.08564461767673492,
0.07436775416135788,
-0.0033523228485137224,
-0.09045590460300446,
-0.018666131421923637,
0.03527716547250748,
-0.046238452196121216,
0.05899440497159958,
0.00537497503682971,
0.010064936242997646,
-0.11521342396736145,
-0.004338841885328293,
0.00009936769492924213,
-0.04603269323706627,
-0.018085626885294914,
0.04889766126871109,
-0.009734506718814373,
-0.08047429472208023,
-0.05005677416920662,
-0.018492965027689934,
-0.002754293382167816,
0.04834786802530289,
0.02188747189939022,
-0.07257566601037979,
-0.011349324136972427,
-0.0963485985994339,
-0.04011928662657738,
-0.04251125082373619,
0.022177962586283684,
0.0026217869017273188,
0.01785653457045555,
-0.07025938481092453,
-0.11771261692047119,
-0.019636742770671844,
-0.04601968079805374,
-0.034450333565473557,
-0.01251433789730072,
0.04858209565281868,
0.012992583215236664,
-0.014751873910427094,
-0.05041033402085304,
-0.06798990815877914,
0.023531248793005943,
0.0086640864610672,
0.04914182797074318,
-0.07768207043409348,
0.03473183512687683,
0.014720450155436993,
-0.10671567171812057,
-0.03864340856671333,
-0.008759220130741596,
-0.06460072845220566,
0.18201199173927307,
-0.06490856409072876,
0.036579933017492294,
0.015660667791962624,
-0.06381268799304962,
0.031243236735463142,
-0.009295796044170856,
0.059324853122234344,
-0.06866972893476486,
0.030529752373695374,
0.041579294949769974,
0.08577556908130646,
0.04725901409983635,
0.01617630384862423,
-0.0675981193780899,
0.005199704319238663,
-0.004233934450894594,
-0.05549301207065582,
-0.03577695041894913,
-0.04547816514968872,
-0.028763631358742714,
0.04520052671432495,
0.0189149659126997,
-0.005035846494138241,
-0.010718000121414661,
-0.09219122678041458,
0.04592272266745567,
-0.01479107141494751,
-0.019032159820199013,
0.05559305101633072,
-2.1176258896994882e-33,
-0.035473451018333435,
-0.14584305882453918,
0.03426670655608177,
0.03643989935517311,
0.010613606311380863,
-0.020888036116957664,
-0.017944304272532463,
-0.07634120434522629,
0.02978055365383625,
-0.10354365408420563,
-0.09537630528211594,
0.05693233758211136,
0.09822632372379303,
-0.03916442394256592,
0.02199542336165905,
-0.052002083510160446,
0.08866748958826065,
0.07602532207965851,
-0.009058145806193352,
0.04190608859062195,
0.09386692941188812,
0.0322820283472538,
-0.04686260595917702,
0.028351515531539917,
-0.0007202342385426164,
0.03556408733129501,
-0.01509062759578228,
-0.0021695150062441826,
-0.007286303676664829,
-0.026185065507888794,
0.026603158563375473,
-0.030476024374365807,
-0.025993818417191505,
0.025964025408029556,
0.015121730975806713,
-0.010858232155442238,
0.057471178472042084,
0.09251528233289719,
-0.07747379690408707,
0.0784406065940857,
0.03936263546347618,
-0.02159063145518303,
-0.08180997520685196,
0.01844123750925064,
0.04142535477876663,
-0.017519155517220497,
0.01374042872339487,
-0.01178468856960535,
0.07565280050039291,
0.01629067026078701,
0.014504317194223404,
0.05398910865187645,
-0.08182106167078018,
0.045952726155519485,
-0.04665446653962135,
-0.04160157963633537,
-0.0716216042637825,
0.01490532886236906,
0.11711616814136505,
0.09428718686103821,
-0.07165638357400894,
0.016965189948678017,
-0.07827632129192352,
0.030046289786696434,
0.020415522158145905,
0.028111381456255913,
-0.054372865706682205,
-0.040511440485715866,
0.050932884216308594,
-0.0876549631357193,
-0.041585978120565414,
0.10261763632297516,
-0.014751562848687172,
-0.0390380434691906,
0.06794635951519012,
0.06737683713436127,
-0.03709099441766739,
0.11300136893987656,
-0.01986008696258068,
-0.003815873060375452,
0.024735840037465096,
0.017749741673469543,
0.02156035229563713,
-0.0008659337763674557,
0.06435894221067429,
0.03979440778493881,
0.014339003711938858,
-0.018100962042808533,
0.0014088808093219995,
-0.12083752453327179,
-0.018259186297655106,
0.008097308687865734,
0.0591605007648468,
-0.02313484437763691,
-0.07376013696193695,
-4.8399122931641614e-8,
-0.024758318439126015,
0.020459845662117004,
0.07014640420675278,
0.006909423042088747,
0.021811261773109436,
0.029696127399802208,
-0.03924468904733658,
-0.010038317181169987,
-0.05361108109354973,
-0.020621931180357933,
0.12980124354362488,
0.050131093710660934,
0.021872002631425858,
-0.050168540328741074,
0.003222905332222581,
0.037997256964445114,
-0.014725244604051113,
-0.06255750358104706,
0.01004698034375906,
0.10869836062192917,
0.03236275538802147,
0.014044765383005142,
-0.020452268421649933,
-0.010758978314697742,
-0.0287711713463068,
-0.013665798120200634,
0.03625614196062088,
0.014362342655658722,
0.05215677246451378,
0.05696089565753937,
0.04749102145433426,
-0.05107470229268074,
0.012928172945976257,
0.01611900143325329,
0.011317129246890545,
-0.004132742062211037,
0.05309957638382912,
0.006538996007293463,
0.00852022971957922,
-0.041124485433101654,
-0.027233347296714783,
-0.0033245377708226442,
-0.08327313512563705,
-0.015757877379655838,
0.0075431521981954575,
0.03097875416278839,
-0.05893465876579285,
-0.043312445282936096,
0.038237012922763824,
-0.057169441133737564,
0.029981613159179688,
0.037820231169462204,
-0.031053874641656876,
0.010908775962889194,
0.05166063830256462,
0.019705189391970634,
0.009745841845870018,
-0.05654772371053696,
-0.0016433560522273183,
0.03353971242904663,
0.01991427317261696,
-0.03410739824175835,
-0.07851880043745041,
0.03546074405312538
] |
1401.4592
|
Jiri Baum
|
Jiri Baum, Ann E. Nicholson, Trevor I. Dix
|
Proximity-Based Non-uniform Abstractions for Approximate Planning
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
477-522, 2012
|
10.1613/jair.3414
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In a deterministic world, a planning agent can be certain of the consequences
of its planned sequence of actions. Not so, however, in dynamic, stochastic
domains where Markov decision processes are commonly used. Unfortunately these
suffer from the curse of dimensionality: if the state space is a Cartesian
product of many small sets (dimensions), planning is exponential in the number
of those dimensions.
Our new technique exploits the intuitive strategy of selectively ignoring
various dimensions in different parts of the state space. The resulting
non-uniformity has strong implications, since the approximation is no longer
Markovian, requiring the use of a modified planner. We also use a spatial and
temporal proximity measure, which responds to continued planning as well as
movement of the agent through the state space, to dynamically adapt the
abstraction as planning progresses.
We present qualitative and quantitative results across a range of
experimental domains showing that an agent exploiting this novel approximation
method successfully finds solutions to the planning problem using much less
than the full state space. We assess and analyse the features of domains which
our method can exploit.
|
[
{
"created": "Sat, 18 Jan 2014 21:03:58 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Baum",
"Jiri",
""
],
[
"Nicholson",
"Ann E.",
""
],
[
"Dix",
"Trevor I.",
""
]
] |
[
0.029396699741482735,
-0.018313929438591003,
0.01779359206557274,
0.004774821922183037,
0.015738148242235184,
-0.015267920680344105,
-0.036110978573560715,
-0.053601302206516266,
0.05291826277971268,
0.0036248660180717707,
-0.03771943971514702,
-0.034433573484420776,
0.005347047932446003,
0.08061417192220688,
0.0028539488557726145,
-0.011487547308206558,
0.05829363316297531,
-0.0065625449642539024,
-0.019380057230591774,
-0.02034083381295204,
-0.014514186419546604,
0.047987423837184906,
0.10465189069509506,
-0.007251442410051823,
-0.018190454691648483,
0.010712968185544014,
0.1019630953669548,
-0.05753050744533539,
-0.005778465885668993,
0.032983485609292984,
0.10382959991693497,
0.015750423073768616,
-0.05404827743768692,
-0.1402057707309723,
-0.016603771597146988,
0.08719919621944427,
-0.09208939969539642,
0.052538469433784485,
-0.021353943273425102,
-0.021767687052488327,
0.05327071249485016,
0.057930611073970795,
0.03581338748335838,
0.06175033748149872,
-0.05269625782966614,
0.03408212959766388,
-0.01491943933069706,
-0.06405385583639145,
-0.01112241018563509,
-0.08227477967739105,
-0.07791857421398163,
0.016632722690701485,
0.025173112750053406,
-0.0262701828032732,
-0.015056963078677654,
0.004944100975990295,
0.026039613410830498,
0.05745453014969826,
0.018448255956172943,
-0.11829884350299835,
0.013930934481322765,
-0.09536340087652206,
0.03585527837276459,
-0.08231779932975769,
-0.045542050153017044,
0.03633660078048706,
0.008743403479456902,
0.027983462437987328,
-0.009979763068258762,
0.0540139377117157,
-0.009191785007715225,
0.03167211264371872,
-0.06145014613866806,
0.028905978426337242,
0.06659194082021713,
0.022754449397325516,
-0.010118301026523113,
-0.02518540620803833,
0.043855175375938416,
0.009706612676382065,
-0.04924432188272476,
-0.01879262551665306,
-0.014340615831315517,
0.06666053086519241,
0.03907518833875656,
0.025859637185931206,
0.02894495241343975,
0.04585173726081848,
0.14662104845046997,
-0.08368527144193649,
0.004106045700609684,
-0.03874875605106354,
-0.015331674367189407,
-0.024027032777667046,
-0.029792821034789085,
-0.0006490084924735129,
-0.01778929866850376,
-0.1025095209479332,
0.001597131136804819,
0.022140581160783768,
-0.027252011001110077,
0.0047964355908334255,
0.01586146280169487,
0.010215393267571926,
0.050876885652542114,
-0.014296486042439938,
-0.04184599965810776,
-0.05073501542210579,
0.00036539832944981754,
-0.07521051913499832,
0.054306257516145706,
-0.0738457664847374,
0.09011316299438477,
0.05806264653801918,
0.03896038606762886,
0.027180876582860947,
0.02205093763768673,
0.01788240298628807,
-0.04359019547700882,
0.05227000266313553,
0.029180435463786125,
-0.027899213135242462,
-0.016622869297862053,
0.02959211729466915,
0.007557647302746773,
0.024954743683338165,
0.06595524400472641,
4.193885582180563e-34,
0.01468635443598032,
-0.043012332171201706,
0.05287462845444679,
0.07245822995901108,
0.05670016258955002,
-0.0018503367900848389,
0.08307303488254547,
-0.014614426530897617,
0.03203229606151581,
0.0011615136172622442,
0.027628036215901375,
0.020979437977075577,
-0.006870974320918322,
0.09613151103258133,
0.13308733701705933,
-0.04587295651435852,
0.01577128656208515,
0.07239025086164474,
-0.002265672432258725,
-0.0460902601480484,
0.056267619132995605,
0.041278284043073654,
-0.006444988306611776,
-0.09083441644906998,
0.03412861004471779,
-0.02314166910946369,
-0.045817770063877106,
0.026493364945054054,
0.012555350549519062,
-0.014310906641185284,
-0.10579311847686768,
0.09344708919525146,
-0.07777784019708633,
0.06554605066776276,
0.03476650267839432,
0.07088740170001984,
-0.1490776687860489,
-0.03414567559957504,
0.00025032166740857065,
-0.05681823194026947,
-0.0050789001397788525,
-0.034265872091054916,
0.009769292548298836,
0.056759174913167953,
-0.02292168326675892,
-0.08105035126209259,
0.01864595152437687,
0.012671181932091713,
-0.04197987541556358,
0.01475453283637762,
0.05048321560025215,
0.05762506648898125,
0.018678076565265656,
-0.10217203944921494,
-0.0546012707054615,
-0.055522046983242035,
0.02694161795079708,
-0.017648329958319664,
0.00972627941519022,
0.08978273719549179,
0.026504717767238617,
-0.029051708057522774,
-0.03205141797661781,
0.09196779876947403,
0.02845066413283348,
0.01763932779431343,
-0.05739712715148926,
0.06186871975660324,
0.16922369599342346,
-0.017190570011734962,
0.04163855314254761,
0.058939605951309204,
0.06799570471048355,
-0.05604667589068413,
-0.016641348600387573,
-0.05515532195568085,
0.075655497610569,
-0.035471487790346146,
-0.055094391107559204,
-0.002014951314777136,
-0.04582339897751808,
-0.04610566049814224,
-0.09571632742881775,
-0.05572982132434845,
0.03810318931937218,
-0.04705416038632393,
0.017299354076385498,
-0.010408373549580574,
-0.04144476726651192,
-0.03618372976779938,
-0.0596197247505188,
-0.023476559668779373,
-0.03767950087785721,
0.05114724859595299,
-0.017534857615828514,
-2.8647155487974163e-33,
0.019835691899061203,
-0.1155099868774414,
0.05102811008691788,
-0.0038771526888012886,
-0.013605080544948578,
-0.08715023845434189,
-0.031860049813985825,
-0.11061836034059525,
0.017063070088624954,
-0.11874602735042572,
-0.15327568352222443,
0.008132551796734333,
0.08541803807020187,
-0.00618437584489584,
-0.008634842000901699,
0.034391287714242935,
0.09310445189476013,
-0.03591648489236832,
0.03060721606016159,
-0.033360157161951065,
0.03195049613714218,
-0.0006718002259731293,
-0.10766466706991196,
0.03115970268845558,
0.009729227982461452,
0.029332943260669708,
0.028239209204912186,
-0.012858787551522255,
-0.046458691358566284,
0.0072282226756215096,
-0.08316829055547714,
-0.10184092819690704,
-0.06242955103516579,
0.04231685772538185,
-0.016019249334931374,
-0.006218661088496447,
0.036907944828271866,
0.06420525908470154,
-0.025334449484944344,
0.06572778522968292,
0.0016624603886157274,
-0.10904502868652344,
0.018127212300896645,
0.03529027849435806,
0.03166758269071579,
0.005558537319302559,
-0.06188911944627762,
0.06775984913110733,
-0.05147711932659149,
-0.008143587969243526,
0.01249720063060522,
0.11566121876239777,
-0.0680786594748497,
-0.021973170340061188,
-0.022863328456878662,
0.026628928259015083,
-0.04752584174275398,
0.000783888332080096,
0.13204720616340637,
0.0451776422560215,
-0.047370221465826035,
0.010193288326263428,
0.07701801508665085,
0.07622698694467545,
-0.035124119371175766,
0.05967250466346741,
-0.058104466646909714,
-0.05241420120000839,
0.07306962460279465,
-0.023148784413933754,
0.026824234053492546,
-0.023549264296889305,
-0.02758532576262951,
-0.011045195162296295,
0.05397028475999832,
-0.030853617936372757,
0.04010415077209473,
-0.010081224143505096,
-0.014225256629288197,
-0.02138412557542324,
-0.012708642520010471,
0.03373045474290848,
0.016686825081706047,
-0.008334385231137276,
-0.0412965752184391,
0.08378396183252335,
-0.050461508333683014,
-0.016765102744102478,
0.0046822321601212025,
-0.010749015025794506,
-0.018816955387592316,
-0.012633846141397953,
0.010334639810025692,
0.0015886339824646711,
-0.042340993881225586,
-4.8044590528206754e-8,
-0.0213309433311224,
0.06661722809076309,
0.04945452883839607,
-0.038242802023887634,
0.08647976070642471,
-0.044181909412145615,
0.006587407551705837,
-0.009265599772334099,
0.0065933698788285255,
0.03450743108987808,
0.08677121996879578,
0.035139814019203186,
0.028516363352537155,
0.027104584500193596,
-0.06176804378628731,
-0.033787909895181656,
0.004388477653264999,
-0.06277693063020706,
-0.009924267418682575,
-0.009891431778669357,
-0.045535288751125336,
0.0028879959136247635,
-0.023632140830159187,
0.005489124450832605,
0.009578272700309753,
-0.02647608518600464,
-0.05521180480718613,
0.046886954456567764,
0.102500319480896,
0.039884019643068314,
0.09226492047309875,
0.004317016340792179,
0.08181682974100113,
0.06885591149330139,
-0.010659977793693542,
0.0019480246119201183,
0.0024391300976276398,
-0.027541687712073326,
-0.00968863070011139,
-0.05129857733845711,
-0.002296009100973606,
0.02132236585021019,
-0.022179316729307175,
0.03381558880209923,
-0.004731114022433758,
0.003970849793404341,
-0.010050252079963684,
-0.08245140314102173,
0.02936427667737007,
-0.0902133658528328,
-0.053717244416475296,
0.009641185402870178,
-0.0477076955139637,
0.06721102446317673,
0.09318505227565765,
0.019964559003710747,
-0.013260954059660435,
-0.09247171133756638,
0.00425548292696476,
0.03330793231725693,
-0.044888194650411606,
0.00630775885656476,
-0.06670697033405304,
-0.00039627798832952976
] | null | null | null | null | null | null | null |
[
0.029396699741482735,
-0.018313929438591003,
0.01779359206557274,
0.004774821922183037,
0.015738148242235184,
-0.015267920680344105,
-0.036110978573560715,
-0.053601302206516266,
0.05291826277971268,
0.0036248660180717707,
-0.03771943971514702,
-0.034433573484420776,
0.005347047932446003,
0.08061417192220688,
0.0028539488557726145,
-0.011487547308206558,
0.05829363316297531,
-0.0065625449642539024,
-0.019380057230591774,
-0.02034083381295204,
-0.014514186419546604,
0.047987423837184906,
0.10465189069509506,
-0.007251442410051823,
-0.018190454691648483,
0.010712968185544014,
0.1019630953669548,
-0.05753050744533539,
-0.005778465885668993,
0.032983485609292984,
0.10382959991693497,
0.015750423073768616,
-0.05404827743768692,
-0.1402057707309723,
-0.016603771597146988,
0.08719919621944427,
-0.09208939969539642,
0.052538469433784485,
-0.021353943273425102,
-0.021767687052488327,
0.05327071249485016,
0.057930611073970795,
0.03581338748335838,
0.06175033748149872,
-0.05269625782966614,
0.03408212959766388,
-0.01491943933069706,
-0.06405385583639145,
-0.01112241018563509,
-0.08227477967739105,
-0.07791857421398163,
0.016632722690701485,
0.025173112750053406,
-0.0262701828032732,
-0.015056963078677654,
0.004944100975990295,
0.026039613410830498,
0.05745453014969826,
0.018448255956172943,
-0.11829884350299835,
0.013930934481322765,
-0.09536340087652206,
0.03585527837276459,
-0.08231779932975769,
-0.045542050153017044,
0.03633660078048706,
0.008743403479456902,
0.027983462437987328,
-0.009979763068258762,
0.0540139377117157,
-0.009191785007715225,
0.03167211264371872,
-0.06145014613866806,
0.028905978426337242,
0.06659194082021713,
0.022754449397325516,
-0.010118301026523113,
-0.02518540620803833,
0.043855175375938416,
0.009706612676382065,
-0.04924432188272476,
-0.01879262551665306,
-0.014340615831315517,
0.06666053086519241,
0.03907518833875656,
0.025859637185931206,
0.02894495241343975,
0.04585173726081848,
0.14662104845046997,
-0.08368527144193649,
0.004106045700609684,
-0.03874875605106354,
-0.015331674367189407,
-0.024027032777667046,
-0.029792821034789085,
-0.0006490084924735129,
-0.01778929866850376,
-0.1025095209479332,
0.001597131136804819,
0.022140581160783768,
-0.027252011001110077,
0.0047964355908334255,
0.01586146280169487,
0.010215393267571926,
0.050876885652542114,
-0.014296486042439938,
-0.04184599965810776,
-0.05073501542210579,
0.00036539832944981754,
-0.07521051913499832,
0.054306257516145706,
-0.0738457664847374,
0.09011316299438477,
0.05806264653801918,
0.03896038606762886,
0.027180876582860947,
0.02205093763768673,
0.01788240298628807,
-0.04359019547700882,
0.05227000266313553,
0.029180435463786125,
-0.027899213135242462,
-0.016622869297862053,
0.02959211729466915,
0.007557647302746773,
0.024954743683338165,
0.06595524400472641,
4.193885582180563e-34,
0.01468635443598032,
-0.043012332171201706,
0.05287462845444679,
0.07245822995901108,
0.05670016258955002,
-0.0018503367900848389,
0.08307303488254547,
-0.014614426530897617,
0.03203229606151581,
0.0011615136172622442,
0.027628036215901375,
0.020979437977075577,
-0.006870974320918322,
0.09613151103258133,
0.13308733701705933,
-0.04587295651435852,
0.01577128656208515,
0.07239025086164474,
-0.002265672432258725,
-0.0460902601480484,
0.056267619132995605,
0.041278284043073654,
-0.006444988306611776,
-0.09083441644906998,
0.03412861004471779,
-0.02314166910946369,
-0.045817770063877106,
0.026493364945054054,
0.012555350549519062,
-0.014310906641185284,
-0.10579311847686768,
0.09344708919525146,
-0.07777784019708633,
0.06554605066776276,
0.03476650267839432,
0.07088740170001984,
-0.1490776687860489,
-0.03414567559957504,
0.00025032166740857065,
-0.05681823194026947,
-0.0050789001397788525,
-0.034265872091054916,
0.009769292548298836,
0.056759174913167953,
-0.02292168326675892,
-0.08105035126209259,
0.01864595152437687,
0.012671181932091713,
-0.04197987541556358,
0.01475453283637762,
0.05048321560025215,
0.05762506648898125,
0.018678076565265656,
-0.10217203944921494,
-0.0546012707054615,
-0.055522046983242035,
0.02694161795079708,
-0.017648329958319664,
0.00972627941519022,
0.08978273719549179,
0.026504717767238617,
-0.029051708057522774,
-0.03205141797661781,
0.09196779876947403,
0.02845066413283348,
0.01763932779431343,
-0.05739712715148926,
0.06186871975660324,
0.16922369599342346,
-0.017190570011734962,
0.04163855314254761,
0.058939605951309204,
0.06799570471048355,
-0.05604667589068413,
-0.016641348600387573,
-0.05515532195568085,
0.075655497610569,
-0.035471487790346146,
-0.055094391107559204,
-0.002014951314777136,
-0.04582339897751808,
-0.04610566049814224,
-0.09571632742881775,
-0.05572982132434845,
0.03810318931937218,
-0.04705416038632393,
0.017299354076385498,
-0.010408373549580574,
-0.04144476726651192,
-0.03618372976779938,
-0.0596197247505188,
-0.023476559668779373,
-0.03767950087785721,
0.05114724859595299,
-0.017534857615828514,
-2.8647155487974163e-33,
0.019835691899061203,
-0.1155099868774414,
0.05102811008691788,
-0.0038771526888012886,
-0.013605080544948578,
-0.08715023845434189,
-0.031860049813985825,
-0.11061836034059525,
0.017063070088624954,
-0.11874602735042572,
-0.15327568352222443,
0.008132551796734333,
0.08541803807020187,
-0.00618437584489584,
-0.008634842000901699,
0.034391287714242935,
0.09310445189476013,
-0.03591648489236832,
0.03060721606016159,
-0.033360157161951065,
0.03195049613714218,
-0.0006718002259731293,
-0.10766466706991196,
0.03115970268845558,
0.009729227982461452,
0.029332943260669708,
0.028239209204912186,
-0.012858787551522255,
-0.046458691358566284,
0.0072282226756215096,
-0.08316829055547714,
-0.10184092819690704,
-0.06242955103516579,
0.04231685772538185,
-0.016019249334931374,
-0.006218661088496447,
0.036907944828271866,
0.06420525908470154,
-0.025334449484944344,
0.06572778522968292,
0.0016624603886157274,
-0.10904502868652344,
0.018127212300896645,
0.03529027849435806,
0.03166758269071579,
0.005558537319302559,
-0.06188911944627762,
0.06775984913110733,
-0.05147711932659149,
-0.008143587969243526,
0.01249720063060522,
0.11566121876239777,
-0.0680786594748497,
-0.021973170340061188,
-0.022863328456878662,
0.026628928259015083,
-0.04752584174275398,
0.000783888332080096,
0.13204720616340637,
0.0451776422560215,
-0.047370221465826035,
0.010193288326263428,
0.07701801508665085,
0.07622698694467545,
-0.035124119371175766,
0.05967250466346741,
-0.058104466646909714,
-0.05241420120000839,
0.07306962460279465,
-0.023148784413933754,
0.026824234053492546,
-0.023549264296889305,
-0.02758532576262951,
-0.011045195162296295,
0.05397028475999832,
-0.030853617936372757,
0.04010415077209473,
-0.010081224143505096,
-0.014225256629288197,
-0.02138412557542324,
-0.012708642520010471,
0.03373045474290848,
0.016686825081706047,
-0.008334385231137276,
-0.0412965752184391,
0.08378396183252335,
-0.050461508333683014,
-0.016765102744102478,
0.0046822321601212025,
-0.010749015025794506,
-0.018816955387592316,
-0.012633846141397953,
0.010334639810025692,
0.0015886339824646711,
-0.042340993881225586,
-4.8044590528206754e-8,
-0.0213309433311224,
0.06661722809076309,
0.04945452883839607,
-0.038242802023887634,
0.08647976070642471,
-0.044181909412145615,
0.006587407551705837,
-0.009265599772334099,
0.0065933698788285255,
0.03450743108987808,
0.08677121996879578,
0.035139814019203186,
0.028516363352537155,
0.027104584500193596,
-0.06176804378628731,
-0.033787909895181656,
0.004388477653264999,
-0.06277693063020706,
-0.009924267418682575,
-0.009891431778669357,
-0.045535288751125336,
0.0028879959136247635,
-0.023632140830159187,
0.005489124450832605,
0.009578272700309753,
-0.02647608518600464,
-0.05521180480718613,
0.046886954456567764,
0.102500319480896,
0.039884019643068314,
0.09226492047309875,
0.004317016340792179,
0.08181682974100113,
0.06885591149330139,
-0.010659977793693542,
0.0019480246119201183,
0.0024391300976276398,
-0.027541687712073326,
-0.00968863070011139,
-0.05129857733845711,
-0.002296009100973606,
0.02132236585021019,
-0.022179316729307175,
0.03381558880209923,
-0.004731114022433758,
0.003970849793404341,
-0.010050252079963684,
-0.08245140314102173,
0.02936427667737007,
-0.0902133658528328,
-0.053717244416475296,
0.009641185402870178,
-0.0477076955139637,
0.06721102446317673,
0.09318505227565765,
0.019964559003710747,
-0.013260954059660435,
-0.09247171133756638,
0.00425548292696476,
0.03330793231725693,
-0.044888194650411606,
0.00630775885656476,
-0.06670697033405304,
-0.00039627798832952976
] |
1401.4593
|
Adam Sadilek
|
Adam Sadilek, Henry Kautz
|
Location-Based Reasoning about Complex Multi-Agent Behavior
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
87-133, 2012
|
10.1613/jair.3421
| null |
cs.MA cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Recent research has shown that surprisingly rich models of human activity can
be learned from GPS (positional) data. However, most effort to date has
concentrated on modeling single individuals or statistical properties of groups
of people. Moreover, prior work focused solely on modeling actual successful
executions (and not failed or attempted executions) of the activities of
interest. We, in contrast, take on the task of understanding human
interactions, attempted interactions, and intentions from noisy sensor data in
a fully relational multi-agent setting. We use a real-world game of capture the
flag to illustrate our approach in a well-defined domain that involves many
distinct cooperative and competitive joint activities. We model the domain
using Markov logic, a statistical-relational language, and learn a theory that
jointly denoises the data and infers occurrences of high-level activities, such
as a player capturing an enemy. Our unified model combines constraints imposed
by the geometry of the game area, the motion model of the players, and by the
rules and dynamics of the game in a probabilistically and logically sound
fashion. We show that while it may be impossible to directly detect a
multi-agent activity due to sensor noise or malfunction, the occurrence of the
activity can still be inferred by considering both its impact on the future
behaviors of the people involved as well as the events that could have preceded
it. Further, we show that given a model of successfully performed multi-agent
activities, along with a set of examples of failed attempts at the same
activities, our system automatically learns an augmented model that is capable
of recognizing success and failure, as well as goals of peoples actions with
high accuracy. We compare our approach with other alternatives and show that
our unified model, which takes into account not only relationships among
individual players, but also relationships among activities over the entire
length of a game, although more computationally costly, is significantly more
accurate. Finally, we demonstrate that explicitly modeling unsuccessful
attempts boosts performance on other important recognition tasks.
|
[
{
"created": "Sat, 18 Jan 2014 21:04:39 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Sadilek",
"Adam",
""
],
[
"Kautz",
"Henry",
""
]
] |
[
0.016824141144752502,
-0.12428531050682068,
-0.001064788200892508,
-0.06694260239601135,
0.06197512894868851,
-0.04689926654100418,
0.08958467096090317,
-0.09880109876394272,
0.04029344394803047,
0.03737415000796318,
-0.06547049432992935,
-0.005399666726589203,
0.06307074427604675,
0.08935528993606567,
0.017404897138476372,
-0.04043594002723694,
0.10906471312046051,
0.07155013829469681,
-0.05343015119433403,
-0.004314559977501631,
-0.007482628803700209,
-0.014418636448681355,
0.03544054925441742,
0.04548630118370056,
-0.04429590702056885,
-0.029023725539445877,
0.06942266970872879,
-0.038047682493925095,
-0.07456465810537338,
0.03525156155228615,
0.05553049594163895,
-0.006685690954327583,
-0.002206061501055956,
0.004610927309840918,
-0.015892336145043373,
0.0535910427570343,
-0.019811352714896202,
-0.026710044592618942,
0.0121211688965559,
-0.009472043253481388,
-0.019265882670879364,
-0.014612396247684956,
0.033122360706329346,
0.040895525366067886,
-0.012781843543052673,
0.06280787289142609,
-0.011983114294707775,
-0.028433261439204216,
0.01375124603509903,
0.005971029866486788,
-0.014403555542230606,
0.03276297450065613,
0.03530900925397873,
0.0034461296163499355,
0.05123985931277275,
-0.013697110116481781,
-0.06054900586605072,
0.0154037494212389,
0.016908256337046623,
-0.03460993245244026,
0.003294549183920026,
-0.10377920418977737,
0.003400948131456971,
-0.01670866832137108,
-0.07266334444284439,
0.017892668023705482,
-0.030414016917347908,
0.05596080794930458,
0.01128672156482935,
0.05217665806412697,
0.011663397774100304,
0.03134859725832939,
-0.024691229686141014,
-0.036392904818058014,
-0.018919507041573524,
0.017800521105527878,
-0.042254939675331116,
-0.07970394939184189,
-0.016513623297214508,
-0.06922824680805206,
0.02237115614116192,
-0.07465707510709763,
0.028941722586750984,
0.06685579568147659,
0.09894134849309921,
-0.02683292143046856,
-0.008645753376185894,
0.02746698074042797,
0.10379457473754883,
-0.01759219355881214,
-0.1567167490720749,
0.018301501870155334,
0.031667593866586685,
0.024106841534376144,
0.06295554339885712,
0.07074768096208572,
-0.02950207144021988,
-0.09357251971960068,
0.04654930159449577,
0.13591346144676208,
-0.038614172488451004,
0.05611027777194977,
-0.029765017330646515,
-0.011318228207528591,
0.06389829516410828,
0.0718829482793808,
-0.07311330735683441,
0.02747528813779354,
0.005189435090869665,
0.023996694013476372,
-0.003499589627608657,
0.03296956047415733,
0.014068365097045898,
0.04022710397839546,
-0.003745508147403598,
0.03738418594002724,
0.04492255300283432,
0.023107685148715973,
-0.05961774289608002,
0.018244199454784393,
0.05535145103931427,
-0.004120355471968651,
0.025583839043974876,
0.027909906581044197,
0.12287009507417679,
0.021866479888558388,
0.02791067212820053,
-2.7716678240901396e-33,
0.055840346962213516,
0.005464380141347647,
0.09505141526460648,
0.07064496725797653,
-0.005468701012432575,
0.028848906978964806,
-0.039153844118118286,
-0.016385702416300774,
-0.018632300198078156,
0.05960048362612724,
0.020108239725232124,
0.06480760872364044,
-0.00020466855494305491,
0.010281145572662354,
0.04845034331083298,
0.08085601776838303,
-0.02117888070642948,
0.001844109152443707,
-0.00984658021479845,
0.006497377064079046,
0.049754854291677475,
-0.02243652008473873,
-0.09010593593120575,
0.07310673594474792,
0.0074288672767579556,
0.05097353458404541,
-0.023994971066713333,
0.003888842649757862,
0.0956055298447609,
-0.036336179822683334,
-0.0470455102622509,
-0.04938088729977608,
-0.050240181386470795,
0.06206998974084854,
0.0302964486181736,
-0.004733403213322163,
-0.07927316427230835,
-0.018182069063186646,
-0.010321127250790596,
0.025004805997014046,
-0.011636435054242611,
-0.0008235076093114913,
-0.019435584545135498,
-0.07569143176078796,
-0.07583525776863098,
-0.06533616781234741,
-0.03581187129020691,
-0.0013309725327417254,
-0.09821244329214096,
-0.019976964220404625,
0.05108381807804108,
0.014800180681049824,
0.04671856388449669,
-0.05759042873978615,
-0.11460426449775696,
-0.018678344786167145,
0.022623714059591293,
-0.0419100783765316,
0.009963702410459518,
0.018962444737553596,
-0.0029220336582511663,
-0.021670527756214142,
0.055915020406246185,
0.002959686331450939,
0.09103482961654663,
0.03314801678061485,
-0.06526035070419312,
0.09790408611297607,
0.09933790564537048,
-0.07664678245782852,
0.0316898375749588,
0.055094074457883835,
0.004928956739604473,
-0.030079562216997147,
0.07023705542087555,
0.057349324226379395,
0.07677431404590607,
-0.03674415126442909,
-0.010096583515405655,
0.010032531805336475,
-0.03304183855652809,
-0.11500832438468933,
-0.037321727722883224,
-0.007463416084647179,
-0.06542389839887619,
0.023038696497678757,
-0.06515517085790634,
-0.11785398423671722,
-0.10233048349618912,
0.05424996465444565,
-0.10281955450773239,
-0.006241368129849434,
-0.09519495069980621,
0.039357032626867294,
-0.0330064631998539,
-3.33958892122166e-35,
-0.02496078796684742,
-0.013992249965667725,
0.025599554181098938,
-0.01766638457775116,
-0.001010532840155065,
-0.09032873809337616,
0.0158309917896986,
-0.011878236196935177,
0.0016960324719548225,
-0.021296052262187004,
-0.11529179662466049,
-0.06929100304841995,
0.13553333282470703,
0.008505827747285366,
-0.028098564594984055,
-0.04218389838933945,
0.061467595398426056,
0.02259652689099312,
-0.03557981178164482,
0.0510578416287899,
0.0025279936380684376,
0.06311441957950592,
-0.09076845645904541,
-0.04150900989770889,
0.05549512803554535,
0.066378153860569,
0.06356833130121231,
-0.0023219443392008543,
0.009172061458230019,
0.032990314066410065,
-0.02111814357340336,
-0.07746484875679016,
0.015811411663889885,
-0.07726164162158966,
-0.06682659685611725,
0.03965839743614197,
0.01562877930700779,
0.03867887705564499,
-0.050489991903305054,
-0.030218197032809258,
0.022435283288359642,
-0.05523383617401123,
-0.05969395115971565,
-0.053768422454595566,
-0.03625579550862312,
0.025115646421909332,
-0.00040768954204395413,
0.09215959161520004,
-0.06769571453332901,
-0.016394898295402527,
0.0014249412342905998,
0.062424156814813614,
-0.05697089806199074,
-0.007782561704516411,
-0.05784473195672035,
0.0063181351870298386,
-0.0024058420676738024,
-0.05242863669991493,
0.04613659903407097,
0.008701222948729992,
-0.014493822120130062,
0.018399523571133614,
-0.032128676772117615,
0.0937526598572731,
0.0063014873303473,
0.05949517339468002,
-0.023823317140340805,
-0.016367288306355476,
0.007088568527251482,
-0.02012244239449501,
0.03522786125540733,
0.04963398352265358,
-0.025532711297273636,
0.0023423051461577415,
0.0893329381942749,
0.02986934967339039,
-0.043068867176771164,
-0.01882459968328476,
-0.0003868121712002903,
-0.02818203717470169,
-0.023421816527843475,
-0.06319603323936462,
0.05505133792757988,
0.026589415967464447,
0.036753732711076736,
0.05448993295431137,
-0.021742576733231544,
0.005440152250230312,
-0.034311436116695404,
0.0011054717469960451,
-0.05634857341647148,
0.016306491568684578,
-0.043637365102767944,
0.006904464680701494,
-0.15699732303619385,
-4.8473523861503054e-8,
-0.07851338386535645,
0.11226014047861099,
0.044449154287576675,
-0.05200610309839249,
0.04064337536692619,
-0.030696161091327667,
0.05047734081745148,
0.022228125482797623,
-0.0013927179388701916,
0.0062881712801754475,
0.051888033747673035,
-0.030568936839699745,
0.003536117495968938,
-0.04159136489033699,
0.01570451818406582,
0.03821094334125519,
0.002722370671108365,
-0.06933924555778503,
-0.07084792852401733,
0.06616073101758957,
0.03844563663005829,
-0.006376935634762049,
-0.09232795983552933,
-0.003098211018368602,
0.07100854814052582,
-0.0001706659240880981,
-0.04373869299888611,
0.03081298992037773,
0.06846455484628677,
0.026275398209691048,
0.00580565957352519,
-0.016144145280122757,
0.07642365992069244,
-0.012902382761240005,
0.012656970880925655,
0.0203840434551239,
0.04307805001735687,
-0.040894340723752975,
0.0016215263167396188,
-0.11951147019863129,
-0.05968276783823967,
0.040941447019577026,
-0.05931910499930382,
0.05375850945711136,
0.06946755200624466,
0.04518483951687813,
-0.005025574471801519,
-0.13547447323799133,
0.06161279231309891,
0.01209119614213705,
-0.02040575072169304,
-0.05268816649913788,
-0.022316887974739075,
0.04141663387417793,
0.014090023934841156,
0.06756990402936935,
-0.0012372032506391406,
-0.0591064915060997,
0.08738172054290771,
-0.028023287653923035,
-0.019002754241228104,
0.02179768495261669,
-0.09933905303478241,
-0.02425662986934185
] | null | null | null | null | null | null | null |
[
0.016824141144752502,
-0.12428531050682068,
-0.001064788200892508,
-0.06694260239601135,
0.06197512894868851,
-0.04689926654100418,
0.08958467096090317,
-0.09880109876394272,
0.04029344394803047,
0.03737415000796318,
-0.06547049432992935,
-0.005399666726589203,
0.06307074427604675,
0.08935528993606567,
0.017404897138476372,
-0.04043594002723694,
0.10906471312046051,
0.07155013829469681,
-0.05343015119433403,
-0.004314559977501631,
-0.007482628803700209,
-0.014418636448681355,
0.03544054925441742,
0.04548630118370056,
-0.04429590702056885,
-0.029023725539445877,
0.06942266970872879,
-0.038047682493925095,
-0.07456465810537338,
0.03525156155228615,
0.05553049594163895,
-0.006685690954327583,
-0.002206061501055956,
0.004610927309840918,
-0.015892336145043373,
0.0535910427570343,
-0.019811352714896202,
-0.026710044592618942,
0.0121211688965559,
-0.009472043253481388,
-0.019265882670879364,
-0.014612396247684956,
0.033122360706329346,
0.040895525366067886,
-0.012781843543052673,
0.06280787289142609,
-0.011983114294707775,
-0.028433261439204216,
0.01375124603509903,
0.005971029866486788,
-0.014403555542230606,
0.03276297450065613,
0.03530900925397873,
0.0034461296163499355,
0.05123985931277275,
-0.013697110116481781,
-0.06054900586605072,
0.0154037494212389,
0.016908256337046623,
-0.03460993245244026,
0.003294549183920026,
-0.10377920418977737,
0.003400948131456971,
-0.01670866832137108,
-0.07266334444284439,
0.017892668023705482,
-0.030414016917347908,
0.05596080794930458,
0.01128672156482935,
0.05217665806412697,
0.011663397774100304,
0.03134859725832939,
-0.024691229686141014,
-0.036392904818058014,
-0.018919507041573524,
0.017800521105527878,
-0.042254939675331116,
-0.07970394939184189,
-0.016513623297214508,
-0.06922824680805206,
0.02237115614116192,
-0.07465707510709763,
0.028941722586750984,
0.06685579568147659,
0.09894134849309921,
-0.02683292143046856,
-0.008645753376185894,
0.02746698074042797,
0.10379457473754883,
-0.01759219355881214,
-0.1567167490720749,
0.018301501870155334,
0.031667593866586685,
0.024106841534376144,
0.06295554339885712,
0.07074768096208572,
-0.02950207144021988,
-0.09357251971960068,
0.04654930159449577,
0.13591346144676208,
-0.038614172488451004,
0.05611027777194977,
-0.029765017330646515,
-0.011318228207528591,
0.06389829516410828,
0.0718829482793808,
-0.07311330735683441,
0.02747528813779354,
0.005189435090869665,
0.023996694013476372,
-0.003499589627608657,
0.03296956047415733,
0.014068365097045898,
0.04022710397839546,
-0.003745508147403598,
0.03738418594002724,
0.04492255300283432,
0.023107685148715973,
-0.05961774289608002,
0.018244199454784393,
0.05535145103931427,
-0.004120355471968651,
0.025583839043974876,
0.027909906581044197,
0.12287009507417679,
0.021866479888558388,
0.02791067212820053,
-2.7716678240901396e-33,
0.055840346962213516,
0.005464380141347647,
0.09505141526460648,
0.07064496725797653,
-0.005468701012432575,
0.028848906978964806,
-0.039153844118118286,
-0.016385702416300774,
-0.018632300198078156,
0.05960048362612724,
0.020108239725232124,
0.06480760872364044,
-0.00020466855494305491,
0.010281145572662354,
0.04845034331083298,
0.08085601776838303,
-0.02117888070642948,
0.001844109152443707,
-0.00984658021479845,
0.006497377064079046,
0.049754854291677475,
-0.02243652008473873,
-0.09010593593120575,
0.07310673594474792,
0.0074288672767579556,
0.05097353458404541,
-0.023994971066713333,
0.003888842649757862,
0.0956055298447609,
-0.036336179822683334,
-0.0470455102622509,
-0.04938088729977608,
-0.050240181386470795,
0.06206998974084854,
0.0302964486181736,
-0.004733403213322163,
-0.07927316427230835,
-0.018182069063186646,
-0.010321127250790596,
0.025004805997014046,
-0.011636435054242611,
-0.0008235076093114913,
-0.019435584545135498,
-0.07569143176078796,
-0.07583525776863098,
-0.06533616781234741,
-0.03581187129020691,
-0.0013309725327417254,
-0.09821244329214096,
-0.019976964220404625,
0.05108381807804108,
0.014800180681049824,
0.04671856388449669,
-0.05759042873978615,
-0.11460426449775696,
-0.018678344786167145,
0.022623714059591293,
-0.0419100783765316,
0.009963702410459518,
0.018962444737553596,
-0.0029220336582511663,
-0.021670527756214142,
0.055915020406246185,
0.002959686331450939,
0.09103482961654663,
0.03314801678061485,
-0.06526035070419312,
0.09790408611297607,
0.09933790564537048,
-0.07664678245782852,
0.0316898375749588,
0.055094074457883835,
0.004928956739604473,
-0.030079562216997147,
0.07023705542087555,
0.057349324226379395,
0.07677431404590607,
-0.03674415126442909,
-0.010096583515405655,
0.010032531805336475,
-0.03304183855652809,
-0.11500832438468933,
-0.037321727722883224,
-0.007463416084647179,
-0.06542389839887619,
0.023038696497678757,
-0.06515517085790634,
-0.11785398423671722,
-0.10233048349618912,
0.05424996465444565,
-0.10281955450773239,
-0.006241368129849434,
-0.09519495069980621,
0.039357032626867294,
-0.0330064631998539,
-3.33958892122166e-35,
-0.02496078796684742,
-0.013992249965667725,
0.025599554181098938,
-0.01766638457775116,
-0.001010532840155065,
-0.09032873809337616,
0.0158309917896986,
-0.011878236196935177,
0.0016960324719548225,
-0.021296052262187004,
-0.11529179662466049,
-0.06929100304841995,
0.13553333282470703,
0.008505827747285366,
-0.028098564594984055,
-0.04218389838933945,
0.061467595398426056,
0.02259652689099312,
-0.03557981178164482,
0.0510578416287899,
0.0025279936380684376,
0.06311441957950592,
-0.09076845645904541,
-0.04150900989770889,
0.05549512803554535,
0.066378153860569,
0.06356833130121231,
-0.0023219443392008543,
0.009172061458230019,
0.032990314066410065,
-0.02111814357340336,
-0.07746484875679016,
0.015811411663889885,
-0.07726164162158966,
-0.06682659685611725,
0.03965839743614197,
0.01562877930700779,
0.03867887705564499,
-0.050489991903305054,
-0.030218197032809258,
0.022435283288359642,
-0.05523383617401123,
-0.05969395115971565,
-0.053768422454595566,
-0.03625579550862312,
0.025115646421909332,
-0.00040768954204395413,
0.09215959161520004,
-0.06769571453332901,
-0.016394898295402527,
0.0014249412342905998,
0.062424156814813614,
-0.05697089806199074,
-0.007782561704516411,
-0.05784473195672035,
0.0063181351870298386,
-0.0024058420676738024,
-0.05242863669991493,
0.04613659903407097,
0.008701222948729992,
-0.014493822120130062,
0.018399523571133614,
-0.032128676772117615,
0.0937526598572731,
0.0063014873303473,
0.05949517339468002,
-0.023823317140340805,
-0.016367288306355476,
0.007088568527251482,
-0.02012244239449501,
0.03522786125540733,
0.04963398352265358,
-0.025532711297273636,
0.0023423051461577415,
0.0893329381942749,
0.02986934967339039,
-0.043068867176771164,
-0.01882459968328476,
-0.0003868121712002903,
-0.02818203717470169,
-0.023421816527843475,
-0.06319603323936462,
0.05505133792757988,
0.026589415967464447,
0.036753732711076736,
0.05448993295431137,
-0.021742576733231544,
0.005440152250230312,
-0.034311436116695404,
0.0011054717469960451,
-0.05634857341647148,
0.016306491568684578,
-0.043637365102767944,
0.006904464680701494,
-0.15699732303619385,
-4.8473523861503054e-8,
-0.07851338386535645,
0.11226014047861099,
0.044449154287576675,
-0.05200610309839249,
0.04064337536692619,
-0.030696161091327667,
0.05047734081745148,
0.022228125482797623,
-0.0013927179388701916,
0.0062881712801754475,
0.051888033747673035,
-0.030568936839699745,
0.003536117495968938,
-0.04159136489033699,
0.01570451818406582,
0.03821094334125519,
0.002722370671108365,
-0.06933924555778503,
-0.07084792852401733,
0.06616073101758957,
0.03844563663005829,
-0.006376935634762049,
-0.09232795983552933,
-0.003098211018368602,
0.07100854814052582,
-0.0001706659240880981,
-0.04373869299888611,
0.03081298992037773,
0.06846455484628677,
0.026275398209691048,
0.00580565957352519,
-0.016144145280122757,
0.07642365992069244,
-0.012902382761240005,
0.012656970880925655,
0.0203840434551239,
0.04307805001735687,
-0.040894340723752975,
0.0016215263167396188,
-0.11951147019863129,
-0.05968276783823967,
0.040941447019577026,
-0.05931910499930382,
0.05375850945711136,
0.06946755200624466,
0.04518483951687813,
-0.005025574471801519,
-0.13547447323799133,
0.06161279231309891,
0.01209119614213705,
-0.02040575072169304,
-0.05268816649913788,
-0.022316887974739075,
0.04141663387417793,
0.014090023934841156,
0.06756990402936935,
-0.0012372032506391406,
-0.0591064915060997,
0.08738172054290771,
-0.028023287653923035,
-0.019002754241228104,
0.02179768495261669,
-0.09933905303478241,
-0.02425662986934185
] |
1401.4595
|
Na Fu
|
Na Fu, Hoong Chuin Lau, Pradeep R. Varakantham, Fei Xiao
|
Robust Local Search for Solving RCPSP/max with Durational Uncertainty
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
43-86, 2012
|
10.1613/jair.3424
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Scheduling problems in manufacturing, logistics and project management have
frequently been modeled using the framework of Resource Constrained Project
Scheduling Problems with minimum and maximum time lags (RCPSP/max). Due to the
importance of these problems, providing scalable solution schedules for
RCPSP/max problems is a topic of extensive research. However, all existing
methods for solving RCPSP/max assume that durations of activities are known
with certainty, an assumption that does not hold in real world scheduling
problems where unexpected external events such as manpower availability,
weather changes, etc. lead to delays or advances in completion of activities.
Thus, in this paper, our focus is on providing a scalable method for solving
RCPSP/max problems with durational uncertainty. To that end, we introduce the
robust local search method consisting of three key ideas: (a) Introducing and
studying the properties of two decision rule approximations used to compute
start times of activities with respect to dynamic realizations of the
durational uncertainty; (b) Deriving the expression for robust makespan of an
execution strategy based on decision rule approximations; and (c) A robust
local search mechanism to efficiently compute activity execution strategies
that are robust against durational uncertainty. Furthermore, we also provide
enhancements to local search that exploit temporal dependencies between
activities. Our experimental results illustrate that robust local search is
able to provide robust execution strategies efficiently.
|
[
{
"created": "Sat, 18 Jan 2014 21:04:55 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Fu",
"Na",
""
],
[
"Lau",
"Hoong Chuin",
""
],
[
"Varakantham",
"Pradeep R.",
""
],
[
"Xiao",
"Fei",
""
]
] |
[
-0.06107316538691521,
0.010343072935938835,
0.04026435688138008,
0.03396537899971008,
0.03483157232403755,
-0.0663701668381691,
0.012701041996479034,
-0.006045933812856674,
0.013159705325961113,
0.010568191297352314,
-0.022777969017624855,
-0.009273354895412922,
0.05079580098390579,
0.07910925149917603,
-0.032463669776916504,
-0.033934157341718674,
0.06144159659743309,
-0.025417666882276535,
-0.06191621348261833,
-0.05140908807516098,
0.023332776501774788,
-0.057983748614788055,
-0.04306614771485329,
0.008122773841023445,
0.041625261306762695,
0.004642069339752197,
-0.007030514534562826,
-0.02017386443912983,
0.004344056826084852,
0.02842952497303486,
-0.03386814892292023,
-0.04788202792406082,
0.028064409270882607,
-0.08604595810174942,
0.09030121564865112,
0.07670135796070099,
-0.06268996000289917,
-0.027288440614938736,
0.028277365490794182,
-0.04248904436826706,
-0.011257240548729897,
-0.03355720639228821,
-0.010846867226064205,
0.001882130396552384,
0.0035312960390001535,
-0.006905905902385712,
0.009551666676998138,
-0.06552243232727051,
-0.027377372607588768,
0.018048295751214027,
0.007638134062290192,
-0.0486174114048481,
-0.033201996237039566,
-0.07499933242797852,
0.025469601154327393,
0.01999826356768608,
-0.007482017856091261,
-0.035117875784635544,
0.012347343377768993,
0.016683315858244896,
0.011687551625072956,
-0.11992476135492325,
-0.03630196303129196,
-0.024210523813962936,
-0.019753294065594673,
0.00681319460272789,
-0.0024081708397716284,
-0.014013987965881824,
0.017305295914411545,
0.05668437108397484,
-0.012230447493493557,
0.06909383088350296,
-0.11971387267112732,
0.0896734967827797,
0.010992901399731636,
-0.00014537021343130618,
0.11681391298770905,
-0.013365363702178001,
0.005424784496426582,
-0.08053311705589294,
0.0005486891022883356,
-0.017785141244530678,
-0.01882733777165413,
0.009007143788039684,
0.039254866540431976,
-0.02295476198196411,
0.016095567494630814,
0.15222755074501038,
0.15732979774475098,
-0.017865324392914772,
-0.030281171202659607,
-0.03508153185248375,
-0.014375893399119377,
-0.005057391244918108,
0.00821776781231165,
-0.037501465529203415,
-0.03039194829761982,
0.056044191122055054,
0.041273362934589386,
0.022137198597192764,
-0.038136035203933716,
0.03107725828886032,
0.02412714622914791,
-0.07497594505548477,
0.008869050070643425,
-0.014979305677115917,
-0.08155552297830582,
-0.009789125062525272,
-0.054730091243982315,
-0.013817680068314075,
0.009146635420620441,
-0.03973591327667236,
0.04712917283177376,
-0.051116541028022766,
0.045314159244298935,
0.09458061307668686,
0.03060774691402912,
-0.011383416131138802,
-0.06389079988002777,
0.008088021539151669,
0.033239636570215225,
0.01312971394509077,
0.1148386225104332,
-0.02282167226076126,
-0.005326082929968834,
0.036280643194913864,
0.02619508095085621,
1.2365269358719423e-33,
-0.02308601327240467,
-0.050023239105939865,
0.007799334358423948,
-0.04214340075850487,
0.050922881811857224,
-0.022364163771271706,
0.0413241945207119,
0.03641887754201889,
0.020712867379188538,
-0.031042998656630516,
-0.006243526935577393,
-0.04766759276390076,
-0.06125922128558159,
-0.06985501945018768,
0.10100546479225159,
-0.0230144951492548,
0.0711984634399414,
0.045989103615283966,
0.008028022944927216,
-0.030586816370487213,
0.04020312428474426,
-0.20679938793182373,
-0.05108549818396568,
-0.003136882558465004,
0.13766731321811676,
-0.04356762394309044,
0.06755668669939041,
-0.021116968244314194,
0.0562167763710022,
-0.021248454228043556,
-0.016421545296907425,
0.04708632454276085,
-0.05450676009058952,
0.07338211685419083,
0.05710924044251442,
-0.010106529109179974,
-0.07647754997015,
-0.012886852025985718,
0.017324624583125114,
0.08883083611726761,
-0.058520279824733734,
-0.0219550970941782,
-0.027634989470243454,
0.049184903502464294,
-0.0715368241071701,
-0.049934159964323044,
0.0002943126601167023,
-0.017838282510638237,
-0.04728934168815613,
-0.015047609806060791,
-0.01700885407626629,
0.09097718447446823,
0.09825436025857925,
-0.063101626932621,
-0.05470870062708855,
-0.014835276640951633,
0.04934461787343025,
0.016488341614603996,
0.006626224610954523,
0.0462116040289402,
0.05579498037695885,
-0.00020339011098258197,
-0.00609973119571805,
0.03961563855409622,
0.01681917905807495,
0.11190018802881241,
-0.024296268820762634,
0.025266367942094803,
0.1198100596666336,
-0.052297137677669525,
0.05341885983943939,
-0.060546454042196274,
0.1410662680864334,
-0.034071534872055054,
0.06552787125110626,
0.012202106416225433,
0.09163966029882431,
0.06507599353790283,
-0.07071896642446518,
-0.062152374535799026,
-0.07906504720449448,
0.009320384822785854,
-0.0016569227445870638,
-0.029806120321154594,
-0.01023630890995264,
-0.06046689301729202,
-0.015474265441298485,
0.020347466692328453,
-0.06551623344421387,
-0.04049617424607277,
-0.08614327013492584,
0.040813010185956955,
0.007207011803984642,
0.02034899964928627,
0.006103254854679108,
-2.2180461680383284e-33,
0.07784280925989151,
-0.07798656076192856,
0.037883657962083817,
-0.03772744908928871,
0.0923941358923912,
-0.05501657724380493,
-0.045678917318582535,
-0.06105181947350502,
0.027805771678686142,
-0.030091946944594383,
-0.11855357885360718,
-0.00879910308867693,
0.046670712530612946,
-0.036141764372587204,
-0.04493462294340134,
-0.03232796862721443,
0.07846320420503616,
0.004896475002169609,
-0.021156612783670425,
0.047885630279779434,
-0.014293365180492401,
0.00027988903457298875,
-0.16533353924751282,
-0.002418764401227236,
0.0454566515982151,
0.07369843870401382,
-0.033259037882089615,
-0.053361956030130386,
-0.06244971230626106,
-0.0027927637565881014,
-0.07741883397102356,
-0.056569334119558334,
-0.01634082943201065,
-0.014336873777210712,
-0.012549075298011303,
0.00670264195650816,
-0.06552579253911972,
0.06388876587152481,
0.05131521821022034,
0.04494470730423927,
0.07081136107444763,
-0.06665458530187607,
0.010896059684455395,
-0.02889159880578518,
0.011154448613524437,
0.02553422749042511,
0.0037618440110236406,
-0.07467590272426605,
-0.047211773693561554,
-0.026716027408838272,
-0.008423050865530968,
0.014171863906085491,
-0.061070919036865234,
0.05864224210381508,
0.04748152568936348,
-0.014554607681930065,
-0.0632653459906578,
-0.08900301158428192,
0.03885938599705696,
0.06066327169537544,
-0.00571886682882905,
-0.02062832936644554,
0.032324403524398804,
0.12468136847019196,
-0.02088138274848461,
0.025427021086215973,
0.0004266064497642219,
-0.08128680288791656,
0.014992523938417435,
0.0015702302334830165,
0.011506364680826664,
0.09293898940086365,
0.031733669340610504,
0.0692492425441742,
-0.061722151935100555,
0.003196863690391183,
0.03371114283800125,
0.029189880937337875,
0.04247657582163811,
-0.0017480750102549791,
0.022515036165714264,
0.02012871578335762,
0.03270848095417023,
0.052061423659324646,
-0.08444162458181381,
0.06502056121826172,
0.05284556746482849,
0.04916936159133911,
0.07382692396640778,
-0.03152140974998474,
-0.030376484617590904,
-0.023055030032992363,
-0.003191728377714753,
0.04091181233525276,
0.005389965604990721,
-4.348866156078657e-8,
0.012583376839756966,
0.011129514314234257,
-0.023976080119609833,
-0.06376200914382935,
0.14300736784934998,
-0.03862016648054123,
0.0475241094827652,
-0.02513517439365387,
0.08471892774105072,
0.040033936500549316,
0.027278464287519455,
-0.03856800124049187,
0.06648552417755127,
-0.04969155043363571,
-0.08868283778429031,
0.027146369218826294,
0.005960642360150814,
0.009703542105853558,
-0.022173691540956497,
-0.009029188193380833,
0.0010199341922998428,
0.01793418824672699,
-0.029939306899905205,
0.030543867498636246,
0.014996802434325218,
-0.03449774160981178,
-0.03313567116856575,
0.07801048457622528,
0.11286897957324982,
0.06701504439115524,
-0.04891912639141083,
-0.008272292092442513,
0.03450789675116539,
0.053554460406303406,
0.019894590601325035,
-0.08019009232521057,
-0.022380046546459198,
-0.06128567457199097,
-0.06545502692461014,
0.03149925172328949,
0.07980024069547653,
-0.03536701202392578,
-0.037430185824632645,
0.013532979413866997,
0.05833381414413452,
-0.01755838841199875,
-0.07882357388734818,
-0.0449555329978466,
-0.06789778172969818,
-0.0072529613971710205,
0.01702931523323059,
0.02450725808739662,
-0.03404827043414116,
0.0507771298289299,
0.0598783865571022,
0.0159167293459177,
0.010458612814545631,
-0.07253964245319366,
0.010889208875596523,
-0.010396178811788559,
-0.040912531316280365,
-0.001953477505594492,
-0.0008720661862753332,
0.026658887043595314
] | null | null | null | null | null | null | null |
[
-0.06107316538691521,
0.010343072935938835,
0.04026435688138008,
0.03396537899971008,
0.03483157232403755,
-0.0663701668381691,
0.012701041996479034,
-0.006045933812856674,
0.013159705325961113,
0.010568191297352314,
-0.022777969017624855,
-0.009273354895412922,
0.05079580098390579,
0.07910925149917603,
-0.032463669776916504,
-0.033934157341718674,
0.06144159659743309,
-0.025417666882276535,
-0.06191621348261833,
-0.05140908807516098,
0.023332776501774788,
-0.057983748614788055,
-0.04306614771485329,
0.008122773841023445,
0.041625261306762695,
0.004642069339752197,
-0.007030514534562826,
-0.02017386443912983,
0.004344056826084852,
0.02842952497303486,
-0.03386814892292023,
-0.04788202792406082,
0.028064409270882607,
-0.08604595810174942,
0.09030121564865112,
0.07670135796070099,
-0.06268996000289917,
-0.027288440614938736,
0.028277365490794182,
-0.04248904436826706,
-0.011257240548729897,
-0.03355720639228821,
-0.010846867226064205,
0.001882130396552384,
0.0035312960390001535,
-0.006905905902385712,
0.009551666676998138,
-0.06552243232727051,
-0.027377372607588768,
0.018048295751214027,
0.007638134062290192,
-0.0486174114048481,
-0.033201996237039566,
-0.07499933242797852,
0.025469601154327393,
0.01999826356768608,
-0.007482017856091261,
-0.035117875784635544,
0.012347343377768993,
0.016683315858244896,
0.011687551625072956,
-0.11992476135492325,
-0.03630196303129196,
-0.024210523813962936,
-0.019753294065594673,
0.00681319460272789,
-0.0024081708397716284,
-0.014013987965881824,
0.017305295914411545,
0.05668437108397484,
-0.012230447493493557,
0.06909383088350296,
-0.11971387267112732,
0.0896734967827797,
0.010992901399731636,
-0.00014537021343130618,
0.11681391298770905,
-0.013365363702178001,
0.005424784496426582,
-0.08053311705589294,
0.0005486891022883356,
-0.017785141244530678,
-0.01882733777165413,
0.009007143788039684,
0.039254866540431976,
-0.02295476198196411,
0.016095567494630814,
0.15222755074501038,
0.15732979774475098,
-0.017865324392914772,
-0.030281171202659607,
-0.03508153185248375,
-0.014375893399119377,
-0.005057391244918108,
0.00821776781231165,
-0.037501465529203415,
-0.03039194829761982,
0.056044191122055054,
0.041273362934589386,
0.022137198597192764,
-0.038136035203933716,
0.03107725828886032,
0.02412714622914791,
-0.07497594505548477,
0.008869050070643425,
-0.014979305677115917,
-0.08155552297830582,
-0.009789125062525272,
-0.054730091243982315,
-0.013817680068314075,
0.009146635420620441,
-0.03973591327667236,
0.04712917283177376,
-0.051116541028022766,
0.045314159244298935,
0.09458061307668686,
0.03060774691402912,
-0.011383416131138802,
-0.06389079988002777,
0.008088021539151669,
0.033239636570215225,
0.01312971394509077,
0.1148386225104332,
-0.02282167226076126,
-0.005326082929968834,
0.036280643194913864,
0.02619508095085621,
1.2365269358719423e-33,
-0.02308601327240467,
-0.050023239105939865,
0.007799334358423948,
-0.04214340075850487,
0.050922881811857224,
-0.022364163771271706,
0.0413241945207119,
0.03641887754201889,
0.020712867379188538,
-0.031042998656630516,
-0.006243526935577393,
-0.04766759276390076,
-0.06125922128558159,
-0.06985501945018768,
0.10100546479225159,
-0.0230144951492548,
0.0711984634399414,
0.045989103615283966,
0.008028022944927216,
-0.030586816370487213,
0.04020312428474426,
-0.20679938793182373,
-0.05108549818396568,
-0.003136882558465004,
0.13766731321811676,
-0.04356762394309044,
0.06755668669939041,
-0.021116968244314194,
0.0562167763710022,
-0.021248454228043556,
-0.016421545296907425,
0.04708632454276085,
-0.05450676009058952,
0.07338211685419083,
0.05710924044251442,
-0.010106529109179974,
-0.07647754997015,
-0.012886852025985718,
0.017324624583125114,
0.08883083611726761,
-0.058520279824733734,
-0.0219550970941782,
-0.027634989470243454,
0.049184903502464294,
-0.0715368241071701,
-0.049934159964323044,
0.0002943126601167023,
-0.017838282510638237,
-0.04728934168815613,
-0.015047609806060791,
-0.01700885407626629,
0.09097718447446823,
0.09825436025857925,
-0.063101626932621,
-0.05470870062708855,
-0.014835276640951633,
0.04934461787343025,
0.016488341614603996,
0.006626224610954523,
0.0462116040289402,
0.05579498037695885,
-0.00020339011098258197,
-0.00609973119571805,
0.03961563855409622,
0.01681917905807495,
0.11190018802881241,
-0.024296268820762634,
0.025266367942094803,
0.1198100596666336,
-0.052297137677669525,
0.05341885983943939,
-0.060546454042196274,
0.1410662680864334,
-0.034071534872055054,
0.06552787125110626,
0.012202106416225433,
0.09163966029882431,
0.06507599353790283,
-0.07071896642446518,
-0.062152374535799026,
-0.07906504720449448,
0.009320384822785854,
-0.0016569227445870638,
-0.029806120321154594,
-0.01023630890995264,
-0.06046689301729202,
-0.015474265441298485,
0.020347466692328453,
-0.06551623344421387,
-0.04049617424607277,
-0.08614327013492584,
0.040813010185956955,
0.007207011803984642,
0.02034899964928627,
0.006103254854679108,
-2.2180461680383284e-33,
0.07784280925989151,
-0.07798656076192856,
0.037883657962083817,
-0.03772744908928871,
0.0923941358923912,
-0.05501657724380493,
-0.045678917318582535,
-0.06105181947350502,
0.027805771678686142,
-0.030091946944594383,
-0.11855357885360718,
-0.00879910308867693,
0.046670712530612946,
-0.036141764372587204,
-0.04493462294340134,
-0.03232796862721443,
0.07846320420503616,
0.004896475002169609,
-0.021156612783670425,
0.047885630279779434,
-0.014293365180492401,
0.00027988903457298875,
-0.16533353924751282,
-0.002418764401227236,
0.0454566515982151,
0.07369843870401382,
-0.033259037882089615,
-0.053361956030130386,
-0.06244971230626106,
-0.0027927637565881014,
-0.07741883397102356,
-0.056569334119558334,
-0.01634082943201065,
-0.014336873777210712,
-0.012549075298011303,
0.00670264195650816,
-0.06552579253911972,
0.06388876587152481,
0.05131521821022034,
0.04494470730423927,
0.07081136107444763,
-0.06665458530187607,
0.010896059684455395,
-0.02889159880578518,
0.011154448613524437,
0.02553422749042511,
0.0037618440110236406,
-0.07467590272426605,
-0.047211773693561554,
-0.026716027408838272,
-0.008423050865530968,
0.014171863906085491,
-0.061070919036865234,
0.05864224210381508,
0.04748152568936348,
-0.014554607681930065,
-0.0632653459906578,
-0.08900301158428192,
0.03885938599705696,
0.06066327169537544,
-0.00571886682882905,
-0.02062832936644554,
0.032324403524398804,
0.12468136847019196,
-0.02088138274848461,
0.025427021086215973,
0.0004266064497642219,
-0.08128680288791656,
0.014992523938417435,
0.0015702302334830165,
0.011506364680826664,
0.09293898940086365,
0.031733669340610504,
0.0692492425441742,
-0.061722151935100555,
0.003196863690391183,
0.03371114283800125,
0.029189880937337875,
0.04247657582163811,
-0.0017480750102549791,
0.022515036165714264,
0.02012871578335762,
0.03270848095417023,
0.052061423659324646,
-0.08444162458181381,
0.06502056121826172,
0.05284556746482849,
0.04916936159133911,
0.07382692396640778,
-0.03152140974998474,
-0.030376484617590904,
-0.023055030032992363,
-0.003191728377714753,
0.04091181233525276,
0.005389965604990721,
-4.348866156078657e-8,
0.012583376839756966,
0.011129514314234257,
-0.023976080119609833,
-0.06376200914382935,
0.14300736784934998,
-0.03862016648054123,
0.0475241094827652,
-0.02513517439365387,
0.08471892774105072,
0.040033936500549316,
0.027278464287519455,
-0.03856800124049187,
0.06648552417755127,
-0.04969155043363571,
-0.08868283778429031,
0.027146369218826294,
0.005960642360150814,
0.009703542105853558,
-0.022173691540956497,
-0.009029188193380833,
0.0010199341922998428,
0.01793418824672699,
-0.029939306899905205,
0.030543867498636246,
0.014996802434325218,
-0.03449774160981178,
-0.03313567116856575,
0.07801048457622528,
0.11286897957324982,
0.06701504439115524,
-0.04891912639141083,
-0.008272292092442513,
0.03450789675116539,
0.053554460406303406,
0.019894590601325035,
-0.08019009232521057,
-0.022380046546459198,
-0.06128567457199097,
-0.06545502692461014,
0.03149925172328949,
0.07980024069547653,
-0.03536701202392578,
-0.037430185824632645,
0.013532979413866997,
0.05833381414413452,
-0.01755838841199875,
-0.07882357388734818,
-0.0449555329978466,
-0.06789778172969818,
-0.0072529613971710205,
0.01702931523323059,
0.02450725808739662,
-0.03404827043414116,
0.0507771298289299,
0.0598783865571022,
0.0159167293459177,
0.010458612814545631,
-0.07253964245319366,
0.010889208875596523,
-0.010396178811788559,
-0.040912531316280365,
-0.001953477505594492,
-0.0008720661862753332,
0.026658887043595314
] |
1401.4596
|
Mario Alviano
|
Mario Alviano, Francesco Calimeri, Wolfgang Faber, Nicola Leone,
Simona Perri
|
Unfounded Sets and Well-Founded Semantics of Answer Set Programs with
Aggregates
| null |
Journal Of Artificial Intelligence Research, Volume 42, pages
487-527, 2011
|
10.1613/jair.3432
| null |
cs.LO cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Logic programs with aggregates (LPA) are one of the major linguistic
extensions to Logic Programming (LP). In this work, we propose a generalization
of the notions of unfounded set and well-founded semantics for programs with
monotone and antimonotone aggregates (LPAma programs). In particular, we
present a new notion of unfounded set for LPAma programs, which is a sound
generalization of the original definition for standard (aggregate-free) LP. On
this basis, we define a well-founded operator for LPAma programs, the fixpoint
of which is called well-founded model (or well-founded semantics) for LPAma
programs. The most important properties of unfounded sets and the well-founded
semantics for standard LP are retained by this generalization, notably
existence and uniqueness of the well-founded model, together with a strong
relationship to the answer set semantics for LPAma programs. We show that one
of the D-well-founded semantics, defined by Pelov, Denecker, and Bruynooghe for
a broader class of aggregates using approximating operators, coincides with the
well-founded model as defined in this work on LPAma programs. We also discuss
some complexity issues, most importantly we give a formal proof of tractable
computation of the well-founded model for LPA programs. Moreover, we prove that
for general LPA programs, which may contain aggregates that are neither
monotone nor antimonotone, deciding satisfaction of aggregate expressions with
respect to partial interpretations is coNP-complete. As a consequence, a
well-founded semantics for general LPA programs that allows for tractable
computation is unlikely to exist, which justifies the restriction on LPAma
programs. Finally, we present a prototype system extending DLV, which supports
the well-founded semantics for LPAma programs, at the time of writing the only
implemented system that does so. Experiments with this prototype show
significant computational advantages of aggregate constructs over equivalent
aggregate-free encodings.
|
[
{
"created": "Sat, 18 Jan 2014 21:05:13 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Alviano",
"Mario",
""
],
[
"Calimeri",
"Francesco",
""
],
[
"Faber",
"Wolfgang",
""
],
[
"Leone",
"Nicola",
""
],
[
"Perri",
"Simona",
""
]
] |
[
-0.0032697278074920177,
-0.02400096505880356,
0.011368024162948132,
0.004603704437613487,
-0.07067751884460449,
-0.002180930692702532,
-0.01192618440836668,
0.04604247957468033,
-0.01906915009021759,
0.058807000517845154,
-0.030438797548413277,
-0.016500307247042656,
0.08013039082288742,
-0.007808685302734375,
0.046248067170381546,
0.04677749425172806,
0.043347664177417755,
-0.04710724204778671,
-0.04317229986190796,
0.027758849784731865,
-0.007628742139786482,
-0.012825979851186275,
-0.08857270330190659,
0.03666283190250397,
-0.01758659817278385,
0.05000157654285431,
-0.04948022961616516,
-0.04197985678911209,
0.04351053014397621,
0.06265445053577423,
-0.042435161769390106,
0.07838799059391022,
0.07480181008577347,
0.0657566487789154,
0.06251336634159088,
0.07659533619880676,
-0.018709562718868256,
0.04096684232354164,
-0.04311343654990196,
0.022442830726504326,
-0.039008185267448425,
-0.02399122714996338,
-0.020872650668025017,
-0.019105151295661926,
-0.0020299579482525587,
-0.02786070667207241,
-0.02303728461265564,
0.038875360041856766,
-0.06834348291158676,
-0.02752530947327614,
-0.01647036336362362,
-0.012986683286726475,
-0.03789055719971657,
-0.022046305239200592,
0.08236784487962723,
0.009885674342513084,
-0.03389847278594971,
-0.0276227667927742,
-0.08270299434661865,
-0.13282525539398193,
-0.12564463913440704,
0.01770303212106228,
-0.036722250282764435,
0.0389505960047245,
0.06342274695634842,
-0.021746572107076645,
-0.038993243128061295,
0.10384947806596756,
0.07912255078554153,
0.055100228637456894,
-0.03819630295038223,
0.00290307798422873,
0.016014914959669113,
0.07651539891958237,
-0.049623195081949234,
0.007075030356645584,
0.12511660158634186,
0.025211045518517494,
0.011726156808435917,
0.03220353275537491,
-0.05722497031092644,
0.06372849643230438,
0.031498752534389496,
0.03597636520862579,
0.05705906078219414,
0.016862308606505394,
0.05044034868478775,
-0.0031995561439543962,
0.09893151372671127,
0.046016842126846313,
-0.06521037220954895,
-0.04754789173603058,
0.06268777698278427,
0.03832213580608368,
0.14324936270713806,
0.00878025870770216,
0.021633950993418694,
-0.05422357842326164,
0.019189683720469475,
0.08660928905010223,
0.03167177364230156,
0.06586010009050369,
-0.025162795558571815,
-0.10727734863758087,
0.00792371854186058,
-0.04324905574321747,
0.004309254698455334,
-0.06583532691001892,
0.011102668009698391,
-0.1290554255247116,
0.045559111982584,
-0.08198349922895432,
0.07004784047603607,
-0.04106805846095085,
-0.09243913739919662,
-0.0307121854275465,
-0.03316691517829895,
0.027166955173015594,
-0.0043811979703605175,
-0.14462056756019592,
0.00952204316854477,
-0.03482745587825775,
0.06661798804998398,
0.05271977558732033,
0.01316793728619814,
0.009097094647586346,
-0.03441186249256134,
-4.102689720253312e-34,
-0.025313088670372963,
-0.020185237750411034,
0.015145828947424889,
-0.054128143936395645,
0.0066924127750098705,
-0.011226145550608635,
0.03155926242470741,
0.05347289517521858,
-0.1396227926015854,
0.08290444314479828,
0.05032278597354889,
0.11084263026714325,
-0.008418231271207333,
0.062467049807310104,
0.07015542685985565,
-0.006970420945435762,
0.04155146703124046,
0.01903187483549118,
0.0072402129881083965,
-0.12591135501861572,
0.06020922586321831,
0.031440556049346924,
-0.04155898094177246,
0.0005196869606152177,
0.00422105984762311,
0.018969513475894928,
0.021701866760849953,
-0.0484689399600029,
-0.034641873091459274,
0.005765822716057301,
-0.08734540641307831,
0.01302751898765564,
0.05715097859501839,
0.10767997056245804,
-0.009963893331587315,
-0.02914602868258953,
-0.07805410772562027,
-0.06523148715496063,
0.02075352519750595,
-0.0512835830450058,
0.0023687202483415604,
0.01644943654537201,
-0.05102977529168129,
-0.038191892206668854,
0.029633628204464912,
-0.06695812195539474,
-0.11905840039253235,
0.025632183998823166,
0.03100365214049816,
-0.0741625428199768,
0.05850161984562874,
0.020681709051132202,
-0.002001100219786167,
0.028385402634739876,
-0.08387677371501923,
0.01186449732631445,
-0.017210448160767555,
0.08515051007270813,
0.03979697450995445,
0.03908856213092804,
-0.020025094971060753,
-0.01837514340877533,
-0.006377378944307566,
-0.017346100881695747,
-0.0586455836892128,
0.028807662427425385,
-0.06410501897335052,
-0.011301185935735703,
0.1276697814464569,
-0.028303520753979683,
0.02771865762770176,
-0.00556709710508585,
-0.01642768457531929,
0.06268549710512161,
0.06360664963722229,
-0.005309757310897112,
0.07334486395120621,
0.016345137730240822,
-0.06773530691862106,
-0.021506227552890778,
0.029224788770079613,
0.03564466908574104,
-0.0656646266579628,
-0.04196273162961006,
-0.056841835379600525,
-0.019118713214993477,
0.007676304783672094,
-0.012313416227698326,
-0.03458811342716217,
-0.07943426072597504,
-0.057428814470767975,
-0.014664019457995892,
0.015278083272278309,
-0.010593886487185955,
0.01463387068361044,
-2.220057732746173e-33,
0.022016914561390877,
-0.009241081774234772,
-0.06811632961034775,
-0.04639950022101402,
-0.0418267548084259,
-0.09936896711587906,
0.05492234230041504,
-0.03748859465122223,
0.0034768120385706425,
-0.014948331750929356,
-0.010738179087638855,
0.014754644595086575,
-0.012605336494743824,
-0.02409505471587181,
0.008950854651629925,
-0.02061440609395504,
0.011460985988378525,
-0.0677136480808258,
-0.042901769280433655,
0.08966869860887527,
0.023200897499918938,
0.05556091293692589,
-0.10557321459054947,
0.040291499346494675,
0.08585717529058456,
0.057372525334358215,
-0.051382921636104584,
0.0724906176328659,
-0.04922318086028099,
0.010948315262794495,
-0.005344161298125982,
-0.03200896084308624,
-0.07627476006746292,
-0.037484824657440186,
-0.023758243769407272,
-0.022151732817292213,
0.03306249529123306,
-0.011048873886466026,
-0.09254983067512512,
0.0064576296135783195,
-0.02323874831199646,
-0.06949275732040405,
0.005486336536705494,
0.034072600305080414,
0.056329235434532166,
0.014856178313493729,
-0.06566672772169113,
-0.0592876672744751,
0.004276689141988754,
-0.054617252200841904,
-0.03998322784900665,
-0.02265060879290104,
0.035971060395240784,
0.06493110209703445,
0.05239807814359665,
0.0009088789229281247,
0.04244491457939148,
-0.04602152481675148,
-0.018228821456432343,
-0.042534224689006805,
-0.004182828590273857,
-0.04075233265757561,
0.024655472487211227,
0.10329879075288773,
0.011399117298424244,
0.059967827051877975,
-0.004876619670540094,
-0.014781340025365353,
-0.01477852463722229,
-0.0521182082593441,
-0.010861190035939217,
0.0627526193857193,
-0.0459219366312027,
-0.002859727246686816,
-0.02871340699493885,
0.08745960146188736,
0.026173898950219154,
0.00901563186198473,
-0.03429366275668144,
0.029299641028046608,
-0.00796101987361908,
-0.058878690004348755,
0.1032058373093605,
0.008857260458171368,
-0.07420466095209122,
-0.07483873516321182,
0.10498093068599701,
0.036516230553388596,
-0.03628386929631233,
0.0964987501502037,
-0.010029187425971031,
-0.013254456222057343,
0.03210032731294632,
0.05729345604777336,
-0.0010436448501423001,
-4.529700703415074e-8,
-0.1135835275053978,
-0.021708477288484573,
-0.020236127078533173,
0.04263732209801674,
0.051959291100502014,
-0.0844198539853096,
-0.03371443971991539,
-0.017652612179517746,
-0.016356004402041435,
-0.07188025861978531,
-0.02841106243431568,
0.03842262178659439,
-0.05403905361890793,
-0.0612964928150177,
0.039738308638334274,
0.022312013432383537,
0.041299283504486084,
-0.013194048777222633,
-0.038349758833646774,
0.05387815833091736,
-0.002001365413889289,
0.05654400214552879,
0.00010039116023108363,
0.004199236631393433,
-0.023309318348765373,
-0.04391415789723396,
-0.027554959058761597,
0.03229160234332085,
0.013506626710295677,
0.029533278197050095,
0.03781374916434288,
0.07409869134426117,
0.12398149818181992,
0.0238425862044096,
0.0167605672031641,
0.07728186249732971,
-0.032921597361564636,
0.018823429942131042,
-0.06547366827726364,
-0.11763191968202591,
0.014378000982105732,
0.04204399511218071,
-0.04052305594086647,
0.0018232946749776602,
0.045653682202100754,
-0.028252597898244858,
-0.04953464865684509,
-0.029285261407494545,
0.01458817906677723,
0.002046619774773717,
0.01324718538671732,
0.11978012323379517,
-0.027090514078736305,
-0.012345067225396633,
-0.001999153755605221,
0.045376431196928024,
-0.0782947838306427,
-0.014353794045746326,
-0.029129356145858765,
-0.03752230107784271,
-0.02316862903535366,
-0.02527998760342598,
0.10230610519647598,
0.004530929494649172
] | null | null | null | null | null | null | null |
[
-0.0032697278074920177,
-0.02400096505880356,
0.011368024162948132,
0.004603704437613487,
-0.07067751884460449,
-0.002180930692702532,
-0.01192618440836668,
0.04604247957468033,
-0.01906915009021759,
0.058807000517845154,
-0.030438797548413277,
-0.016500307247042656,
0.08013039082288742,
-0.007808685302734375,
0.046248067170381546,
0.04677749425172806,
0.043347664177417755,
-0.04710724204778671,
-0.04317229986190796,
0.027758849784731865,
-0.007628742139786482,
-0.012825979851186275,
-0.08857270330190659,
0.03666283190250397,
-0.01758659817278385,
0.05000157654285431,
-0.04948022961616516,
-0.04197985678911209,
0.04351053014397621,
0.06265445053577423,
-0.042435161769390106,
0.07838799059391022,
0.07480181008577347,
0.0657566487789154,
0.06251336634159088,
0.07659533619880676,
-0.018709562718868256,
0.04096684232354164,
-0.04311343654990196,
0.022442830726504326,
-0.039008185267448425,
-0.02399122714996338,
-0.020872650668025017,
-0.019105151295661926,
-0.0020299579482525587,
-0.02786070667207241,
-0.02303728461265564,
0.038875360041856766,
-0.06834348291158676,
-0.02752530947327614,
-0.01647036336362362,
-0.012986683286726475,
-0.03789055719971657,
-0.022046305239200592,
0.08236784487962723,
0.009885674342513084,
-0.03389847278594971,
-0.0276227667927742,
-0.08270299434661865,
-0.13282525539398193,
-0.12564463913440704,
0.01770303212106228,
-0.036722250282764435,
0.0389505960047245,
0.06342274695634842,
-0.021746572107076645,
-0.038993243128061295,
0.10384947806596756,
0.07912255078554153,
0.055100228637456894,
-0.03819630295038223,
0.00290307798422873,
0.016014914959669113,
0.07651539891958237,
-0.049623195081949234,
0.007075030356645584,
0.12511660158634186,
0.025211045518517494,
0.011726156808435917,
0.03220353275537491,
-0.05722497031092644,
0.06372849643230438,
0.031498752534389496,
0.03597636520862579,
0.05705906078219414,
0.016862308606505394,
0.05044034868478775,
-0.0031995561439543962,
0.09893151372671127,
0.046016842126846313,
-0.06521037220954895,
-0.04754789173603058,
0.06268777698278427,
0.03832213580608368,
0.14324936270713806,
0.00878025870770216,
0.021633950993418694,
-0.05422357842326164,
0.019189683720469475,
0.08660928905010223,
0.03167177364230156,
0.06586010009050369,
-0.025162795558571815,
-0.10727734863758087,
0.00792371854186058,
-0.04324905574321747,
0.004309254698455334,
-0.06583532691001892,
0.011102668009698391,
-0.1290554255247116,
0.045559111982584,
-0.08198349922895432,
0.07004784047603607,
-0.04106805846095085,
-0.09243913739919662,
-0.0307121854275465,
-0.03316691517829895,
0.027166955173015594,
-0.0043811979703605175,
-0.14462056756019592,
0.00952204316854477,
-0.03482745587825775,
0.06661798804998398,
0.05271977558732033,
0.01316793728619814,
0.009097094647586346,
-0.03441186249256134,
-4.102689720253312e-34,
-0.025313088670372963,
-0.020185237750411034,
0.015145828947424889,
-0.054128143936395645,
0.0066924127750098705,
-0.011226145550608635,
0.03155926242470741,
0.05347289517521858,
-0.1396227926015854,
0.08290444314479828,
0.05032278597354889,
0.11084263026714325,
-0.008418231271207333,
0.062467049807310104,
0.07015542685985565,
-0.006970420945435762,
0.04155146703124046,
0.01903187483549118,
0.0072402129881083965,
-0.12591135501861572,
0.06020922586321831,
0.031440556049346924,
-0.04155898094177246,
0.0005196869606152177,
0.00422105984762311,
0.018969513475894928,
0.021701866760849953,
-0.0484689399600029,
-0.034641873091459274,
0.005765822716057301,
-0.08734540641307831,
0.01302751898765564,
0.05715097859501839,
0.10767997056245804,
-0.009963893331587315,
-0.02914602868258953,
-0.07805410772562027,
-0.06523148715496063,
0.02075352519750595,
-0.0512835830450058,
0.0023687202483415604,
0.01644943654537201,
-0.05102977529168129,
-0.038191892206668854,
0.029633628204464912,
-0.06695812195539474,
-0.11905840039253235,
0.025632183998823166,
0.03100365214049816,
-0.0741625428199768,
0.05850161984562874,
0.020681709051132202,
-0.002001100219786167,
0.028385402634739876,
-0.08387677371501923,
0.01186449732631445,
-0.017210448160767555,
0.08515051007270813,
0.03979697450995445,
0.03908856213092804,
-0.020025094971060753,
-0.01837514340877533,
-0.006377378944307566,
-0.017346100881695747,
-0.0586455836892128,
0.028807662427425385,
-0.06410501897335052,
-0.011301185935735703,
0.1276697814464569,
-0.028303520753979683,
0.02771865762770176,
-0.00556709710508585,
-0.01642768457531929,
0.06268549710512161,
0.06360664963722229,
-0.005309757310897112,
0.07334486395120621,
0.016345137730240822,
-0.06773530691862106,
-0.021506227552890778,
0.029224788770079613,
0.03564466908574104,
-0.0656646266579628,
-0.04196273162961006,
-0.056841835379600525,
-0.019118713214993477,
0.007676304783672094,
-0.012313416227698326,
-0.03458811342716217,
-0.07943426072597504,
-0.057428814470767975,
-0.014664019457995892,
0.015278083272278309,
-0.010593886487185955,
0.01463387068361044,
-2.220057732746173e-33,
0.022016914561390877,
-0.009241081774234772,
-0.06811632961034775,
-0.04639950022101402,
-0.0418267548084259,
-0.09936896711587906,
0.05492234230041504,
-0.03748859465122223,
0.0034768120385706425,
-0.014948331750929356,
-0.010738179087638855,
0.014754644595086575,
-0.012605336494743824,
-0.02409505471587181,
0.008950854651629925,
-0.02061440609395504,
0.011460985988378525,
-0.0677136480808258,
-0.042901769280433655,
0.08966869860887527,
0.023200897499918938,
0.05556091293692589,
-0.10557321459054947,
0.040291499346494675,
0.08585717529058456,
0.057372525334358215,
-0.051382921636104584,
0.0724906176328659,
-0.04922318086028099,
0.010948315262794495,
-0.005344161298125982,
-0.03200896084308624,
-0.07627476006746292,
-0.037484824657440186,
-0.023758243769407272,
-0.022151732817292213,
0.03306249529123306,
-0.011048873886466026,
-0.09254983067512512,
0.0064576296135783195,
-0.02323874831199646,
-0.06949275732040405,
0.005486336536705494,
0.034072600305080414,
0.056329235434532166,
0.014856178313493729,
-0.06566672772169113,
-0.0592876672744751,
0.004276689141988754,
-0.054617252200841904,
-0.03998322784900665,
-0.02265060879290104,
0.035971060395240784,
0.06493110209703445,
0.05239807814359665,
0.0009088789229281247,
0.04244491457939148,
-0.04602152481675148,
-0.018228821456432343,
-0.042534224689006805,
-0.004182828590273857,
-0.04075233265757561,
0.024655472487211227,
0.10329879075288773,
0.011399117298424244,
0.059967827051877975,
-0.004876619670540094,
-0.014781340025365353,
-0.01477852463722229,
-0.0521182082593441,
-0.010861190035939217,
0.0627526193857193,
-0.0459219366312027,
-0.002859727246686816,
-0.02871340699493885,
0.08745960146188736,
0.026173898950219154,
0.00901563186198473,
-0.03429366275668144,
0.029299641028046608,
-0.00796101987361908,
-0.058878690004348755,
0.1032058373093605,
0.008857260458171368,
-0.07420466095209122,
-0.07483873516321182,
0.10498093068599701,
0.036516230553388596,
-0.03628386929631233,
0.0964987501502037,
-0.010029187425971031,
-0.013254456222057343,
0.03210032731294632,
0.05729345604777336,
-0.0010436448501423001,
-4.529700703415074e-8,
-0.1135835275053978,
-0.021708477288484573,
-0.020236127078533173,
0.04263732209801674,
0.051959291100502014,
-0.0844198539853096,
-0.03371443971991539,
-0.017652612179517746,
-0.016356004402041435,
-0.07188025861978531,
-0.02841106243431568,
0.03842262178659439,
-0.05403905361890793,
-0.0612964928150177,
0.039738308638334274,
0.022312013432383537,
0.041299283504486084,
-0.013194048777222633,
-0.038349758833646774,
0.05387815833091736,
-0.002001365413889289,
0.05654400214552879,
0.00010039116023108363,
0.004199236631393433,
-0.023309318348765373,
-0.04391415789723396,
-0.027554959058761597,
0.03229160234332085,
0.013506626710295677,
0.029533278197050095,
0.03781374916434288,
0.07409869134426117,
0.12398149818181992,
0.0238425862044096,
0.0167605672031641,
0.07728186249732971,
-0.032921597361564636,
0.018823429942131042,
-0.06547366827726364,
-0.11763191968202591,
0.014378000982105732,
0.04204399511218071,
-0.04052305594086647,
0.0018232946749776602,
0.045653682202100754,
-0.028252597898244858,
-0.04953464865684509,
-0.029285261407494545,
0.01458817906677723,
0.002046619774773717,
0.01324718538671732,
0.11978012323379517,
-0.027090514078736305,
-0.012345067225396633,
-0.001999153755605221,
0.045376431196928024,
-0.0782947838306427,
-0.014353794045746326,
-0.029129356145858765,
-0.03752230107784271,
-0.02316862903535366,
-0.02527998760342598,
0.10230610519647598,
0.004530929494649172
] |
1401.4597
|
Matthew L. Ginsberg
|
Matthew L. Ginsberg
|
Dr.Fill: Crosswords and an Implemented Solver for Singly Weighted CSPs
| null |
Journal Of Artificial Intelligence Research, Volume 42, pages
851-886, 2011
|
10.1613/jair.3437
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We describe Dr.Fill, a program that solves American-style crossword puzzles.
From a technical perspective, Dr.Fill works by converting crosswords to
weighted CSPs, and then using a variety of novel techniques to find a solution.
These techniques include generally applicable heuristics for variable and value
selection, a variant of limited discrepancy search, and postprocessing and
partitioning ideas. Branch and bound is not used, as it was incompatible with
postprocessing and was determined experimentally to be of little practical
value. Dr.Fillls performance on crosswords from the American Crossword Puzzle
Tournament suggests that it ranks among the top fifty or so crossword solvers
in the world.
|
[
{
"created": "Sat, 18 Jan 2014 21:05:30 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Ginsberg",
"Matthew L.",
""
]
] |
[
-0.05403348430991173,
-0.03416835889220238,
0.011188103817403316,
-0.03581877425312996,
-0.025042926892638206,
0.006808551959693432,
0.021259387955069542,
0.020320624113082886,
-0.108775794506073,
0.02745755761861801,
-0.09979762881994247,
-0.07976001501083374,
0.011138801462948322,
-0.002005979884415865,
-0.012304382398724556,
0.05511235073208809,
-0.012333115562796593,
0.014102960005402565,
-0.014261254109442234,
-0.08640032261610031,
-0.049686629325151443,
-0.018931038677692413,
-0.019231822341680527,
-0.016154726967215538,
0.12697486579418182,
0.017549635842442513,
-0.02573135681450367,
-0.024409150704741478,
0.02871100790798664,
0.004844264592975378,
0.03166818618774414,
0.06571969389915466,
0.02976861782371998,
0.0264662504196167,
-0.001777961035259068,
0.04175315797328949,
-0.13682274520397186,
-0.00396398501470685,
-0.06362616270780563,
0.034017741680145264,
-0.12985405325889587,
-0.006878137122839689,
0.023564212024211884,
0.08515354990959167,
0.044364795088768005,
0.009976143948733807,
-0.09783583879470825,
0.08989942818880081,
-0.021045012399554253,
0.004144619684666395,
-0.055757906287908554,
0.006717746611684561,
-0.03767966851592064,
-0.011642634868621826,
0.004310730844736099,
-0.060938265174627304,
0.08753848820924759,
-0.042220719158649445,
-0.01799648068845272,
-0.0645499899983406,
-0.080278180539608,
-0.07325361669063568,
-0.010866374708712101,
0.030800065025687218,
0.02392580918967724,
-0.03155026584863663,
-0.02653731405735016,
0.05277641862630844,
-0.012281530536711216,
-0.023118846118450165,
-0.023677220568060875,
0.11722899228334427,
-0.011792618781328201,
0.12019354104995728,
0.08822675794363022,
0.01761556789278984,
0.11264282464981079,
-0.0888119637966156,
0.01603175699710846,
-0.021461525931954384,
-0.04929780215024948,
0.01268506795167923,
-0.05026264116168022,
0.06312344968318939,
0.09980609267950058,
-0.06505639851093292,
-0.02284330315887928,
0.037355270236730576,
0.008261362090706825,
-0.007307004649192095,
0.021657848730683327,
-0.12400460243225098,
0.07193135470151901,
-0.023918578401207924,
0.013827923685312271,
0.035782184451818466,
-0.05422757938504219,
-0.049381036311388016,
-0.0662444531917572,
0.018080463632941246,
-0.0011299727484583855,
0.07793188095092773,
0.027054086327552795,
-0.08486950397491455,
-0.016663389280438423,
-0.03708670288324356,
0.04602215439081192,
0.040849387645721436,
0.09278866648674011,
-0.049537040293216705,
0.02344248816370964,
0.01426332350820303,
0.0018475354881957173,
0.005723981652408838,
0.003061401890590787,
-0.004755008965730667,
0.020742498338222504,
-0.02459387294948101,
0.09875678271055222,
0.03695610165596008,
-0.030685467645525932,
0.05377194657921791,
-0.03664363548159599,
-0.05356871709227562,
-0.02032473124563694,
-0.007009405642747879,
-0.002008570358157158,
2.340754186610744e-33,
0.005901247262954712,
-0.009456072002649307,
0.01820991560816765,
0.057672422379255295,
0.012656918726861477,
-0.030707653611898422,
0.024021707475185394,
0.05415526404976845,
-0.0361650213599205,
0.030972614884376526,
-0.03451942652463913,
0.047672927379608154,
-0.04045731574296951,
0.04577282443642616,
0.04992080107331276,
-0.07705748826265335,
-0.04351680353283882,
0.038924116641283035,
-0.05455347150564194,
-0.05438300967216492,
0.06990581005811691,
-0.03948603570461273,
0.07407434284687042,
-0.014099296182394028,
0.004278611857444048,
-0.008178243413567543,
-0.05561302602291107,
-0.10751757770776749,
0.07781843841075897,
0.024165326729416847,
-0.05453937500715256,
-0.03951730951666832,
-0.004340998362749815,
0.08816073089838028,
0.03331132233142853,
-0.018810207024216652,
-0.013972650282084942,
-0.05254767835140228,
0.0511893630027771,
0.11136049777269363,
-0.04768700525164604,
-0.038038380444049835,
0.04328492283821106,
0.03391120955348015,
0.046435482800006866,
-0.07021817564964294,
-0.047359660267829895,
0.04626603052020073,
-0.03261278197169304,
0.05134816840291023,
0.027561550959944725,
0.04743238538503647,
-0.0008631220553070307,
-0.02914094179868698,
0.04928108677268028,
0.004971592221409082,
-0.008429400622844696,
-0.025166654959321022,
0.007444863673299551,
0.04080505669116974,
0.05021676793694496,
0.08611093461513519,
-0.016453655436635017,
0.029879435896873474,
-0.05589846521615982,
0.03784309700131416,
0.02429760806262493,
-0.04055151715874672,
0.03905453160405159,
0.0609244741499424,
-0.04681360349059105,
-0.014756513759493828,
0.016706345602869987,
0.01718025468289852,
0.0073242089711129665,
0.020844001322984695,
0.07499579340219498,
0.02105298824608326,
0.06785477697849274,
-0.10750927031040192,
-0.06856481730937958,
-0.008114430122077465,
-0.023964544758200645,
-0.053618643432855606,
-0.018301405012607574,
-0.0779295489192009,
0.036838434636592865,
-0.07821929454803467,
-0.044393546879291534,
-0.052659545093774796,
-0.016469089314341545,
-0.005302430596202612,
0.02211993932723999,
0.016637509688735008,
0.014670469798147678,
-3.571344692340041e-33,
-0.06393464654684067,
-0.12726405262947083,
0.04398149251937866,
0.06390755623579025,
0.022395694628357887,
-0.09686052799224854,
0.017021024599671364,
-0.08191448450088501,
0.0756775438785553,
-0.018839014694094658,
-0.03548720106482506,
0.024157488718628883,
-0.002752916654571891,
0.005188691895455122,
0.06694550067186356,
-0.027875911444425583,
0.03997461125254631,
0.05914239212870598,
0.016279036179184914,
0.1045227199792862,
-0.008035767823457718,
0.11053745448589325,
-0.03298995643854141,
-0.02137083187699318,
-0.012305629439651966,
-0.030477464199066162,
0.031651291996240616,
-0.0835205689072609,
0.024791626259684563,
0.04775553196668625,
-0.027854852378368378,
-0.018522808328270912,
-0.05123346298933029,
0.04122406244277954,
-0.10524659603834152,
0.0314401239156723,
0.02057582512497902,
0.007809597533196211,
-0.01200797501951456,
0.06615731120109558,
0.020627547055482864,
0.01874999701976776,
-0.0769210010766983,
0.05464604124426842,
-0.062106918543577194,
0.07846561819314957,
-0.19069309532642365,
0.020019346848130226,
-0.004367717541754246,
0.012332801707088947,
0.005802052095532417,
-0.052401524037122726,
-0.03442356735467911,
-0.0017779439222067595,
-0.051876869052648544,
0.04476528987288475,
-0.09931401908397675,
-0.02143033966422081,
-0.05370622128248215,
0.052934370934963226,
-0.06129962205886841,
0.02906523086130619,
0.09130577743053436,
0.0046136886812746525,
0.04197380319237709,
-0.007987836375832558,
-0.03655792027711868,
0.0021958760917186737,
-0.08114075660705566,
-0.02467818185687065,
-0.05328306555747986,
-0.020076699554920197,
-0.002635363256558776,
-0.08567232638597488,
-0.02930888719856739,
0.11662310361862183,
0.009760056622326374,
-0.001514867995865643,
0.019768839702010155,
-0.04951261356472969,
-0.000719826144631952,
-0.026146072894334793,
0.07672599703073502,
0.059825196862220764,
-0.0604129321873188,
0.06061859428882599,
0.021095596253871918,
0.04227382689714432,
0.017208890989422798,
-0.021028583869338036,
-0.053856734186410904,
0.018330421298742294,
0.07324105501174927,
-0.03218856081366539,
-0.04789307340979576,
-4.263233677193057e-8,
-0.0025494827423244715,
0.08427365124225616,
0.013131165876984596,
0.011746440082788467,
0.052881911396980286,
-0.0008957230020314455,
-0.026477601379156113,
0.01642962545156479,
-0.03490802273154259,
0.08565570414066315,
0.06191308796405792,
-0.02686660923063755,
0.01720421016216278,
-0.013386130332946777,
0.007323793135583401,
-0.020442793145775795,
-0.025581203401088715,
0.09542461484670639,
-0.04770991951227188,
-0.05406684800982475,
0.04786837100982666,
0.08607295900583267,
-0.025216927751898766,
0.011955530382692814,
-0.0434480719268322,
0.05118377506732941,
-0.07238614559173584,
-0.011037047952413559,
0.07092751562595367,
0.01378798857331276,
0.04982379451394081,
0.04617776349186897,
-0.02789032645523548,
-0.003928688820451498,
0.0794142410159111,
-0.004228089936077595,
-0.03171137347817421,
0.02965780906379223,
-0.0954759493470192,
0.05503646284341812,
0.06334719061851501,
-0.013065860606729984,
0.028968017548322678,
0.00048198815784417093,
0.011362838558852673,
-0.018666815012693405,
0.030903223901987076,
0.052643418312072754,
-0.00459943525493145,
-0.06610707938671112,
0.05926728993654251,
-0.023974379524588585,
-0.013212387450039387,
-0.04218846559524536,
0.15100239217281342,
0.023067565634846687,
0.00921325571835041,
-0.00911047775298357,
-0.0009068705257959664,
-0.009131373837590218,
-0.08188409358263016,
-0.059524860233068466,
-0.0078026605769991875,
0.06237081438302994
] |
Dr.Fill: Crosswords and an Implemented Solver for Singly Weighted CSPs
|
http://arxiv.org/abs/1401.4597v1
|
http://arxiv.org/pdf/1401.4597v1.pdf
|
https://github.com/vinayakathavale/crossword-solver
| false | false |
https://paperswithcode.com/paper/drfill-crosswords-and-an-implemented-solver
|
[
-0.05403348430991173,
-0.03416835889220238,
0.011188103817403316,
-0.03581877425312996,
-0.025042926892638206,
0.006808551959693432,
0.021259387955069542,
0.020320624113082886,
-0.108775794506073,
0.02745755761861801,
-0.09979762881994247,
-0.07976001501083374,
0.011138801462948322,
-0.002005979884415865,
-0.012304382398724556,
0.05511235073208809,
-0.012333115562796593,
0.014102960005402565,
-0.014261254109442234,
-0.08640032261610031,
-0.049686629325151443,
-0.018931038677692413,
-0.019231822341680527,
-0.016154726967215538,
0.12697486579418182,
0.017549635842442513,
-0.02573135681450367,
-0.024409150704741478,
0.02871100790798664,
0.004844264592975378,
0.03166818618774414,
0.06571969389915466,
0.02976861782371998,
0.0264662504196167,
-0.001777961035259068,
0.04175315797328949,
-0.13682274520397186,
-0.00396398501470685,
-0.06362616270780563,
0.034017741680145264,
-0.12985405325889587,
-0.006878137122839689,
0.023564212024211884,
0.08515354990959167,
0.044364795088768005,
0.009976143948733807,
-0.09783583879470825,
0.08989942818880081,
-0.021045012399554253,
0.004144619684666395,
-0.055757906287908554,
0.006717746611684561,
-0.03767966851592064,
-0.011642634868621826,
0.004310730844736099,
-0.060938265174627304,
0.08753848820924759,
-0.042220719158649445,
-0.01799648068845272,
-0.0645499899983406,
-0.080278180539608,
-0.07325361669063568,
-0.010866374708712101,
0.030800065025687218,
0.02392580918967724,
-0.03155026584863663,
-0.02653731405735016,
0.05277641862630844,
-0.012281530536711216,
-0.023118846118450165,
-0.023677220568060875,
0.11722899228334427,
-0.011792618781328201,
0.12019354104995728,
0.08822675794363022,
0.01761556789278984,
0.11264282464981079,
-0.0888119637966156,
0.01603175699710846,
-0.021461525931954384,
-0.04929780215024948,
0.01268506795167923,
-0.05026264116168022,
0.06312344968318939,
0.09980609267950058,
-0.06505639851093292,
-0.02284330315887928,
0.037355270236730576,
0.008261362090706825,
-0.007307004649192095,
0.021657848730683327,
-0.12400460243225098,
0.07193135470151901,
-0.023918578401207924,
0.013827923685312271,
0.035782184451818466,
-0.05422757938504219,
-0.049381036311388016,
-0.0662444531917572,
0.018080463632941246,
-0.0011299727484583855,
0.07793188095092773,
0.027054086327552795,
-0.08486950397491455,
-0.016663389280438423,
-0.03708670288324356,
0.04602215439081192,
0.040849387645721436,
0.09278866648674011,
-0.049537040293216705,
0.02344248816370964,
0.01426332350820303,
0.0018475354881957173,
0.005723981652408838,
0.003061401890590787,
-0.004755008965730667,
0.020742498338222504,
-0.02459387294948101,
0.09875678271055222,
0.03695610165596008,
-0.030685467645525932,
0.05377194657921791,
-0.03664363548159599,
-0.05356871709227562,
-0.02032473124563694,
-0.007009405642747879,
-0.002008570358157158,
2.340754186610744e-33,
0.005901247262954712,
-0.009456072002649307,
0.01820991560816765,
0.057672422379255295,
0.012656918726861477,
-0.030707653611898422,
0.024021707475185394,
0.05415526404976845,
-0.0361650213599205,
0.030972614884376526,
-0.03451942652463913,
0.047672927379608154,
-0.04045731574296951,
0.04577282443642616,
0.04992080107331276,
-0.07705748826265335,
-0.04351680353283882,
0.038924116641283035,
-0.05455347150564194,
-0.05438300967216492,
0.06990581005811691,
-0.03948603570461273,
0.07407434284687042,
-0.014099296182394028,
0.004278611857444048,
-0.008178243413567543,
-0.05561302602291107,
-0.10751757770776749,
0.07781843841075897,
0.024165326729416847,
-0.05453937500715256,
-0.03951730951666832,
-0.004340998362749815,
0.08816073089838028,
0.03331132233142853,
-0.018810207024216652,
-0.013972650282084942,
-0.05254767835140228,
0.0511893630027771,
0.11136049777269363,
-0.04768700525164604,
-0.038038380444049835,
0.04328492283821106,
0.03391120955348015,
0.046435482800006866,
-0.07021817564964294,
-0.047359660267829895,
0.04626603052020073,
-0.03261278197169304,
0.05134816840291023,
0.027561550959944725,
0.04743238538503647,
-0.0008631220553070307,
-0.02914094179868698,
0.04928108677268028,
0.004971592221409082,
-0.008429400622844696,
-0.025166654959321022,
0.007444863673299551,
0.04080505669116974,
0.05021676793694496,
0.08611093461513519,
-0.016453655436635017,
0.029879435896873474,
-0.05589846521615982,
0.03784309700131416,
0.02429760806262493,
-0.04055151715874672,
0.03905453160405159,
0.0609244741499424,
-0.04681360349059105,
-0.014756513759493828,
0.016706345602869987,
0.01718025468289852,
0.0073242089711129665,
0.020844001322984695,
0.07499579340219498,
0.02105298824608326,
0.06785477697849274,
-0.10750927031040192,
-0.06856481730937958,
-0.008114430122077465,
-0.023964544758200645,
-0.053618643432855606,
-0.018301405012607574,
-0.0779295489192009,
0.036838434636592865,
-0.07821929454803467,
-0.044393546879291534,
-0.052659545093774796,
-0.016469089314341545,
-0.005302430596202612,
0.02211993932723999,
0.016637509688735008,
0.014670469798147678,
-3.571344692340041e-33,
-0.06393464654684067,
-0.12726405262947083,
0.04398149251937866,
0.06390755623579025,
0.022395694628357887,
-0.09686052799224854,
0.017021024599671364,
-0.08191448450088501,
0.0756775438785553,
-0.018839014694094658,
-0.03548720106482506,
0.024157488718628883,
-0.002752916654571891,
0.005188691895455122,
0.06694550067186356,
-0.027875911444425583,
0.03997461125254631,
0.05914239212870598,
0.016279036179184914,
0.1045227199792862,
-0.008035767823457718,
0.11053745448589325,
-0.03298995643854141,
-0.02137083187699318,
-0.012305629439651966,
-0.030477464199066162,
0.031651291996240616,
-0.0835205689072609,
0.024791626259684563,
0.04775553196668625,
-0.027854852378368378,
-0.018522808328270912,
-0.05123346298933029,
0.04122406244277954,
-0.10524659603834152,
0.0314401239156723,
0.02057582512497902,
0.007809597533196211,
-0.01200797501951456,
0.06615731120109558,
0.020627547055482864,
0.01874999701976776,
-0.0769210010766983,
0.05464604124426842,
-0.062106918543577194,
0.07846561819314957,
-0.19069309532642365,
0.020019346848130226,
-0.004367717541754246,
0.012332801707088947,
0.005802052095532417,
-0.052401524037122726,
-0.03442356735467911,
-0.0017779439222067595,
-0.051876869052648544,
0.04476528987288475,
-0.09931401908397675,
-0.02143033966422081,
-0.05370622128248215,
0.052934370934963226,
-0.06129962205886841,
0.02906523086130619,
0.09130577743053436,
0.0046136886812746525,
0.04197380319237709,
-0.007987836375832558,
-0.03655792027711868,
0.0021958760917186737,
-0.08114075660705566,
-0.02467818185687065,
-0.05328306555747986,
-0.020076699554920197,
-0.002635363256558776,
-0.08567232638597488,
-0.02930888719856739,
0.11662310361862183,
0.009760056622326374,
-0.001514867995865643,
0.019768839702010155,
-0.04951261356472969,
-0.000719826144631952,
-0.026146072894334793,
0.07672599703073502,
0.059825196862220764,
-0.0604129321873188,
0.06061859428882599,
0.021095596253871918,
0.04227382689714432,
0.017208890989422798,
-0.021028583869338036,
-0.053856734186410904,
0.018330421298742294,
0.07324105501174927,
-0.03218856081366539,
-0.04789307340979576,
-4.263233677193057e-8,
-0.0025494827423244715,
0.08427365124225616,
0.013131165876984596,
0.011746440082788467,
0.052881911396980286,
-0.0008957230020314455,
-0.026477601379156113,
0.01642962545156479,
-0.03490802273154259,
0.08565570414066315,
0.06191308796405792,
-0.02686660923063755,
0.01720421016216278,
-0.013386130332946777,
0.007323793135583401,
-0.020442793145775795,
-0.025581203401088715,
0.09542461484670639,
-0.04770991951227188,
-0.05406684800982475,
0.04786837100982666,
0.08607295900583267,
-0.025216927751898766,
0.011955530382692814,
-0.0434480719268322,
0.05118377506732941,
-0.07238614559173584,
-0.011037047952413559,
0.07092751562595367,
0.01378798857331276,
0.04982379451394081,
0.04617776349186897,
-0.02789032645523548,
-0.003928688820451498,
0.0794142410159111,
-0.004228089936077595,
-0.03171137347817421,
0.02965780906379223,
-0.0954759493470192,
0.05503646284341812,
0.06334719061851501,
-0.013065860606729984,
0.028968017548322678,
0.00048198815784417093,
0.011362838558852673,
-0.018666815012693405,
0.030903223901987076,
0.052643418312072754,
-0.00459943525493145,
-0.06610707938671112,
0.05926728993654251,
-0.023974379524588585,
-0.013212387450039387,
-0.04218846559524536,
0.15100239217281342,
0.023067565634846687,
0.00921325571835041,
-0.00911047775298357,
-0.0009068705257959664,
-0.009131373837590218,
-0.08188409358263016,
-0.059524860233068466,
-0.0078026605769991875,
0.06237081438302994
] |
1401.4598
|
Ruoyun Huang
|
Ruoyun Huang, Yixin Chen, Weixiong Zhang
|
SAS+ Planning as Satisfiability
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
293-328, 2012
|
10.1613/jair.3442
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Planning as satisfiability is a principal approach to planning with many
eminent advantages. The existing planning as satisfiability techniques usually
use encodings compiled from STRIPS. We introduce a novel SAT encoding scheme
(SASE) based on the SAS+ formalism. The new scheme exploits the structural
information in SAS+, resulting in an encoding that is both more compact and
efficient for planning. We prove the correctness of the new encoding by
establishing an isomorphism between the solution plans of SASE and that of
STRIPS based encodings. We further analyze the transition variables newly
introduced in SASE to explain why it accommodates modern SAT solving algorithms
and improves performance. We give empirical statistical results to support our
analysis. We also develop a number of techniques to further reduce the encoding
size of SASE, and conduct experimental studies to show the strength of each
individual technique. Finally, we report extensive experimental results to
demonstrate significant improvements of SASE over the state-of-the-art STRIPS
based encoding schemes in terms of both time and memory efficiency.
|
[
{
"created": "Sat, 18 Jan 2014 21:05:52 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Huang",
"Ruoyun",
""
],
[
"Chen",
"Yixin",
""
],
[
"Zhang",
"Weixiong",
""
]
] |
[
0.006297307088971138,
-0.011123758740723133,
-0.0005719623295590281,
-0.0045726364478468895,
-0.020546793937683105,
0.014483388513326645,
-0.1041870042681694,
-0.014043955132365227,
-0.02438560128211975,
0.04483009874820709,
-0.10400474071502686,
0.018100680783391,
0.05188640207052231,
0.07228752970695496,
0.02938232012093067,
-0.03592372685670853,
-0.015412393026053905,
0.015771057456731796,
-0.02331540733575821,
-0.08130154758691788,
0.005642641801387072,
-0.027844447642564774,
-0.043183583766222,
-0.04890675097703934,
0.05578407272696495,
0.0024636585731059313,
0.053243882954120636,
-0.041252098977565765,
0.028589222580194473,
0.03001589886844158,
0.06604811549186707,
0.0166028905659914,
-0.024793345481157303,
-0.012588095851242542,
-0.02451886236667633,
0.031616706401109695,
-0.049570612609386444,
-0.06288379430770874,
-0.10665278136730194,
-0.14818748831748962,
-0.014250877313315868,
-0.0470629520714283,
0.049545224756002426,
0.0014421064406633377,
0.008496501483023167,
0.108657106757164,
-0.01964593678712845,
-0.0017342898063361645,
-0.02358962781727314,
-0.06457405537366867,
-0.07953296601772308,
0.0018474537646397948,
-0.008261090144515038,
-0.014847148209810257,
-0.017624028027057648,
-0.013583773747086525,
0.06159582361578941,
0.022893747314810753,
0.04965007305145264,
-0.02683735266327858,
-0.11554595828056335,
-0.09652306884527206,
0.008843540214002132,
-0.025674110278487206,
-0.010810194537043571,
0.08817379176616669,
0.04619890823960304,
-0.0018936818232759833,
0.02234133519232273,
0.05886600911617279,
-0.04359051212668419,
-0.03304855898022652,
-0.020995449274778366,
0.09891047328710556,
0.03819785267114639,
0.013603397645056248,
0.037948958575725555,
-0.06236719340085983,
0.05680115148425102,
-0.05729495733976364,
-0.0991595908999443,
0.008613663725554943,
-0.05575856193900108,
0.14108741283416748,
0.0719650462269783,
-0.03507547453045845,
0.00640257028862834,
0.053806137293577194,
0.07029169052839279,
-0.0184317734092474,
0.06689818203449249,
-0.024704020470380783,
0.02484496869146824,
0.01664883643388748,
-0.052548233419656754,
0.04617764428257942,
-0.02415776066482067,
-0.07013458013534546,
0.010041807778179646,
0.0019504626980051398,
-0.0228740181773901,
0.10738574713468552,
-0.023477306589484215,
-0.03832679241895676,
0.005283300764858723,
-0.0072866627015173435,
0.08307261765003204,
-0.0014247311046347022,
-0.0645531415939331,
-0.10204866528511047,
-0.007803831249475479,
-0.04487789049744606,
0.03905660659074783,
-0.02355649694800377,
-0.08201591670513153,
0.03037271276116371,
-0.05589444935321808,
0.029310541227459908,
-0.03726966306567192,
-0.03183598071336746,
0.025350987911224365,
0.0022932381834834814,
0.014049312099814415,
0.07014664262533188,
0.005733129568397999,
-0.09049275517463684,
-0.01733120158314705,
1.8479274453445305e-33,
0.011182181537151337,
0.09550730139017105,
0.042241934686899185,
0.028560630977153778,
0.04243197292089462,
-0.024589382112026215,
0.03566506877541542,
0.1109619289636612,
-0.01703745312988758,
0.055680930614471436,
0.041893646121025085,
-0.07694564014673233,
-0.04991595819592476,
0.095322385430336,
0.13531622290611267,
-0.02060631290078163,
0.013119375333189964,
0.07554984092712402,
-0.10743003338575363,
-0.03549472615122795,
0.06641224026679993,
0.020637400448322296,
0.0969434380531311,
-0.03823930025100708,
0.049151185899972916,
0.021421097218990326,
0.004429289605468512,
-0.029438242316246033,
-0.0036056230310350657,
-0.02566291019320488,
-0.0702766552567482,
-0.05687563866376877,
-0.04760720208287239,
0.07193638384342194,
0.05241840332746506,
0.02633524499833584,
0.004800250753760338,
-0.07979093492031097,
0.01585431396961212,
0.1201261505484581,
0.05607113242149353,
0.02174532227218151,
0.007883980870246887,
0.05529290437698364,
-0.003673901781439781,
-0.046710044145584106,
0.0011545821325853467,
-0.007576461881399155,
0.03285286948084831,
0.0337284617125988,
0.026065753772854805,
0.06860730797052383,
-0.007500148378312588,
-0.0953020378947258,
0.026128005236387253,
-0.03684180974960327,
0.04833723232150078,
0.01710505597293377,
0.02735249698162079,
0.056115929037332535,
0.004249166697263718,
-0.061961784958839417,
-0.022639228031039238,
0.061068978160619736,
-0.04017617553472519,
0.047091271728277206,
-0.04759683087468147,
0.015575914643704891,
0.11946533620357513,
-0.03863569721579552,
-0.045995354652404785,
0.02543717809021473,
-0.00028928605024702847,
-0.008436709642410278,
-0.009518112055957317,
-0.04247920960187912,
0.035762205719947815,
-0.0016311036888509989,
0.02333400957286358,
-0.05651688575744629,
-0.022217774763703346,
0.04455500468611717,
-0.09722369909286499,
-0.011454856023192406,
0.040269918739795685,
-0.04860138148069382,
0.008286944590508938,
0.01486683078110218,
-0.042330846190452576,
-0.09284478425979614,
-0.012589824385941029,
0.003071366110816598,
-0.016414877027273178,
0.003530688351020217,
-0.010448678396642208,
-2.9394663365921594e-33,
-0.002746280748397112,
0.024360567331314087,
0.02922690100967884,
0.08272912353277206,
-0.013706096448004246,
-0.15302005410194397,
0.03640377148985863,
-0.09252014011144638,
0.07142042368650436,
-0.001095433603040874,
-0.05312984064221382,
-0.06604377180337906,
0.08835574239492416,
-0.029688406735658646,
-0.0025464119389653206,
0.048236310482025146,
-0.0069438377395272255,
-0.010756083764135838,
-0.005364569835364819,
0.026657164096832275,
-0.053566284477710724,
0.09997382014989853,
-0.023944105952978134,
-0.04008501023054123,
0.04528425633907318,
0.02798948995769024,
-0.0002653332776390016,
0.048586029559373856,
0.0023211499210447073,
0.0693175345659256,
-0.01606525108218193,
-0.02031674049794674,
-0.11138293147087097,
-0.01634703390300274,
0.01766313426196575,
0.018361758440732956,
0.07490887492895126,
0.06196422874927521,
-0.11685704439878464,
0.06209645792841911,
0.06665227562189102,
-0.02454555593430996,
-0.042229603976011276,
0.05882903188467026,
0.016708746552467346,
0.07724808156490326,
-0.085126593708992,
0.04917167127132416,
-0.008131415583193302,
-0.03885214775800705,
0.022552546113729477,
0.05792492255568504,
-0.020346593111753464,
-0.038277339190244675,
0.08735247701406479,
-0.04264599829912186,
-0.1148533821105957,
0.035006389021873474,
0.021589312702417374,
-0.009330959059298038,
-0.017394131049513817,
0.020808113738894463,
0.03132548928260803,
0.010485544800758362,
0.01107046753168106,
-0.011625397950410843,
0.006687863264232874,
-0.07700235396623611,
-0.0740271732211113,
-0.01634395867586136,
-0.021829325705766678,
-0.09469924867153168,
-0.040572743862867355,
-0.006938986014574766,
0.00847538560628891,
-0.017278945073485374,
-0.008545502088963985,
0.0994505062699318,
-0.02495809830725193,
0.018616938963532448,
-0.05804558843374252,
0.06304405629634857,
-0.0012471926165744662,
0.00778763834387064,
-0.009411645121872425,
0.07524830102920532,
-0.026808086782693863,
0.07778532803058624,
0.0017003640532493591,
0.022289801388978958,
-0.04037623107433319,
0.08270835876464844,
0.05069519206881523,
0.04905225336551666,
-0.09095080941915512,
-4.338454218100196e-8,
0.0007164650014601648,
0.02130783721804619,
-0.07864317297935486,
-0.0274855587631464,
0.06725200265645981,
-0.050242140889167786,
-0.046717580407857895,
-0.024446602910757065,
-0.010261382907629013,
0.014538762159645557,
0.05926536023616791,
0.0021207614336162806,
-0.026073168963193893,
-0.015553652308881283,
-0.008403481915593147,
-0.000330489274347201,
0.02548612281680107,
-0.05957075208425522,
-0.020928306505084038,
0.03554437682032585,
0.005385682452470064,
-0.009094013832509518,
-0.07599441707134247,
-0.017363393679261208,
-0.013978593982756138,
-0.005315884947776794,
-0.008312592282891273,
0.02722705341875553,
0.10532978922128677,
0.02138536609709263,
0.041617501527071,
-0.014492789283394814,
0.1480845808982849,
0.035400450229644775,
0.10975855588912964,
-0.006024674978107214,
0.03903299197554588,
0.04025515541434288,
0.038384389132261276,
0.0011400370858609676,
0.06303414702415466,
0.02491586096584797,
-0.08358342945575714,
0.025448204949498177,
0.00575629249215126,
0.009708630852401257,
-0.012120712548494339,
0.004719328135251999,
-0.08064631372690201,
-0.10552731901407242,
-0.06917144358158112,
-0.045341648161411285,
-0.058038510382175446,
-0.02689957804977894,
0.04976285621523857,
0.028024734929203987,
0.013715103268623352,
-0.04446076974272728,
0.07389159500598907,
-0.032498687505722046,
-0.0027792174369096756,
0.005162552930414677,
-0.030827555805444717,
-0.04612548276782036
] | null | null | null | null | null | null | null |
[
0.006297307088971138,
-0.011123758740723133,
-0.0005719623295590281,
-0.0045726364478468895,
-0.020546793937683105,
0.014483388513326645,
-0.1041870042681694,
-0.014043955132365227,
-0.02438560128211975,
0.04483009874820709,
-0.10400474071502686,
0.018100680783391,
0.05188640207052231,
0.07228752970695496,
0.02938232012093067,
-0.03592372685670853,
-0.015412393026053905,
0.015771057456731796,
-0.02331540733575821,
-0.08130154758691788,
0.005642641801387072,
-0.027844447642564774,
-0.043183583766222,
-0.04890675097703934,
0.05578407272696495,
0.0024636585731059313,
0.053243882954120636,
-0.041252098977565765,
0.028589222580194473,
0.03001589886844158,
0.06604811549186707,
0.0166028905659914,
-0.024793345481157303,
-0.012588095851242542,
-0.02451886236667633,
0.031616706401109695,
-0.049570612609386444,
-0.06288379430770874,
-0.10665278136730194,
-0.14818748831748962,
-0.014250877313315868,
-0.0470629520714283,
0.049545224756002426,
0.0014421064406633377,
0.008496501483023167,
0.108657106757164,
-0.01964593678712845,
-0.0017342898063361645,
-0.02358962781727314,
-0.06457405537366867,
-0.07953296601772308,
0.0018474537646397948,
-0.008261090144515038,
-0.014847148209810257,
-0.017624028027057648,
-0.013583773747086525,
0.06159582361578941,
0.022893747314810753,
0.04965007305145264,
-0.02683735266327858,
-0.11554595828056335,
-0.09652306884527206,
0.008843540214002132,
-0.025674110278487206,
-0.010810194537043571,
0.08817379176616669,
0.04619890823960304,
-0.0018936818232759833,
0.02234133519232273,
0.05886600911617279,
-0.04359051212668419,
-0.03304855898022652,
-0.020995449274778366,
0.09891047328710556,
0.03819785267114639,
0.013603397645056248,
0.037948958575725555,
-0.06236719340085983,
0.05680115148425102,
-0.05729495733976364,
-0.0991595908999443,
0.008613663725554943,
-0.05575856193900108,
0.14108741283416748,
0.0719650462269783,
-0.03507547453045845,
0.00640257028862834,
0.053806137293577194,
0.07029169052839279,
-0.0184317734092474,
0.06689818203449249,
-0.024704020470380783,
0.02484496869146824,
0.01664883643388748,
-0.052548233419656754,
0.04617764428257942,
-0.02415776066482067,
-0.07013458013534546,
0.010041807778179646,
0.0019504626980051398,
-0.0228740181773901,
0.10738574713468552,
-0.023477306589484215,
-0.03832679241895676,
0.005283300764858723,
-0.0072866627015173435,
0.08307261765003204,
-0.0014247311046347022,
-0.0645531415939331,
-0.10204866528511047,
-0.007803831249475479,
-0.04487789049744606,
0.03905660659074783,
-0.02355649694800377,
-0.08201591670513153,
0.03037271276116371,
-0.05589444935321808,
0.029310541227459908,
-0.03726966306567192,
-0.03183598071336746,
0.025350987911224365,
0.0022932381834834814,
0.014049312099814415,
0.07014664262533188,
0.005733129568397999,
-0.09049275517463684,
-0.01733120158314705,
1.8479274453445305e-33,
0.011182181537151337,
0.09550730139017105,
0.042241934686899185,
0.028560630977153778,
0.04243197292089462,
-0.024589382112026215,
0.03566506877541542,
0.1109619289636612,
-0.01703745312988758,
0.055680930614471436,
0.041893646121025085,
-0.07694564014673233,
-0.04991595819592476,
0.095322385430336,
0.13531622290611267,
-0.02060631290078163,
0.013119375333189964,
0.07554984092712402,
-0.10743003338575363,
-0.03549472615122795,
0.06641224026679993,
0.020637400448322296,
0.0969434380531311,
-0.03823930025100708,
0.049151185899972916,
0.021421097218990326,
0.004429289605468512,
-0.029438242316246033,
-0.0036056230310350657,
-0.02566291019320488,
-0.0702766552567482,
-0.05687563866376877,
-0.04760720208287239,
0.07193638384342194,
0.05241840332746506,
0.02633524499833584,
0.004800250753760338,
-0.07979093492031097,
0.01585431396961212,
0.1201261505484581,
0.05607113242149353,
0.02174532227218151,
0.007883980870246887,
0.05529290437698364,
-0.003673901781439781,
-0.046710044145584106,
0.0011545821325853467,
-0.007576461881399155,
0.03285286948084831,
0.0337284617125988,
0.026065753772854805,
0.06860730797052383,
-0.007500148378312588,
-0.0953020378947258,
0.026128005236387253,
-0.03684180974960327,
0.04833723232150078,
0.01710505597293377,
0.02735249698162079,
0.056115929037332535,
0.004249166697263718,
-0.061961784958839417,
-0.022639228031039238,
0.061068978160619736,
-0.04017617553472519,
0.047091271728277206,
-0.04759683087468147,
0.015575914643704891,
0.11946533620357513,
-0.03863569721579552,
-0.045995354652404785,
0.02543717809021473,
-0.00028928605024702847,
-0.008436709642410278,
-0.009518112055957317,
-0.04247920960187912,
0.035762205719947815,
-0.0016311036888509989,
0.02333400957286358,
-0.05651688575744629,
-0.022217774763703346,
0.04455500468611717,
-0.09722369909286499,
-0.011454856023192406,
0.040269918739795685,
-0.04860138148069382,
0.008286944590508938,
0.01486683078110218,
-0.042330846190452576,
-0.09284478425979614,
-0.012589824385941029,
0.003071366110816598,
-0.016414877027273178,
0.003530688351020217,
-0.010448678396642208,
-2.9394663365921594e-33,
-0.002746280748397112,
0.024360567331314087,
0.02922690100967884,
0.08272912353277206,
-0.013706096448004246,
-0.15302005410194397,
0.03640377148985863,
-0.09252014011144638,
0.07142042368650436,
-0.001095433603040874,
-0.05312984064221382,
-0.06604377180337906,
0.08835574239492416,
-0.029688406735658646,
-0.0025464119389653206,
0.048236310482025146,
-0.0069438377395272255,
-0.010756083764135838,
-0.005364569835364819,
0.026657164096832275,
-0.053566284477710724,
0.09997382014989853,
-0.023944105952978134,
-0.04008501023054123,
0.04528425633907318,
0.02798948995769024,
-0.0002653332776390016,
0.048586029559373856,
0.0023211499210447073,
0.0693175345659256,
-0.01606525108218193,
-0.02031674049794674,
-0.11138293147087097,
-0.01634703390300274,
0.01766313426196575,
0.018361758440732956,
0.07490887492895126,
0.06196422874927521,
-0.11685704439878464,
0.06209645792841911,
0.06665227562189102,
-0.02454555593430996,
-0.042229603976011276,
0.05882903188467026,
0.016708746552467346,
0.07724808156490326,
-0.085126593708992,
0.04917167127132416,
-0.008131415583193302,
-0.03885214775800705,
0.022552546113729477,
0.05792492255568504,
-0.020346593111753464,
-0.038277339190244675,
0.08735247701406479,
-0.04264599829912186,
-0.1148533821105957,
0.035006389021873474,
0.021589312702417374,
-0.009330959059298038,
-0.017394131049513817,
0.020808113738894463,
0.03132548928260803,
0.010485544800758362,
0.01107046753168106,
-0.011625397950410843,
0.006687863264232874,
-0.07700235396623611,
-0.0740271732211113,
-0.01634395867586136,
-0.021829325705766678,
-0.09469924867153168,
-0.040572743862867355,
-0.006938986014574766,
0.00847538560628891,
-0.017278945073485374,
-0.008545502088963985,
0.0994505062699318,
-0.02495809830725193,
0.018616938963532448,
-0.05804558843374252,
0.06304405629634857,
-0.0012471926165744662,
0.00778763834387064,
-0.009411645121872425,
0.07524830102920532,
-0.026808086782693863,
0.07778532803058624,
0.0017003640532493591,
0.022289801388978958,
-0.04037623107433319,
0.08270835876464844,
0.05069519206881523,
0.04905225336551666,
-0.09095080941915512,
-4.338454218100196e-8,
0.0007164650014601648,
0.02130783721804619,
-0.07864317297935486,
-0.0274855587631464,
0.06725200265645981,
-0.050242140889167786,
-0.046717580407857895,
-0.024446602910757065,
-0.010261382907629013,
0.014538762159645557,
0.05926536023616791,
0.0021207614336162806,
-0.026073168963193893,
-0.015553652308881283,
-0.008403481915593147,
-0.000330489274347201,
0.02548612281680107,
-0.05957075208425522,
-0.020928306505084038,
0.03554437682032585,
0.005385682452470064,
-0.009094013832509518,
-0.07599441707134247,
-0.017363393679261208,
-0.013978593982756138,
-0.005315884947776794,
-0.008312592282891273,
0.02722705341875553,
0.10532978922128677,
0.02138536609709263,
0.041617501527071,
-0.014492789283394814,
0.1480845808982849,
0.035400450229644775,
0.10975855588912964,
-0.006024674978107214,
0.03903299197554588,
0.04025515541434288,
0.038384389132261276,
0.0011400370858609676,
0.06303414702415466,
0.02491586096584797,
-0.08358342945575714,
0.025448204949498177,
0.00575629249215126,
0.009708630852401257,
-0.012120712548494339,
0.004719328135251999,
-0.08064631372690201,
-0.10552731901407242,
-0.06917144358158112,
-0.045341648161411285,
-0.058038510382175446,
-0.02689957804977894,
0.04976285621523857,
0.028024734929203987,
0.013715103268623352,
-0.04446076974272728,
0.07389159500598907,
-0.032498687505722046,
-0.0027792174369096756,
0.005162552930414677,
-0.030827555805444717,
-0.04612548276782036
] |
1401.4599
|
Freek Stulp
|
Freek Stulp, Andreas Fedrizzi, Lorenz M\"osenlechner, Michael Beetz
|
Learning and Reasoning with Action-Related Places for Robust Mobile
Manipulation
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
1-42, 2012
|
10.1613/jair.3451
| null |
cs.RO cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose the concept of Action-Related Place (ARPlace) as a powerful and
flexible representation of task-related place in the context of mobile
manipulation. ARPlace represents robot base locations not as a single position,
but rather as a collection of positions, each with an associated probability
that the manipulation action will succeed when located there. ARPlaces are
generated using a predictive model that is acquired through experience-based
learning, and take into account the uncertainty the robot has about its own
location and the location of the object to be manipulated.
When executing the task, rather than choosing one specific goal position
based only on the initial knowledge about the task context, the robot
instantiates an ARPlace, and bases its decisions on this ARPlace, which is
updated as new information about the task becomes available. To show the
advantages of this least-commitment approach, we present a transformational
planner that reasons about ARPlaces in order to optimize symbolic plans. Our
empirical evaluation demonstrates that using ARPlaces leads to more robust and
efficient mobile manipulation in the face of state estimation uncertainty on
our simulated robot.
|
[
{
"created": "Sat, 18 Jan 2014 21:08:22 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Stulp",
"Freek",
""
],
[
"Fedrizzi",
"Andreas",
""
],
[
"Mösenlechner",
"Lorenz",
""
],
[
"Beetz",
"Michael",
""
]
] |
[
0.010580300353467464,
-0.05457475408911705,
-0.002530988771468401,
0.023205960169434547,
0.007906072773039341,
-0.036201030015945435,
-0.022347403690218925,
0.017263313755393028,
0.039601922035217285,
0.05493101477622986,
0.04178295657038689,
-0.014611382968723774,
0.056246284395456314,
0.01997464895248413,
0.06011318042874336,
0.017068924382328987,
0.0818348228931427,
-0.023743320256471634,
-0.03994385525584221,
-0.005030137952417135,
0.07236230373382568,
-0.04157538712024689,
0.06635987013578415,
-0.014801908284425735,
0.07711134850978851,
0.003315158188343048,
0.04042350500822067,
-0.02325868420302868,
-0.00745944632217288,
-0.054726507514715195,
0.048929959535598755,
0.009546964429318905,
-0.06076797842979431,
-0.11142704635858536,
-0.016791660338640213,
0.11297330260276794,
-0.07728506624698639,
0.033419474959373474,
0.020440474152565002,
-0.10639935731887817,
-0.014930910430848598,
0.023437488824129105,
0.04469795897603035,
0.025167062878608704,
-0.01859598606824875,
0.0923759937286377,
0.04865870997309685,
-0.06440093368291855,
0.02155587263405323,
0.013671960681676865,
-0.06406956911087036,
-0.001105123315937817,
-0.0031777687836438417,
-0.0476522296667099,
-0.0841408222913742,
0.041042737662792206,
-0.007006628904491663,
-0.003890385152772069,
0.09460481256246567,
-0.07075565308332443,
0.05341101437807083,
-0.03090505674481392,
0.05868809297680855,
-0.05584646388888359,
-0.10344690084457397,
-0.0416228249669075,
0.062177665531635284,
-0.0314791165292263,
0.005432735197246075,
0.004764618817716837,
0.021122395992279053,
0.021264972165226936,
-0.02665787748992443,
0.00287262094207108,
0.0525105819106102,
-0.024653054773807526,
0.01223917305469513,
-0.035519856959581375,
0.006546941585838795,
-0.009110546670854092,
0.04409606754779816,
0.027373263612389565,
-0.03559769317507744,
0.07043445110321045,
0.024609437212347984,
-0.03423965722322464,
-0.0043409354984760284,
0.12849010527133942,
0.14219500124454498,
-0.027119433507323265,
-0.0037465577479451895,
-0.06479623168706894,
-0.01171882264316082,
-0.03300473466515541,
-0.017275668680667877,
-0.03305759280920029,
-0.026416685432195663,
-0.04934599623084068,
-0.02911803498864174,
0.03422778472304344,
-0.017651883885264397,
0.047364216297864914,
-0.014619250781834126,
-0.015738189220428467,
-0.01266457512974739,
-0.003474512603133917,
-0.08640041202306747,
-0.09422744810581207,
-0.0035989186726510525,
-0.009707611054182053,
-0.009094832465052605,
-0.06952427327632904,
0.019993357360363007,
0.04648740589618683,
-0.02895270474255085,
0.06879132986068726,
0.01665910705924034,
0.009790237061679363,
-0.031085694208741188,
0.05187856778502464,
0.04217761382460594,
-0.04609772190451622,
0.07842368632555008,
0.06891082227230072,
0.01939498446881771,
-0.06728122383356094,
-0.02366814762353897,
-3.858148783551371e-34,
0.0571727491915226,
0.0012181035708636045,
0.05048118531703949,
0.046064820140600204,
0.10345159471035004,
0.0039188130758702755,
0.021764740347862244,
0.06240156665444374,
0.03888589143753052,
-0.0100447041913867,
0.02441171370446682,
-0.03928229212760925,
-0.03194040432572365,
0.06400301307439804,
0.09322284162044525,
0.005556776653975248,
0.01690542884171009,
0.0035477455239742994,
-0.10341377556324005,
0.011069849133491516,
-0.006514949258416891,
0.0045689246617257595,
-0.0927007719874382,
-0.08764225244522095,
0.0005414979532361031,
0.029928740113973618,
-0.001656693173572421,
0.05175979062914848,
-0.023674726486206055,
-0.03024551086127758,
-0.1297275871038437,
0.048350535333156586,
-0.047533921897411346,
0.08545167744159698,
0.040708355605602264,
0.003374566789716482,
-0.0822531208395958,
-0.07953935861587524,
0.021047187969088554,
-0.026105577126145363,
-0.005909880623221397,
0.03397960960865021,
-0.02227885276079178,
0.06522656977176666,
0.001593738212250173,
-0.0328618623316288,
-0.024250686168670654,
0.014693260192871094,
-0.030610304325819016,
-0.017005251720547676,
0.015089509077370167,
0.05884220078587532,
-0.02387000061571598,
-0.046731360256671906,
-0.03252282738685608,
-0.052497655153274536,
0.003974066581577063,
-0.004811352584511042,
0.0009562765480950475,
0.03620707616209984,
0.012647191993892193,
-0.005865479353815317,
-0.010977212339639664,
0.08056801557540894,
0.002531719394028187,
0.027164814993739128,
0.013692641630768776,
0.036060623824596405,
0.14727020263671875,
0.0007514184108003974,
-0.043533481657505035,
0.012870400212705135,
0.045257486402988434,
-0.02685154229402542,
-0.037637919187545776,
0.0033777242060750723,
0.02052943781018257,
-0.07076438516378403,
-0.062071844935417175,
0.01563871093094349,
-0.07477091252803802,
-0.0013457832392305136,
-0.04182819277048111,
0.04845864698290825,
0.07590346038341522,
-0.06855485588312149,
0.017732465639710426,
-0.04917557165026665,
-0.06545955687761307,
0.002140674740076065,
-0.09580618143081665,
-0.026806121692061424,
-0.12483648210763931,
0.03412048518657684,
-0.0054609449580311775,
-2.2346751886696405e-33,
0.016811618581414223,
-0.06968464702367783,
0.09737958014011383,
0.010697928257286549,
0.0016665500588715076,
-0.11234386265277863,
-0.02547173574566841,
-0.07282412052154541,
-0.00348668429069221,
-0.034011110663414,
-0.20393751561641693,
-0.0197260994464159,
0.020309798419475555,
0.007729645818471909,
0.011434412561357021,
0.06161459535360336,
0.00058097013970837,
-0.035987190902233124,
-0.03998306393623352,
0.009149889461696148,
-0.03598463535308838,
0.08967495709657669,
-0.05383848771452904,
0.026506057009100914,
0.015450785867869854,
-0.0006437432020902634,
0.014437761157751083,
-0.016772553324699402,
-0.01306060515344143,
0.005932159721851349,
-0.10779549181461334,
-0.06471963226795197,
0.017223982140421867,
0.00860510766506195,
0.022238384932279587,
0.026748064905405045,
-0.036319222301244736,
0.018586352467536926,
-0.0021698984783142805,
0.07209425419569016,
0.030246295034885406,
-0.07381816953420639,
-0.038093049079179764,
0.028098369017243385,
0.026358962059020996,
-0.03484468534588814,
-0.037068482488393784,
0.025930244475603104,
0.012272583320736885,
0.032615967094898224,
0.013656686060130596,
0.10995785892009735,
-0.0944209024310112,
-0.08781196922063828,
0.031445231288671494,
-0.007942017167806625,
-0.04213574156165123,
-0.06904508173465729,
0.0681035965681076,
-0.0218510702252388,
-0.026861144229769707,
0.007922191172838211,
0.015899542719125748,
0.07122408598661423,
-0.016692085191607475,
0.07013408839702606,
-0.03968936204910278,
-0.0037907117512077093,
0.0074348957277834415,
0.0065995254553854465,
0.03456262871623039,
0.009805044159293175,
0.033415645360946655,
0.007385383825749159,
0.09974893182516098,
-0.026973340660333633,
0.03452620282769203,
-0.01656283065676689,
0.0258728489279747,
-0.03462151065468788,
-0.035053446888923645,
0.013932785019278526,
0.0025362628512084484,
0.05542296916246414,
-0.06816457957029343,
0.10939984768629074,
-0.017359580844640732,
0.07348795980215073,
0.0328223779797554,
-0.023506471887230873,
-0.05324899032711983,
0.06728160381317139,
-0.05223424360156059,
0.07419668883085251,
-0.08756184577941895,
-4.8195882840218474e-8,
-0.053099166601896286,
0.09540846198797226,
0.06137336418032646,
-0.016216427087783813,
0.04112710803747177,
0.04834362119436264,
-0.003916634246706963,
-0.026731424033641815,
-0.004527771379798651,
-0.00767112011089921,
0.04880743846297264,
0.023310527205467224,
0.021888963878154755,
-0.03840889409184456,
-0.06081400066614151,
0.06121093034744263,
0.05553622916340828,
-0.02307606115937233,
-0.0013888810062780976,
0.07163069397211075,
0.04361738637089729,
0.006696825381368399,
-0.02893633395433426,
-0.038671281188726425,
-0.002735970774665475,
-0.09420289844274521,
-0.11467140913009644,
0.08365976810455322,
0.0642734169960022,
0.06611713021993637,
0.04937930032610893,
-0.04886232316493988,
0.09630174189805984,
0.05690108984708786,
0.01120696309953928,
-0.033604398369789124,
0.03767077624797821,
-0.09328693151473999,
-0.010088206268846989,
-0.08512084931135178,
0.045905597507953644,
0.0500294491648674,
-0.015495135448873043,
0.039298221468925476,
-0.02789849042892456,
0.030388090759515762,
-0.006360773462802172,
-0.13655363023281097,
-0.008588675409555435,
-0.04253653064370155,
-0.06609208881855011,
0.003790061455219984,
-0.04458504915237427,
0.051540691405534744,
0.11334872990846634,
0.05849967896938324,
0.030876291915774345,
-0.10721667110919952,
-0.0019894116558134556,
0.047162167727947235,
-0.0512651726603508,
0.042435918003320694,
-0.03795525059103966,
0.08072135597467422
] | null | null | null | null | null | null | null |
[
0.010580300353467464,
-0.05457475408911705,
-0.002530988771468401,
0.023205960169434547,
0.007906072773039341,
-0.036201030015945435,
-0.022347403690218925,
0.017263313755393028,
0.039601922035217285,
0.05493101477622986,
0.04178295657038689,
-0.014611382968723774,
0.056246284395456314,
0.01997464895248413,
0.06011318042874336,
0.017068924382328987,
0.0818348228931427,
-0.023743320256471634,
-0.03994385525584221,
-0.005030137952417135,
0.07236230373382568,
-0.04157538712024689,
0.06635987013578415,
-0.014801908284425735,
0.07711134850978851,
0.003315158188343048,
0.04042350500822067,
-0.02325868420302868,
-0.00745944632217288,
-0.054726507514715195,
0.048929959535598755,
0.009546964429318905,
-0.06076797842979431,
-0.11142704635858536,
-0.016791660338640213,
0.11297330260276794,
-0.07728506624698639,
0.033419474959373474,
0.020440474152565002,
-0.10639935731887817,
-0.014930910430848598,
0.023437488824129105,
0.04469795897603035,
0.025167062878608704,
-0.01859598606824875,
0.0923759937286377,
0.04865870997309685,
-0.06440093368291855,
0.02155587263405323,
0.013671960681676865,
-0.06406956911087036,
-0.001105123315937817,
-0.0031777687836438417,
-0.0476522296667099,
-0.0841408222913742,
0.041042737662792206,
-0.007006628904491663,
-0.003890385152772069,
0.09460481256246567,
-0.07075565308332443,
0.05341101437807083,
-0.03090505674481392,
0.05868809297680855,
-0.05584646388888359,
-0.10344690084457397,
-0.0416228249669075,
0.062177665531635284,
-0.0314791165292263,
0.005432735197246075,
0.004764618817716837,
0.021122395992279053,
0.021264972165226936,
-0.02665787748992443,
0.00287262094207108,
0.0525105819106102,
-0.024653054773807526,
0.01223917305469513,
-0.035519856959581375,
0.006546941585838795,
-0.009110546670854092,
0.04409606754779816,
0.027373263612389565,
-0.03559769317507744,
0.07043445110321045,
0.024609437212347984,
-0.03423965722322464,
-0.0043409354984760284,
0.12849010527133942,
0.14219500124454498,
-0.027119433507323265,
-0.0037465577479451895,
-0.06479623168706894,
-0.01171882264316082,
-0.03300473466515541,
-0.017275668680667877,
-0.03305759280920029,
-0.026416685432195663,
-0.04934599623084068,
-0.02911803498864174,
0.03422778472304344,
-0.017651883885264397,
0.047364216297864914,
-0.014619250781834126,
-0.015738189220428467,
-0.01266457512974739,
-0.003474512603133917,
-0.08640041202306747,
-0.09422744810581207,
-0.0035989186726510525,
-0.009707611054182053,
-0.009094832465052605,
-0.06952427327632904,
0.019993357360363007,
0.04648740589618683,
-0.02895270474255085,
0.06879132986068726,
0.01665910705924034,
0.009790237061679363,
-0.031085694208741188,
0.05187856778502464,
0.04217761382460594,
-0.04609772190451622,
0.07842368632555008,
0.06891082227230072,
0.01939498446881771,
-0.06728122383356094,
-0.02366814762353897,
-3.858148783551371e-34,
0.0571727491915226,
0.0012181035708636045,
0.05048118531703949,
0.046064820140600204,
0.10345159471035004,
0.0039188130758702755,
0.021764740347862244,
0.06240156665444374,
0.03888589143753052,
-0.0100447041913867,
0.02441171370446682,
-0.03928229212760925,
-0.03194040432572365,
0.06400301307439804,
0.09322284162044525,
0.005556776653975248,
0.01690542884171009,
0.0035477455239742994,
-0.10341377556324005,
0.011069849133491516,
-0.006514949258416891,
0.0045689246617257595,
-0.0927007719874382,
-0.08764225244522095,
0.0005414979532361031,
0.029928740113973618,
-0.001656693173572421,
0.05175979062914848,
-0.023674726486206055,
-0.03024551086127758,
-0.1297275871038437,
0.048350535333156586,
-0.047533921897411346,
0.08545167744159698,
0.040708355605602264,
0.003374566789716482,
-0.0822531208395958,
-0.07953935861587524,
0.021047187969088554,
-0.026105577126145363,
-0.005909880623221397,
0.03397960960865021,
-0.02227885276079178,
0.06522656977176666,
0.001593738212250173,
-0.0328618623316288,
-0.024250686168670654,
0.014693260192871094,
-0.030610304325819016,
-0.017005251720547676,
0.015089509077370167,
0.05884220078587532,
-0.02387000061571598,
-0.046731360256671906,
-0.03252282738685608,
-0.052497655153274536,
0.003974066581577063,
-0.004811352584511042,
0.0009562765480950475,
0.03620707616209984,
0.012647191993892193,
-0.005865479353815317,
-0.010977212339639664,
0.08056801557540894,
0.002531719394028187,
0.027164814993739128,
0.013692641630768776,
0.036060623824596405,
0.14727020263671875,
0.0007514184108003974,
-0.043533481657505035,
0.012870400212705135,
0.045257486402988434,
-0.02685154229402542,
-0.037637919187545776,
0.0033777242060750723,
0.02052943781018257,
-0.07076438516378403,
-0.062071844935417175,
0.01563871093094349,
-0.07477091252803802,
-0.0013457832392305136,
-0.04182819277048111,
0.04845864698290825,
0.07590346038341522,
-0.06855485588312149,
0.017732465639710426,
-0.04917557165026665,
-0.06545955687761307,
0.002140674740076065,
-0.09580618143081665,
-0.026806121692061424,
-0.12483648210763931,
0.03412048518657684,
-0.0054609449580311775,
-2.2346751886696405e-33,
0.016811618581414223,
-0.06968464702367783,
0.09737958014011383,
0.010697928257286549,
0.0016665500588715076,
-0.11234386265277863,
-0.02547173574566841,
-0.07282412052154541,
-0.00348668429069221,
-0.034011110663414,
-0.20393751561641693,
-0.0197260994464159,
0.020309798419475555,
0.007729645818471909,
0.011434412561357021,
0.06161459535360336,
0.00058097013970837,
-0.035987190902233124,
-0.03998306393623352,
0.009149889461696148,
-0.03598463535308838,
0.08967495709657669,
-0.05383848771452904,
0.026506057009100914,
0.015450785867869854,
-0.0006437432020902634,
0.014437761157751083,
-0.016772553324699402,
-0.01306060515344143,
0.005932159721851349,
-0.10779549181461334,
-0.06471963226795197,
0.017223982140421867,
0.00860510766506195,
0.022238384932279587,
0.026748064905405045,
-0.036319222301244736,
0.018586352467536926,
-0.0021698984783142805,
0.07209425419569016,
0.030246295034885406,
-0.07381816953420639,
-0.038093049079179764,
0.028098369017243385,
0.026358962059020996,
-0.03484468534588814,
-0.037068482488393784,
0.025930244475603104,
0.012272583320736885,
0.032615967094898224,
0.013656686060130596,
0.10995785892009735,
-0.0944209024310112,
-0.08781196922063828,
0.031445231288671494,
-0.007942017167806625,
-0.04213574156165123,
-0.06904508173465729,
0.0681035965681076,
-0.0218510702252388,
-0.026861144229769707,
0.007922191172838211,
0.015899542719125748,
0.07122408598661423,
-0.016692085191607475,
0.07013408839702606,
-0.03968936204910278,
-0.0037907117512077093,
0.0074348957277834415,
0.0065995254553854465,
0.03456262871623039,
0.009805044159293175,
0.033415645360946655,
0.007385383825749159,
0.09974893182516098,
-0.026973340660333633,
0.03452620282769203,
-0.01656283065676689,
0.0258728489279747,
-0.03462151065468788,
-0.035053446888923645,
0.013932785019278526,
0.0025362628512084484,
0.05542296916246414,
-0.06816457957029343,
0.10939984768629074,
-0.017359580844640732,
0.07348795980215073,
0.0328223779797554,
-0.023506471887230873,
-0.05324899032711983,
0.06728160381317139,
-0.05223424360156059,
0.07419668883085251,
-0.08756184577941895,
-4.8195882840218474e-8,
-0.053099166601896286,
0.09540846198797226,
0.06137336418032646,
-0.016216427087783813,
0.04112710803747177,
0.04834362119436264,
-0.003916634246706963,
-0.026731424033641815,
-0.004527771379798651,
-0.00767112011089921,
0.04880743846297264,
0.023310527205467224,
0.021888963878154755,
-0.03840889409184456,
-0.06081400066614151,
0.06121093034744263,
0.05553622916340828,
-0.02307606115937233,
-0.0013888810062780976,
0.07163069397211075,
0.04361738637089729,
0.006696825381368399,
-0.02893633395433426,
-0.038671281188726425,
-0.002735970774665475,
-0.09420289844274521,
-0.11467140913009644,
0.08365976810455322,
0.0642734169960022,
0.06611713021993637,
0.04937930032610893,
-0.04886232316493988,
0.09630174189805984,
0.05690108984708786,
0.01120696309953928,
-0.033604398369789124,
0.03767077624797821,
-0.09328693151473999,
-0.010088206268846989,
-0.08512084931135178,
0.045905597507953644,
0.0500294491648674,
-0.015495135448873043,
0.039298221468925476,
-0.02789849042892456,
0.030388090759515762,
-0.006360773462802172,
-0.13655363023281097,
-0.008588675409555435,
-0.04253653064370155,
-0.06609208881855011,
0.003790061455219984,
-0.04458504915237427,
0.051540691405534744,
0.11334872990846634,
0.05849967896938324,
0.030876291915774345,
-0.10721667110919952,
-0.0019894116558134556,
0.047162167727947235,
-0.0512651726603508,
0.042435918003320694,
-0.03795525059103966,
0.08072135597467422
] |
1401.4600
|
Yifeng Zeng
|
Yifeng Zeng, Prashant Doshi
|
Exploiting Model Equivalences for Solving Interactive Dynamic Influence
Diagrams
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
211-255, 2012
|
10.1613/jair.3461
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We focus on the problem of sequential decision making in partially observable
environments shared with other agents of uncertain types having similar or
conflicting objectives. This problem has been previously formalized by multiple
frameworks one of which is the interactive dynamic influence diagram (I-DID),
which generalizes the well-known influence diagram to the multiagent setting.
I-DIDs are graphical models and may be used to compute the policy of an agent
given its belief over the physical state and others models, which changes as
the agent acts and observes in the multiagent setting.
As we may expect, solving I-DIDs is computationally hard. This is
predominantly due to the large space of candidate models ascribed to the other
agents and its exponential growth over time. We present two methods for
reducing the size of the model space and stemming its exponential growth. Both
these methods involve aggregating individual models into equivalence classes.
Our first method groups together behaviorally equivalent models and selects
only those models for updating which will result in predictive behaviors that
are distinct from others in the updated model space. The second method further
compacts the model space by focusing on portions of the behavioral predictions.
Specifically, we cluster actionally equivalent models that prescribe identical
actions at a single time step. Exactly identifying the equivalences would
require us to solve all models in the initial set. We avoid this by selectively
solving some of the models, thereby introducing an approximation. We discuss
the error introduced by the approximation, and empirically demonstrate the
improved efficiency in solving I-DIDs due to the equivalences.
|
[
{
"created": "Sat, 18 Jan 2014 21:09:03 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Zeng",
"Yifeng",
""
],
[
"Doshi",
"Prashant",
""
]
] |
[
0.012687341310083866,
-0.12406619638204575,
0.018910611048340797,
0.014451982453465462,
0.027129381895065308,
-0.03314167261123657,
-0.013807548210024834,
-0.014040754176676273,
0.07540234923362732,
-0.028298020362854004,
-0.020975761115550995,
-0.08604761958122253,
0.06333860009908676,
0.07354310899972916,
-0.0010731007205322385,
0.024664917960762978,
0.07423543930053711,
0.010492068715393543,
-0.0815223976969719,
-0.01210758090019226,
-0.00658055953681469,
-0.007360170129686594,
-0.016351040452718735,
-0.0277363620698452,
-0.025770194828510284,
-0.010534956119954586,
0.019291745498776436,
-0.026695093140006065,
0.01405347790569067,
-0.018308037891983986,
0.059960778802633286,
-0.00936416070908308,
-0.004898081533610821,
-0.0384933166205883,
-0.02492901124060154,
0.02904920093715191,
-0.033087924122810364,
0.03412562236189842,
0.043144360184669495,
0.04808230698108673,
0.008581225760281086,
0.03922482207417488,
0.01576339825987816,
-0.04467624053359032,
-0.008670688606798649,
-0.03425762429833412,
-0.03608539700508118,
0.0033136880956590176,
-0.0796344131231308,
-0.03537910804152489,
-0.05724937468767166,
-0.07025372236967087,
0.016269290819764137,
-0.013950997032225132,
-0.0034399167634546757,
-0.06561215221881866,
0.02278636209666729,
0.031224140897393227,
0.028483983129262924,
-0.09767235070466995,
-0.02227752096951008,
-0.024760652333498,
-0.014688210561871529,
0.00494034867733717,
-0.07885654270648956,
0.1153101846575737,
-0.06260115653276443,
0.056892748922109604,
-0.031010791659355164,
0.07244044542312622,
0.018907777965068817,
0.025844646617770195,
-0.05505366995930672,
-0.07389402389526367,
-0.0016402109758928418,
-0.006772942375391722,
0.0840279832482338,
0.025991933420300484,
0.05063515529036522,
-0.06247202306985855,
-0.06737156212329865,
-0.028952842578291893,
-0.06200340390205383,
0.024525685235857964,
0.06296353787183762,
-0.03777269646525383,
-0.02871822379529476,
0.020730331540107727,
0.09788879007101059,
-0.011401976458728313,
-0.06996005773544312,
0.020321210846304893,
0.050488702952861786,
0.058150630444288254,
-0.011389356106519699,
0.06019091606140137,
0.011562340892851353,
-0.07520468533039093,
0.003273352514952421,
0.1341514140367508,
-0.022858859971165657,
0.028761176392436028,
0.0021265705581754446,
-0.003021121956408024,
0.022502869367599487,
-0.06438060849905014,
-0.02184719778597355,
0.032051876187324524,
0.022148113697767258,
-0.0517914816737175,
-0.009156438522040844,
-0.0415499322116375,
0.014756936579942703,
0.06554429233074188,
0.041658416390419006,
-0.04135710373520851,
0.09863567352294922,
0.03779885172843933,
-0.02190801501274109,
0.011644029058516026,
0.07682948559522629,
-0.07666267454624176,
0.14720767736434937,
0.044746555387973785,
0.11648623645305634,
0.012639814056456089,
-0.06497479975223541,
1.09313104324452e-33,
0.027963507920503616,
-0.07050994038581848,
0.04918725788593292,
0.05048951506614685,
0.08813591301441193,
0.02751963399350643,
-0.03604886680841446,
-0.01633082516491413,
0.01281068753451109,
-0.012431604787707329,
0.046609628945589066,
0.10967129468917847,
-0.031027832999825478,
0.06159675121307373,
0.0719199925661087,
-0.019992709159851074,
-0.01770017296075821,
0.09537509083747864,
-0.05263720452785492,
-0.04983054846525192,
0.030055763199925423,
-0.014964337460696697,
-0.018672512844204903,
0.014895818196237087,
0.04664978012442589,
0.0012162989005446434,
-0.00429729325696826,
0.033300627022981644,
-0.01002059131860733,
0.0028984034433960915,
-0.006308695767074823,
0.05111305043101311,
-0.05910555273294449,
0.051973674446344376,
-0.06618934124708176,
0.012362034060060978,
-0.10703716427087784,
-0.08255573362112045,
0.003993410617113113,
-0.023109454661607742,
0.0005001511890441179,
-0.045997049659490585,
0.05715574696660042,
0.0024711270816624165,
-0.03304630145430565,
-0.07370350509881973,
-0.028238872066140175,
-0.01592528074979782,
-0.05993274971842766,
-0.07307711243629456,
0.04783632978796959,
0.023343970999121666,
0.08355889469385147,
-0.0835849866271019,
-0.1361517459154129,
-0.021415341645479202,
-0.06588015705347061,
0.0235440731048584,
-0.0013804087648168206,
-0.022308990359306335,
-0.03335608169436455,
-0.026575513184070587,
-0.022164177149534225,
0.03971542418003082,
0.05270896852016449,
0.08567482978105545,
-0.05366317182779312,
0.03604364022612572,
0.05516060069203377,
0.025767508894205093,
-0.006983164697885513,
0.09644626080989838,
-0.012125065550208092,
-0.07798745483160019,
0.046431075781583786,
-0.06190849468111992,
0.006924070883542299,
-0.020632190629839897,
0.00983594823628664,
0.009667650796473026,
-0.07562124729156494,
-0.06056772917509079,
-0.040677037090063095,
0.016845665872097015,
0.03297138959169388,
-0.026444800198078156,
0.0005248867091722786,
0.018188362941145897,
-0.05330454930663109,
0.006296125706285238,
-0.10209164768457413,
0.01687380112707615,
-0.015742115676403046,
0.06131816655397415,
0.058135803788900375,
-3.5120902261669975e-33,
-0.06755310297012329,
-0.0280609093606472,
0.02593705616891384,
0.062077440321445465,
0.05040409415960312,
-0.07316084951162338,
-0.10768983513116837,
-0.027365274727344513,
0.04423981532454491,
-0.11196482181549072,
-0.024562563747167587,
0.019922640174627304,
0.08123596012592316,
-0.031290773302316666,
-0.008793030865490437,
-0.05319948494434357,
0.06911098212003708,
0.00617195526137948,
0.02085184119641781,
-0.03748270496726036,
0.07561998069286346,
-0.037217412143945694,
-0.07880538702011108,
0.040799736976623535,
0.052438490092754364,
0.0410081185400486,
-0.004145176149904728,
0.062096282839775085,
0.01653025671839714,
0.01882108859717846,
-0.03644060343503952,
-0.017930107191205025,
-0.007059509865939617,
-0.04729291796684265,
-0.032632630318403244,
0.05826501548290253,
0.004809062462300062,
-0.005035610869526863,
-0.024252448230981827,
0.05761905387043953,
-0.024531854316592216,
-0.11764612048864365,
-0.09226591140031815,
-0.00900232419371605,
0.003027132712304592,
0.0026177039835602045,
0.01574200950562954,
0.07287199795246124,
-0.0031365808099508286,
-0.036134082823991776,
-0.05265171080827713,
0.0200057253241539,
-0.06963895261287689,
0.08007243275642395,
-0.04226074367761612,
0.0367894247174263,
0.04789145663380623,
0.04544873908162117,
0.03773834556341171,
-0.01636994630098343,
-0.06804510205984116,
0.024618441238999367,
0.032205983996391296,
0.004629563074558973,
-0.060501135885715485,
0.016068242490291595,
-0.04401187598705292,
-0.057672541588544846,
0.07918796688318253,
-0.011425471864640713,
0.003972873091697693,
-0.02603187784552574,
-0.058798789978027344,
0.0038793173152953386,
0.08972474932670593,
-0.08059704303741455,
0.00609756913036108,
-0.03318511322140694,
0.06784290075302124,
-0.02937360852956772,
-0.04977785050868988,
0.04737837240099907,
0.06711076945066452,
0.0369061678647995,
-0.0405912883579731,
0.03672724962234497,
0.06261827796697617,
0.10006404668092728,
0.061839062720537186,
0.029274839907884598,
-0.04561298340559006,
0.002582439687103033,
0.021046452224254608,
0.005141516216099262,
-0.13886944949626923,
-5.582657180980277e-8,
-0.004084097687155008,
0.05578707158565521,
0.05503636598587036,
0.030763017013669014,
0.08807867765426636,
-0.02584388107061386,
-0.005995726678520441,
-0.010961513966321945,
-0.05573507398366928,
-0.012035698629915714,
0.08211588114500046,
0.053967591375112534,
0.04105449467897415,
-0.033645350486040115,
0.03198840841650963,
0.03512375429272652,
0.004436063580214977,
-0.10091651231050491,
-0.057546455413103104,
0.007117131259292364,
0.03575283661484718,
-0.0697731226682663,
0.05686516314744949,
0.042251262813806534,
0.055719729512929916,
-0.09469565749168396,
-0.10934998095035553,
0.03911245986819267,
0.030425047501921654,
0.08960171788930893,
-0.002192392246797681,
-0.019492018967866898,
0.0022469081450253725,
0.05222101882100105,
-0.04180603846907616,
0.018364066258072853,
-0.02010316587984562,
-0.08898241072893143,
0.01855538971722126,
0.01409463956952095,
0.031631533056497574,
0.01489737443625927,
-0.011410712264478207,
0.05175972729921341,
0.07995359599590302,
0.03018329106271267,
-0.05456408113241196,
-0.13460814952850342,
0.07234133034944534,
-0.025300685316324234,
-0.06712105870246887,
0.0021409904584288597,
-0.05508442968130112,
0.11211543530225754,
0.0030576554127037525,
-0.007993711158633232,
-0.0036992414388805628,
-0.07623366266489029,
0.08181790262460709,
0.01993766613304615,
0.04371057078242302,
-0.05116775259375572,
-0.055684659630060196,
-0.041631944477558136
] | null | null | null | null | null | null | null |
[
0.012687341310083866,
-0.12406619638204575,
0.018910611048340797,
0.014451982453465462,
0.027129381895065308,
-0.03314167261123657,
-0.013807548210024834,
-0.014040754176676273,
0.07540234923362732,
-0.028298020362854004,
-0.020975761115550995,
-0.08604761958122253,
0.06333860009908676,
0.07354310899972916,
-0.0010731007205322385,
0.024664917960762978,
0.07423543930053711,
0.010492068715393543,
-0.0815223976969719,
-0.01210758090019226,
-0.00658055953681469,
-0.007360170129686594,
-0.016351040452718735,
-0.0277363620698452,
-0.025770194828510284,
-0.010534956119954586,
0.019291745498776436,
-0.026695093140006065,
0.01405347790569067,
-0.018308037891983986,
0.059960778802633286,
-0.00936416070908308,
-0.004898081533610821,
-0.0384933166205883,
-0.02492901124060154,
0.02904920093715191,
-0.033087924122810364,
0.03412562236189842,
0.043144360184669495,
0.04808230698108673,
0.008581225760281086,
0.03922482207417488,
0.01576339825987816,
-0.04467624053359032,
-0.008670688606798649,
-0.03425762429833412,
-0.03608539700508118,
0.0033136880956590176,
-0.0796344131231308,
-0.03537910804152489,
-0.05724937468767166,
-0.07025372236967087,
0.016269290819764137,
-0.013950997032225132,
-0.0034399167634546757,
-0.06561215221881866,
0.02278636209666729,
0.031224140897393227,
0.028483983129262924,
-0.09767235070466995,
-0.02227752096951008,
-0.024760652333498,
-0.014688210561871529,
0.00494034867733717,
-0.07885654270648956,
0.1153101846575737,
-0.06260115653276443,
0.056892748922109604,
-0.031010791659355164,
0.07244044542312622,
0.018907777965068817,
0.025844646617770195,
-0.05505366995930672,
-0.07389402389526367,
-0.0016402109758928418,
-0.006772942375391722,
0.0840279832482338,
0.025991933420300484,
0.05063515529036522,
-0.06247202306985855,
-0.06737156212329865,
-0.028952842578291893,
-0.06200340390205383,
0.024525685235857964,
0.06296353787183762,
-0.03777269646525383,
-0.02871822379529476,
0.020730331540107727,
0.09788879007101059,
-0.011401976458728313,
-0.06996005773544312,
0.020321210846304893,
0.050488702952861786,
0.058150630444288254,
-0.011389356106519699,
0.06019091606140137,
0.011562340892851353,
-0.07520468533039093,
0.003273352514952421,
0.1341514140367508,
-0.022858859971165657,
0.028761176392436028,
0.0021265705581754446,
-0.003021121956408024,
0.022502869367599487,
-0.06438060849905014,
-0.02184719778597355,
0.032051876187324524,
0.022148113697767258,
-0.0517914816737175,
-0.009156438522040844,
-0.0415499322116375,
0.014756936579942703,
0.06554429233074188,
0.041658416390419006,
-0.04135710373520851,
0.09863567352294922,
0.03779885172843933,
-0.02190801501274109,
0.011644029058516026,
0.07682948559522629,
-0.07666267454624176,
0.14720767736434937,
0.044746555387973785,
0.11648623645305634,
0.012639814056456089,
-0.06497479975223541,
1.09313104324452e-33,
0.027963507920503616,
-0.07050994038581848,
0.04918725788593292,
0.05048951506614685,
0.08813591301441193,
0.02751963399350643,
-0.03604886680841446,
-0.01633082516491413,
0.01281068753451109,
-0.012431604787707329,
0.046609628945589066,
0.10967129468917847,
-0.031027832999825478,
0.06159675121307373,
0.0719199925661087,
-0.019992709159851074,
-0.01770017296075821,
0.09537509083747864,
-0.05263720452785492,
-0.04983054846525192,
0.030055763199925423,
-0.014964337460696697,
-0.018672512844204903,
0.014895818196237087,
0.04664978012442589,
0.0012162989005446434,
-0.00429729325696826,
0.033300627022981644,
-0.01002059131860733,
0.0028984034433960915,
-0.006308695767074823,
0.05111305043101311,
-0.05910555273294449,
0.051973674446344376,
-0.06618934124708176,
0.012362034060060978,
-0.10703716427087784,
-0.08255573362112045,
0.003993410617113113,
-0.023109454661607742,
0.0005001511890441179,
-0.045997049659490585,
0.05715574696660042,
0.0024711270816624165,
-0.03304630145430565,
-0.07370350509881973,
-0.028238872066140175,
-0.01592528074979782,
-0.05993274971842766,
-0.07307711243629456,
0.04783632978796959,
0.023343970999121666,
0.08355889469385147,
-0.0835849866271019,
-0.1361517459154129,
-0.021415341645479202,
-0.06588015705347061,
0.0235440731048584,
-0.0013804087648168206,
-0.022308990359306335,
-0.03335608169436455,
-0.026575513184070587,
-0.022164177149534225,
0.03971542418003082,
0.05270896852016449,
0.08567482978105545,
-0.05366317182779312,
0.03604364022612572,
0.05516060069203377,
0.025767508894205093,
-0.006983164697885513,
0.09644626080989838,
-0.012125065550208092,
-0.07798745483160019,
0.046431075781583786,
-0.06190849468111992,
0.006924070883542299,
-0.020632190629839897,
0.00983594823628664,
0.009667650796473026,
-0.07562124729156494,
-0.06056772917509079,
-0.040677037090063095,
0.016845665872097015,
0.03297138959169388,
-0.026444800198078156,
0.0005248867091722786,
0.018188362941145897,
-0.05330454930663109,
0.006296125706285238,
-0.10209164768457413,
0.01687380112707615,
-0.015742115676403046,
0.06131816655397415,
0.058135803788900375,
-3.5120902261669975e-33,
-0.06755310297012329,
-0.0280609093606472,
0.02593705616891384,
0.062077440321445465,
0.05040409415960312,
-0.07316084951162338,
-0.10768983513116837,
-0.027365274727344513,
0.04423981532454491,
-0.11196482181549072,
-0.024562563747167587,
0.019922640174627304,
0.08123596012592316,
-0.031290773302316666,
-0.008793030865490437,
-0.05319948494434357,
0.06911098212003708,
0.00617195526137948,
0.02085184119641781,
-0.03748270496726036,
0.07561998069286346,
-0.037217412143945694,
-0.07880538702011108,
0.040799736976623535,
0.052438490092754364,
0.0410081185400486,
-0.004145176149904728,
0.062096282839775085,
0.01653025671839714,
0.01882108859717846,
-0.03644060343503952,
-0.017930107191205025,
-0.007059509865939617,
-0.04729291796684265,
-0.032632630318403244,
0.05826501548290253,
0.004809062462300062,
-0.005035610869526863,
-0.024252448230981827,
0.05761905387043953,
-0.024531854316592216,
-0.11764612048864365,
-0.09226591140031815,
-0.00900232419371605,
0.003027132712304592,
0.0026177039835602045,
0.01574200950562954,
0.07287199795246124,
-0.0031365808099508286,
-0.036134082823991776,
-0.05265171080827713,
0.0200057253241539,
-0.06963895261287689,
0.08007243275642395,
-0.04226074367761612,
0.0367894247174263,
0.04789145663380623,
0.04544873908162117,
0.03773834556341171,
-0.01636994630098343,
-0.06804510205984116,
0.024618441238999367,
0.032205983996391296,
0.004629563074558973,
-0.060501135885715485,
0.016068242490291595,
-0.04401187598705292,
-0.057672541588544846,
0.07918796688318253,
-0.011425471864640713,
0.003972873091697693,
-0.02603187784552574,
-0.058798789978027344,
0.0038793173152953386,
0.08972474932670593,
-0.08059704303741455,
0.00609756913036108,
-0.03318511322140694,
0.06784290075302124,
-0.02937360852956772,
-0.04977785050868988,
0.04737837240099907,
0.06711076945066452,
0.0369061678647995,
-0.0405912883579731,
0.03672724962234497,
0.06261827796697617,
0.10006404668092728,
0.061839062720537186,
0.029274839907884598,
-0.04561298340559006,
0.002582439687103033,
0.021046452224254608,
0.005141516216099262,
-0.13886944949626923,
-5.582657180980277e-8,
-0.004084097687155008,
0.05578707158565521,
0.05503636598587036,
0.030763017013669014,
0.08807867765426636,
-0.02584388107061386,
-0.005995726678520441,
-0.010961513966321945,
-0.05573507398366928,
-0.012035698629915714,
0.08211588114500046,
0.053967591375112534,
0.04105449467897415,
-0.033645350486040115,
0.03198840841650963,
0.03512375429272652,
0.004436063580214977,
-0.10091651231050491,
-0.057546455413103104,
0.007117131259292364,
0.03575283661484718,
-0.0697731226682663,
0.05686516314744949,
0.042251262813806534,
0.055719729512929916,
-0.09469565749168396,
-0.10934998095035553,
0.03911245986819267,
0.030425047501921654,
0.08960171788930893,
-0.002192392246797681,
-0.019492018967866898,
0.0022469081450253725,
0.05222101882100105,
-0.04180603846907616,
0.018364066258072853,
-0.02010316587984562,
-0.08898241072893143,
0.01855538971722126,
0.01409463956952095,
0.031631533056497574,
0.01489737443625927,
-0.011410712264478207,
0.05175972729921341,
0.07995359599590302,
0.03018329106271267,
-0.05456408113241196,
-0.13460814952850342,
0.07234133034944534,
-0.025300685316324234,
-0.06712105870246887,
0.0021409904584288597,
-0.05508442968130112,
0.11211543530225754,
0.0030576554127037525,
-0.007993711158633232,
-0.0036992414388805628,
-0.07623366266489029,
0.08181790262460709,
0.01993766613304615,
0.04371057078242302,
-0.05116775259375572,
-0.055684659630060196,
-0.041631944477558136
] |
1401.4601
|
Gilles Pesant
|
Gilles Pesant, Claude-Guy Quimper, Alessandro Zanarini
|
Counting-Based Search: Branching Heuristics for Constraint Satisfaction
Problems
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
173-210, 2012
|
10.1613/jair.3463
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Designing a search heuristic for constraint programming that is reliable
across problem domains has been an important research topic in recent years.
This paper concentrates on one family of candidates: counting-based search.
Such heuristics seek to make branching decisions that preserve most of the
solutions by determining what proportion of solutions to each individual
constraint agree with that decision. Whereas most generic search heuristics in
constraint programming rely on local information at the level of the individual
variable, our search heuristics are based on more global information at the
constraint level. We design several algorithms that are used to count the
number of solutions to specific families of constraints and propose some search
heuristics exploiting such information. The experimental part of the paper
considers eight problem domains ranging from well-established benchmark puzzles
to rostering and sport scheduling. An initial empirical analysis identifies
heuristic maxSD as a robust candidate among our proposals.eWe then evaluate the
latter against the state of the art, including the latest generic search
heuristics, restarts, and discrepancy-based tree traversals. Experimental
results show that counting-based search generally outperforms other generic
heuristics.
|
[
{
"created": "Sat, 18 Jan 2014 21:09:25 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Pesant",
"Gilles",
""
],
[
"Quimper",
"Claude-Guy",
""
],
[
"Zanarini",
"Alessandro",
""
]
] |
[
0.008033990859985352,
0.009790576994419098,
-0.006304282229393721,
0.015417064540088177,
0.03837807849049568,
0.03547496348619461,
0.011783790774643421,
-0.01251151878386736,
-0.06473862379789352,
0.042003072798252106,
-0.13331319391727448,
-0.03561890870332718,
0.012944934889674187,
0.12822522222995758,
0.023910030722618103,
-0.04821660742163658,
0.02333933487534523,
-0.042296696454286575,
-0.01716786064207554,
-0.07754617929458618,
0.014791443012654781,
-0.04808956757187843,
-0.01655866950750351,
-0.06553241610527039,
-0.013576175086200237,
-0.08200892060995102,
-0.03185569494962692,
-0.08938900381326675,
-0.004211079329252243,
0.009021629579365253,
0.0021355529315769672,
0.023820433765649796,
0.022839756682515144,
0.05891053006052971,
-0.0007710860809311271,
0.03163502365350723,
-0.14266528189182281,
-0.06962932646274567,
-0.05202264338731766,
0.0053823865018785,
-0.05085129290819168,
0.05792127549648285,
0.012076311744749546,
-0.02683325484395027,
0.005099785514175892,
0.06286217272281647,
-0.03828156739473343,
0.03210030123591423,
-0.05450792238116264,
-0.0076149832457304,
-0.0569382980465889,
-0.06020968034863472,
0.015050385147333145,
-0.03360844403505325,
0.040109384804964066,
0.016680710017681122,
0.006859979126602411,
-0.05406191572546959,
0.05886692553758621,
0.01673024892807007,
0.02865464799106121,
-0.04741739481687546,
-0.04852563142776489,
-0.04657815024256706,
-0.014341378584504128,
-0.032571274787187576,
0.026943441480398178,
0.02727401629090309,
0.07369982451200485,
0.009287476539611816,
0.04309384897351265,
0.048226386308670044,
-0.013741057366132736,
0.08714582026004791,
0.13947266340255737,
0.05327661707997322,
0.04225945472717285,
-0.016858773306012154,
0.021256322041153908,
-0.05468492954969406,
-0.08991971611976624,
-0.024531379342079163,
-0.0472140908241272,
0.05262286961078644,
0.0993545651435852,
-0.04890688508749008,
-0.011787394993007183,
0.07214227318763733,
0.09890998154878616,
0.06371476501226425,
-0.024033503606915474,
-0.04197977855801582,
0.06071636080741882,
0.0032617514953017235,
-0.011325257830321789,
0.034954797476530075,
-0.003254952374845743,
0.04217575490474701,
0.0017686221981421113,
0.011774196289479733,
-0.008214474655687809,
0.07176368683576584,
0.0350816585123539,
-0.05472273752093315,
-0.03376341983675957,
0.00498610083013773,
-0.022450484335422516,
0.022415993735194206,
-0.018654026091098785,
-0.0440744012594223,
0.009370882995426655,
0.05795484781265259,
0.07256288826465607,
-0.05101693794131279,
-0.0848405510187149,
0.039735984057188034,
-0.021298229694366455,
0.033273693174123764,
-0.013067307882010937,
0.08600128442049026,
0.03230471909046173,
-0.009506307542324066,
0.09153885394334793,
0.014639538712799549,
0.04072369635105133,
0.04970012605190277,
-0.024864856153726578,
4.4352661839532195e-33,
-0.05013849213719368,
-0.01149381510913372,
0.013068787753582,
0.03375567868351936,
0.012372896075248718,
-0.06880113482475281,
0.040537454187870026,
0.065557099878788,
-0.009835902601480484,
-0.02772904932498932,
-0.025453882291913033,
0.06671973317861557,
-0.031819429248571396,
-0.03072378970682621,
0.11922094225883484,
-0.057816676795482635,
-0.017133818939328194,
0.05309228226542473,
-0.09460705518722534,
-0.0006791347987018526,
0.0589410699903965,
-0.10248015075922012,
0.004480497911572456,
-0.047884680330753326,
0.08686716854572296,
-0.0035034373868256807,
-0.013665538281202316,
-0.10565298795700073,
0.04052634537220001,
0.006578122265636921,
-0.056502144783735275,
-0.015268688090145588,
0.09316961467266083,
0.09609408676624298,
0.03472062200307846,
0.030637377873063087,
-0.04681642726063728,
-0.017530569806694984,
0.005085022188723087,
0.06956204771995544,
-0.059793032705783844,
-0.026273751631379128,
0.014120061881840229,
0.03976505622267723,
-0.031616874039173126,
-0.03865247219800949,
-0.007652907632291317,
0.023844772949814796,
-0.058332815766334534,
0.019023949280381203,
-0.013421532697975636,
0.05752971023321152,
0.06987801939249039,
-0.05088581517338753,
-0.0055705476552248,
0.013188907876610756,
0.030067062005400658,
-0.02369072288274765,
-0.031318649649620056,
0.07512114197015762,
0.0887928381562233,
-0.011978437192738056,
0.01952851004898548,
0.0294157937169075,
0.011536287143826485,
0.006928382441401482,
0.012845199555158615,
0.030069347470998764,
0.10089157521724701,
-0.00724070705473423,
-0.0506310798227787,
-0.036537230014801025,
-0.014681433327496052,
-0.007937563583254814,
-0.024787265807390213,
0.06798921525478363,
0.08284223824739456,
0.05690405145287514,
-0.05821966752409935,
-0.08955147862434387,
-0.024440424516797066,
0.037024062126874924,
-0.015904920175671577,
-0.0044675907120108604,
0.012771952897310257,
-0.029340818524360657,
0.003463118802756071,
-0.006092320661991835,
-0.006166437640786171,
-0.042645860463380814,
-0.003104224568232894,
-0.010298103094100952,
-0.028573863208293915,
-0.0015103681944310665,
0.0708186998963356,
-5.756889910946072e-33,
-0.07116048038005829,
-0.09595932811498642,
-0.00021615964942611754,
-0.019046811386942863,
0.10320324450731277,
-0.06216439977288246,
0.018001781776547432,
-0.10437333583831787,
0.05773424729704857,
-0.05247390642762184,
-0.06986494362354279,
0.012006073258817196,
0.0654105693101883,
0.04206036031246185,
-0.12356263399124146,
-0.024028806015849113,
-0.04589024931192398,
0.014717201702296734,
0.03800542280077934,
0.07269813120365143,
0.011145764961838722,
0.0789419412612915,
-0.11067095398902893,
-0.018768036738038063,
-0.010064870119094849,
0.02265295945107937,
-0.010628377087414265,
-0.019848670810461044,
-0.0031231199391186237,
0.13496221601963043,
0.04102358967065811,
-0.07522671669721603,
-0.04191488400101662,
0.01627752184867859,
0.03788939118385315,
-0.027733176946640015,
-0.021856719627976418,
0.0027002536226063967,
-0.023618992418050766,
0.11387845873832703,
0.1041032075881958,
-0.04448378458619118,
0.014325056225061417,
-0.037817031145095825,
0.007721093483269215,
0.11063007265329361,
-0.07550526410341263,
0.03765862435102463,
0.012856659479439259,
-0.026640992611646652,
-0.06529941409826279,
0.035000260919332504,
-0.04064321517944336,
0.00805483479052782,
-0.010651343502104282,
-0.0282762348651886,
-0.0959964245557785,
0.0025734403170645237,
0.034552957862615585,
-0.018197620287537575,
-0.0860670730471611,
0.03174625337123871,
0.01997631974518299,
0.12864677608013153,
-0.038140930235385895,
-0.06519486755132675,
-0.01452686544507742,
-0.10322391986846924,
-0.1324770450592041,
-0.03514889255166054,
-0.06866683065891266,
-0.04337145760655403,
0.04242228716611862,
0.040073614567518234,
-0.08576340228319168,
0.10819732397794724,
0.027908219024538994,
0.057379648089408875,
-0.007208614144474268,
-0.06629122048616409,
-0.05902648717164993,
0.017666403204202652,
0.06962835043668747,
0.08625722676515579,
-0.02348916232585907,
0.02032838575541973,
0.05473090335726738,
0.08736050873994827,
0.032504916191101074,
0.025651607662439346,
0.011217523366212845,
-0.05277875438332558,
0.019869178533554077,
-0.030620791018009186,
0.008124621585011482,
-4.9445805672121423e-8,
-0.036730557680130005,
0.028430569916963577,
-0.0266871377825737,
-0.03850236162543297,
0.06053176149725914,
-0.025211188942193985,
0.002665561391040683,
0.029980916529893875,
-0.03383559361100197,
0.02586756832897663,
0.04060138389468193,
0.023899665102362633,
0.0713169276714325,
-0.03845137357711792,
-0.07153646647930145,
0.004604084882885218,
-0.04436393454670906,
0.01316251140087843,
-0.050780463963747025,
-0.03622164577245712,
-0.055559318512678146,
-0.006032629404217005,
0.01477241050451994,
0.025881344452500343,
0.002519587054848671,
-0.030430862680077553,
0.007866272702813148,
0.07401811331510544,
0.08045011758804321,
-0.01589556783437729,
-0.04639076068997383,
0.0024070050567388535,
0.03646088391542435,
-0.0015689745778217912,
0.04189947992563248,
-0.020397651940584183,
-0.10751604288816452,
0.003809702582657337,
-0.08644697070121765,
-0.04608442634344101,
0.061227910220623016,
0.02748795412480831,
-0.0643405169248581,
0.05990295484662056,
0.08788171410560608,
0.016433008015155792,
-0.021486913785338402,
0.04431695491075516,
-0.05281675606966019,
-0.07757832854986191,
-0.09041869640350342,
-0.0270642451941967,
-0.02690153568983078,
-0.016907375305891037,
0.05853698402643204,
0.08140789717435837,
-0.05430501326918602,
-0.028040770441293716,
0.06899841874837875,
-0.03489786759018898,
0.01361595094203949,
-0.04540907219052315,
-0.0043372949585318565,
0.01504073478281498
] | null | null | null | null | null | null | null |
[
0.008033990859985352,
0.009790576994419098,
-0.006304282229393721,
0.015417064540088177,
0.03837807849049568,
0.03547496348619461,
0.011783790774643421,
-0.01251151878386736,
-0.06473862379789352,
0.042003072798252106,
-0.13331319391727448,
-0.03561890870332718,
0.012944934889674187,
0.12822522222995758,
0.023910030722618103,
-0.04821660742163658,
0.02333933487534523,
-0.042296696454286575,
-0.01716786064207554,
-0.07754617929458618,
0.014791443012654781,
-0.04808956757187843,
-0.01655866950750351,
-0.06553241610527039,
-0.013576175086200237,
-0.08200892060995102,
-0.03185569494962692,
-0.08938900381326675,
-0.004211079329252243,
0.009021629579365253,
0.0021355529315769672,
0.023820433765649796,
0.022839756682515144,
0.05891053006052971,
-0.0007710860809311271,
0.03163502365350723,
-0.14266528189182281,
-0.06962932646274567,
-0.05202264338731766,
0.0053823865018785,
-0.05085129290819168,
0.05792127549648285,
0.012076311744749546,
-0.02683325484395027,
0.005099785514175892,
0.06286217272281647,
-0.03828156739473343,
0.03210030123591423,
-0.05450792238116264,
-0.0076149832457304,
-0.0569382980465889,
-0.06020968034863472,
0.015050385147333145,
-0.03360844403505325,
0.040109384804964066,
0.016680710017681122,
0.006859979126602411,
-0.05406191572546959,
0.05886692553758621,
0.01673024892807007,
0.02865464799106121,
-0.04741739481687546,
-0.04852563142776489,
-0.04657815024256706,
-0.014341378584504128,
-0.032571274787187576,
0.026943441480398178,
0.02727401629090309,
0.07369982451200485,
0.009287476539611816,
0.04309384897351265,
0.048226386308670044,
-0.013741057366132736,
0.08714582026004791,
0.13947266340255737,
0.05327661707997322,
0.04225945472717285,
-0.016858773306012154,
0.021256322041153908,
-0.05468492954969406,
-0.08991971611976624,
-0.024531379342079163,
-0.0472140908241272,
0.05262286961078644,
0.0993545651435852,
-0.04890688508749008,
-0.011787394993007183,
0.07214227318763733,
0.09890998154878616,
0.06371476501226425,
-0.024033503606915474,
-0.04197977855801582,
0.06071636080741882,
0.0032617514953017235,
-0.011325257830321789,
0.034954797476530075,
-0.003254952374845743,
0.04217575490474701,
0.0017686221981421113,
0.011774196289479733,
-0.008214474655687809,
0.07176368683576584,
0.0350816585123539,
-0.05472273752093315,
-0.03376341983675957,
0.00498610083013773,
-0.022450484335422516,
0.022415993735194206,
-0.018654026091098785,
-0.0440744012594223,
0.009370882995426655,
0.05795484781265259,
0.07256288826465607,
-0.05101693794131279,
-0.0848405510187149,
0.039735984057188034,
-0.021298229694366455,
0.033273693174123764,
-0.013067307882010937,
0.08600128442049026,
0.03230471909046173,
-0.009506307542324066,
0.09153885394334793,
0.014639538712799549,
0.04072369635105133,
0.04970012605190277,
-0.024864856153726578,
4.4352661839532195e-33,
-0.05013849213719368,
-0.01149381510913372,
0.013068787753582,
0.03375567868351936,
0.012372896075248718,
-0.06880113482475281,
0.040537454187870026,
0.065557099878788,
-0.009835902601480484,
-0.02772904932498932,
-0.025453882291913033,
0.06671973317861557,
-0.031819429248571396,
-0.03072378970682621,
0.11922094225883484,
-0.057816676795482635,
-0.017133818939328194,
0.05309228226542473,
-0.09460705518722534,
-0.0006791347987018526,
0.0589410699903965,
-0.10248015075922012,
0.004480497911572456,
-0.047884680330753326,
0.08686716854572296,
-0.0035034373868256807,
-0.013665538281202316,
-0.10565298795700073,
0.04052634537220001,
0.006578122265636921,
-0.056502144783735275,
-0.015268688090145588,
0.09316961467266083,
0.09609408676624298,
0.03472062200307846,
0.030637377873063087,
-0.04681642726063728,
-0.017530569806694984,
0.005085022188723087,
0.06956204771995544,
-0.059793032705783844,
-0.026273751631379128,
0.014120061881840229,
0.03976505622267723,
-0.031616874039173126,
-0.03865247219800949,
-0.007652907632291317,
0.023844772949814796,
-0.058332815766334534,
0.019023949280381203,
-0.013421532697975636,
0.05752971023321152,
0.06987801939249039,
-0.05088581517338753,
-0.0055705476552248,
0.013188907876610756,
0.030067062005400658,
-0.02369072288274765,
-0.031318649649620056,
0.07512114197015762,
0.0887928381562233,
-0.011978437192738056,
0.01952851004898548,
0.0294157937169075,
0.011536287143826485,
0.006928382441401482,
0.012845199555158615,
0.030069347470998764,
0.10089157521724701,
-0.00724070705473423,
-0.0506310798227787,
-0.036537230014801025,
-0.014681433327496052,
-0.007937563583254814,
-0.024787265807390213,
0.06798921525478363,
0.08284223824739456,
0.05690405145287514,
-0.05821966752409935,
-0.08955147862434387,
-0.024440424516797066,
0.037024062126874924,
-0.015904920175671577,
-0.0044675907120108604,
0.012771952897310257,
-0.029340818524360657,
0.003463118802756071,
-0.006092320661991835,
-0.006166437640786171,
-0.042645860463380814,
-0.003104224568232894,
-0.010298103094100952,
-0.028573863208293915,
-0.0015103681944310665,
0.0708186998963356,
-5.756889910946072e-33,
-0.07116048038005829,
-0.09595932811498642,
-0.00021615964942611754,
-0.019046811386942863,
0.10320324450731277,
-0.06216439977288246,
0.018001781776547432,
-0.10437333583831787,
0.05773424729704857,
-0.05247390642762184,
-0.06986494362354279,
0.012006073258817196,
0.0654105693101883,
0.04206036031246185,
-0.12356263399124146,
-0.024028806015849113,
-0.04589024931192398,
0.014717201702296734,
0.03800542280077934,
0.07269813120365143,
0.011145764961838722,
0.0789419412612915,
-0.11067095398902893,
-0.018768036738038063,
-0.010064870119094849,
0.02265295945107937,
-0.010628377087414265,
-0.019848670810461044,
-0.0031231199391186237,
0.13496221601963043,
0.04102358967065811,
-0.07522671669721603,
-0.04191488400101662,
0.01627752184867859,
0.03788939118385315,
-0.027733176946640015,
-0.021856719627976418,
0.0027002536226063967,
-0.023618992418050766,
0.11387845873832703,
0.1041032075881958,
-0.04448378458619118,
0.014325056225061417,
-0.037817031145095825,
0.007721093483269215,
0.11063007265329361,
-0.07550526410341263,
0.03765862435102463,
0.012856659479439259,
-0.026640992611646652,
-0.06529941409826279,
0.035000260919332504,
-0.04064321517944336,
0.00805483479052782,
-0.010651343502104282,
-0.0282762348651886,
-0.0959964245557785,
0.0025734403170645237,
0.034552957862615585,
-0.018197620287537575,
-0.0860670730471611,
0.03174625337123871,
0.01997631974518299,
0.12864677608013153,
-0.038140930235385895,
-0.06519486755132675,
-0.01452686544507742,
-0.10322391986846924,
-0.1324770450592041,
-0.03514889255166054,
-0.06866683065891266,
-0.04337145760655403,
0.04242228716611862,
0.040073614567518234,
-0.08576340228319168,
0.10819732397794724,
0.027908219024538994,
0.057379648089408875,
-0.007208614144474268,
-0.06629122048616409,
-0.05902648717164993,
0.017666403204202652,
0.06962835043668747,
0.08625722676515579,
-0.02348916232585907,
0.02032838575541973,
0.05473090335726738,
0.08736050873994827,
0.032504916191101074,
0.025651607662439346,
0.011217523366212845,
-0.05277875438332558,
0.019869178533554077,
-0.030620791018009186,
0.008124621585011482,
-4.9445805672121423e-8,
-0.036730557680130005,
0.028430569916963577,
-0.0266871377825737,
-0.03850236162543297,
0.06053176149725914,
-0.025211188942193985,
0.002665561391040683,
0.029980916529893875,
-0.03383559361100197,
0.02586756832897663,
0.04060138389468193,
0.023899665102362633,
0.0713169276714325,
-0.03845137357711792,
-0.07153646647930145,
0.004604084882885218,
-0.04436393454670906,
0.01316251140087843,
-0.050780463963747025,
-0.03622164577245712,
-0.055559318512678146,
-0.006032629404217005,
0.01477241050451994,
0.025881344452500343,
0.002519587054848671,
-0.030430862680077553,
0.007866272702813148,
0.07401811331510544,
0.08045011758804321,
-0.01589556783437729,
-0.04639076068997383,
0.0024070050567388535,
0.03646088391542435,
-0.0015689745778217912,
0.04189947992563248,
-0.020397651940584183,
-0.10751604288816452,
0.003809702582657337,
-0.08644697070121765,
-0.04608442634344101,
0.061227910220623016,
0.02748795412480831,
-0.0643405169248581,
0.05990295484662056,
0.08788171410560608,
0.016433008015155792,
-0.021486913785338402,
0.04431695491075516,
-0.05281675606966019,
-0.07757832854986191,
-0.09041869640350342,
-0.0270642451941967,
-0.02690153568983078,
-0.016907375305891037,
0.05853698402643204,
0.08140789717435837,
-0.05430501326918602,
-0.028040770441293716,
0.06899841874837875,
-0.03489786759018898,
0.01361595094203949,
-0.04540907219052315,
-0.0043372949585318565,
0.01504073478281498
] |
1401.4602
|
Edith Elkind
|
Edith Elkind, Piotr Faliszewski, Arkadii Slinko
|
Cloning in Elections: Finding the Possible Winners
| null |
Journal Of Artificial Intelligence Research, Volume 42, pages
529-573, 2011
|
10.1613/jair.3468
| null |
cs.GT cs.MA
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the problem of manipulating elections by cloning candidates. In
our model, a manipulator can replace each candidate c by several clones, i.e.,
new candidates that are so similar to c that each voter simply replaces c in
his vote with a block of these new candidates, ranked consecutively. The
outcome of the resulting election may then depend on the number of clones as
well as on how each voter orders the clones within the block. We formalize what
it means for a cloning manipulation to be successful (which turns out to be a
surprisingly delicate issue), and, for a number of common voting rules,
characterize the preference profiles for which a successful cloning
manipulation exists. We also consider the model where there is a cost
associated with producing each clone, and study the complexity of finding a
minimum-cost cloning manipulation. Finally, we compare cloning with two related
problems: the problem of control by adding candidates and the problem of
possible (co)winners when new alternatives can join.
|
[
{
"created": "Sat, 18 Jan 2014 21:09:41 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Elkind",
"Edith",
""
],
[
"Faliszewski",
"Piotr",
""
],
[
"Slinko",
"Arkadii",
""
]
] |
[
-0.12001952528953552,
-0.00866470206528902,
-0.014812963083386421,
-0.08377080410718918,
0.03532978147268295,
0.014194551855325699,
-0.005622538737952709,
-0.010278052650392056,
0.058844517916440964,
0.06301932781934738,
-0.022037077695131302,
-0.010344425216317177,
0.09395094215869904,
-0.02526876889169216,
-0.02563333511352539,
0.01633184216916561,
0.027809200808405876,
0.03425856679677963,
-0.014106729067862034,
0.05409460887312889,
-0.014863289892673492,
-0.11692989617586136,
-0.043385494500398636,
0.010872849263250828,
0.00894853938370943,
-0.08548995107412338,
0.0058624353259801865,
-0.02876066043972969,
-0.024147281423211098,
-0.08180040121078491,
-0.02971244789659977,
0.008194691501557827,
0.039415422827005386,
-0.030622370541095734,
0.011671601794660091,
-0.011287415400147438,
-0.04951697960495949,
-0.03780967742204666,
0.024635663256049156,
-0.017854494974017143,
0.0034518421161919832,
0.02007535845041275,
-0.0665312185883522,
-0.0040086968801915646,
-0.06488664448261261,
0.0593360997736454,
0.0023394108284264803,
0.0941934883594513,
-0.04334580898284912,
-0.02576204389333725,
-0.04091249406337738,
-0.0005310633569024503,
-0.03162559121847153,
-0.02136058919131756,
0.08266808837652206,
-0.0785086527466774,
0.03433026000857353,
-0.048229850828647614,
0.009536745958030224,
-0.010418725199997425,
0.0005409633740782738,
0.052278853952884674,
-0.05340021848678589,
-0.03176237642765045,
0.037518247961997986,
0.014568007551133633,
-0.040772926062345505,
0.03069480136036873,
-0.049585673958063126,
0.07419973611831665,
0.06373551487922668,
0.0368412546813488,
-0.03767864778637886,
0.0135037861764431,
0.05782468244433403,
0.008249079808592796,
-0.042058490216732025,
0.06437595188617706,
-0.02164342626929283,
-0.011279582977294922,
-0.032679181545972824,
-0.0007683105650357902,
-0.03381405025720596,
-0.0019047793466597795,
0.10964695364236832,
-0.05899712070822716,
-0.021965747699141502,
-0.059349581599235535,
0.12501005828380585,
0.02657410316169262,
-0.10953948646783829,
0.08267208933830261,
0.1176517903804779,
-0.014972544275224209,
0.009766669012606144,
0.03853454068303108,
0.05515632405877113,
0.024661151692271233,
0.056219447404146194,
0.08456538617610931,
-0.0983022078871727,
0.03052154928445816,
-0.004538978450000286,
-0.08197914808988571,
0.025627048686146736,
-0.029789075255393982,
-0.05727531760931015,
-0.022670947015285492,
0.016162481158971786,
-0.033851392567157745,
0.04788689687848091,
-0.0021472591906785965,
0.030863413587212563,
0.05325159430503845,
0.035727519541978836,
-0.05973378196358681,
0.06408702582120895,
0.01869170181453228,
-0.05616215988993645,
0.06710284948348999,
0.0036831775214523077,
-0.05629827082157135,
0.03582948073744774,
-0.01722330041229725,
0.04127746820449829,
0.03500310331583023,
-0.028019597753882408,
1.9960454273489006e-33,
0.022438619285821915,
0.004106576554477215,
0.0044463989324867725,
0.04483146592974663,
-0.040078055113554,
0.03414459526538849,
0.03946341201663017,
-0.035865023732185364,
-0.07314171642065048,
-0.05538378655910492,
-0.030633091926574707,
0.04827907308936119,
0.021509837359189987,
0.09431971609592438,
0.09722510725259781,
-0.061595845967531204,
0.024335594847798347,
0.050976961851119995,
0.006679262034595013,
-0.08226731419563293,
0.013484296388924122,
0.06197075545787811,
-0.009536495432257652,
-0.059721287339925766,
0.038775861263275146,
-0.03257429227232933,
-0.019116640090942383,
-0.08690597116947174,
0.05089302361011505,
0.007805373519659042,
-0.02743818797171116,
-0.010769253596663475,
0.06820815801620483,
0.08689825236797333,
0.007779770065099001,
0.04452406242489815,
0.04442528635263443,
-0.04676781967282295,
-0.0006662509986199439,
-0.0002318861079402268,
-0.03810117766261101,
0.05386614054441452,
0.00018787579028867185,
0.03870173543691635,
-0.00885147787630558,
-0.009134520776569843,
0.013589689508080482,
0.02248145081102848,
-0.05163818970322609,
-0.010011974722146988,
0.0013314735842868686,
0.05161012336611748,
0.0721529871225357,
0.007477506995201111,
-0.06195148080587387,
-0.07107110321521759,
-0.0392056405544281,
-0.04568824917078018,
0.004090986680239439,
0.019786333665251732,
0.027633709833025932,
0.03772060200572014,
-0.01734173484146595,
0.05969075858592987,
0.04109995812177658,
-0.008186587132513523,
-0.07596713304519653,
-0.09895733743906021,
0.10945314913988113,
-0.022223185747861862,
-0.020917285233736038,
-0.06648272275924683,
-0.11390818655490875,
-0.004299862310290337,
-0.02219354920089245,
-0.025760382413864136,
0.03577264025807381,
-0.012355460785329342,
-0.020615896210074425,
-0.04226738587021828,
-0.0009170384728349745,
0.00937254261225462,
0.027732064947485924,
-0.14344751834869385,
0.005143268499523401,
-0.0784614086151123,
0.017543183639645576,
-0.07288464903831482,
-0.04699317365884781,
0.07082843035459518,
0.01832675188779831,
-0.023262612521648407,
-0.01330582145601511,
0.007000776473432779,
0.04257239028811455,
-2.5520869487244748e-33,
-0.10063275694847107,
-0.13551753759384155,
0.11991651356220245,
0.04776548966765404,
0.03262439742684364,
-0.02246980369091034,
-0.03773799538612366,
-0.1653040200471878,
-0.046629734337329865,
-0.020602893084287643,
-0.10808824002742767,
-0.01971476338803768,
0.13807260990142822,
-0.005559675861150026,
-0.019020704552531242,
-0.025954507291316986,
0.017467964440584183,
0.00869129877537489,
0.039894577115774155,
0.016131911426782608,
0.06046522036194801,
0.09127283841371536,
-0.009933043271303177,
0.07134338468313217,
-0.0305987186729908,
0.020358856767416,
-0.032734040170907974,
0.009423541836440563,
0.051021888852119446,
-0.027407770976424217,
-0.06009776517748833,
-0.11994368582963943,
-0.07461435347795486,
0.02901783213019371,
0.03668205067515373,
0.07030385732650757,
0.041085850447416306,
0.053811006247997284,
0.030364634469151497,
0.06056039035320282,
-0.045368824154138565,
-0.12040282785892487,
-0.01908416859805584,
-0.04349473491311073,
0.00540149537846446,
-0.023055583238601685,
-0.08300349116325378,
0.03720346838235855,
0.00691110547631979,
-0.045050814747810364,
0.014152021147310734,
0.06346999108791351,
-0.03620218113064766,
0.01830839365720749,
-0.03160468861460686,
-0.0368056483566761,
-0.022564930841326714,
0.04059131443500519,
0.11726594716310501,
0.07249164581298828,
-0.008460708893835545,
-0.0019975481554865837,
0.02106260135769844,
0.012077497318387032,
0.040188733488321304,
-0.010682174935936928,
0.009644507430493832,
0.004721946083009243,
0.03076532483100891,
0.052727628499269485,
0.025118788704276085,
-0.004694690927863121,
-0.022413060069084167,
-0.023232121020555496,
0.043433818966150284,
0.015885086730122566,
-0.0454457588493824,
0.08913557976484299,
0.02300344780087471,
-0.01311541348695755,
-0.0521530881524086,
0.02326788753271103,
0.03238634392619133,
-0.09969108551740646,
-0.054367486387491226,
0.000022571770387003198,
0.1610979288816452,
0.023312615230679512,
-0.01465657539665699,
0.02039036899805069,
-0.009702851995825768,
-0.03041052632033825,
0.056595444679260254,
-0.01776917837560177,
-0.025594498962163925,
-4.353161031644959e-8,
0.03491365164518356,
-0.02067461423575878,
0.03340935334563255,
0.0608406737446785,
0.01888037845492363,
-0.01958213560283184,
-0.04573391005396843,
-0.02410346083343029,
-0.04229867458343506,
0.021882226690649986,
0.11981017887592316,
0.0815596655011177,
0.06344570964574814,
0.02086464874446392,
-0.03641163557767868,
0.032009053975343704,
-0.05975519120693207,
-0.015671147033572197,
-0.0560702420771122,
-0.04143448919057846,
-0.04109387844800949,
0.040335964411497116,
-0.022525738924741745,
0.06958886981010437,
0.007805522531270981,
0.002118034055456519,
-0.020659347996115685,
0.000280213076621294,
-0.002522104186937213,
0.08533581346273422,
-0.061719395220279694,
-0.04163314402103424,
-0.01367543451488018,
0.05601950362324715,
0.044893261045217514,
0.030100060626864433,
-0.14098681509494781,
-0.03547320142388344,
-0.03407939523458481,
-0.0008457766380161047,
0.05440583452582359,
0.04679175466299057,
-0.08160658180713654,
0.037923362106084824,
0.03160117566585541,
-0.050836216658353806,
-0.0045461333356797695,
-0.06546052545309067,
-0.03939283266663551,
-0.0668562799692154,
0.04360312595963478,
-0.03228173404932022,
-0.010055886581540108,
0.0034225103445351124,
0.05289729684591293,
0.013414586894214153,
0.06490984559059143,
0.05874364823102951,
0.11563251912593842,
0.0641302689909935,
0.04377054050564766,
-0.0037392242811620235,
0.04376790300011635,
0.025928543880581856
] | null | null | null | null | null | null | null |
[
-0.12001952528953552,
-0.00866470206528902,
-0.014812963083386421,
-0.08377080410718918,
0.03532978147268295,
0.014194551855325699,
-0.005622538737952709,
-0.010278052650392056,
0.058844517916440964,
0.06301932781934738,
-0.022037077695131302,
-0.010344425216317177,
0.09395094215869904,
-0.02526876889169216,
-0.02563333511352539,
0.01633184216916561,
0.027809200808405876,
0.03425856679677963,
-0.014106729067862034,
0.05409460887312889,
-0.014863289892673492,
-0.11692989617586136,
-0.043385494500398636,
0.010872849263250828,
0.00894853938370943,
-0.08548995107412338,
0.0058624353259801865,
-0.02876066043972969,
-0.024147281423211098,
-0.08180040121078491,
-0.02971244789659977,
0.008194691501557827,
0.039415422827005386,
-0.030622370541095734,
0.011671601794660091,
-0.011287415400147438,
-0.04951697960495949,
-0.03780967742204666,
0.024635663256049156,
-0.017854494974017143,
0.0034518421161919832,
0.02007535845041275,
-0.0665312185883522,
-0.0040086968801915646,
-0.06488664448261261,
0.0593360997736454,
0.0023394108284264803,
0.0941934883594513,
-0.04334580898284912,
-0.02576204389333725,
-0.04091249406337738,
-0.0005310633569024503,
-0.03162559121847153,
-0.02136058919131756,
0.08266808837652206,
-0.0785086527466774,
0.03433026000857353,
-0.048229850828647614,
0.009536745958030224,
-0.010418725199997425,
0.0005409633740782738,
0.052278853952884674,
-0.05340021848678589,
-0.03176237642765045,
0.037518247961997986,
0.014568007551133633,
-0.040772926062345505,
0.03069480136036873,
-0.049585673958063126,
0.07419973611831665,
0.06373551487922668,
0.0368412546813488,
-0.03767864778637886,
0.0135037861764431,
0.05782468244433403,
0.008249079808592796,
-0.042058490216732025,
0.06437595188617706,
-0.02164342626929283,
-0.011279582977294922,
-0.032679181545972824,
-0.0007683105650357902,
-0.03381405025720596,
-0.0019047793466597795,
0.10964695364236832,
-0.05899712070822716,
-0.021965747699141502,
-0.059349581599235535,
0.12501005828380585,
0.02657410316169262,
-0.10953948646783829,
0.08267208933830261,
0.1176517903804779,
-0.014972544275224209,
0.009766669012606144,
0.03853454068303108,
0.05515632405877113,
0.024661151692271233,
0.056219447404146194,
0.08456538617610931,
-0.0983022078871727,
0.03052154928445816,
-0.004538978450000286,
-0.08197914808988571,
0.025627048686146736,
-0.029789075255393982,
-0.05727531760931015,
-0.022670947015285492,
0.016162481158971786,
-0.033851392567157745,
0.04788689687848091,
-0.0021472591906785965,
0.030863413587212563,
0.05325159430503845,
0.035727519541978836,
-0.05973378196358681,
0.06408702582120895,
0.01869170181453228,
-0.05616215988993645,
0.06710284948348999,
0.0036831775214523077,
-0.05629827082157135,
0.03582948073744774,
-0.01722330041229725,
0.04127746820449829,
0.03500310331583023,
-0.028019597753882408,
1.9960454273489006e-33,
0.022438619285821915,
0.004106576554477215,
0.0044463989324867725,
0.04483146592974663,
-0.040078055113554,
0.03414459526538849,
0.03946341201663017,
-0.035865023732185364,
-0.07314171642065048,
-0.05538378655910492,
-0.030633091926574707,
0.04827907308936119,
0.021509837359189987,
0.09431971609592438,
0.09722510725259781,
-0.061595845967531204,
0.024335594847798347,
0.050976961851119995,
0.006679262034595013,
-0.08226731419563293,
0.013484296388924122,
0.06197075545787811,
-0.009536495432257652,
-0.059721287339925766,
0.038775861263275146,
-0.03257429227232933,
-0.019116640090942383,
-0.08690597116947174,
0.05089302361011505,
0.007805373519659042,
-0.02743818797171116,
-0.010769253596663475,
0.06820815801620483,
0.08689825236797333,
0.007779770065099001,
0.04452406242489815,
0.04442528635263443,
-0.04676781967282295,
-0.0006662509986199439,
-0.0002318861079402268,
-0.03810117766261101,
0.05386614054441452,
0.00018787579028867185,
0.03870173543691635,
-0.00885147787630558,
-0.009134520776569843,
0.013589689508080482,
0.02248145081102848,
-0.05163818970322609,
-0.010011974722146988,
0.0013314735842868686,
0.05161012336611748,
0.0721529871225357,
0.007477506995201111,
-0.06195148080587387,
-0.07107110321521759,
-0.0392056405544281,
-0.04568824917078018,
0.004090986680239439,
0.019786333665251732,
0.027633709833025932,
0.03772060200572014,
-0.01734173484146595,
0.05969075858592987,
0.04109995812177658,
-0.008186587132513523,
-0.07596713304519653,
-0.09895733743906021,
0.10945314913988113,
-0.022223185747861862,
-0.020917285233736038,
-0.06648272275924683,
-0.11390818655490875,
-0.004299862310290337,
-0.02219354920089245,
-0.025760382413864136,
0.03577264025807381,
-0.012355460785329342,
-0.020615896210074425,
-0.04226738587021828,
-0.0009170384728349745,
0.00937254261225462,
0.027732064947485924,
-0.14344751834869385,
0.005143268499523401,
-0.0784614086151123,
0.017543183639645576,
-0.07288464903831482,
-0.04699317365884781,
0.07082843035459518,
0.01832675188779831,
-0.023262612521648407,
-0.01330582145601511,
0.007000776473432779,
0.04257239028811455,
-2.5520869487244748e-33,
-0.10063275694847107,
-0.13551753759384155,
0.11991651356220245,
0.04776548966765404,
0.03262439742684364,
-0.02246980369091034,
-0.03773799538612366,
-0.1653040200471878,
-0.046629734337329865,
-0.020602893084287643,
-0.10808824002742767,
-0.01971476338803768,
0.13807260990142822,
-0.005559675861150026,
-0.019020704552531242,
-0.025954507291316986,
0.017467964440584183,
0.00869129877537489,
0.039894577115774155,
0.016131911426782608,
0.06046522036194801,
0.09127283841371536,
-0.009933043271303177,
0.07134338468313217,
-0.0305987186729908,
0.020358856767416,
-0.032734040170907974,
0.009423541836440563,
0.051021888852119446,
-0.027407770976424217,
-0.06009776517748833,
-0.11994368582963943,
-0.07461435347795486,
0.02901783213019371,
0.03668205067515373,
0.07030385732650757,
0.041085850447416306,
0.053811006247997284,
0.030364634469151497,
0.06056039035320282,
-0.045368824154138565,
-0.12040282785892487,
-0.01908416859805584,
-0.04349473491311073,
0.00540149537846446,
-0.023055583238601685,
-0.08300349116325378,
0.03720346838235855,
0.00691110547631979,
-0.045050814747810364,
0.014152021147310734,
0.06346999108791351,
-0.03620218113064766,
0.01830839365720749,
-0.03160468861460686,
-0.0368056483566761,
-0.022564930841326714,
0.04059131443500519,
0.11726594716310501,
0.07249164581298828,
-0.008460708893835545,
-0.0019975481554865837,
0.02106260135769844,
0.012077497318387032,
0.040188733488321304,
-0.010682174935936928,
0.009644507430493832,
0.004721946083009243,
0.03076532483100891,
0.052727628499269485,
0.025118788704276085,
-0.004694690927863121,
-0.022413060069084167,
-0.023232121020555496,
0.043433818966150284,
0.015885086730122566,
-0.0454457588493824,
0.08913557976484299,
0.02300344780087471,
-0.01311541348695755,
-0.0521530881524086,
0.02326788753271103,
0.03238634392619133,
-0.09969108551740646,
-0.054367486387491226,
0.000022571770387003198,
0.1610979288816452,
0.023312615230679512,
-0.01465657539665699,
0.02039036899805069,
-0.009702851995825768,
-0.03041052632033825,
0.056595444679260254,
-0.01776917837560177,
-0.025594498962163925,
-4.353161031644959e-8,
0.03491365164518356,
-0.02067461423575878,
0.03340935334563255,
0.0608406737446785,
0.01888037845492363,
-0.01958213560283184,
-0.04573391005396843,
-0.02410346083343029,
-0.04229867458343506,
0.021882226690649986,
0.11981017887592316,
0.0815596655011177,
0.06344570964574814,
0.02086464874446392,
-0.03641163557767868,
0.032009053975343704,
-0.05975519120693207,
-0.015671147033572197,
-0.0560702420771122,
-0.04143448919057846,
-0.04109387844800949,
0.040335964411497116,
-0.022525738924741745,
0.06958886981010437,
0.007805522531270981,
0.002118034055456519,
-0.020659347996115685,
0.000280213076621294,
-0.002522104186937213,
0.08533581346273422,
-0.061719395220279694,
-0.04163314402103424,
-0.01367543451488018,
0.05601950362324715,
0.044893261045217514,
0.030100060626864433,
-0.14098681509494781,
-0.03547320142388344,
-0.03407939523458481,
-0.0008457766380161047,
0.05440583452582359,
0.04679175466299057,
-0.08160658180713654,
0.037923362106084824,
0.03160117566585541,
-0.050836216658353806,
-0.0045461333356797695,
-0.06546052545309067,
-0.03939283266663551,
-0.0668562799692154,
0.04360312595963478,
-0.03228173404932022,
-0.010055886581540108,
0.0034225103445351124,
0.05289729684591293,
0.013414586894214153,
0.06490984559059143,
0.05874364823102951,
0.11563251912593842,
0.0641302689909935,
0.04377054050564766,
-0.0037392242811620235,
0.04376790300011635,
0.025928543880581856
] |
1401.4603
|
Esperanza Albacete
|
Esperanza Albacete, Javier Calle, Elena Castro, Dolores Cuadra
|
Semantic Similarity Measures Applied to an Ontology for Human-Like
Interaction
| null |
Journal Of Artificial Intelligence Research, Volume 44, pages
397-421, 2012
|
10.1613/jair.3612
| null |
cs.AI cs.CL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The focus of this paper is the calculation of similarity between two concepts
from an ontology for a Human-Like Interaction system. In order to facilitate
this calculation, a similarity function is proposed based on five dimensions
(sort, compositional, essential, restrictive and descriptive) constituting the
structure of ontological knowledge. The paper includes a proposal for computing
a similarity function for each dimension of knowledge. Later on, the similarity
values obtained are weighted and aggregated to obtain a global similarity
measure. In order to calculate those weights associated to each dimension, four
training methods have been proposed. The training methods differ in the element
to fit: the user, concepts or pairs of concepts, and a hybrid approach. For
evaluating the proposal, the knowledge base was fed from WordNet and extended
by using a knowledge editing toolkit (Cognos). The evaluation of the proposal
is carried out through the comparison of system responses with those given by
human test subjects, both providing a measure of the soundness of the procedure
and revealing ways in which the proposal may be improved.
|
[
{
"created": "Sat, 18 Jan 2014 21:09:42 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Albacete",
"Esperanza",
""
],
[
"Calle",
"Javier",
""
],
[
"Castro",
"Elena",
""
],
[
"Cuadra",
"Dolores",
""
]
] |
[
0.051536619663238525,
-0.04519503191113472,
-0.09286246448755264,
-0.026099689304828644,
-0.04353754594922066,
-0.03511003404855728,
0.03551376610994339,
0.0427398607134819,
-0.058740533888339996,
-0.006555365864187479,
0.006696886848658323,
-0.032136715948581696,
0.11649233102798462,
0.07412966340780258,
0.005686505697667599,
0.02662915550172329,
0.05559437721967697,
-0.04771184176206589,
-0.042053475975990295,
0.0009747411822900176,
0.0585579089820385,
0.08765865862369537,
-0.013251238502562046,
0.06062794476747513,
-0.0822220966219902,
-0.04109027236700058,
-0.014522596262395382,
0.023487582802772522,
-0.012025213800370693,
0.027269765734672546,
0.04574800282716751,
0.10758465528488159,
0.038158778101205826,
0.005503765773028135,
-0.05770069733262062,
0.07429435849189758,
0.01299978792667389,
0.03919335827231407,
0.007842496037483215,
-0.04390089958906174,
-0.12021373212337494,
-0.07104147225618362,
-0.03028571978211403,
0.05999009683728218,
-0.0029325145296752453,
0.07487881183624268,
-0.11517784744501114,
-0.02187204174697399,
0.0203719399869442,
0.0747227892279625,
-0.10892967879772186,
-0.047720227390527725,
-0.05516541376709938,
-0.012632009573280811,
0.0290091410279274,
0.06558793038129807,
-0.07356461137533188,
0.02204352803528309,
-0.03031858615577221,
-0.1562543660402298,
-0.08081123232841492,
-0.07439892739057541,
0.021566474810242653,
0.02460254542529583,
0.01255862507969141,
-0.032406676560640335,
-0.02204521931707859,
-0.008557213470339775,
0.03666378930211067,
-0.05315275490283966,
-0.02460731752216816,
0.07261577993631363,
-0.04932847246527672,
0.028402337804436684,
-0.09519067406654358,
0.037145182490348816,
-0.05784137174487114,
-0.008261064998805523,
-0.04065676033496857,
-0.038677722215652466,
-0.010384549386799335,
0.05792693793773651,
0.01613781228661537,
0.020725762471556664,
0.033386390656232834,
0.06452396512031555,
0.06951427459716797,
0.030299659818410873,
-0.004661751911044121,
-0.05999100208282471,
0.022537672892212868,
-0.026575343683362007,
0.10158021003007889,
-0.06540902704000473,
0.017294635996222496,
0.001489035552367568,
0.014872679486870766,
-0.045855678617954254,
0.03035208396613598,
0.07672528177499771,
-0.010365108959376812,
0.0326831191778183,
-0.07135751843452454,
-0.05760110542178154,
0.007766247261315584,
0.09407272189855576,
-0.00013552264135796577,
-0.04677301645278931,
0.11465860158205032,
-0.09105969965457916,
-0.05134565010666847,
-0.018329652026295662,
-0.06578914821147919,
-0.028161853551864624,
0.03013160452246666,
-0.007079934701323509,
0.08244726061820984,
-0.0010872791754081845,
0.04415271058678627,
0.005699764005839825,
0.033757682889699936,
0.022070404142141342,
0.04944143816828728,
0.028287062421441078,
-0.007770392578095198,
-0.006464269477874041,
0.01010366901755333,
-2.257575242073849e-34,
0.03824516013264656,
0.047081079334020615,
0.049597978591918945,
0.06296297162771225,
0.014515326358377934,
-0.03701144829392433,
-0.002368857152760029,
0.022708753123879433,
-0.01778383180499077,
-0.06824328005313873,
0.004552931524813175,
0.13392551243305206,
0.009791712276637554,
0.03507239371538162,
0.04239429533481598,
0.045690447092056274,
0.019931906834244728,
0.012330074794590473,
-0.08050581067800522,
-0.02316041849553585,
0.02132423222064972,
0.013802257366478443,
-0.03828004375100136,
0.056054309010505676,
0.03452421724796295,
-0.05531688779592514,
-0.054808471351861954,
0.007760365027934313,
0.07559411227703094,
-0.07082691043615341,
0.035300228744745255,
0.012796318158507347,
0.01787051185965538,
0.03230533376336098,
0.0010246552992612123,
-0.043389420956373215,
0.03389091044664383,
-0.05110524967312813,
-0.009943913668394089,
-0.0734720528125763,
-0.05608440935611725,
0.012041335925459862,
-0.006341267842799425,
-0.06978874653577805,
0.038429535925388336,
0.05066302791237831,
0.01298726536333561,
0.000473746593343094,
0.022446472197771072,
-0.05736416205763817,
0.08059516549110413,
-0.02018575929105282,
0.05209708958864212,
0.015846161171793938,
-0.06067069247364998,
0.03477676957845688,
-0.004950664937496185,
0.009854933246970177,
0.05825209245085716,
0.07140809297561646,
-0.030384115874767303,
-0.004099606536328793,
0.0882272943854332,
0.028203237801790237,
0.034496456384658813,
0.0004882517969235778,
-0.029125651344656944,
0.011150416918098927,
0.07981026917695999,
0.010914552956819534,
-0.011957282200455666,
0.03936592489480972,
-0.02544446662068367,
-0.02112147957086563,
-0.034330230206251144,
-0.010644384659826756,
-0.07986374199390411,
-0.10410753637552261,
-0.06152232363820076,
0.06336649507284164,
-0.057937972247600555,
-0.039582669734954834,
0.049609120935201645,
-0.1486450731754303,
-0.0023311367258429527,
-0.032914236187934875,
0.034080229699611664,
-0.007777170743793249,
0.013920243829488754,
-0.024821549654006958,
0.0009287633583880961,
0.046548910439014435,
-0.03601459041237831,
0.01282881386578083,
0.04521961137652397,
-9.07216601592894e-34,
-0.06974079459905624,
-0.043604444712400436,
-0.021652931347489357,
0.03277299925684929,
-0.017401516437530518,
0.01066684816032648,
0.007181242574006319,
0.04668189212679863,
-0.1293494999408722,
-0.027803827077150345,
0.01372960302978754,
-0.0565464049577713,
-0.03251591697335243,
-0.05749984830617905,
-0.027981285005807877,
0.061169497668743134,
-0.04760267585515976,
0.00917650107294321,
0.0012266243575140834,
0.06045258417725563,
0.019334066659212112,
0.027403362095355988,
-0.1185152679681778,
0.041848812252283096,
-0.018345089629292488,
0.012434977106750011,
0.08565931022167206,
-0.04199645295739174,
-0.025080781430006027,
0.06779845058917999,
0.021436598151922226,
-0.04834524542093277,
-0.012315986678004265,
0.014432227239012718,
-0.035683151334524155,
-0.04934651404619217,
0.038847748190164566,
-0.04848870262503624,
-0.014359021559357643,
0.013977911323308945,
-0.031239207834005356,
0.03131040558218956,
-0.030571384355425835,
-0.08690077811479568,
-0.042780134826898575,
0.020287076011300087,
-0.09147485345602036,
-0.008774884045124054,
0.055555038154125214,
-0.08152896910905838,
0.06551481783390045,
0.019433027133345604,
-0.06355884671211243,
-0.06459108740091324,
0.029069676995277405,
0.018356336280703545,
0.0459606871008873,
-0.06283877789974213,
0.04192516580224037,
-0.06682862341403961,
0.04194748029112816,
-0.03832511603832245,
0.04728572443127632,
0.0918060913681984,
0.03622770309448242,
0.002055790275335312,
-0.0688311755657196,
0.08643059432506561,
-0.0606229193508625,
0.024423873052001,
-0.1072184294462204,
0.03695960342884064,
0.04573297128081322,
-0.09000644832849503,
0.024614404886960983,
-0.07427120953798294,
0.06897928565740585,
-0.054024018347263336,
0.015093234367668629,
-0.03889363259077072,
-0.0596541129052639,
-0.030534585937857628,
0.05523352324962616,
0.02295803464949131,
-0.03628840297460556,
0.07724859565496445,
0.04943717643618584,
0.13188746571540833,
0.039011966437101364,
0.045710910111665726,
-0.04104578495025635,
0.00755648547783494,
0.0012163384817540646,
0.034151650965213776,
-0.07723609358072281,
-4.893768945635202e-8,
-0.03858033940196037,
-0.05266628414392471,
0.0039306567050516605,
0.051985569298267365,
-0.06809305399656296,
0.03340808302164078,
0.02367207035422325,
0.01733291894197464,
-0.051672596484422684,
0.016184765845537186,
-0.03720488026738167,
0.01584635302424431,
-0.002534319646656513,
0.06943006068468094,
0.014092865400016308,
0.007552600931376219,
0.02282758057117462,
0.028150487691164017,
0.02027967944741249,
0.025856895372271538,
0.11974022537469864,
0.015477174893021584,
-0.009717555716633797,
0.1114131286740303,
0.07377269864082336,
-0.03855970501899719,
-0.06629379093647003,
0.11168219149112701,
0.009433859027922153,
-0.005142216105014086,
0.014125993475317955,
-0.021244768053293228,
-0.0076250918209552765,
-0.014173705130815506,
0.09019017964601517,
0.012833721935749054,
0.04213903844356537,
0.0005894292262382805,
-0.061584409326314926,
0.026536980643868446,
0.012126464396715164,
-0.010452729649841785,
0.0038649714551866055,
0.022021135315299034,
0.15041190385818481,
-0.056366194039583206,
0.012302229180932045,
-0.04546133801341057,
0.033413514494895935,
-0.03741610422730446,
-0.03260594233870506,
0.06312113255262375,
-0.02176293171942234,
0.0019276102539151907,
0.07748416066169739,
-0.06266237050294876,
-0.03987952694296837,
0.033470652997493744,
0.05363217368721962,
-0.0564626008272171,
0.07181869447231293,
-0.025853356346488,
0.0612575002014637,
0.07678832858800888
] | null | null | null | null | null | null | null |
[
0.051536619663238525,
-0.04519503191113472,
-0.09286246448755264,
-0.026099689304828644,
-0.04353754594922066,
-0.03511003404855728,
0.03551376610994339,
0.0427398607134819,
-0.058740533888339996,
-0.006555365864187479,
0.006696886848658323,
-0.032136715948581696,
0.11649233102798462,
0.07412966340780258,
0.005686505697667599,
0.02662915550172329,
0.05559437721967697,
-0.04771184176206589,
-0.042053475975990295,
0.0009747411822900176,
0.0585579089820385,
0.08765865862369537,
-0.013251238502562046,
0.06062794476747513,
-0.0822220966219902,
-0.04109027236700058,
-0.014522596262395382,
0.023487582802772522,
-0.012025213800370693,
0.027269765734672546,
0.04574800282716751,
0.10758465528488159,
0.038158778101205826,
0.005503765773028135,
-0.05770069733262062,
0.07429435849189758,
0.01299978792667389,
0.03919335827231407,
0.007842496037483215,
-0.04390089958906174,
-0.12021373212337494,
-0.07104147225618362,
-0.03028571978211403,
0.05999009683728218,
-0.0029325145296752453,
0.07487881183624268,
-0.11517784744501114,
-0.02187204174697399,
0.0203719399869442,
0.0747227892279625,
-0.10892967879772186,
-0.047720227390527725,
-0.05516541376709938,
-0.012632009573280811,
0.0290091410279274,
0.06558793038129807,
-0.07356461137533188,
0.02204352803528309,
-0.03031858615577221,
-0.1562543660402298,
-0.08081123232841492,
-0.07439892739057541,
0.021566474810242653,
0.02460254542529583,
0.01255862507969141,
-0.032406676560640335,
-0.02204521931707859,
-0.008557213470339775,
0.03666378930211067,
-0.05315275490283966,
-0.02460731752216816,
0.07261577993631363,
-0.04932847246527672,
0.028402337804436684,
-0.09519067406654358,
0.037145182490348816,
-0.05784137174487114,
-0.008261064998805523,
-0.04065676033496857,
-0.038677722215652466,
-0.010384549386799335,
0.05792693793773651,
0.01613781228661537,
0.020725762471556664,
0.033386390656232834,
0.06452396512031555,
0.06951427459716797,
0.030299659818410873,
-0.004661751911044121,
-0.05999100208282471,
0.022537672892212868,
-0.026575343683362007,
0.10158021003007889,
-0.06540902704000473,
0.017294635996222496,
0.001489035552367568,
0.014872679486870766,
-0.045855678617954254,
0.03035208396613598,
0.07672528177499771,
-0.010365108959376812,
0.0326831191778183,
-0.07135751843452454,
-0.05760110542178154,
0.007766247261315584,
0.09407272189855576,
-0.00013552264135796577,
-0.04677301645278931,
0.11465860158205032,
-0.09105969965457916,
-0.05134565010666847,
-0.018329652026295662,
-0.06578914821147919,
-0.028161853551864624,
0.03013160452246666,
-0.007079934701323509,
0.08244726061820984,
-0.0010872791754081845,
0.04415271058678627,
0.005699764005839825,
0.033757682889699936,
0.022070404142141342,
0.04944143816828728,
0.028287062421441078,
-0.007770392578095198,
-0.006464269477874041,
0.01010366901755333,
-2.257575242073849e-34,
0.03824516013264656,
0.047081079334020615,
0.049597978591918945,
0.06296297162771225,
0.014515326358377934,
-0.03701144829392433,
-0.002368857152760029,
0.022708753123879433,
-0.01778383180499077,
-0.06824328005313873,
0.004552931524813175,
0.13392551243305206,
0.009791712276637554,
0.03507239371538162,
0.04239429533481598,
0.045690447092056274,
0.019931906834244728,
0.012330074794590473,
-0.08050581067800522,
-0.02316041849553585,
0.02132423222064972,
0.013802257366478443,
-0.03828004375100136,
0.056054309010505676,
0.03452421724796295,
-0.05531688779592514,
-0.054808471351861954,
0.007760365027934313,
0.07559411227703094,
-0.07082691043615341,
0.035300228744745255,
0.012796318158507347,
0.01787051185965538,
0.03230533376336098,
0.0010246552992612123,
-0.043389420956373215,
0.03389091044664383,
-0.05110524967312813,
-0.009943913668394089,
-0.0734720528125763,
-0.05608440935611725,
0.012041335925459862,
-0.006341267842799425,
-0.06978874653577805,
0.038429535925388336,
0.05066302791237831,
0.01298726536333561,
0.000473746593343094,
0.022446472197771072,
-0.05736416205763817,
0.08059516549110413,
-0.02018575929105282,
0.05209708958864212,
0.015846161171793938,
-0.06067069247364998,
0.03477676957845688,
-0.004950664937496185,
0.009854933246970177,
0.05825209245085716,
0.07140809297561646,
-0.030384115874767303,
-0.004099606536328793,
0.0882272943854332,
0.028203237801790237,
0.034496456384658813,
0.0004882517969235778,
-0.029125651344656944,
0.011150416918098927,
0.07981026917695999,
0.010914552956819534,
-0.011957282200455666,
0.03936592489480972,
-0.02544446662068367,
-0.02112147957086563,
-0.034330230206251144,
-0.010644384659826756,
-0.07986374199390411,
-0.10410753637552261,
-0.06152232363820076,
0.06336649507284164,
-0.057937972247600555,
-0.039582669734954834,
0.049609120935201645,
-0.1486450731754303,
-0.0023311367258429527,
-0.032914236187934875,
0.034080229699611664,
-0.007777170743793249,
0.013920243829488754,
-0.024821549654006958,
0.0009287633583880961,
0.046548910439014435,
-0.03601459041237831,
0.01282881386578083,
0.04521961137652397,
-9.07216601592894e-34,
-0.06974079459905624,
-0.043604444712400436,
-0.021652931347489357,
0.03277299925684929,
-0.017401516437530518,
0.01066684816032648,
0.007181242574006319,
0.04668189212679863,
-0.1293494999408722,
-0.027803827077150345,
0.01372960302978754,
-0.0565464049577713,
-0.03251591697335243,
-0.05749984830617905,
-0.027981285005807877,
0.061169497668743134,
-0.04760267585515976,
0.00917650107294321,
0.0012266243575140834,
0.06045258417725563,
0.019334066659212112,
0.027403362095355988,
-0.1185152679681778,
0.041848812252283096,
-0.018345089629292488,
0.012434977106750011,
0.08565931022167206,
-0.04199645295739174,
-0.025080781430006027,
0.06779845058917999,
0.021436598151922226,
-0.04834524542093277,
-0.012315986678004265,
0.014432227239012718,
-0.035683151334524155,
-0.04934651404619217,
0.038847748190164566,
-0.04848870262503624,
-0.014359021559357643,
0.013977911323308945,
-0.031239207834005356,
0.03131040558218956,
-0.030571384355425835,
-0.08690077811479568,
-0.042780134826898575,
0.020287076011300087,
-0.09147485345602036,
-0.008774884045124054,
0.055555038154125214,
-0.08152896910905838,
0.06551481783390045,
0.019433027133345604,
-0.06355884671211243,
-0.06459108740091324,
0.029069676995277405,
0.018356336280703545,
0.0459606871008873,
-0.06283877789974213,
0.04192516580224037,
-0.06682862341403961,
0.04194748029112816,
-0.03832511603832245,
0.04728572443127632,
0.0918060913681984,
0.03622770309448242,
0.002055790275335312,
-0.0688311755657196,
0.08643059432506561,
-0.0606229193508625,
0.024423873052001,
-0.1072184294462204,
0.03695960342884064,
0.04573297128081322,
-0.09000644832849503,
0.024614404886960983,
-0.07427120953798294,
0.06897928565740585,
-0.054024018347263336,
0.015093234367668629,
-0.03889363259077072,
-0.0596541129052639,
-0.030534585937857628,
0.05523352324962616,
0.02295803464949131,
-0.03628840297460556,
0.07724859565496445,
0.04943717643618584,
0.13188746571540833,
0.039011966437101364,
0.045710910111665726,
-0.04104578495025635,
0.00755648547783494,
0.0012163384817540646,
0.034151650965213776,
-0.07723609358072281,
-4.893768945635202e-8,
-0.03858033940196037,
-0.05266628414392471,
0.0039306567050516605,
0.051985569298267365,
-0.06809305399656296,
0.03340808302164078,
0.02367207035422325,
0.01733291894197464,
-0.051672596484422684,
0.016184765845537186,
-0.03720488026738167,
0.01584635302424431,
-0.002534319646656513,
0.06943006068468094,
0.014092865400016308,
0.007552600931376219,
0.02282758057117462,
0.028150487691164017,
0.02027967944741249,
0.025856895372271538,
0.11974022537469864,
0.015477174893021584,
-0.009717555716633797,
0.1114131286740303,
0.07377269864082336,
-0.03855970501899719,
-0.06629379093647003,
0.11168219149112701,
0.009433859027922153,
-0.005142216105014086,
0.014125993475317955,
-0.021244768053293228,
-0.0076250918209552765,
-0.014173705130815506,
0.09019017964601517,
0.012833721935749054,
0.04213903844356537,
0.0005894292262382805,
-0.061584409326314926,
0.026536980643868446,
0.012126464396715164,
-0.010452729649841785,
0.0038649714551866055,
0.022021135315299034,
0.15041190385818481,
-0.056366194039583206,
0.012302229180932045,
-0.04546133801341057,
0.033413514494895935,
-0.03741610422730446,
-0.03260594233870506,
0.06312113255262375,
-0.02176293171942234,
0.0019276102539151907,
0.07748416066169739,
-0.06266237050294876,
-0.03987952694296837,
0.033470652997493744,
0.05363217368721962,
-0.0564626008272171,
0.07181869447231293,
-0.025853356346488,
0.0612575002014637,
0.07678832858800888
] |
1401.4604
|
Bernardo Cuenca Grau
|
Bernardo Cuenca Grau, Boris Motik, Giorgos Stoilos, Ian Horrocks
|
Completeness Guarantees for Incomplete Ontology Reasoners: Theory and
Practice
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
419-476, 2012
|
10.1613/jair.3470
| null |
cs.AI cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
To achieve scalability of query answering, the developers of Semantic Web
applications are often forced to use incomplete OWL 2 reasoners, which fail to
derive all answers for at least one query, ontology, and data set. The lack of
completeness guarantees, however, may be unacceptable for applications in areas
such as health care and defence, where missing answers can adversely affect the
applications functionality. Furthermore, even if an application can tolerate
some level of incompleteness, it is often advantageous to estimate how many and
what kind of answers are being lost.
In this paper, we present a novel logic-based framework that allows one to
check whether a reasoner is complete for a given query Q and ontology T---that
is, whether the reasoner is guaranteed to compute all answers to Q w.r.t. T and
an arbitrary data set A. Since ontologies and typical queries are often fixed
at application design time, our approach allows application developers to check
whether a reasoner known to be incomplete in general is actually complete for
the kinds of input relevant for the application.
We also present a technique that, given a query Q, an ontology T, and
reasoners R_1 and R_2 that satisfy certain assumptions, can be used to
determine whether, for each data set A, reasoner R_1 computes more answers to Q
w.r.t. T and A than reasoner R_2. This allows application developers to select
the reasoner that provides the highest degree of completeness for Q and T that
is compatible with the applications scalability requirements.
Our results thus provide a theoretical and practical foundation for the
design of future ontology-based information systems that maximise scalability
while minimising or even eliminating incompleteness of query answers.
|
[
{
"created": "Sat, 18 Jan 2014 21:10:03 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Grau",
"Bernardo Cuenca",
""
],
[
"Motik",
"Boris",
""
],
[
"Stoilos",
"Giorgos",
""
],
[
"Horrocks",
"Ian",
""
]
] |
[
-0.00019773826352320611,
0.0286149512976408,
-0.03547762706875801,
0.017702791839838028,
0.010191697627305984,
-0.04433958977460861,
0.04599497839808464,
0.006429424975067377,
-0.031472865492105484,
0.016151797026395798,
-0.028938395902514458,
-0.11261113733053207,
0.06571979820728302,
0.04376489669084549,
0.07382889091968536,
0.062023721635341644,
0.055598314851522446,
-0.06752526760101318,
-0.06647560745477676,
-0.023275023326277733,
-0.05956241488456726,
0.08946596831083298,
-0.00036561625893227756,
0.03179246932268143,
-0.1061348170042038,
-0.055204976350069046,
-0.016153499484062195,
-0.06925337016582489,
-0.01799989491701126,
0.04144585132598877,
-0.01767187938094139,
0.07525061070919037,
-0.12306062132120132,
0.020008699968457222,
0.03495347499847412,
-0.01589055173099041,
0.05798027291893959,
0.022047502920031548,
-0.051284950226545334,
-0.03259145841002464,
-0.08173704147338867,
-0.01223801076412201,
-0.08690542727708817,
0.023177601397037506,
-0.037922296673059464,
0.016024043783545494,
-0.018768280744552612,
-0.03389409929513931,
0.015800392255187035,
-0.017606418579816818,
-0.0647721216082573,
-0.031688760966062546,
-0.06377817690372467,
-0.061371009796857834,
0.06912434101104736,
-0.01997985690832138,
-0.12095384299755096,
-0.012166761793196201,
-0.1332528293132782,
-0.0733122006058693,
-0.07967924326658249,
-0.03168047219514847,
-0.015322092920541763,
0.059286609292030334,
0.013030985370278358,
-0.026025742292404175,
0.00021938819554634392,
-0.037020813673734665,
0.072818323969841,
0.031524818390607834,
-0.07707906514406204,
0.032620202749967575,
-0.043007828295230865,
0.06631268560886383,
-0.09416714310646057,
0.012390597723424435,
0.023596283048391342,
0.02926856093108654,
-0.010741166770458221,
-0.02333889529109001,
-0.05086739361286163,
-0.02299659140408039,
-0.011201146058738232,
0.1273895800113678,
0.0895744189620018,
-0.027134910225868225,
0.0564558319747448,
0.006315180566161871,
0.029687073081731796,
0.052101194858551025,
-0.00175224628765136,
-0.030873864889144897,
0.12805144488811493,
0.0008023980190046132,
0.12570835649967194,
0.08119367063045502,
-0.026905979961156845,
-0.07984143495559692,
-0.015288135968148708,
0.09213772416114807,
-0.026997938752174377,
-0.004256552550941706,
-0.03443581238389015,
-0.09802522510290146,
0.004953177645802498,
0.009464629925787449,
-0.045504726469516754,
-0.02635171450674534,
0.03781253471970558,
-0.006793409585952759,
0.03399673104286194,
0.04768908768892288,
0.07969749718904495,
-0.09234441071748734,
0.005710923578590155,
-0.02131037227809429,
-0.014549999497830868,
0.021104689687490463,
0.0257574375718832,
-0.04149504378437996,
0.01954837329685688,
0.061492569744586945,
0.03367110341787338,
-0.02565166726708412,
0.07770869880914688,
-0.014028586447238922,
-0.04306363686919212,
1.8278597363950786e-33,
0.02064439281821251,
0.040674179792404175,
0.052315764129161835,
0.03756041079759598,
0.01138441450893879,
0.010327976197004318,
0.02773396298289299,
0.06277482956647873,
0.004142432007938623,
0.029389861971139908,
-0.02254716120660305,
0.040321893990039825,
-0.044555630534887314,
-0.08764766901731491,
0.09585998207330704,
0.04703431576490402,
-0.03505171090364456,
0.09274326264858246,
-0.09395214915275574,
-0.013571199961006641,
0.059180475771427155,
-0.08960065990686417,
-0.026825256645679474,
0.11028100550174713,
0.029099533334374428,
-0.02891521342098713,
-0.04695723205804825,
0.013226442970335484,
0.0424925833940506,
-0.03849699720740318,
0.001661366201005876,
-0.10067985206842422,
-0.0013065461535006762,
0.08197548240423203,
0.003806064371019602,
-0.07510679215192795,
-0.007596565876156092,
-0.05448375269770622,
0.002638787031173706,
-0.01455770991742611,
-0.008290506899356842,
0.03730595111846924,
0.008454807102680206,
-0.017172833904623985,
-0.0075835976749658585,
-0.08370271325111389,
-0.08262276649475098,
-0.00034982358920387924,
0.010444343090057373,
-0.003222863655537367,
0.07873233407735825,
0.028071485459804535,
0.042456284165382385,
0.01311735063791275,
-0.0583745576441288,
-0.037863776087760925,
0.004309934563934803,
0.02060386911034584,
0.0008338139741681516,
0.11372066289186478,
-0.03849905729293823,
-0.0868152529001236,
-0.004863891750574112,
0.006624986417591572,
-0.034269243478775024,
0.012512662447988987,
0.0008214939734898508,
0.01856626570224762,
0.01547767873853445,
-0.05574711039662361,
0.01678137108683586,
-0.036895956844091415,
0.08955268561840057,
-0.03840247169137001,
0.03722758963704109,
0.010218464769423008,
-0.04152011126279831,
-0.03848748281598091,
0.009149303659796715,
-0.04739745706319809,
0.0626579150557518,
-0.014432208612561226,
-0.025689903646707535,
0.02802901528775692,
-0.024600353091955185,
-0.05270994082093239,
0.021610241383314133,
-0.03272399306297302,
-0.03473870828747749,
-0.01949695311486721,
-0.05869342386722565,
0.02552293986082077,
-0.019825326278805733,
-0.05614810809493065,
0.058514174073934555,
-3.005499548078609e-33,
-0.03107619844377041,
-0.1251324713230133,
-0.0075317444279789925,
-0.005187968723475933,
-0.030238904058933258,
-0.03250374272465706,
0.019217543303966522,
-0.04270848259329796,
0.041608478873968124,
-0.06881943345069885,
0.01951967179775238,
-0.009769003838300705,
0.08972439169883728,
-0.029794897884130478,
-0.07272962480783463,
0.05897732824087143,
-0.01514667272567749,
-0.06171190366148949,
-0.05052010342478752,
0.1460392326116562,
-0.04072919487953186,
0.09993380308151245,
-0.12266809493303299,
0.007376076187938452,
0.012103382498025894,
0.07839734107255936,
-0.07953226566314697,
0.01008921954780817,
0.008388075977563858,
0.03602825477719307,
-0.03323650732636452,
-0.08255188912153244,
-0.028624536469578743,
-0.13947030901908875,
-0.05793895572423935,
-0.05352465808391571,
0.05922745540738106,
0.03231426328420639,
-0.11243534088134766,
0.07369854301214218,
-0.012872427701950073,
-0.03717320039868355,
0.015394655056297779,
0.025276927277445793,
-0.05362232029438019,
0.01655852422118187,
-0.08038206398487091,
0.052143290638923645,
0.02845015935599804,
-0.02400786429643631,
0.03480085730552673,
-0.05588484928011894,
0.06370270997285843,
0.0515616312623024,
0.012116268277168274,
0.020690569654107094,
-0.02854352444410324,
-0.029115647077560425,
-0.017663635313510895,
0.0012439454440027475,
-0.07320494204759598,
0.008652216754853725,
0.05939291790127754,
0.09447111934423447,
0.03398251160979271,
0.05810602009296417,
-0.04328128322958946,
0.020458482205867767,
-0.013782147318124771,
-0.002015412086620927,
0.02470993995666504,
0.04502791166305542,
0.019747324287891388,
-0.0050214603543281555,
0.08656078577041626,
0.05111456289887428,
0.08090783655643463,
-0.07750561833381653,
0.010894669219851494,
0.018730802461504936,
-0.006457762327045202,
-0.042313046753406525,
0.07684265077114105,
0.04320869222283363,
-0.04055699706077576,
-0.05867145583033562,
0.04489058256149292,
0.027185849845409393,
0.09111803025007248,
0.03837446868419647,
-0.017654959112405777,
0.006424444727599621,
-0.023617424070835114,
0.03351408988237381,
-0.038029056042432785,
-4.3147345252236846e-8,
-0.0485897921025753,
0.0444452203810215,
-0.06782642006874084,
-0.004894369747489691,
0.03264947980642319,
-0.024448741227388382,
0.0158883985131979,
0.04321007803082466,
-0.012074898928403854,
0.00785895250737667,
-0.01053107250481844,
0.02077360823750496,
-0.004176578018814325,
-0.02872355282306671,
0.03619759902358055,
0.026088032871484756,
0.02339876815676689,
0.016090115532279015,
-0.054027944803237915,
-0.033329710364341736,
-0.018188422545790672,
0.017459334805607796,
-0.035613950341939926,
0.07169431447982788,
0.13103094696998596,
0.002132945228368044,
-0.031066909432411194,
0.013638804666697979,
0.046065617352724075,
0.03172406181693077,
-0.03734626621007919,
-0.05134891718626022,
0.06420020759105682,
0.023622358217835426,
0.06187271699309349,
0.027801239863038063,
-0.018859822303056717,
-0.0019992580637335777,
-0.07899048179388046,
-0.055763840675354004,
0.08097007870674133,
0.011759893037378788,
-0.029149122536182404,
0.05302053689956665,
0.10637228190898895,
-0.04201579466462135,
0.001044871169142425,
0.01223937701433897,
0.03053888864815235,
-0.0441826693713665,
-0.055093977600336075,
-0.0272971224039793,
0.0060448190197348595,
0.018476692959666252,
-0.03692464157938957,
0.06129303574562073,
-0.052365392446517944,
0.06128237769007683,
0.03576017543673515,
-0.05253678932785988,
0.07554664462804794,
0.033160168677568436,
0.04369157925248146,
0.06487711519002914
] | null | null | null | null | null | null | null |
[
-0.00019773826352320611,
0.0286149512976408,
-0.03547762706875801,
0.017702791839838028,
0.010191697627305984,
-0.04433958977460861,
0.04599497839808464,
0.006429424975067377,
-0.031472865492105484,
0.016151797026395798,
-0.028938395902514458,
-0.11261113733053207,
0.06571979820728302,
0.04376489669084549,
0.07382889091968536,
0.062023721635341644,
0.055598314851522446,
-0.06752526760101318,
-0.06647560745477676,
-0.023275023326277733,
-0.05956241488456726,
0.08946596831083298,
-0.00036561625893227756,
0.03179246932268143,
-0.1061348170042038,
-0.055204976350069046,
-0.016153499484062195,
-0.06925337016582489,
-0.01799989491701126,
0.04144585132598877,
-0.01767187938094139,
0.07525061070919037,
-0.12306062132120132,
0.020008699968457222,
0.03495347499847412,
-0.01589055173099041,
0.05798027291893959,
0.022047502920031548,
-0.051284950226545334,
-0.03259145841002464,
-0.08173704147338867,
-0.01223801076412201,
-0.08690542727708817,
0.023177601397037506,
-0.037922296673059464,
0.016024043783545494,
-0.018768280744552612,
-0.03389409929513931,
0.015800392255187035,
-0.017606418579816818,
-0.0647721216082573,
-0.031688760966062546,
-0.06377817690372467,
-0.061371009796857834,
0.06912434101104736,
-0.01997985690832138,
-0.12095384299755096,
-0.012166761793196201,
-0.1332528293132782,
-0.0733122006058693,
-0.07967924326658249,
-0.03168047219514847,
-0.015322092920541763,
0.059286609292030334,
0.013030985370278358,
-0.026025742292404175,
0.00021938819554634392,
-0.037020813673734665,
0.072818323969841,
0.031524818390607834,
-0.07707906514406204,
0.032620202749967575,
-0.043007828295230865,
0.06631268560886383,
-0.09416714310646057,
0.012390597723424435,
0.023596283048391342,
0.02926856093108654,
-0.010741166770458221,
-0.02333889529109001,
-0.05086739361286163,
-0.02299659140408039,
-0.011201146058738232,
0.1273895800113678,
0.0895744189620018,
-0.027134910225868225,
0.0564558319747448,
0.006315180566161871,
0.029687073081731796,
0.052101194858551025,
-0.00175224628765136,
-0.030873864889144897,
0.12805144488811493,
0.0008023980190046132,
0.12570835649967194,
0.08119367063045502,
-0.026905979961156845,
-0.07984143495559692,
-0.015288135968148708,
0.09213772416114807,
-0.026997938752174377,
-0.004256552550941706,
-0.03443581238389015,
-0.09802522510290146,
0.004953177645802498,
0.009464629925787449,
-0.045504726469516754,
-0.02635171450674534,
0.03781253471970558,
-0.006793409585952759,
0.03399673104286194,
0.04768908768892288,
0.07969749718904495,
-0.09234441071748734,
0.005710923578590155,
-0.02131037227809429,
-0.014549999497830868,
0.021104689687490463,
0.0257574375718832,
-0.04149504378437996,
0.01954837329685688,
0.061492569744586945,
0.03367110341787338,
-0.02565166726708412,
0.07770869880914688,
-0.014028586447238922,
-0.04306363686919212,
1.8278597363950786e-33,
0.02064439281821251,
0.040674179792404175,
0.052315764129161835,
0.03756041079759598,
0.01138441450893879,
0.010327976197004318,
0.02773396298289299,
0.06277482956647873,
0.004142432007938623,
0.029389861971139908,
-0.02254716120660305,
0.040321893990039825,
-0.044555630534887314,
-0.08764766901731491,
0.09585998207330704,
0.04703431576490402,
-0.03505171090364456,
0.09274326264858246,
-0.09395214915275574,
-0.013571199961006641,
0.059180475771427155,
-0.08960065990686417,
-0.026825256645679474,
0.11028100550174713,
0.029099533334374428,
-0.02891521342098713,
-0.04695723205804825,
0.013226442970335484,
0.0424925833940506,
-0.03849699720740318,
0.001661366201005876,
-0.10067985206842422,
-0.0013065461535006762,
0.08197548240423203,
0.003806064371019602,
-0.07510679215192795,
-0.007596565876156092,
-0.05448375269770622,
0.002638787031173706,
-0.01455770991742611,
-0.008290506899356842,
0.03730595111846924,
0.008454807102680206,
-0.017172833904623985,
-0.0075835976749658585,
-0.08370271325111389,
-0.08262276649475098,
-0.00034982358920387924,
0.010444343090057373,
-0.003222863655537367,
0.07873233407735825,
0.028071485459804535,
0.042456284165382385,
0.01311735063791275,
-0.0583745576441288,
-0.037863776087760925,
0.004309934563934803,
0.02060386911034584,
0.0008338139741681516,
0.11372066289186478,
-0.03849905729293823,
-0.0868152529001236,
-0.004863891750574112,
0.006624986417591572,
-0.034269243478775024,
0.012512662447988987,
0.0008214939734898508,
0.01856626570224762,
0.01547767873853445,
-0.05574711039662361,
0.01678137108683586,
-0.036895956844091415,
0.08955268561840057,
-0.03840247169137001,
0.03722758963704109,
0.010218464769423008,
-0.04152011126279831,
-0.03848748281598091,
0.009149303659796715,
-0.04739745706319809,
0.0626579150557518,
-0.014432208612561226,
-0.025689903646707535,
0.02802901528775692,
-0.024600353091955185,
-0.05270994082093239,
0.021610241383314133,
-0.03272399306297302,
-0.03473870828747749,
-0.01949695311486721,
-0.05869342386722565,
0.02552293986082077,
-0.019825326278805733,
-0.05614810809493065,
0.058514174073934555,
-3.005499548078609e-33,
-0.03107619844377041,
-0.1251324713230133,
-0.0075317444279789925,
-0.005187968723475933,
-0.030238904058933258,
-0.03250374272465706,
0.019217543303966522,
-0.04270848259329796,
0.041608478873968124,
-0.06881943345069885,
0.01951967179775238,
-0.009769003838300705,
0.08972439169883728,
-0.029794897884130478,
-0.07272962480783463,
0.05897732824087143,
-0.01514667272567749,
-0.06171190366148949,
-0.05052010342478752,
0.1460392326116562,
-0.04072919487953186,
0.09993380308151245,
-0.12266809493303299,
0.007376076187938452,
0.012103382498025894,
0.07839734107255936,
-0.07953226566314697,
0.01008921954780817,
0.008388075977563858,
0.03602825477719307,
-0.03323650732636452,
-0.08255188912153244,
-0.028624536469578743,
-0.13947030901908875,
-0.05793895572423935,
-0.05352465808391571,
0.05922745540738106,
0.03231426328420639,
-0.11243534088134766,
0.07369854301214218,
-0.012872427701950073,
-0.03717320039868355,
0.015394655056297779,
0.025276927277445793,
-0.05362232029438019,
0.01655852422118187,
-0.08038206398487091,
0.052143290638923645,
0.02845015935599804,
-0.02400786429643631,
0.03480085730552673,
-0.05588484928011894,
0.06370270997285843,
0.0515616312623024,
0.012116268277168274,
0.020690569654107094,
-0.02854352444410324,
-0.029115647077560425,
-0.017663635313510895,
0.0012439454440027475,
-0.07320494204759598,
0.008652216754853725,
0.05939291790127754,
0.09447111934423447,
0.03398251160979271,
0.05810602009296417,
-0.04328128322958946,
0.020458482205867767,
-0.013782147318124771,
-0.002015412086620927,
0.02470993995666504,
0.04502791166305542,
0.019747324287891388,
-0.0050214603543281555,
0.08656078577041626,
0.05111456289887428,
0.08090783655643463,
-0.07750561833381653,
0.010894669219851494,
0.018730802461504936,
-0.006457762327045202,
-0.042313046753406525,
0.07684265077114105,
0.04320869222283363,
-0.04055699706077576,
-0.05867145583033562,
0.04489058256149292,
0.027185849845409393,
0.09111803025007248,
0.03837446868419647,
-0.017654959112405777,
0.006424444727599621,
-0.023617424070835114,
0.03351408988237381,
-0.038029056042432785,
-4.3147345252236846e-8,
-0.0485897921025753,
0.0444452203810215,
-0.06782642006874084,
-0.004894369747489691,
0.03264947980642319,
-0.024448741227388382,
0.0158883985131979,
0.04321007803082466,
-0.012074898928403854,
0.00785895250737667,
-0.01053107250481844,
0.02077360823750496,
-0.004176578018814325,
-0.02872355282306671,
0.03619759902358055,
0.026088032871484756,
0.02339876815676689,
0.016090115532279015,
-0.054027944803237915,
-0.033329710364341736,
-0.018188422545790672,
0.017459334805607796,
-0.035613950341939926,
0.07169431447982788,
0.13103094696998596,
0.002132945228368044,
-0.031066909432411194,
0.013638804666697979,
0.046065617352724075,
0.03172406181693077,
-0.03734626621007919,
-0.05134891718626022,
0.06420020759105682,
0.023622358217835426,
0.06187271699309349,
0.027801239863038063,
-0.018859822303056717,
-0.0019992580637335777,
-0.07899048179388046,
-0.055763840675354004,
0.08097007870674133,
0.011759893037378788,
-0.029149122536182404,
0.05302053689956665,
0.10637228190898895,
-0.04201579466462135,
0.001044871169142425,
0.01223937701433897,
0.03053888864815235,
-0.0441826693713665,
-0.055093977600336075,
-0.0272971224039793,
0.0060448190197348595,
0.018476692959666252,
-0.03692464157938957,
0.06129303574562073,
-0.052365392446517944,
0.06128237769007683,
0.03576017543673515,
-0.05253678932785988,
0.07554664462804794,
0.033160168677568436,
0.04369157925248146,
0.06487711519002914
] |
1401.4605
|
J.H.M. Lee
|
J.H.M. Lee, Ka Lun Leung
|
Consistency Techniques for Flow-Based Projection-Safe Global Cost
Functions in Weighted Constraint Satisfaction
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
257-292, 2012
|
10.1613/jair.3476
| null |
cs.AI cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Many combinatorial problems deal with preferences and violations, the goal of
which is to find solutions with the minimum cost. Weighted constraint
satisfaction is a framework for modeling such problems, which consists of a set
of cost functions to measure the degree of violation or preferences of
different combinations of variable assignments. Typical solution methods for
weighted constraint satisfaction problems (WCSPs) are based on branch-and-bound
search, which are made practical through the use of powerful consistency
techniques such as AC*, FDAC*, EDAC* to deduce hidden cost information and
value pruning during search. These techniques, however, are designed to be
efficient only on binary and ternary cost functions which are represented in
table form. In tackling many real-life problems, high arity (or global) cost
functions are required. We investigate efficient representation scheme and
algorithms to bring the benefits of the consistency techniques to also high
arity cost functions, which are often derived from hard global constraints from
classical constraint satisfaction. The literature suggests some global cost
functions can be represented as flow networks, and the minimum cost flow
algorithm can be used to compute the minimum costs of such networks in
polynomial time. We show that naive adoption of this flow-based algorithmic
method for global cost functions can result in a stronger form of null-inverse
consistency. We further show how the method can be modified to handle cost
projections and extensions to maintain generalized versions of AC* and FDAC*
for cost functions with more than two variables. Similar generalization for the
stronger EDAC* is less straightforward. We reveal the oscillation problem when
enforcing EDAC* on cost functions sharing more than one variable. To avoid
oscillation, we propose a weak version of EDAC* and generalize it to weak
EDGAC* for non-binary cost functions. Using various benchmarks involving the
soft variants of hard global constraints ALLDIFFERENT, GCC, SAME, and REGULAR,
empirical results demonstrate that our proposal gives improvements of up to an
order of magnitude when compared with the traditional constraint optimization
approach, both in terms of time and pruning.
|
[
{
"created": "Sat, 18 Jan 2014 21:10:22 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Lee",
"J. H. M.",
""
],
[
"Leung",
"Ka Lun",
""
]
] |
[
-0.0595862939953804,
0.01090926118195057,
-0.044975072145462036,
0.002296505030244589,
-0.02344181388616562,
-0.012739993631839752,
0.01745627634227276,
-0.014829998835921288,
0.046089913696050644,
0.02181566320359707,
-0.07196451723575592,
-0.07626235485076904,
0.05979252606630325,
0.09124045073986053,
-0.04005078226327896,
0.026320697739720345,
0.02185148000717163,
0.04055264592170715,
-0.08624351769685745,
-0.008903025649487972,
-0.01877700164914131,
-0.015711471438407898,
-0.10335373133420944,
-0.009108280763030052,
-0.007354772184044123,
-0.061697810888290405,
0.020653456449508667,
-0.0351574681699276,
0.0149395065382123,
0.06823530793190002,
-0.052731920033693314,
0.04225558415055275,
-0.025309428572654724,
-0.01599804311990738,
0.0036478620022535324,
0.03437033295631409,
-0.11481091380119324,
-0.04915776476264,
-0.047217950224876404,
-0.005367634817957878,
-0.03305031359195709,
0.06570897251367569,
-0.024653028696775436,
-0.006948881316930056,
-0.04002578556537628,
0.02987520769238472,
-0.042809437960386276,
0.05915829911828041,
-0.05173248052597046,
0.04871561378240585,
-0.013895486481487751,
0.03149613365530968,
-0.04008043557405472,
-0.01345102209597826,
0.03923988714814186,
-0.044167377054691315,
0.02372010424733162,
-0.0952584445476532,
0.007888096384704113,
0.041074857115745544,
-0.0917525663971901,
-0.06886915117502213,
-0.05030646547675133,
-0.02129766158759594,
0.01180077064782381,
-0.017105910927057266,
0.006917946506291628,
-0.015515043400228024,
0.0493754968047142,
0.06839828938245773,
0.003375452710315585,
0.028051728382706642,
-0.0918053463101387,
0.03269205242395401,
0.05949249863624573,
0.08940336108207703,
0.1772824227809906,
-0.007685867603868246,
-0.04806490242481232,
0.05687274411320686,
-0.023159384727478027,
0.049305323511362076,
-0.02315369062125683,
0.037437643855810165,
0.1270325928926468,
-0.0937211886048317,
0.000714010326191783,
0.05404477193951607,
0.11140328645706177,
0.06950945407152176,
-0.06614107638597488,
0.0570853166282177,
0.041224636137485504,
-0.05082427337765694,
0.08699576556682587,
-0.029476191848516464,
0.003176469588652253,
0.016774777323007584,
0.011200480163097382,
0.058488428592681885,
-0.061980195343494415,
0.011145561933517456,
0.07870829850435257,
-0.10231603682041168,
-0.021763140335679054,
0.0137439901009202,
0.0066474368795752525,
0.03560808673501015,
-0.03539246693253517,
-0.1455983966588974,
-0.014968950301408768,
-0.040089938789606094,
0.06273402273654938,
-0.06009567528963089,
-0.040171924978494644,
0.005050573032349348,
0.01027075108140707,
-0.08257784694433212,
0.029241414740681648,
0.03948551416397095,
-0.0616706982254982,
-0.04638417065143585,
0.02673424780368805,
0.008080634288489819,
-0.025849023833870888,
-0.01918802596628666,
-0.06933723390102386,
1.3659175479932862e-33,
-0.08469073474407196,
0.008794204331934452,
0.04403279721736908,
-0.06057777628302574,
0.01838117651641369,
0.002425736514851451,
0.03820810094475746,
0.055146198719739914,
-0.05327622964978218,
0.04323805123567581,
-0.042330145835876465,
0.0596490278840065,
-0.08610181510448456,
-0.004032257478684187,
0.07025109231472015,
-0.06422446668148041,
0.06405085325241089,
0.08643727004528046,
0.00819598138332367,
-0.030511941760778427,
0.021711653098464012,
-0.10250965505838394,
0.0700230821967125,
-0.006941860541701317,
0.05890177562832832,
-0.04993486776947975,
0.023217421025037766,
-0.05146588385105133,
0.03644288703799248,
-0.03231864050030708,
-0.013272030279040337,
-0.014507251791656017,
0.10610497742891312,
0.009655176661908627,
-0.0006720933015458286,
0.0012433095835149288,
-0.01482870802283287,
0.0027586265932768583,
0.04835554584860802,
0.03745878115296364,
0.019811812788248062,
0.03259728103876114,
0.019540995359420776,
0.016030456870794296,
-0.02289726585149765,
-0.012148192152380943,
0.0336165614426136,
0.04684571549296379,
-0.03369186446070671,
0.020510021597146988,
-0.014357147738337517,
0.054145582020282745,
0.003144155954942107,
-0.009233061224222183,
-0.041609860956668854,
-0.04782538861036301,
-0.007745595183223486,
0.02855328656733036,
0.004950495436787605,
0.12161629647016525,
0.0034231189638376236,
0.010621913708746433,
0.0012358552776277065,
0.01200197171419859,
0.029299654066562653,
0.05587862804532051,
-0.08841368556022644,
-0.033237524330616,
0.11583971232175827,
-0.08154433220624924,
-0.0519891232252121,
0.01495459396392107,
0.03982225060462952,
-0.037655774503946304,
0.013426456600427628,
0.03951102867722511,
0.0452280268073082,
-0.048675619065761566,
0.029867585748434067,
-0.01883615367114544,
-0.119279645383358,
0.09023260325193405,
0.05053704231977463,
0.011873943731188774,
-0.027603836730122566,
-0.07548852264881134,
0.03253292292356491,
0.015124959871172905,
-0.048577215522527695,
-0.03408115729689598,
-0.0234322939068079,
0.04283815622329712,
-0.06095433235168457,
0.01098032295703888,
0.1326749622821808,
-2.648754461348315e-33,
-0.0204639732837677,
-0.012144520878791809,
0.022093821316957474,
-0.013950768858194351,
0.06272708624601364,
-0.04691479727625847,
-0.06287088245153427,
-0.1287558376789093,
0.11272686719894409,
0.03037795051932335,
-0.039094436913728714,
-0.01467776671051979,
-0.022601526230573654,
-0.01606110855937004,
-0.0015775043284520507,
0.01528478879481554,
-0.10019740462303162,
-0.050834089517593384,
0.017338674515485764,
0.06404445320367813,
0.029627779498696327,
0.11603830754756927,
-0.1007428988814354,
-0.0024081787560135126,
-0.0356687530875206,
0.02413383312523365,
0.001185784232802689,
0.0017841802909970284,
0.020889846608042717,
0.11433228850364685,
-0.05031748488545418,
-0.036758776754140854,
-0.10108474642038345,
-0.010940959677100182,
0.02319418638944626,
-0.0455305352807045,
0.043510958552360535,
0.0754362940788269,
0.010114616714417934,
0.07731878757476807,
0.02001342736184597,
-0.01683684065937996,
-0.00568374851718545,
-0.03902371600270271,
0.023054294288158417,
0.05711890757083893,
-0.024905893951654434,
-0.054404933005571365,
0.04274246096611023,
-0.023633528500795364,
-0.037842296063899994,
0.03607610613107681,
-0.045764751732349396,
0.03557416796684265,
-0.04969405010342598,
-0.005277622025460005,
-0.0633777603507042,
0.03681758791208267,
0.07462526857852936,
-0.07493465393781662,
-0.03176413103938103,
0.014539754018187523,
0.05343920364975929,
0.0364849716424942,
-0.014038905501365662,
-0.013319368474185467,
0.06804325431585312,
-0.04954482987523079,
-0.04967533051967621,
0.0507948063313961,
-0.08080422878265381,
0.051699016243219376,
0.021945221349596977,
0.011092162691056728,
-0.015330771915614605,
0.0613451711833477,
-0.019046278670430183,
-0.01093435101211071,
0.07040571421384811,
0.002427503699436784,
-0.03677251562476158,
0.07911498099565506,
0.03697653487324715,
0.031216513365507126,
-0.04738621786236763,
0.015283056534826756,
0.08100058138370514,
0.04732506349682808,
0.020661165937781334,
0.03918147087097168,
-0.03548168018460274,
-0.060345131903886795,
0.02437215857207775,
-0.022093195468187332,
-0.03686347231268883,
-4.8668766794435214e-8,
-0.09440319985151291,
-0.002663019113242626,
-0.030599171295762062,
0.00786235835403204,
0.03950319439172745,
-0.06877687573432922,
0.04694906622171402,
0.05369151011109352,
-0.007172734476625919,
0.026143597438931465,
0.04177303984761238,
0.047781750559806824,
0.06953521072864532,
-0.05294833704829216,
-0.0769793763756752,
0.01078064925968647,
-0.041699983179569244,
-0.034389473497867584,
0.01198648102581501,
-0.011265994049608707,
-0.07261093705892563,
0.040650464594364166,
-0.009974713437259197,
0.06367415189743042,
-0.007505998946726322,
-0.06504113972187042,
0.0015072260284796357,
0.08010721951723099,
0.10111831873655319,
0.05880265310406685,
0.02979196421802044,
-0.0052991933189332485,
0.09221401065587997,
-0.023308180272579193,
0.03116496652364731,
0.0158283282071352,
-0.08710171282291412,
-0.009450199082493782,
-0.1153765618801117,
-0.051899056881666183,
0.06774075329303741,
0.05610804632306099,
-0.03726804256439209,
-0.013758805580437183,
0.09376341849565506,
-0.01588660478591919,
-0.027992008253932,
0.01783420704305172,
-0.03886096179485321,
-0.0383693166077137,
-0.040157169103622437,
0.07356896251440048,
-0.07671650499105453,
0.01613074727356434,
0.015133234672248363,
-0.013108653016388416,
-0.020397551357746124,
-0.07355063408613205,
0.06827209144830704,
0.0329328216612339,
-0.030712267383933067,
-0.004873896948993206,
-0.008495948277413845,
-0.042733870446681976
] | null | null | null | null | null | null | null |
[
-0.0595862939953804,
0.01090926118195057,
-0.044975072145462036,
0.002296505030244589,
-0.02344181388616562,
-0.012739993631839752,
0.01745627634227276,
-0.014829998835921288,
0.046089913696050644,
0.02181566320359707,
-0.07196451723575592,
-0.07626235485076904,
0.05979252606630325,
0.09124045073986053,
-0.04005078226327896,
0.026320697739720345,
0.02185148000717163,
0.04055264592170715,
-0.08624351769685745,
-0.008903025649487972,
-0.01877700164914131,
-0.015711471438407898,
-0.10335373133420944,
-0.009108280763030052,
-0.007354772184044123,
-0.061697810888290405,
0.020653456449508667,
-0.0351574681699276,
0.0149395065382123,
0.06823530793190002,
-0.052731920033693314,
0.04225558415055275,
-0.025309428572654724,
-0.01599804311990738,
0.0036478620022535324,
0.03437033295631409,
-0.11481091380119324,
-0.04915776476264,
-0.047217950224876404,
-0.005367634817957878,
-0.03305031359195709,
0.06570897251367569,
-0.024653028696775436,
-0.006948881316930056,
-0.04002578556537628,
0.02987520769238472,
-0.042809437960386276,
0.05915829911828041,
-0.05173248052597046,
0.04871561378240585,
-0.013895486481487751,
0.03149613365530968,
-0.04008043557405472,
-0.01345102209597826,
0.03923988714814186,
-0.044167377054691315,
0.02372010424733162,
-0.0952584445476532,
0.007888096384704113,
0.041074857115745544,
-0.0917525663971901,
-0.06886915117502213,
-0.05030646547675133,
-0.02129766158759594,
0.01180077064782381,
-0.017105910927057266,
0.006917946506291628,
-0.015515043400228024,
0.0493754968047142,
0.06839828938245773,
0.003375452710315585,
0.028051728382706642,
-0.0918053463101387,
0.03269205242395401,
0.05949249863624573,
0.08940336108207703,
0.1772824227809906,
-0.007685867603868246,
-0.04806490242481232,
0.05687274411320686,
-0.023159384727478027,
0.049305323511362076,
-0.02315369062125683,
0.037437643855810165,
0.1270325928926468,
-0.0937211886048317,
0.000714010326191783,
0.05404477193951607,
0.11140328645706177,
0.06950945407152176,
-0.06614107638597488,
0.0570853166282177,
0.041224636137485504,
-0.05082427337765694,
0.08699576556682587,
-0.029476191848516464,
0.003176469588652253,
0.016774777323007584,
0.011200480163097382,
0.058488428592681885,
-0.061980195343494415,
0.011145561933517456,
0.07870829850435257,
-0.10231603682041168,
-0.021763140335679054,
0.0137439901009202,
0.0066474368795752525,
0.03560808673501015,
-0.03539246693253517,
-0.1455983966588974,
-0.014968950301408768,
-0.040089938789606094,
0.06273402273654938,
-0.06009567528963089,
-0.040171924978494644,
0.005050573032349348,
0.01027075108140707,
-0.08257784694433212,
0.029241414740681648,
0.03948551416397095,
-0.0616706982254982,
-0.04638417065143585,
0.02673424780368805,
0.008080634288489819,
-0.025849023833870888,
-0.01918802596628666,
-0.06933723390102386,
1.3659175479932862e-33,
-0.08469073474407196,
0.008794204331934452,
0.04403279721736908,
-0.06057777628302574,
0.01838117651641369,
0.002425736514851451,
0.03820810094475746,
0.055146198719739914,
-0.05327622964978218,
0.04323805123567581,
-0.042330145835876465,
0.0596490278840065,
-0.08610181510448456,
-0.004032257478684187,
0.07025109231472015,
-0.06422446668148041,
0.06405085325241089,
0.08643727004528046,
0.00819598138332367,
-0.030511941760778427,
0.021711653098464012,
-0.10250965505838394,
0.0700230821967125,
-0.006941860541701317,
0.05890177562832832,
-0.04993486776947975,
0.023217421025037766,
-0.05146588385105133,
0.03644288703799248,
-0.03231864050030708,
-0.013272030279040337,
-0.014507251791656017,
0.10610497742891312,
0.009655176661908627,
-0.0006720933015458286,
0.0012433095835149288,
-0.01482870802283287,
0.0027586265932768583,
0.04835554584860802,
0.03745878115296364,
0.019811812788248062,
0.03259728103876114,
0.019540995359420776,
0.016030456870794296,
-0.02289726585149765,
-0.012148192152380943,
0.0336165614426136,
0.04684571549296379,
-0.03369186446070671,
0.020510021597146988,
-0.014357147738337517,
0.054145582020282745,
0.003144155954942107,
-0.009233061224222183,
-0.041609860956668854,
-0.04782538861036301,
-0.007745595183223486,
0.02855328656733036,
0.004950495436787605,
0.12161629647016525,
0.0034231189638376236,
0.010621913708746433,
0.0012358552776277065,
0.01200197171419859,
0.029299654066562653,
0.05587862804532051,
-0.08841368556022644,
-0.033237524330616,
0.11583971232175827,
-0.08154433220624924,
-0.0519891232252121,
0.01495459396392107,
0.03982225060462952,
-0.037655774503946304,
0.013426456600427628,
0.03951102867722511,
0.0452280268073082,
-0.048675619065761566,
0.029867585748434067,
-0.01883615367114544,
-0.119279645383358,
0.09023260325193405,
0.05053704231977463,
0.011873943731188774,
-0.027603836730122566,
-0.07548852264881134,
0.03253292292356491,
0.015124959871172905,
-0.048577215522527695,
-0.03408115729689598,
-0.0234322939068079,
0.04283815622329712,
-0.06095433235168457,
0.01098032295703888,
0.1326749622821808,
-2.648754461348315e-33,
-0.0204639732837677,
-0.012144520878791809,
0.022093821316957474,
-0.013950768858194351,
0.06272708624601364,
-0.04691479727625847,
-0.06287088245153427,
-0.1287558376789093,
0.11272686719894409,
0.03037795051932335,
-0.039094436913728714,
-0.01467776671051979,
-0.022601526230573654,
-0.01606110855937004,
-0.0015775043284520507,
0.01528478879481554,
-0.10019740462303162,
-0.050834089517593384,
0.017338674515485764,
0.06404445320367813,
0.029627779498696327,
0.11603830754756927,
-0.1007428988814354,
-0.0024081787560135126,
-0.0356687530875206,
0.02413383312523365,
0.001185784232802689,
0.0017841802909970284,
0.020889846608042717,
0.11433228850364685,
-0.05031748488545418,
-0.036758776754140854,
-0.10108474642038345,
-0.010940959677100182,
0.02319418638944626,
-0.0455305352807045,
0.043510958552360535,
0.0754362940788269,
0.010114616714417934,
0.07731878757476807,
0.02001342736184597,
-0.01683684065937996,
-0.00568374851718545,
-0.03902371600270271,
0.023054294288158417,
0.05711890757083893,
-0.024905893951654434,
-0.054404933005571365,
0.04274246096611023,
-0.023633528500795364,
-0.037842296063899994,
0.03607610613107681,
-0.045764751732349396,
0.03557416796684265,
-0.04969405010342598,
-0.005277622025460005,
-0.0633777603507042,
0.03681758791208267,
0.07462526857852936,
-0.07493465393781662,
-0.03176413103938103,
0.014539754018187523,
0.05343920364975929,
0.0364849716424942,
-0.014038905501365662,
-0.013319368474185467,
0.06804325431585312,
-0.04954482987523079,
-0.04967533051967621,
0.0507948063313961,
-0.08080422878265381,
0.051699016243219376,
0.021945221349596977,
0.011092162691056728,
-0.015330771915614605,
0.0613451711833477,
-0.019046278670430183,
-0.01093435101211071,
0.07040571421384811,
0.002427503699436784,
-0.03677251562476158,
0.07911498099565506,
0.03697653487324715,
0.031216513365507126,
-0.04738621786236763,
0.015283056534826756,
0.08100058138370514,
0.04732506349682808,
0.020661165937781334,
0.03918147087097168,
-0.03548168018460274,
-0.060345131903886795,
0.02437215857207775,
-0.022093195468187332,
-0.03686347231268883,
-4.8668766794435214e-8,
-0.09440319985151291,
-0.002663019113242626,
-0.030599171295762062,
0.00786235835403204,
0.03950319439172745,
-0.06877687573432922,
0.04694906622171402,
0.05369151011109352,
-0.007172734476625919,
0.026143597438931465,
0.04177303984761238,
0.047781750559806824,
0.06953521072864532,
-0.05294833704829216,
-0.0769793763756752,
0.01078064925968647,
-0.041699983179569244,
-0.034389473497867584,
0.01198648102581501,
-0.011265994049608707,
-0.07261093705892563,
0.040650464594364166,
-0.009974713437259197,
0.06367415189743042,
-0.007505998946726322,
-0.06504113972187042,
0.0015072260284796357,
0.08010721951723099,
0.10111831873655319,
0.05880265310406685,
0.02979196421802044,
-0.0052991933189332485,
0.09221401065587997,
-0.023308180272579193,
0.03116496652364731,
0.0158283282071352,
-0.08710171282291412,
-0.009450199082493782,
-0.1153765618801117,
-0.051899056881666183,
0.06774075329303741,
0.05610804632306099,
-0.03726804256439209,
-0.013758805580437183,
0.09376341849565506,
-0.01588660478591919,
-0.027992008253932,
0.01783420704305172,
-0.03886096179485321,
-0.0383693166077137,
-0.040157169103622437,
0.07356896251440048,
-0.07671650499105453,
0.01613074727356434,
0.015133234672248363,
-0.013108653016388416,
-0.020397551357746124,
-0.07355063408613205,
0.06827209144830704,
0.0329328216612339,
-0.030712267383933067,
-0.004873896948993206,
-0.008495948277413845,
-0.042733870446681976
] |
1401.4606
|
Patrick Raymond Conrad
|
Patrick Raymond Conrad, Brian Williams
|
Drake: An Efficient Executive for Temporal Plans with Choice
| null |
Journal Of Artificial Intelligence Research, Volume 42, pages
607-659, 2011
|
10.1613/jair.3478
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This work presents Drake, a dynamic executive for temporal plans with choice.
Dynamic plan execution strategies allow an autonomous agent to react quickly to
unfolding events, improving the robustness of the agent. Prior work developed
methods for dynamically dispatching Simple Temporal Networks, and further
research enriched the expressiveness of the plans executives could handle,
including discrete choices, which are the focus of this work. However, in some
approaches to date, these additional choices induce significant storage or
latency requirements to make flexible execution possible.
Drake is designed to leverage the low latency made possible by a
preprocessing step called compilation, while avoiding high memory costs through
a compact representation. We leverage the concepts of labels and environments,
taken from prior work in Assumption-based Truth Maintenance Systems (ATMS), to
concisely record the implications of the discrete choices, exploiting the
structure of the plan to avoid redundant reasoning or storage. Our labeling and
maintenance scheme, called the Labeled Value Set Maintenance System, is
distinguished by its focus on properties fundamental to temporal problems, and,
more generally, weighted graph algorithms. In particular, the maintenance
system focuses on maintaining a minimal representation of non-dominated
constraints. We benchmark Drakes performance on random structured problems, and
find that Drake reduces the size of the compiled representation by a factor of
over 500 for large problems, while incurring only a modest increase in run-time
latency, compared to prior work in compiled executives for temporal plans with
discrete choices.
|
[
{
"created": "Sat, 18 Jan 2014 21:10:40 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Conrad",
"Patrick Raymond",
""
],
[
"Williams",
"Brian",
""
]
] |
[
-0.057560935616493225,
0.08575453609228134,
-0.014450016431510448,
0.044642381370067596,
0.03954823687672615,
-0.06449834257364273,
-0.01554807834327221,
-0.0392397902905941,
-0.0016734356759116054,
0.02029184252023697,
-0.09248818457126617,
-0.01606566645205021,
-0.02206082083284855,
0.06300461292266846,
0.05511021614074707,
0.018159616738557816,
0.07475434243679047,
-0.005937336012721062,
-0.06779171526432037,
-0.03667404502630234,
-0.061611052602529526,
0.06344466656446457,
-0.06174759194254875,
0.05173078551888466,
0.015490296296775341,
0.0008809995488263667,
-0.009607561863958836,
-0.08339612185955048,
0.06335784494876862,
-0.011620436795055866,
-0.01075396966189146,
0.01713889092206955,
0.011934636160731316,
-0.024465838447213173,
0.0006962771294638515,
0.0774858370423317,
-0.11183280497789383,
0.007302780635654926,
-0.0533226877450943,
-0.05302649363875389,
-0.008192908950150013,
0.009795068763196468,
-0.07366573810577393,
0.03380240872502327,
-0.04169100150465965,
0.029759220778942108,
-0.008363348431885242,
0.012315003201365471,
-0.010002555325627327,
0.050812989473342896,
-0.04245367273688316,
0.033102814108133316,
0.017985740676522255,
-0.050233591347932816,
-0.008319449611008167,
0.05772373452782631,
0.05111190304160118,
-0.04102134332060814,
-0.037216249853372574,
-0.027701186016201973,
-0.014825207181274891,
-0.06808597594499588,
-0.010690656490623951,
-0.018582521006464958,
-0.04547342285513878,
0.054169803857803345,
0.03557588905096054,
0.011968553997576237,
0.035252850502729416,
0.05843659117817879,
-0.013740739785134792,
0.04767148196697235,
-0.02516266331076622,
0.08448310196399689,
-0.024517906829714775,
0.08642004430294037,
0.07465951144695282,
-0.07845351099967957,
-0.028368452563881874,
-0.030775977298617363,
-0.011597699485719204,
-0.00024756594211794436,
-0.0013740580761805177,
0.0724637433886528,
0.08983444422483444,
-0.05458111688494682,
-0.029440822079777718,
0.07285387814044952,
0.065003901720047,
0.04876527562737465,
-0.017869506031274796,
-0.05014008283615112,
0.12100596725940704,
0.004922136198729277,
0.027586225420236588,
0.025494249537587166,
-0.03315025195479393,
-0.06138351559638977,
0.046694066375494,
0.08203950524330139,
-0.015651121735572815,
0.06537754088640213,
0.010380699299275875,
-0.0712837353348732,
0.01596739888191223,
-0.00983471143990755,
0.0037975243758410215,
-0.021078385412693024,
-0.015053575858473778,
-0.0929965078830719,
0.010184457525610924,
-0.06512260437011719,
0.0757974237203598,
-0.039261043071746826,
0.027577795088291168,
0.0039018034003674984,
-0.01893097534775734,
0.011683326214551926,
-0.02982281893491745,
0.0011770020937547088,
0.057956546545028687,
0.025397595018148422,
0.039517492055892944,
-0.005805111024528742,
0.002025645226240158,
-0.026974767446517944,
0.04678882658481598,
4.055748006392155e-34,
0.02269122563302517,
-0.024984974414110184,
0.013823511078953743,
-0.018705066293478012,
0.08377046138048172,
-0.025014394894242287,
0.02011493779718876,
0.005748700816184282,
-0.018867773935198784,
0.008707443252205849,
0.055530399084091187,
0.03702244907617569,
-0.076242595911026,
0.016249950975179672,
0.06606922298669815,
-0.05684591829776764,
0.05900932848453522,
0.14535482227802277,
0.003501119092106819,
-0.08796608448028564,
0.008907589130103588,
-0.038171038031578064,
-0.004671806003898382,
-0.024623844772577286,
0.07598840445280075,
0.010992901399731636,
0.002337362617254257,
0.02342534065246582,
0.08249179273843765,
-0.05482783168554306,
-0.051276326179504395,
0.0025730037596076727,
0.06556686758995056,
0.10165703296661377,
-0.003933690022677183,
0.027950458228588104,
-0.05866380035877228,
-0.06962989270687103,
0.037326879799366,
-0.030076079070568085,
-0.022316422313451767,
0.023827198892831802,
-0.010325752198696136,
0.0076752919703722,
-0.05381210893392563,
-0.05588435009121895,
-0.02397209219634533,
0.03432857617735863,
-0.0330234169960022,
-0.026778295636177063,
0.06874174624681473,
0.01206983719021082,
-0.010537452064454556,
-0.06989146023988724,
-0.05855097621679306,
-0.043965037912130356,
0.004749002866446972,
0.007430706173181534,
0.011473879218101501,
0.06326934695243835,
0.06347165256738663,
-0.02612176723778248,
-0.04521140083670616,
0.07280218601226807,
-0.013572508469223976,
0.11701817810535431,
-0.050909411162137985,
0.026978764683008194,
0.133113831281662,
-0.02273530699312687,
-0.02440539002418518,
0.03929951414465904,
0.06800767779350281,
-0.05338014289736748,
0.03969264775514603,
0.024935467168688774,
-0.011510343290865421,
-0.0898817777633667,
-0.08569319546222687,
0.053303491324186325,
-0.03523914888501167,
-0.01715085655450821,
-0.0444008968770504,
0.08202969282865524,
0.08103904873132706,
-0.06417848914861679,
0.023344118148088455,
0.05396857485175133,
-0.011911710724234581,
-0.037860970944166183,
-0.10789860039949417,
-0.0107875419780612,
-0.029293041676282883,
-0.014060670509934425,
0.010872146114706993,
-6.4977934391873016e-34,
0.02011805586516857,
-0.02101532556116581,
-0.000488962687086314,
0.047177501022815704,
0.03853509575128555,
-0.07721278816461563,
-0.11945439875125885,
-0.02775663696229458,
0.038008131086826324,
-0.042187053710222244,
-0.12217135727405548,
-0.06634006649255753,
0.009272058494389057,
-0.09237626940011978,
-0.020453307777643204,
-0.001755790552124381,
-0.044369325041770935,
-0.115362249314785,
-0.06927116215229034,
0.07697554677724838,
-0.02330794371664524,
0.08093425631523132,
-0.18664073944091797,
-0.0029239444993436337,
0.03068343736231327,
0.07241209596395493,
0.017756570130586624,
0.010166659019887447,
0.029545240104198456,
0.05186426639556885,
-0.10550742596387863,
-0.07205554097890854,
-0.0397905632853508,
-0.02917829528450966,
0.00991649180650711,
0.02423526719212532,
0.07928504794836044,
0.018843667581677437,
-0.08481867611408234,
0.02139924094080925,
0.04057876765727997,
-0.10257900506258011,
-0.039704665541648865,
-0.00814147014170885,
0.001079393201507628,
0.07517538964748383,
-0.08520761132240295,
0.024811189621686935,
-0.038250237703323364,
0.03549737110733986,
-0.008536054752767086,
0.0010866064112633467,
-0.01526582706719637,
0.046859316527843475,
-0.009128253906965256,
-0.056925904005765915,
-0.052928801625967026,
0.009947105310857296,
0.02900252863764763,
0.018327446654438972,
-0.028363490477204323,
0.01904710754752159,
0.06918089836835861,
0.004311603493988514,
-0.030168520286679268,
-0.010839365422725677,
0.025046199560165405,
-0.06760256737470627,
-0.02881183661520481,
0.0021843668073415756,
0.033223070204257965,
0.04191463440656662,
-0.054302655160427094,
0.00457648653537035,
0.027422988787293434,
0.05561552196741104,
-0.05721651762723923,
-0.023395083844661713,
0.0332200825214386,
0.024481572210788727,
-0.04212937504053116,
0.042331814765930176,
0.03202830255031586,
0.10624178498983383,
-0.0017530196346342564,
0.02226000651717186,
0.027168862521648407,
0.09921133518218994,
0.0868157148361206,
0.07361926883459091,
0.0036156889982521534,
-0.041385263204574585,
-0.022195013239979744,
0.07510215044021606,
-0.07169072329998016,
-4.818635801484561e-8,
-0.07333797216415405,
0.04516002535820007,
-0.001745452405884862,
-0.03219758719205856,
0.09710558503866196,
-0.02651817910373211,
0.08668053150177002,
0.035538915544748306,
0.0436757430434227,
0.028128644451498985,
0.084623783826828,
-0.04791666194796562,
-0.01563052274286747,
-0.08324536681175232,
-0.02694122865796089,
-0.02068629302084446,
0.02008446678519249,
-0.0719573125243187,
-0.012285851873457432,
-0.008200126700103283,
-0.013298399746418,
-0.02148372121155262,
-0.03996369615197182,
0.032994043081998825,
0.03365137428045273,
-0.06971782445907593,
-0.024837762117385864,
0.07917452603578568,
0.1264212727546692,
0.1272270828485489,
0.019121497869491577,
0.009627598337829113,
0.10783687233924866,
0.027182187885046005,
0.049867887049913406,
-0.008533480577170849,
-0.00839495100080967,
-0.04809761047363281,
-0.0029172436334192753,
-0.00870797410607338,
0.016947168856859207,
0.0713547095656395,
-0.0602361224591732,
-0.0025006085634231567,
0.05526723712682724,
-0.05120532214641571,
-0.07956027239561081,
-0.018664922565221786,
-0.02053678035736084,
-0.06786572188138962,
-0.07856828719377518,
-0.047365423291921616,
-0.008315682411193848,
0.04767782241106033,
0.07622934132814407,
0.04237780347466469,
0.07146661728620529,
-0.03801863268017769,
0.04513772204518318,
0.031162520870566368,
-0.015212520956993103,
0.003413069760426879,
0.015372809953987598,
-0.029766354709863663
] | null | null | null | null | null | null | null |
[
-0.057560935616493225,
0.08575453609228134,
-0.014450016431510448,
0.044642381370067596,
0.03954823687672615,
-0.06449834257364273,
-0.01554807834327221,
-0.0392397902905941,
-0.0016734356759116054,
0.02029184252023697,
-0.09248818457126617,
-0.01606566645205021,
-0.02206082083284855,
0.06300461292266846,
0.05511021614074707,
0.018159616738557816,
0.07475434243679047,
-0.005937336012721062,
-0.06779171526432037,
-0.03667404502630234,
-0.061611052602529526,
0.06344466656446457,
-0.06174759194254875,
0.05173078551888466,
0.015490296296775341,
0.0008809995488263667,
-0.009607561863958836,
-0.08339612185955048,
0.06335784494876862,
-0.011620436795055866,
-0.01075396966189146,
0.01713889092206955,
0.011934636160731316,
-0.024465838447213173,
0.0006962771294638515,
0.0774858370423317,
-0.11183280497789383,
0.007302780635654926,
-0.0533226877450943,
-0.05302649363875389,
-0.008192908950150013,
0.009795068763196468,
-0.07366573810577393,
0.03380240872502327,
-0.04169100150465965,
0.029759220778942108,
-0.008363348431885242,
0.012315003201365471,
-0.010002555325627327,
0.050812989473342896,
-0.04245367273688316,
0.033102814108133316,
0.017985740676522255,
-0.050233591347932816,
-0.008319449611008167,
0.05772373452782631,
0.05111190304160118,
-0.04102134332060814,
-0.037216249853372574,
-0.027701186016201973,
-0.014825207181274891,
-0.06808597594499588,
-0.010690656490623951,
-0.018582521006464958,
-0.04547342285513878,
0.054169803857803345,
0.03557588905096054,
0.011968553997576237,
0.035252850502729416,
0.05843659117817879,
-0.013740739785134792,
0.04767148196697235,
-0.02516266331076622,
0.08448310196399689,
-0.024517906829714775,
0.08642004430294037,
0.07465951144695282,
-0.07845351099967957,
-0.028368452563881874,
-0.030775977298617363,
-0.011597699485719204,
-0.00024756594211794436,
-0.0013740580761805177,
0.0724637433886528,
0.08983444422483444,
-0.05458111688494682,
-0.029440822079777718,
0.07285387814044952,
0.065003901720047,
0.04876527562737465,
-0.017869506031274796,
-0.05014008283615112,
0.12100596725940704,
0.004922136198729277,
0.027586225420236588,
0.025494249537587166,
-0.03315025195479393,
-0.06138351559638977,
0.046694066375494,
0.08203950524330139,
-0.015651121735572815,
0.06537754088640213,
0.010380699299275875,
-0.0712837353348732,
0.01596739888191223,
-0.00983471143990755,
0.0037975243758410215,
-0.021078385412693024,
-0.015053575858473778,
-0.0929965078830719,
0.010184457525610924,
-0.06512260437011719,
0.0757974237203598,
-0.039261043071746826,
0.027577795088291168,
0.0039018034003674984,
-0.01893097534775734,
0.011683326214551926,
-0.02982281893491745,
0.0011770020937547088,
0.057956546545028687,
0.025397595018148422,
0.039517492055892944,
-0.005805111024528742,
0.002025645226240158,
-0.026974767446517944,
0.04678882658481598,
4.055748006392155e-34,
0.02269122563302517,
-0.024984974414110184,
0.013823511078953743,
-0.018705066293478012,
0.08377046138048172,
-0.025014394894242287,
0.02011493779718876,
0.005748700816184282,
-0.018867773935198784,
0.008707443252205849,
0.055530399084091187,
0.03702244907617569,
-0.076242595911026,
0.016249950975179672,
0.06606922298669815,
-0.05684591829776764,
0.05900932848453522,
0.14535482227802277,
0.003501119092106819,
-0.08796608448028564,
0.008907589130103588,
-0.038171038031578064,
-0.004671806003898382,
-0.024623844772577286,
0.07598840445280075,
0.010992901399731636,
0.002337362617254257,
0.02342534065246582,
0.08249179273843765,
-0.05482783168554306,
-0.051276326179504395,
0.0025730037596076727,
0.06556686758995056,
0.10165703296661377,
-0.003933690022677183,
0.027950458228588104,
-0.05866380035877228,
-0.06962989270687103,
0.037326879799366,
-0.030076079070568085,
-0.022316422313451767,
0.023827198892831802,
-0.010325752198696136,
0.0076752919703722,
-0.05381210893392563,
-0.05588435009121895,
-0.02397209219634533,
0.03432857617735863,
-0.0330234169960022,
-0.026778295636177063,
0.06874174624681473,
0.01206983719021082,
-0.010537452064454556,
-0.06989146023988724,
-0.05855097621679306,
-0.043965037912130356,
0.004749002866446972,
0.007430706173181534,
0.011473879218101501,
0.06326934695243835,
0.06347165256738663,
-0.02612176723778248,
-0.04521140083670616,
0.07280218601226807,
-0.013572508469223976,
0.11701817810535431,
-0.050909411162137985,
0.026978764683008194,
0.133113831281662,
-0.02273530699312687,
-0.02440539002418518,
0.03929951414465904,
0.06800767779350281,
-0.05338014289736748,
0.03969264775514603,
0.024935467168688774,
-0.011510343290865421,
-0.0898817777633667,
-0.08569319546222687,
0.053303491324186325,
-0.03523914888501167,
-0.01715085655450821,
-0.0444008968770504,
0.08202969282865524,
0.08103904873132706,
-0.06417848914861679,
0.023344118148088455,
0.05396857485175133,
-0.011911710724234581,
-0.037860970944166183,
-0.10789860039949417,
-0.0107875419780612,
-0.029293041676282883,
-0.014060670509934425,
0.010872146114706993,
-6.4977934391873016e-34,
0.02011805586516857,
-0.02101532556116581,
-0.000488962687086314,
0.047177501022815704,
0.03853509575128555,
-0.07721278816461563,
-0.11945439875125885,
-0.02775663696229458,
0.038008131086826324,
-0.042187053710222244,
-0.12217135727405548,
-0.06634006649255753,
0.009272058494389057,
-0.09237626940011978,
-0.020453307777643204,
-0.001755790552124381,
-0.044369325041770935,
-0.115362249314785,
-0.06927116215229034,
0.07697554677724838,
-0.02330794371664524,
0.08093425631523132,
-0.18664073944091797,
-0.0029239444993436337,
0.03068343736231327,
0.07241209596395493,
0.017756570130586624,
0.010166659019887447,
0.029545240104198456,
0.05186426639556885,
-0.10550742596387863,
-0.07205554097890854,
-0.0397905632853508,
-0.02917829528450966,
0.00991649180650711,
0.02423526719212532,
0.07928504794836044,
0.018843667581677437,
-0.08481867611408234,
0.02139924094080925,
0.04057876765727997,
-0.10257900506258011,
-0.039704665541648865,
-0.00814147014170885,
0.001079393201507628,
0.07517538964748383,
-0.08520761132240295,
0.024811189621686935,
-0.038250237703323364,
0.03549737110733986,
-0.008536054752767086,
0.0010866064112633467,
-0.01526582706719637,
0.046859316527843475,
-0.009128253906965256,
-0.056925904005765915,
-0.052928801625967026,
0.009947105310857296,
0.02900252863764763,
0.018327446654438972,
-0.028363490477204323,
0.01904710754752159,
0.06918089836835861,
0.004311603493988514,
-0.030168520286679268,
-0.010839365422725677,
0.025046199560165405,
-0.06760256737470627,
-0.02881183661520481,
0.0021843668073415756,
0.033223070204257965,
0.04191463440656662,
-0.054302655160427094,
0.00457648653537035,
0.027422988787293434,
0.05561552196741104,
-0.05721651762723923,
-0.023395083844661713,
0.0332200825214386,
0.024481572210788727,
-0.04212937504053116,
0.042331814765930176,
0.03202830255031586,
0.10624178498983383,
-0.0017530196346342564,
0.02226000651717186,
0.027168862521648407,
0.09921133518218994,
0.0868157148361206,
0.07361926883459091,
0.0036156889982521534,
-0.041385263204574585,
-0.022195013239979744,
0.07510215044021606,
-0.07169072329998016,
-4.818635801484561e-8,
-0.07333797216415405,
0.04516002535820007,
-0.001745452405884862,
-0.03219758719205856,
0.09710558503866196,
-0.02651817910373211,
0.08668053150177002,
0.035538915544748306,
0.0436757430434227,
0.028128644451498985,
0.084623783826828,
-0.04791666194796562,
-0.01563052274286747,
-0.08324536681175232,
-0.02694122865796089,
-0.02068629302084446,
0.02008446678519249,
-0.0719573125243187,
-0.012285851873457432,
-0.008200126700103283,
-0.013298399746418,
-0.02148372121155262,
-0.03996369615197182,
0.032994043081998825,
0.03365137428045273,
-0.06971782445907593,
-0.024837762117385864,
0.07917452603578568,
0.1264212727546692,
0.1272270828485489,
0.019121497869491577,
0.009627598337829113,
0.10783687233924866,
0.027182187885046005,
0.049867887049913406,
-0.008533480577170849,
-0.00839495100080967,
-0.04809761047363281,
-0.0029172436334192753,
-0.00870797410607338,
0.016947168856859207,
0.0713547095656395,
-0.0602361224591732,
-0.0025006085634231567,
0.05526723712682724,
-0.05120532214641571,
-0.07956027239561081,
-0.018664922565221786,
-0.02053678035736084,
-0.06786572188138962,
-0.07856828719377518,
-0.047365423291921616,
-0.008315682411193848,
0.04767782241106033,
0.07622934132814407,
0.04237780347466469,
0.07146661728620529,
-0.03801863268017769,
0.04513772204518318,
0.031162520870566368,
-0.015212520956993103,
0.003413069760426879,
0.015372809953987598,
-0.029766354709863663
] |
1401.4607
|
Joohyung Lee
|
Joohyung Lee, Ravi Palla
|
Reformulating the Situation Calculus and the Event Calculus in the
General Theory of Stable Models and in Answer Set Programming
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
571-620, 2012
|
10.1613/jair.3489
| null |
cs.AI cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Circumscription and logic programs under the stable model semantics are two
well-known nonmonotonic formalisms. The former has served as a basis of
classical logic based action formalisms, such as the situation calculus, the
event calculus and temporal action logics; the latter has served as a basis of
a family of action languages, such as language A and several of its
descendants. Based on the discovery that circumscription and the stable model
semantics coincide on a class of canonical formulas, we reformulate the
situation calculus and the event calculus in the general theory of stable
models. We also present a translation that turns the reformulations further
into answer set programs, so that efficient answer set solvers can be applied
to compute the situation calculus and the event calculus.
|
[
{
"created": "Sat, 18 Jan 2014 21:11:15 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Lee",
"Joohyung",
""
],
[
"Palla",
"Ravi",
""
]
] |
[
0.03183767572045326,
-0.008866182528436184,
0.01834939233958721,
-0.023235106840729713,
-0.0369778536260128,
0.00437575951218605,
0.020590998232364655,
0.08973134309053421,
0.03363912180066109,
0.007452502381056547,
-0.04449770599603653,
-0.03618089482188225,
0.00440019927918911,
0.0853680744767189,
0.036713145673274994,
0.0477084256708622,
0.005339501891285181,
-0.011433789506554604,
-0.07828670740127563,
-0.010622917674481869,
-0.049006447196006775,
-0.02196861058473587,
-0.033370744436979294,
0.004481772426515818,
-0.059798311442136765,
-0.018065031617879868,
-0.021934209391474724,
-0.10675551742315292,
0.00005223273183219135,
0.047630950808525085,
-0.02642996795475483,
0.02260473370552063,
-0.04582296684384346,
-0.009576826356351376,
0.05163624510169029,
0.10499231517314911,
0.004398248624056578,
-0.042634252458810806,
-0.026877401396632195,
-0.009315742179751396,
-0.08903573453426361,
-0.018380289897322655,
-0.03867881000041962,
0.0017634102841839194,
0.06247055530548096,
0.008494583889842033,
-0.039820846170186996,
0.053407616913318634,
-0.05770773068070412,
-0.01885903999209404,
-0.06538203358650208,
0.06020011007785797,
-0.02787674590945244,
-0.07732579112052917,
0.09136908501386642,
-0.015481130219995975,
-0.005155334714800119,
-0.019606104120612144,
0.03244183212518692,
-0.13029225170612335,
-0.03733745589852333,
0.006364100147038698,
-0.06678017973899841,
-0.0032684647012501955,
-0.020288722589612007,
0.006428322289139032,
-0.043676745146512985,
0.033375825732946396,
0.04492555186152458,
0.06567276269197464,
-0.10304684937000275,
0.03865499794483185,
-0.007885701023042202,
-0.009099592454731464,
-0.00033730416907928884,
0.030937913805246353,
0.12018872797489166,
0.006405138410627842,
-0.025960419327020645,
0.051365889608860016,
-0.013124002143740654,
-0.06521407514810562,
-0.021598339080810547,
0.06648724526166916,
0.08054087311029434,
-0.012610512785613537,
-0.02135392092168331,
0.035285890102386475,
0.09954211115837097,
0.08447471261024475,
-0.07149307429790497,
-0.06224873289465904,
0.15333686769008636,
0.030933665111660957,
0.04245094209909439,
0.018237674608826637,
0.00919268373399973,
-0.029240598902106285,
-0.005594304297119379,
0.09306678175926208,
0.019601065665483475,
0.1116039901971817,
-0.040476102381944656,
-0.053504567593336105,
-0.0063315583392977715,
-0.04077743738889694,
-0.016398422420024872,
-0.04771822690963745,
-0.002567683346569538,
-0.08989361673593521,
0.06303806602954865,
-0.08229315280914307,
0.06587352603673935,
-0.030481532216072083,
-0.09667275100946426,
0.021311892196536064,
-0.0007318900898098946,
0.059695933014154434,
0.015484888106584549,
-0.0931025967001915,
-0.005608763545751572,
0.030659671872854233,
0.06861753761768341,
0.002955702133476734,
0.05119079351425171,
-0.041430044919252396,
0.037894148379564285,
-6.547721643383517e-34,
-0.022243142127990723,
-0.06835146993398666,
-0.015052474103868008,
0.06518638134002686,
-0.006876803003251553,
0.0355602391064167,
0.02846936322748661,
0.03900528699159622,
-0.007907947525382042,
0.03914014995098114,
0.019355973228812218,
0.001522689824923873,
-0.054357826709747314,
0.032823678106069565,
0.030646147206425667,
0.028635555878281593,
-0.014655211009085178,
-0.015967508777976036,
-0.02184227667748928,
-0.04479231312870979,
0.04760761186480522,
0.04378555342555046,
-0.03776562213897705,
0.05334128066897392,
0.08017712086439133,
0.07148541510105133,
0.04332771524786949,
-0.02941022999584675,
-0.04707522690296173,
-0.00873460154980421,
-0.06356240063905716,
0.04153016582131386,
0.018763456493616104,
0.05413331091403961,
0.03561967611312866,
0.013209536671638489,
-0.10331081598997116,
-0.0700359120965004,
0.0293413195759058,
-0.005754111800342798,
-0.06889520585536957,
0.05353429913520813,
-0.03171304240822792,
-0.009474849328398705,
0.010590423829853535,
-0.03522581234574318,
-0.0654672160744667,
0.026892561465501785,
-0.015958700329065323,
-0.079963319003582,
0.00729187810793519,
0.024814892560243607,
0.03048047237098217,
-0.06890469044446945,
-0.027391918003559113,
0.02329699881374836,
-0.029407810419797897,
0.08515459299087524,
-0.011070804670453072,
0.07483849674463272,
0.06681203097105026,
-0.003543558530509472,
0.06070984527468681,
0.0011193047976121306,
-0.036011502146720886,
0.03554738685488701,
-0.15853539109230042,
-0.003809682559221983,
0.13003702461719513,
0.012222719378769398,
0.007480578031390905,
0.0669306218624115,
0.025296226143836975,
0.023642586544156075,
0.07237089425325394,
-0.017226707190275192,
0.014700619503855705,
-0.07044048607349396,
-0.03851809725165367,
0.03157871961593628,
-0.021253975108265877,
0.0032634686212986708,
-0.07950091361999512,
0.042131491005420685,
0.08432673662900925,
-0.030381424352526665,
-0.032160207629203796,
0.0504184253513813,
-0.07684750109910965,
-0.03709069639444351,
-0.08971419930458069,
-0.001338973524980247,
0.014467266388237476,
-0.004896769765764475,
0.05359157174825668,
-2.2527829444600886e-33,
-0.023029528558254242,
-0.042402178049087524,
-0.10985539853572845,
-0.012897498905658722,
-0.05032293498516083,
-0.07772738486528397,
0.005021957214921713,
-0.036541540175676346,
0.024444695562124252,
-0.0069299680180847645,
-0.03749624267220497,
0.04731141775846481,
-0.025385919958353043,
-0.00918444525450468,
0.019097546115517616,
-0.0431019589304924,
0.01153979729861021,
-0.04376058280467987,
-0.03872675076127052,
0.13270866870880127,
-0.04021487012505531,
0.029471229761838913,
-0.157914936542511,
0.008473537862300873,
0.023632701486349106,
0.03192993625998497,
-0.008792806416749954,
-0.01109944935888052,
-0.03795110434293747,
0.06001808121800423,
-0.06414034962654114,
-0.0550360307097435,
-0.02469702437520027,
-0.005391761194914579,
-0.04018241912126541,
-0.04526554048061371,
0.08763965964317322,
-0.058412279933691025,
-0.03333315998315811,
-0.02078011818230152,
0.030478861182928085,
-0.061588164418935776,
0.013381986878812313,
0.05326545983552933,
0.009201077744364738,
0.10202156752347946,
-0.06484817713499069,
0.004122609738260508,
0.02388661354780197,
0.0010299145942553878,
-0.0065336874686181545,
-0.09352615475654602,
-0.026085656136274338,
0.0004701286961790174,
0.07146261632442474,
0.004046108108013868,
-0.03989873081445694,
-0.0848248228430748,
-0.0538766011595726,
0.07266691327095032,
-0.05051042139530182,
0.008669477887451649,
0.11027184873819351,
0.09481906145811081,
0.044889185577631,
0.08545717597007751,
-0.09029116481542587,
-0.020978527143597603,
-0.005030835513025522,
-0.05160273239016533,
0.07145016640424728,
0.01733659952878952,
-0.046707745641469955,
0.011547094210982323,
0.06646343320608139,
0.0011226785136386752,
0.007621317636221647,
0.02230026200413704,
0.03528678044676781,
-0.017057454213500023,
-0.06755966693162918,
-0.003835459938272834,
0.07752476632595062,
0.03795390948653221,
-0.05284913256764412,
0.015749527141451836,
0.06132182478904724,
0.06689208745956421,
-0.00042205071076750755,
0.06554819643497467,
-0.02287692204117775,
0.038670528680086136,
0.08109398186206818,
0.04459896311163902,
-0.12573766708374023,
-4.271117148846315e-8,
-0.008060859516263008,
0.04009973630309105,
-0.005416262894868851,
0.01850147172808647,
-0.05662110075354576,
-0.003856739727780223,
-0.06539811939001083,
-0.04247961565852165,
-0.01769985258579254,
-0.020507266744971275,
-0.027304258197546005,
0.09592854231595993,
-0.01998775452375412,
-0.07255260646343231,
-0.007458434905856848,
0.024133067578077316,
0.06694816797971725,
-0.007524033077061176,
-0.0710509866476059,
0.014582634903490543,
0.055249374359846115,
0.04420850798487663,
0.013123554177582264,
0.04215236380696297,
0.011287994682788849,
-0.00654438603669405,
-0.0014601751463487744,
0.058981481939554214,
0.04967201501131058,
0.007337839342653751,
0.053452011197805405,
-0.01290856022387743,
0.018881024792790413,
-0.004505468998104334,
0.025107238441705704,
-0.031002387404441833,
-0.011426636949181557,
-0.06464449316263199,
0.0709228366613388,
-0.07769598066806793,
0.057562652975320816,
0.02324901893734932,
-0.07355889678001404,
0.049693748354911804,
0.0964047834277153,
0.04817495122551918,
-0.058148328214883804,
-0.05425376072525978,
-0.018000846728682518,
0.035580508410930634,
-0.07410652190446854,
0.05566323921084404,
-0.08651909977197647,
0.04125990346074104,
0.006742449942976236,
0.018882228061556816,
0.04931679368019104,
-0.10122694075107574,
0.012133614160120487,
-0.055968016386032104,
-0.05732787773013115,
0.03126617148518562,
0.054773613810539246,
-0.050019849091768265
] | null | null | null | null | null | null | null |
[
0.03183767572045326,
-0.008866182528436184,
0.01834939233958721,
-0.023235106840729713,
-0.0369778536260128,
0.00437575951218605,
0.020590998232364655,
0.08973134309053421,
0.03363912180066109,
0.007452502381056547,
-0.04449770599603653,
-0.03618089482188225,
0.00440019927918911,
0.0853680744767189,
0.036713145673274994,
0.0477084256708622,
0.005339501891285181,
-0.011433789506554604,
-0.07828670740127563,
-0.010622917674481869,
-0.049006447196006775,
-0.02196861058473587,
-0.033370744436979294,
0.004481772426515818,
-0.059798311442136765,
-0.018065031617879868,
-0.021934209391474724,
-0.10675551742315292,
0.00005223273183219135,
0.047630950808525085,
-0.02642996795475483,
0.02260473370552063,
-0.04582296684384346,
-0.009576826356351376,
0.05163624510169029,
0.10499231517314911,
0.004398248624056578,
-0.042634252458810806,
-0.026877401396632195,
-0.009315742179751396,
-0.08903573453426361,
-0.018380289897322655,
-0.03867881000041962,
0.0017634102841839194,
0.06247055530548096,
0.008494583889842033,
-0.039820846170186996,
0.053407616913318634,
-0.05770773068070412,
-0.01885903999209404,
-0.06538203358650208,
0.06020011007785797,
-0.02787674590945244,
-0.07732579112052917,
0.09136908501386642,
-0.015481130219995975,
-0.005155334714800119,
-0.019606104120612144,
0.03244183212518692,
-0.13029225170612335,
-0.03733745589852333,
0.006364100147038698,
-0.06678017973899841,
-0.0032684647012501955,
-0.020288722589612007,
0.006428322289139032,
-0.043676745146512985,
0.033375825732946396,
0.04492555186152458,
0.06567276269197464,
-0.10304684937000275,
0.03865499794483185,
-0.007885701023042202,
-0.009099592454731464,
-0.00033730416907928884,
0.030937913805246353,
0.12018872797489166,
0.006405138410627842,
-0.025960419327020645,
0.051365889608860016,
-0.013124002143740654,
-0.06521407514810562,
-0.021598339080810547,
0.06648724526166916,
0.08054087311029434,
-0.012610512785613537,
-0.02135392092168331,
0.035285890102386475,
0.09954211115837097,
0.08447471261024475,
-0.07149307429790497,
-0.06224873289465904,
0.15333686769008636,
0.030933665111660957,
0.04245094209909439,
0.018237674608826637,
0.00919268373399973,
-0.029240598902106285,
-0.005594304297119379,
0.09306678175926208,
0.019601065665483475,
0.1116039901971817,
-0.040476102381944656,
-0.053504567593336105,
-0.0063315583392977715,
-0.04077743738889694,
-0.016398422420024872,
-0.04771822690963745,
-0.002567683346569538,
-0.08989361673593521,
0.06303806602954865,
-0.08229315280914307,
0.06587352603673935,
-0.030481532216072083,
-0.09667275100946426,
0.021311892196536064,
-0.0007318900898098946,
0.059695933014154434,
0.015484888106584549,
-0.0931025967001915,
-0.005608763545751572,
0.030659671872854233,
0.06861753761768341,
0.002955702133476734,
0.05119079351425171,
-0.041430044919252396,
0.037894148379564285,
-6.547721643383517e-34,
-0.022243142127990723,
-0.06835146993398666,
-0.015052474103868008,
0.06518638134002686,
-0.006876803003251553,
0.0355602391064167,
0.02846936322748661,
0.03900528699159622,
-0.007907947525382042,
0.03914014995098114,
0.019355973228812218,
0.001522689824923873,
-0.054357826709747314,
0.032823678106069565,
0.030646147206425667,
0.028635555878281593,
-0.014655211009085178,
-0.015967508777976036,
-0.02184227667748928,
-0.04479231312870979,
0.04760761186480522,
0.04378555342555046,
-0.03776562213897705,
0.05334128066897392,
0.08017712086439133,
0.07148541510105133,
0.04332771524786949,
-0.02941022999584675,
-0.04707522690296173,
-0.00873460154980421,
-0.06356240063905716,
0.04153016582131386,
0.018763456493616104,
0.05413331091403961,
0.03561967611312866,
0.013209536671638489,
-0.10331081598997116,
-0.0700359120965004,
0.0293413195759058,
-0.005754111800342798,
-0.06889520585536957,
0.05353429913520813,
-0.03171304240822792,
-0.009474849328398705,
0.010590423829853535,
-0.03522581234574318,
-0.0654672160744667,
0.026892561465501785,
-0.015958700329065323,
-0.079963319003582,
0.00729187810793519,
0.024814892560243607,
0.03048047237098217,
-0.06890469044446945,
-0.027391918003559113,
0.02329699881374836,
-0.029407810419797897,
0.08515459299087524,
-0.011070804670453072,
0.07483849674463272,
0.06681203097105026,
-0.003543558530509472,
0.06070984527468681,
0.0011193047976121306,
-0.036011502146720886,
0.03554738685488701,
-0.15853539109230042,
-0.003809682559221983,
0.13003702461719513,
0.012222719378769398,
0.007480578031390905,
0.0669306218624115,
0.025296226143836975,
0.023642586544156075,
0.07237089425325394,
-0.017226707190275192,
0.014700619503855705,
-0.07044048607349396,
-0.03851809725165367,
0.03157871961593628,
-0.021253975108265877,
0.0032634686212986708,
-0.07950091361999512,
0.042131491005420685,
0.08432673662900925,
-0.030381424352526665,
-0.032160207629203796,
0.0504184253513813,
-0.07684750109910965,
-0.03709069639444351,
-0.08971419930458069,
-0.001338973524980247,
0.014467266388237476,
-0.004896769765764475,
0.05359157174825668,
-2.2527829444600886e-33,
-0.023029528558254242,
-0.042402178049087524,
-0.10985539853572845,
-0.012897498905658722,
-0.05032293498516083,
-0.07772738486528397,
0.005021957214921713,
-0.036541540175676346,
0.024444695562124252,
-0.0069299680180847645,
-0.03749624267220497,
0.04731141775846481,
-0.025385919958353043,
-0.00918444525450468,
0.019097546115517616,
-0.0431019589304924,
0.01153979729861021,
-0.04376058280467987,
-0.03872675076127052,
0.13270866870880127,
-0.04021487012505531,
0.029471229761838913,
-0.157914936542511,
0.008473537862300873,
0.023632701486349106,
0.03192993625998497,
-0.008792806416749954,
-0.01109944935888052,
-0.03795110434293747,
0.06001808121800423,
-0.06414034962654114,
-0.0550360307097435,
-0.02469702437520027,
-0.005391761194914579,
-0.04018241912126541,
-0.04526554048061371,
0.08763965964317322,
-0.058412279933691025,
-0.03333315998315811,
-0.02078011818230152,
0.030478861182928085,
-0.061588164418935776,
0.013381986878812313,
0.05326545983552933,
0.009201077744364738,
0.10202156752347946,
-0.06484817713499069,
0.004122609738260508,
0.02388661354780197,
0.0010299145942553878,
-0.0065336874686181545,
-0.09352615475654602,
-0.026085656136274338,
0.0004701286961790174,
0.07146261632442474,
0.004046108108013868,
-0.03989873081445694,
-0.0848248228430748,
-0.0538766011595726,
0.07266691327095032,
-0.05051042139530182,
0.008669477887451649,
0.11027184873819351,
0.09481906145811081,
0.044889185577631,
0.08545717597007751,
-0.09029116481542587,
-0.020978527143597603,
-0.005030835513025522,
-0.05160273239016533,
0.07145016640424728,
0.01733659952878952,
-0.046707745641469955,
0.011547094210982323,
0.06646343320608139,
0.0011226785136386752,
0.007621317636221647,
0.02230026200413704,
0.03528678044676781,
-0.017057454213500023,
-0.06755966693162918,
-0.003835459938272834,
0.07752476632595062,
0.03795390948653221,
-0.05284913256764412,
0.015749527141451836,
0.06132182478904724,
0.06689208745956421,
-0.00042205071076750755,
0.06554819643497467,
-0.02287692204117775,
0.038670528680086136,
0.08109398186206818,
0.04459896311163902,
-0.12573766708374023,
-4.271117148846315e-8,
-0.008060859516263008,
0.04009973630309105,
-0.005416262894868851,
0.01850147172808647,
-0.05662110075354576,
-0.003856739727780223,
-0.06539811939001083,
-0.04247961565852165,
-0.01769985258579254,
-0.020507266744971275,
-0.027304258197546005,
0.09592854231595993,
-0.01998775452375412,
-0.07255260646343231,
-0.007458434905856848,
0.024133067578077316,
0.06694816797971725,
-0.007524033077061176,
-0.0710509866476059,
0.014582634903490543,
0.055249374359846115,
0.04420850798487663,
0.013123554177582264,
0.04215236380696297,
0.011287994682788849,
-0.00654438603669405,
-0.0014601751463487744,
0.058981481939554214,
0.04967201501131058,
0.007337839342653751,
0.053452011197805405,
-0.01290856022387743,
0.018881024792790413,
-0.004505468998104334,
0.025107238441705704,
-0.031002387404441833,
-0.011426636949181557,
-0.06464449316263199,
0.0709228366613388,
-0.07769598066806793,
0.057562652975320816,
0.02324901893734932,
-0.07355889678001404,
0.049693748354911804,
0.0964047834277153,
0.04817495122551918,
-0.058148328214883804,
-0.05425376072525978,
-0.018000846728682518,
0.035580508410930634,
-0.07410652190446854,
0.05566323921084404,
-0.08651909977197647,
0.04125990346074104,
0.006742449942976236,
0.018882228061556816,
0.04931679368019104,
-0.10122694075107574,
0.012133614160120487,
-0.055968016386032104,
-0.05732787773013115,
0.03126617148518562,
0.054773613810539246,
-0.050019849091768265
] |
1401.4609
|
L\'eon R. Planken
|
L\'eon R. Planken, Mathijs M. de Weerdt, Roman P.J. van der Krogt
|
Computing All-Pairs Shortest Paths by Leveraging Low Treewidth
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
353-388, 2012
|
10.1613/jair.3509
| null |
cs.DS cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present two new and efficient algorithms for computing all-pairs shortest
paths. The algorithms operate on directed graphs with real (possibly negative)
weights. They make use of directed path consistency along a vertex ordering d.
Both algorithms run in O(n^2 w_d) time, where w_d is the graph width induced by
this vertex ordering. For graphs of constant treewidth, this yields O(n^2)
time, which is optimal. On chordal graphs, the algorithms run in O(nm) time. In
addition, we present a variant that exploits graph separators to arrive at a
run time of O(n w_d^2 + n^2 s_d) on general graphs, where s_d andlt= w_d is the
size of the largest minimal separator induced by the vertex ordering d. We show
empirically that on both constructed and realistic benchmarks, in many cases
the algorithms outperform Floyd-Warshalls as well as Johnsons algorithm, which
represent the current state of the art with a run time of O(n^3) and O(nm + n^2
log n), respectively. Our algorithms can be used for spatial and temporal
reasoning, such as for the Simple Temporal Problem, which underlines their
relevance to the planning and scheduling community.
|
[
{
"created": "Sat, 18 Jan 2014 21:23:48 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Planken",
"Léon R.",
""
],
[
"de Weerdt",
"Mathijs M.",
""
],
[
"van der Krogt",
"Roman P. J.",
""
]
] |
[
-0.009036827832460403,
-0.010003945790231228,
-0.007475520018488169,
-0.026240495964884758,
-0.010482050478458405,
-0.0622696653008461,
-0.11914768815040588,
-0.04728085547685623,
0.046923015266656876,
0.004360888618975878,
-0.06978660821914673,
0.04497922584414482,
-0.01753147877752781,
0.10158909857273102,
-0.035799141973257065,
0.06456776708364487,
0.04231017082929611,
0.0742269903421402,
-0.058199942111968994,
-0.04768722504377365,
0.011080419644713402,
-0.009622465819120407,
-0.06852386891841888,
-0.024867475032806396,
0.10507892817258835,
-0.008006648160517216,
-0.0036979499273002148,
-0.06448209285736084,
0.055996671319007874,
0.009837046265602112,
0.03567603603005409,
-0.05143265798687935,
0.03320227190852165,
-0.01289626955986023,
-0.033951885998249054,
0.018388092517852783,
0.03432748466730118,
0.02899644896388054,
0.048956695944070816,
0.05150146037340164,
-0.025896815583109856,
0.052060484886169434,
0.02005579136312008,
-0.0010960676008835435,
-0.04003137722611427,
0.043585579842329025,
-0.06883310526609421,
0.029632652178406715,
-0.04281060770153999,
0.016507651656866074,
-0.037656575441360474,
0.021495576947927475,
-0.06630787998437881,
0.03743227571249008,
-0.023851582780480385,
0.004962349776178598,
-0.04697001725435257,
-0.0318283811211586,
-0.03560221940279007,
0.030846670269966125,
0.06162795051932335,
-0.0543743371963501,
-0.03964978829026222,
-0.05152200907468796,
-0.02398727461695671,
-0.010645154863595963,
0.05992531031370163,
0.017376208677887917,
0.014548840001225471,
0.087452732026577,
0.042790189385414124,
0.03452738747000694,
-0.12301342934370041,
0.05784492567181587,
-0.022120827808976173,
0.06574961543083191,
0.02380027435719967,
-0.0263981930911541,
-0.0874016210436821,
-0.07102815061807632,
0.0020917474757879972,
-0.02611888013780117,
0.013636416755616665,
0.03579530864953995,
0.07101163268089294,
-0.010382307693362236,
-0.07983538508415222,
0.09649179130792618,
0.023262519389390945,
0.04296159744262695,
-0.038772232830524445,
-0.05534688010811806,
-0.026730386540293694,
0.01006507407873869,
0.01949368044734001,
-0.009423866868019104,
0.021140309050679207,
0.030129902064800262,
-0.04408830404281616,
0.11183732002973557,
0.022338584065437317,
0.0114814518019557,
-0.009861153550446033,
-0.04749050736427307,
0.06348581612110138,
0.10459943115711212,
-0.036269787698984146,
0.014376935549080372,
0.0048407274298369884,
-0.06849775463342667,
0.04665122553706169,
0.00012915863771922886,
0.0014012191677466035,
0.03558272495865822,
-0.011724801734089851,
-0.021361302584409714,
-0.02177567034959793,
-0.011638009920716286,
0.10228414833545685,
0.05482464283704758,
-0.019684258848428726,
-0.018200885504484177,
-0.006048918701708317,
0.0038862682413309813,
0.05905502662062645,
-0.0007420660695061088,
0.03806445002555847,
3.849148904927888e-33,
0.02005930431187153,
0.08405067026615143,
0.09415057301521301,
-0.04089090973138809,
0.03499547392129898,
-0.012813327834010124,
-0.07714840024709702,
-0.023742061108350754,
0.006172587629407644,
0.007309143431484699,
-0.04579274728894234,
-0.05151893571019173,
0.041838254779577255,
0.00661455187946558,
0.08668338507413864,
-0.06352464854717255,
0.0701589584350586,
-0.05609380826354027,
-0.07716023176908493,
-0.06566214561462402,
0.06375805288553238,
0.0026841952931135893,
0.022181253880262375,
0.0026286437641829252,
0.024998944252729416,
-0.06250135600566864,
-0.00796843133866787,
-0.03402479737997055,
0.05787912383675575,
0.002681892132386565,
-0.12308498471975327,
-0.03010532073676586,
-0.004097464960068464,
0.11615081131458282,
0.00035208158078603446,
0.030875347554683685,
-0.05220930650830269,
-0.05188089609146118,
-0.009805991314351559,
-0.04074936360120773,
-0.0027560857124626637,
-0.010556084103882313,
-0.0507928803563118,
-0.02612333558499813,
-0.0782063826918602,
0.008626664988696575,
-0.07212113589048386,
0.05825052037835121,
0.005122351925820112,
0.0272513460367918,
-0.0204430241137743,
0.059027720242738724,
0.00493056233972311,
0.029679572209715843,
0.010449611581861973,
-0.06409680098295212,
0.0552658811211586,
0.027604274451732635,
0.021889466792345047,
0.07971921563148499,
0.0057074446231126785,
0.019499164074659348,
0.011227825656533241,
0.05403878912329674,
-0.0362575463950634,
0.049561358988285065,
-0.10430824756622314,
-0.02506989985704422,
0.07034630328416824,
-0.019043629989027977,
-0.08870396018028259,
0.040429867804050446,
0.05521385744214058,
-0.04327172040939331,
0.048113733530044556,
-0.016809383407235146,
0.0001525003754068166,
-0.15917091071605682,
0.0037834791000932455,
-0.037420228123664856,
-0.08705587685108185,
0.029821591451764107,
0.06231409311294556,
-0.01953784190118313,
0.004522575996816158,
-0.11053075641393661,
0.018144244328141212,
-0.05389630049467087,
-0.0041631362400949,
-0.036402106285095215,
-0.0865117609500885,
0.03538518026471138,
-0.030343880876898766,
0.05005281791090965,
0.08639267086982727,
-5.0328746549418084e-33,
0.005182960070669651,
-0.0051751150749623775,
0.11005990207195282,
0.058354008942842484,
0.021138174459338188,
-0.07159335911273956,
-0.06926707178354263,
-0.0583718903362751,
0.03984135389328003,
0.02176065929234028,
-0.06710242480039597,
0.06570511311292648,
0.038925863802433014,
-0.000951323367189616,
0.09672477096319199,
-0.04955925792455673,
0.0499567836523056,
-0.02141576074063778,
-0.011618157848715782,
0.007245683576911688,
0.04799675568938255,
0.08345364034175873,
-0.05549701675772667,
-0.01241475809365511,
-0.002072296105325222,
-0.007351069711148739,
0.0765615925192833,
-0.06273141503334045,
-0.07381647080183029,
0.0638011172413826,
-0.01656986214220524,
0.03134472668170929,
-0.07211987674236298,
-0.0665697306394577,
-0.03587569668889046,
0.051486846059560776,
-0.01232145819813013,
0.049038372933864594,
0.03345039486885071,
0.0411585196852684,
0.003595274407416582,
0.02484188601374626,
0.003197150770574808,
0.03301641345024109,
-0.003212790237739682,
0.04939692094922066,
-0.0944533720612526,
0.02825433947145939,
-0.0912313237786293,
0.007645960431545973,
-0.003908428829163313,
0.08381131291389465,
-0.008412857539951801,
0.003617158392444253,
0.06136588752269745,
-0.10801946371793747,
-0.08937603235244751,
0.09119943529367447,
-0.014451672323048115,
-0.027172522619366646,
-0.09235654026269913,
-0.0037006624042987823,
-0.09756483882665634,
0.02788628824055195,
-0.009682698175311089,
-0.034596037119627,
0.006937181111425161,
-0.020744353532791138,
0.0038768602535128593,
0.047386180609464645,
-0.02599087357521057,
0.025387931615114212,
-0.08339494466781616,
0.013760860078036785,
-0.01435470674186945,
0.008853544481098652,
0.018422231078147888,
0.06726273894309998,
-0.029281796887516975,
0.018351249396800995,
-0.035574935376644135,
0.05348677188158035,
0.01781177520751953,
-0.04103073850274086,
-0.00027447918546386063,
0.014110062271356583,
0.041479457169771194,
0.038324955850839615,
0.012606245465576649,
0.04287154600024223,
0.020614882931113243,
-0.009988268837332726,
0.07251756638288498,
0.02589014731347561,
-0.005531828384846449,
-4.870781467047891e-8,
-0.08306508511304855,
0.012414882890880108,
-0.05591965094208717,
-0.029744338244199753,
0.07306233793497086,
-0.037152454257011414,
0.1418321281671524,
0.13040822744369507,
-0.00784397218376398,
0.08599824458360672,
0.10873418301343918,
0.023737946525216103,
-0.03492496535181999,
0.035223931074142456,
-0.033807702362537384,
0.009664243087172508,
0.0010518128983676434,
-0.18272507190704346,
-0.015401531010866165,
-0.0006748796440660954,
-0.03290437534451485,
0.03862790763378143,
0.014140663668513298,
0.08119150251150131,
-0.0019281025743111968,
-0.059521887451410294,
0.003643009578809142,
-0.013596412725746632,
0.024602023884654045,
0.06262832134962082,
-0.009128275327384472,
0.07522173225879669,
0.015062857419252396,
0.03473243862390518,
-0.01671570912003517,
0.014343813061714172,
-0.026687264442443848,
0.08590317517518997,
-0.01037571020424366,
-0.008313013240695,
-0.02333650179207325,
0.04914224147796631,
-0.035307519137859344,
-0.00370681076310575,
0.06480664759874344,
-0.007893692702054977,
-0.00750003382563591,
0.035112638026475906,
-0.07333651185035706,
-0.06550456583499908,
-0.10585974156856537,
-0.012686277739703655,
-0.0359061136841774,
-0.12674503028392792,
0.024945244193077087,
0.06263702362775803,
-0.06907930225133896,
-0.019090378656983376,
0.06127389147877693,
-0.07388605177402496,
0.007826784625649452,
-0.0378338098526001,
-0.003447098657488823,
-0.07153763622045517
] | null | null | null | null | null | null | null |
[
-0.009036827832460403,
-0.010003945790231228,
-0.007475520018488169,
-0.026240495964884758,
-0.010482050478458405,
-0.0622696653008461,
-0.11914768815040588,
-0.04728085547685623,
0.046923015266656876,
0.004360888618975878,
-0.06978660821914673,
0.04497922584414482,
-0.01753147877752781,
0.10158909857273102,
-0.035799141973257065,
0.06456776708364487,
0.04231017082929611,
0.0742269903421402,
-0.058199942111968994,
-0.04768722504377365,
0.011080419644713402,
-0.009622465819120407,
-0.06852386891841888,
-0.024867475032806396,
0.10507892817258835,
-0.008006648160517216,
-0.0036979499273002148,
-0.06448209285736084,
0.055996671319007874,
0.009837046265602112,
0.03567603603005409,
-0.05143265798687935,
0.03320227190852165,
-0.01289626955986023,
-0.033951885998249054,
0.018388092517852783,
0.03432748466730118,
0.02899644896388054,
0.048956695944070816,
0.05150146037340164,
-0.025896815583109856,
0.052060484886169434,
0.02005579136312008,
-0.0010960676008835435,
-0.04003137722611427,
0.043585579842329025,
-0.06883310526609421,
0.029632652178406715,
-0.04281060770153999,
0.016507651656866074,
-0.037656575441360474,
0.021495576947927475,
-0.06630787998437881,
0.03743227571249008,
-0.023851582780480385,
0.004962349776178598,
-0.04697001725435257,
-0.0318283811211586,
-0.03560221940279007,
0.030846670269966125,
0.06162795051932335,
-0.0543743371963501,
-0.03964978829026222,
-0.05152200907468796,
-0.02398727461695671,
-0.010645154863595963,
0.05992531031370163,
0.017376208677887917,
0.014548840001225471,
0.087452732026577,
0.042790189385414124,
0.03452738747000694,
-0.12301342934370041,
0.05784492567181587,
-0.022120827808976173,
0.06574961543083191,
0.02380027435719967,
-0.0263981930911541,
-0.0874016210436821,
-0.07102815061807632,
0.0020917474757879972,
-0.02611888013780117,
0.013636416755616665,
0.03579530864953995,
0.07101163268089294,
-0.010382307693362236,
-0.07983538508415222,
0.09649179130792618,
0.023262519389390945,
0.04296159744262695,
-0.038772232830524445,
-0.05534688010811806,
-0.026730386540293694,
0.01006507407873869,
0.01949368044734001,
-0.009423866868019104,
0.021140309050679207,
0.030129902064800262,
-0.04408830404281616,
0.11183732002973557,
0.022338584065437317,
0.0114814518019557,
-0.009861153550446033,
-0.04749050736427307,
0.06348581612110138,
0.10459943115711212,
-0.036269787698984146,
0.014376935549080372,
0.0048407274298369884,
-0.06849775463342667,
0.04665122553706169,
0.00012915863771922886,
0.0014012191677466035,
0.03558272495865822,
-0.011724801734089851,
-0.021361302584409714,
-0.02177567034959793,
-0.011638009920716286,
0.10228414833545685,
0.05482464283704758,
-0.019684258848428726,
-0.018200885504484177,
-0.006048918701708317,
0.0038862682413309813,
0.05905502662062645,
-0.0007420660695061088,
0.03806445002555847,
3.849148904927888e-33,
0.02005930431187153,
0.08405067026615143,
0.09415057301521301,
-0.04089090973138809,
0.03499547392129898,
-0.012813327834010124,
-0.07714840024709702,
-0.023742061108350754,
0.006172587629407644,
0.007309143431484699,
-0.04579274728894234,
-0.05151893571019173,
0.041838254779577255,
0.00661455187946558,
0.08668338507413864,
-0.06352464854717255,
0.0701589584350586,
-0.05609380826354027,
-0.07716023176908493,
-0.06566214561462402,
0.06375805288553238,
0.0026841952931135893,
0.022181253880262375,
0.0026286437641829252,
0.024998944252729416,
-0.06250135600566864,
-0.00796843133866787,
-0.03402479737997055,
0.05787912383675575,
0.002681892132386565,
-0.12308498471975327,
-0.03010532073676586,
-0.004097464960068464,
0.11615081131458282,
0.00035208158078603446,
0.030875347554683685,
-0.05220930650830269,
-0.05188089609146118,
-0.009805991314351559,
-0.04074936360120773,
-0.0027560857124626637,
-0.010556084103882313,
-0.0507928803563118,
-0.02612333558499813,
-0.0782063826918602,
0.008626664988696575,
-0.07212113589048386,
0.05825052037835121,
0.005122351925820112,
0.0272513460367918,
-0.0204430241137743,
0.059027720242738724,
0.00493056233972311,
0.029679572209715843,
0.010449611581861973,
-0.06409680098295212,
0.0552658811211586,
0.027604274451732635,
0.021889466792345047,
0.07971921563148499,
0.0057074446231126785,
0.019499164074659348,
0.011227825656533241,
0.05403878912329674,
-0.0362575463950634,
0.049561358988285065,
-0.10430824756622314,
-0.02506989985704422,
0.07034630328416824,
-0.019043629989027977,
-0.08870396018028259,
0.040429867804050446,
0.05521385744214058,
-0.04327172040939331,
0.048113733530044556,
-0.016809383407235146,
0.0001525003754068166,
-0.15917091071605682,
0.0037834791000932455,
-0.037420228123664856,
-0.08705587685108185,
0.029821591451764107,
0.06231409311294556,
-0.01953784190118313,
0.004522575996816158,
-0.11053075641393661,
0.018144244328141212,
-0.05389630049467087,
-0.0041631362400949,
-0.036402106285095215,
-0.0865117609500885,
0.03538518026471138,
-0.030343880876898766,
0.05005281791090965,
0.08639267086982727,
-5.0328746549418084e-33,
0.005182960070669651,
-0.0051751150749623775,
0.11005990207195282,
0.058354008942842484,
0.021138174459338188,
-0.07159335911273956,
-0.06926707178354263,
-0.0583718903362751,
0.03984135389328003,
0.02176065929234028,
-0.06710242480039597,
0.06570511311292648,
0.038925863802433014,
-0.000951323367189616,
0.09672477096319199,
-0.04955925792455673,
0.0499567836523056,
-0.02141576074063778,
-0.011618157848715782,
0.007245683576911688,
0.04799675568938255,
0.08345364034175873,
-0.05549701675772667,
-0.01241475809365511,
-0.002072296105325222,
-0.007351069711148739,
0.0765615925192833,
-0.06273141503334045,
-0.07381647080183029,
0.0638011172413826,
-0.01656986214220524,
0.03134472668170929,
-0.07211987674236298,
-0.0665697306394577,
-0.03587569668889046,
0.051486846059560776,
-0.01232145819813013,
0.049038372933864594,
0.03345039486885071,
0.0411585196852684,
0.003595274407416582,
0.02484188601374626,
0.003197150770574808,
0.03301641345024109,
-0.003212790237739682,
0.04939692094922066,
-0.0944533720612526,
0.02825433947145939,
-0.0912313237786293,
0.007645960431545973,
-0.003908428829163313,
0.08381131291389465,
-0.008412857539951801,
0.003617158392444253,
0.06136588752269745,
-0.10801946371793747,
-0.08937603235244751,
0.09119943529367447,
-0.014451672323048115,
-0.027172522619366646,
-0.09235654026269913,
-0.0037006624042987823,
-0.09756483882665634,
0.02788628824055195,
-0.009682698175311089,
-0.034596037119627,
0.006937181111425161,
-0.020744353532791138,
0.0038768602535128593,
0.047386180609464645,
-0.02599087357521057,
0.025387931615114212,
-0.08339494466781616,
0.013760860078036785,
-0.01435470674186945,
0.008853544481098652,
0.018422231078147888,
0.06726273894309998,
-0.029281796887516975,
0.018351249396800995,
-0.035574935376644135,
0.05348677188158035,
0.01781177520751953,
-0.04103073850274086,
-0.00027447918546386063,
0.014110062271356583,
0.041479457169771194,
0.038324955850839615,
0.012606245465576649,
0.04287154600024223,
0.020614882931113243,
-0.009988268837332726,
0.07251756638288498,
0.02589014731347561,
-0.005531828384846449,
-4.870781467047891e-8,
-0.08306508511304855,
0.012414882890880108,
-0.05591965094208717,
-0.029744338244199753,
0.07306233793497086,
-0.037152454257011414,
0.1418321281671524,
0.13040822744369507,
-0.00784397218376398,
0.08599824458360672,
0.10873418301343918,
0.023737946525216103,
-0.03492496535181999,
0.035223931074142456,
-0.033807702362537384,
0.009664243087172508,
0.0010518128983676434,
-0.18272507190704346,
-0.015401531010866165,
-0.0006748796440660954,
-0.03290437534451485,
0.03862790763378143,
0.014140663668513298,
0.08119150251150131,
-0.0019281025743111968,
-0.059521887451410294,
0.003643009578809142,
-0.013596412725746632,
0.024602023884654045,
0.06262832134962082,
-0.009128275327384472,
0.07522173225879669,
0.015062857419252396,
0.03473243862390518,
-0.01671570912003517,
0.014343813061714172,
-0.026687264442443848,
0.08590317517518997,
-0.01037571020424366,
-0.008313013240695,
-0.02333650179207325,
0.04914224147796631,
-0.035307519137859344,
-0.00370681076310575,
0.06480664759874344,
-0.007893692702054977,
-0.00750003382563591,
0.035112638026475906,
-0.07333651185035706,
-0.06550456583499908,
-0.10585974156856537,
-0.012686277739703655,
-0.0359061136841774,
-0.12674503028392792,
0.024945244193077087,
0.06263702362775803,
-0.06907930225133896,
-0.019090378656983376,
0.06127389147877693,
-0.07388605177402496,
0.007826784625649452,
-0.0378338098526001,
-0.003447098657488823,
-0.07153763622045517
] |
1401.4610
|
Evgeny Asmolov S
|
Tatiana V. Nizkaya, Evgeny S. Asmolov, Olga I. Vinogradova
|
'Gas cushion' model and hydrodynamic boundary conditions for
superhydrophobic textures
|
8 pages, 6 figures
|
Phys. Rev. E 90, 043017 (2014)
|
10.1103/PhysRevE.90.043017
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Superhydrophobic Cassie textures with trapped gas bubbles reduce drag, by
generating large effective slip, which is important for a variety of
applications that involve a manipulation of liquids at the small scale. Here we
discuss how the dissipation in the gas phase of textures modifies their
friction properties. We propose an operator method, which allows us the mapping
of the flow in the gas subphase to a local slip boundary condition at the
liquid/gas interface. The determined uniquely local slip length depends on the
viscosity contrast and underlying topography, and can be immediately used to
evaluate an effective slip of the texture. Besides superlubricating Cassie
surfaces our approach is valid for rough surfaces impregnated by a
low-viscosity 'lubricant', and even for Wenzel textures, where a liquid follows
the surface relief. These results provide a framework for the rational design
of textured surfaces for numerous applications.
|
[
{
"created": "Sat, 18 Jan 2014 21:24:36 GMT",
"version": "v1"
},
{
"created": "Wed, 4 Jun 2014 09:11:08 GMT",
"version": "v2"
},
{
"created": "Mon, 6 Oct 2014 19:08:25 GMT",
"version": "v3"
}
] |
2015-01-13
|
[
[
"Nizkaya",
"Tatiana V.",
""
],
[
"Asmolov",
"Evgeny S.",
""
],
[
"Vinogradova",
"Olga I.",
""
]
] |
[
-0.04448101669549942,
-0.046164028346538544,
0.08790819346904755,
-0.03781246021389961,
0.02056589163839817,
0.06784265488386154,
0.03055078163743019,
0.02215808443725109,
-0.010512840002775192,
-0.05992165580391884,
-0.04574485495686531,
-0.1028054803609848,
-0.02194317802786827,
0.07147367298603058,
-0.008027095347642899,
-0.06206170469522476,
0.06175239011645317,
0.03161238878965378,
0.06233601272106171,
0.05184761807322502,
0.07436615228652954,
0.01094843540340662,
-0.00032169255428016186,
0.012499850243330002,
0.030027348548173904,
0.046940021216869354,
0.0404755175113678,
0.048091862350702286,
0.08302995562553406,
-0.009755292907357216,
-0.0365072637796402,
0.024431055411696434,
-0.06357963383197784,
0.050435733050107956,
0.00784013606607914,
-0.040494054555892944,
-0.00816845428198576,
0.07840288430452347,
0.015843700617551804,
0.021459074690937996,
-0.055400360375642776,
-0.05062933266162872,
0.024612922221422195,
0.020299531519412994,
0.10615869611501694,
0.0106195118278265,
0.12954041361808777,
0.07851234078407288,
-0.04174044355750084,
0.04863941669464111,
0.0011360662756487727,
-0.07922785729169846,
-0.028797810897231102,
-0.04793287068605423,
0.03429869934916496,
0.01609961874783039,
-0.005473453085869551,
-0.03875249996781349,
0.06561824679374695,
0.01100153848528862,
0.09836326539516449,
0.0006738050724379718,
0.014907634817063808,
0.02928699366748333,
-0.006735092028975487,
-0.06314302980899811,
0.013774377293884754,
0.021411975845694542,
0.01011695433408022,
0.01857215352356434,
-0.06000626087188721,
0.02376507967710495,
-0.02147643081843853,
0.10190614312887192,
-0.020863093435764313,
0.03690401837229729,
-0.018196580931544304,
0.009162576869130135,
-0.08636471629142761,
0.03599240630865097,
0.025195403024554253,
-0.016347896307706833,
0.002864905633032322,
0.021179990842938423,
-0.10656915605068207,
-0.015430829487740993,
0.033787380903959274,
-0.05796607583761215,
0.00409667519852519,
-0.0706542581319809,
0.03333369642496109,
0.062126897275447845,
-0.100937619805336,
-0.028621012344956398,
-0.0012773512862622738,
-0.036911021918058395,
-0.01104632019996643,
-0.00040629878640174866,
0.05048012733459473,
-0.01032083760946989,
-0.05845010280609131,
-0.07305863499641418,
-0.00647566607221961,
0.02217268757522106,
0.0394553579390049,
-0.050449397414922714,
0.06798490136861801,
-0.002625254215672612,
-0.012227180413901806,
0.08532372862100601,
-0.03222950920462608,
-0.0664946585893631,
-0.11324605345726013,
0.019050953909754753,
-0.08958262205123901,
-0.07033479958772659,
-0.03359806165099144,
0.011374683119356632,
-0.1280611753463745,
0.012635428458452225,
-0.04719195142388344,
0.03986870124936104,
0.0017463171388953924,
0.0030544695910066366,
-0.007211912889033556,
-0.04377269744873047,
-0.06765583902597427,
-5.2282365814251916e-34,
0.01361227035522461,
-0.02814771980047226,
-0.04796158894896507,
0.0005226571229286492,
0.021094534546136856,
-0.03900543600320816,
-0.026197167113423347,
-0.07125509530305862,
0.0014466125285252929,
0.15992489457130432,
0.031155848875641823,
0.06059141829609871,
-0.055628497153520584,
0.06307140737771988,
-0.05966893211007118,
0.029949123039841652,
0.05560709908604622,
-0.07800763100385666,
-0.0453498549759388,
0.02143491432070732,
-0.009163875132799149,
0.035928625613451004,
0.002469819039106369,
-0.05844360962510109,
-0.0349665991961956,
0.04943075031042099,
-0.031220799311995506,
-0.003028283594176173,
0.12806347012519836,
0.01437465287744999,
-0.002716649556532502,
-0.11923179030418396,
-0.02668093703687191,
0.011529261246323586,
-0.03933287039399147,
0.054009415209293365,
-0.045541711151599884,
-0.048176564276218414,
0.02082245610654354,
0.004126012325286865,
-0.11300669610500336,
0.006117359735071659,
0.014327106066048145,
-0.02713657356798649,
-0.07891599833965302,
-0.016694238409399986,
0.055082209408283234,
0.0496458038687706,
-0.0011774420272558928,
-0.09394172579050064,
0.051037680357694626,
-0.0008751843706704676,
0.004233330488204956,
0.043982818722724915,
0.04011162742972374,
0.013982138596475124,
0.06401024758815765,
0.00371141592040658,
-0.04674937576055527,
0.015704121440649033,
-0.0548868365585804,
0.031035413965582848,
0.019946658983826637,
-0.023749379441142082,
-0.05451083928346634,
-0.015049961395561695,
-0.04659637436270714,
0.05667336285114288,
0.06586725264787674,
-0.06635628640651703,
-0.04201862961053848,
0.06434780359268188,
0.09612084180116653,
-0.0521988682448864,
-0.027598317712545395,
0.015520157292485237,
0.0314590223133564,
-0.08631967753171921,
0.02996676415205002,
0.0014324956573545933,
-0.0396001897752285,
-0.028274070471525192,
0.022798782214522362,
-0.07504435628652573,
-0.11038613319396973,
0.03057202324271202,
0.0012892693048343062,
0.052821241319179535,
0.008168969303369522,
0.0027802870608866215,
-0.0927857831120491,
-0.01586935855448246,
0.11287233233451843,
-0.050227515399456024,
0.052750907838344574,
-1.5736111449007645e-33,
0.006502985022962093,
0.008463164791464806,
0.006328682880848646,
0.033791497349739075,
0.08930140733718872,
0.04290801286697388,
0.08258822560310364,
-0.0007192973862402141,
-0.09190260618925095,
-0.11352862417697906,
-0.001800844562239945,
-0.019649241119623184,
-0.02573363110423088,
0.014854128472507,
0.02018154039978981,
0.05429663136601448,
-0.052373480051755905,
-0.12234003096818924,
0.04721589386463165,
-0.07887160778045654,
-0.012434577569365501,
0.12730059027671814,
-0.023808766156435013,
0.004254789091646671,
-0.07185377925634384,
0.024936042726039886,
0.02877744473516941,
0.009446393698453903,
-0.05774850770831108,
0.08895142376422882,
-0.0049425531178712845,
-0.06875975430011749,
0.03499097004532814,
-0.09753310680389404,
0.021706297993659973,
0.012788835912942886,
0.04957685247063637,
0.05055868253111839,
-0.08453495055437088,
-0.020776381716132164,
0.0042970385402441025,
-0.0944870188832283,
-0.014907279051840305,
0.054741550236940384,
-0.014598354697227478,
0.13758720457553864,
-0.04019127041101456,
-0.0430145263671875,
0.05161202698945999,
0.015224343165755272,
0.05840112641453743,
-0.059116099029779434,
-0.004373232368379831,
0.007345422171056271,
0.04594888165593147,
0.03423098102211952,
-0.05349764972925186,
-0.006888796575367451,
0.02349650301039219,
0.045859627425670624,
0.012983703054487705,
-0.04972522705793381,
-0.08760597556829453,
-0.054991159588098526,
0.015918098390102386,
-0.017679402604699135,
-0.04212493076920509,
-0.06546130031347275,
0.020770028233528137,
0.010481026954948902,
0.05649702996015549,
0.00422854395583272,
-0.0033271831925958395,
0.016593214124441147,
0.0941280648112297,
0.0046739098615944386,
0.031121471896767616,
-0.01861926168203354,
-0.0395146906375885,
0.06524845212697983,
-0.014397982507944107,
0.06527615338563919,
-0.022464947775006294,
0.08461867272853851,
0.05269596725702286,
-0.030574386939406395,
-0.08419867604970932,
-0.029017232358455658,
0.05937659367918968,
0.012001876719295979,
0.055007461458444595,
-0.05843343213200569,
0.04864136129617691,
-0.0014956049853935838,
-0.014803038910031319,
-4.1422612895303246e-8,
0.06889519095420837,
-0.029086288064718246,
0.0848487839102745,
-0.037751588970422745,
-0.059056855738162994,
0.08838168531656265,
-0.0003184551023878157,
0.02729501575231552,
0.0686093121767044,
-0.03933270648121834,
-0.04666740819811821,
-0.03368913754820824,
0.030244261026382446,
0.06645212322473526,
0.08476665616035461,
-0.004992780741304159,
0.015621351078152657,
0.016437068581581116,
-0.01556462049484253,
-0.06814247369766235,
-0.019399350509047508,
-0.00897779781371355,
0.02758847549557686,
-0.031169109046459198,
-0.03991541266441345,
-0.0397317111492157,
-0.01431979238986969,
0.02444477193057537,
-0.05892255902290344,
-0.04824326932430267,
-0.055135827511548996,
-0.013640782795846462,
-0.026174677535891533,
0.09839140623807907,
0.008620520122349262,
0.026913385838270187,
-0.0546545535326004,
0.0055182515643537045,
-0.033938825130462646,
0.04985445365309715,
0.03696218132972717,
0.016812322661280632,
-0.023761272430419922,
-0.006082136183977127,
0.0040421378798782825,
0.013558471575379372,
0.034092217683792114,
-0.002786912489682436,
-0.004691137932240963,
0.07525648921728134,
-0.04499688744544983,
0.03886969015002251,
0.006165027152746916,
0.09772393107414246,
0.10771108418703079,
0.01042306050658226,
-0.0851399227976799,
0.0741821750998497,
0.035344596952199936,
0.04198532551527023,
-0.06226268783211708,
-0.0033141649328172207,
0.009053072892129421,
-0.07669053971767426
] | null | null | null | null | null | null | null |
[
-0.04448101669549942,
-0.046164028346538544,
0.08790819346904755,
-0.03781246021389961,
0.02056589163839817,
0.06784265488386154,
0.03055078163743019,
0.02215808443725109,
-0.010512840002775192,
-0.05992165580391884,
-0.04574485495686531,
-0.1028054803609848,
-0.02194317802786827,
0.07147367298603058,
-0.008027095347642899,
-0.06206170469522476,
0.06175239011645317,
0.03161238878965378,
0.06233601272106171,
0.05184761807322502,
0.07436615228652954,
0.01094843540340662,
-0.00032169255428016186,
0.012499850243330002,
0.030027348548173904,
0.046940021216869354,
0.0404755175113678,
0.048091862350702286,
0.08302995562553406,
-0.009755292907357216,
-0.0365072637796402,
0.024431055411696434,
-0.06357963383197784,
0.050435733050107956,
0.00784013606607914,
-0.040494054555892944,
-0.00816845428198576,
0.07840288430452347,
0.015843700617551804,
0.021459074690937996,
-0.055400360375642776,
-0.05062933266162872,
0.024612922221422195,
0.020299531519412994,
0.10615869611501694,
0.0106195118278265,
0.12954041361808777,
0.07851234078407288,
-0.04174044355750084,
0.04863941669464111,
0.0011360662756487727,
-0.07922785729169846,
-0.028797810897231102,
-0.04793287068605423,
0.03429869934916496,
0.01609961874783039,
-0.005473453085869551,
-0.03875249996781349,
0.06561824679374695,
0.01100153848528862,
0.09836326539516449,
0.0006738050724379718,
0.014907634817063808,
0.02928699366748333,
-0.006735092028975487,
-0.06314302980899811,
0.013774377293884754,
0.021411975845694542,
0.01011695433408022,
0.01857215352356434,
-0.06000626087188721,
0.02376507967710495,
-0.02147643081843853,
0.10190614312887192,
-0.020863093435764313,
0.03690401837229729,
-0.018196580931544304,
0.009162576869130135,
-0.08636471629142761,
0.03599240630865097,
0.025195403024554253,
-0.016347896307706833,
0.002864905633032322,
0.021179990842938423,
-0.10656915605068207,
-0.015430829487740993,
0.033787380903959274,
-0.05796607583761215,
0.00409667519852519,
-0.0706542581319809,
0.03333369642496109,
0.062126897275447845,
-0.100937619805336,
-0.028621012344956398,
-0.0012773512862622738,
-0.036911021918058395,
-0.01104632019996643,
-0.00040629878640174866,
0.05048012733459473,
-0.01032083760946989,
-0.05845010280609131,
-0.07305863499641418,
-0.00647566607221961,
0.02217268757522106,
0.0394553579390049,
-0.050449397414922714,
0.06798490136861801,
-0.002625254215672612,
-0.012227180413901806,
0.08532372862100601,
-0.03222950920462608,
-0.0664946585893631,
-0.11324605345726013,
0.019050953909754753,
-0.08958262205123901,
-0.07033479958772659,
-0.03359806165099144,
0.011374683119356632,
-0.1280611753463745,
0.012635428458452225,
-0.04719195142388344,
0.03986870124936104,
0.0017463171388953924,
0.0030544695910066366,
-0.007211912889033556,
-0.04377269744873047,
-0.06765583902597427,
-5.2282365814251916e-34,
0.01361227035522461,
-0.02814771980047226,
-0.04796158894896507,
0.0005226571229286492,
0.021094534546136856,
-0.03900543600320816,
-0.026197167113423347,
-0.07125509530305862,
0.0014466125285252929,
0.15992489457130432,
0.031155848875641823,
0.06059141829609871,
-0.055628497153520584,
0.06307140737771988,
-0.05966893211007118,
0.029949123039841652,
0.05560709908604622,
-0.07800763100385666,
-0.0453498549759388,
0.02143491432070732,
-0.009163875132799149,
0.035928625613451004,
0.002469819039106369,
-0.05844360962510109,
-0.0349665991961956,
0.04943075031042099,
-0.031220799311995506,
-0.003028283594176173,
0.12806347012519836,
0.01437465287744999,
-0.002716649556532502,
-0.11923179030418396,
-0.02668093703687191,
0.011529261246323586,
-0.03933287039399147,
0.054009415209293365,
-0.045541711151599884,
-0.048176564276218414,
0.02082245610654354,
0.004126012325286865,
-0.11300669610500336,
0.006117359735071659,
0.014327106066048145,
-0.02713657356798649,
-0.07891599833965302,
-0.016694238409399986,
0.055082209408283234,
0.0496458038687706,
-0.0011774420272558928,
-0.09394172579050064,
0.051037680357694626,
-0.0008751843706704676,
0.004233330488204956,
0.043982818722724915,
0.04011162742972374,
0.013982138596475124,
0.06401024758815765,
0.00371141592040658,
-0.04674937576055527,
0.015704121440649033,
-0.0548868365585804,
0.031035413965582848,
0.019946658983826637,
-0.023749379441142082,
-0.05451083928346634,
-0.015049961395561695,
-0.04659637436270714,
0.05667336285114288,
0.06586725264787674,
-0.06635628640651703,
-0.04201862961053848,
0.06434780359268188,
0.09612084180116653,
-0.0521988682448864,
-0.027598317712545395,
0.015520157292485237,
0.0314590223133564,
-0.08631967753171921,
0.02996676415205002,
0.0014324956573545933,
-0.0396001897752285,
-0.028274070471525192,
0.022798782214522362,
-0.07504435628652573,
-0.11038613319396973,
0.03057202324271202,
0.0012892693048343062,
0.052821241319179535,
0.008168969303369522,
0.0027802870608866215,
-0.0927857831120491,
-0.01586935855448246,
0.11287233233451843,
-0.050227515399456024,
0.052750907838344574,
-1.5736111449007645e-33,
0.006502985022962093,
0.008463164791464806,
0.006328682880848646,
0.033791497349739075,
0.08930140733718872,
0.04290801286697388,
0.08258822560310364,
-0.0007192973862402141,
-0.09190260618925095,
-0.11352862417697906,
-0.001800844562239945,
-0.019649241119623184,
-0.02573363110423088,
0.014854128472507,
0.02018154039978981,
0.05429663136601448,
-0.052373480051755905,
-0.12234003096818924,
0.04721589386463165,
-0.07887160778045654,
-0.012434577569365501,
0.12730059027671814,
-0.023808766156435013,
0.004254789091646671,
-0.07185377925634384,
0.024936042726039886,
0.02877744473516941,
0.009446393698453903,
-0.05774850770831108,
0.08895142376422882,
-0.0049425531178712845,
-0.06875975430011749,
0.03499097004532814,
-0.09753310680389404,
0.021706297993659973,
0.012788835912942886,
0.04957685247063637,
0.05055868253111839,
-0.08453495055437088,
-0.020776381716132164,
0.0042970385402441025,
-0.0944870188832283,
-0.014907279051840305,
0.054741550236940384,
-0.014598354697227478,
0.13758720457553864,
-0.04019127041101456,
-0.0430145263671875,
0.05161202698945999,
0.015224343165755272,
0.05840112641453743,
-0.059116099029779434,
-0.004373232368379831,
0.007345422171056271,
0.04594888165593147,
0.03423098102211952,
-0.05349764972925186,
-0.006888796575367451,
0.02349650301039219,
0.045859627425670624,
0.012983703054487705,
-0.04972522705793381,
-0.08760597556829453,
-0.054991159588098526,
0.015918098390102386,
-0.017679402604699135,
-0.04212493076920509,
-0.06546130031347275,
0.020770028233528137,
0.010481026954948902,
0.05649702996015549,
0.00422854395583272,
-0.0033271831925958395,
0.016593214124441147,
0.0941280648112297,
0.0046739098615944386,
0.031121471896767616,
-0.01861926168203354,
-0.0395146906375885,
0.06524845212697983,
-0.014397982507944107,
0.06527615338563919,
-0.022464947775006294,
0.08461867272853851,
0.05269596725702286,
-0.030574386939406395,
-0.08419867604970932,
-0.029017232358455658,
0.05937659367918968,
0.012001876719295979,
0.055007461458444595,
-0.05843343213200569,
0.04864136129617691,
-0.0014956049853935838,
-0.014803038910031319,
-4.1422612895303246e-8,
0.06889519095420837,
-0.029086288064718246,
0.0848487839102745,
-0.037751588970422745,
-0.059056855738162994,
0.08838168531656265,
-0.0003184551023878157,
0.02729501575231552,
0.0686093121767044,
-0.03933270648121834,
-0.04666740819811821,
-0.03368913754820824,
0.030244261026382446,
0.06645212322473526,
0.08476665616035461,
-0.004992780741304159,
0.015621351078152657,
0.016437068581581116,
-0.01556462049484253,
-0.06814247369766235,
-0.019399350509047508,
-0.00897779781371355,
0.02758847549557686,
-0.031169109046459198,
-0.03991541266441345,
-0.0397317111492157,
-0.01431979238986969,
0.02444477193057537,
-0.05892255902290344,
-0.04824326932430267,
-0.055135827511548996,
-0.013640782795846462,
-0.026174677535891533,
0.09839140623807907,
0.008620520122349262,
0.026913385838270187,
-0.0546545535326004,
0.0055182515643537045,
-0.033938825130462646,
0.04985445365309715,
0.03696218132972717,
0.016812322661280632,
-0.023761272430419922,
-0.006082136183977127,
0.0040421378798782825,
0.013558471575379372,
0.034092217683792114,
-0.002786912489682436,
-0.004691137932240963,
0.07525648921728134,
-0.04499688744544983,
0.03886969015002251,
0.006165027152746916,
0.09772393107414246,
0.10771108418703079,
0.01042306050658226,
-0.0851399227976799,
0.0741821750998497,
0.035344596952199936,
0.04198532551527023,
-0.06226268783211708,
-0.0033141649328172207,
0.009053072892129421,
-0.07669053971767426
] |
1401.4612
|
Javier Velez
|
Javier Velez, Garrett Hemann, Albert S. Huang, Ingmar Posner, Nicholas
Roy
|
Modelling Observation Correlations for Active Exploration and Robust
Object Detection
| null |
Journal Of Artificial Intelligence Research, Volume 44, pages
423-453, 2012
|
10.1613/jair.3516
| null |
cs.RO cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Today, mobile robots are expected to carry out increasingly complex tasks in
multifarious, real-world environments. Often, the tasks require a certain
semantic understanding of the workspace. Consider, for example, spoken
instructions from a human collaborator referring to objects of interest; the
robot must be able to accurately detect these objects to correctly understand
the instructions. However, existing object detection, while competent, is not
perfect. In particular, the performance of detection algorithms is commonly
sensitive to the position of the sensor relative to the objects in the scene.
This paper presents an online planning algorithm which learns an explicit model
of the spatial dependence of object detection and generates plans which
maximize the expected performance of the detection, and by extension the
overall plan performance. Crucially, the learned sensor model incorporates
spatial correlations between measurements, capturing the fact that successive
measurements taken at the same or nearby locations are not independent. We show
how this sensor model can be incorporated into an efficient forward search
algorithm in the information space of detected objects, allowing the robot to
generate motion plans efficiently. We investigate the performance of our
approach by addressing the tasks of door and text detection in indoor
environments and demonstrate significant improvement in detection performance
during task execution over alternative methods in simulated and real robot
experiments.
|
[
{
"created": "Sat, 18 Jan 2014 21:37:47 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Velez",
"Javier",
""
],
[
"Hemann",
"Garrett",
""
],
[
"Huang",
"Albert S.",
""
],
[
"Posner",
"Ingmar",
""
],
[
"Roy",
"Nicholas",
""
]
] |
[
0.026085006073117256,
-0.0867580845952034,
0.00934467650949955,
0.04238893836736679,
0.07740214467048645,
-0.03847815841436386,
0.0015459780115634203,
-0.070331871509552,
0.023340672254562378,
-0.020460238680243492,
-0.010573352687060833,
0.0006419458077289164,
0.04876105114817619,
0.06515748053789139,
0.0710502415895462,
-0.03433404117822647,
0.13330292701721191,
0.06793516874313354,
-0.05852222070097923,
-0.006074720062315464,
0.01165905874222517,
0.0528646782040596,
0.15154756605625153,
0.03099668398499489,
0.02808031626045704,
0.017457690089941025,
0.05231216922402382,
-0.10224457085132599,
-0.0237815473228693,
0.015674395486712456,
0.04606470465660095,
-0.05028542876243591,
-0.005729533266276121,
-0.012350351549685001,
-0.05726853385567665,
0.01178150437772274,
-0.010302888229489326,
0.026787957176566124,
-0.010672890581190586,
-0.06435214728116989,
-0.027795277535915375,
0.04604285955429077,
0.05867427587509155,
0.03483712673187256,
0.03897932916879654,
0.07673689723014832,
-0.002774045569822192,
-0.07317715883255005,
0.06987471878528595,
0.016550937667489052,
-0.05978609248995781,
-0.032674018293619156,
0.01829235441982746,
0.012492710724473,
-0.07628965377807617,
0.0867895856499672,
0.015548789873719215,
0.0025970633141696453,
0.11727201193571091,
-0.020921310409903526,
0.08342733979225159,
-0.11365966498851776,
0.06556232273578644,
-0.06179049611091614,
-0.08041082322597504,
-0.062150757759809494,
-0.016751453280448914,
-0.010296616703271866,
0.012762639671564102,
0.005536918994039297,
0.021514374762773514,
0.09283867478370667,
0.10629274696111679,
0.010670289397239685,
-0.004110498819500208,
-0.00857764482498169,
0.004436795134097338,
-0.05470864847302437,
0.012456078082323074,
-0.04055565223097801,
-0.008382631465792656,
-0.04034056141972542,
0.005949507933109999,
0.042601797729730606,
0.12739835679531097,
-0.023775091394782066,
0.009697037748992443,
0.07776504755020142,
0.03125854954123497,
-0.03628622740507126,
-0.0014100901316851377,
-0.1222078874707222,
-0.0400555282831192,
-0.055526018142700195,
-0.0258121807128191,
-0.029201559722423553,
-0.04234921187162399,
-0.09592385590076447,
-0.010203465819358826,
0.02810312993824482,
-0.027637038379907608,
0.02064364030957222,
0.009418766014277935,
-0.02065003663301468,
0.027081508189439774,
0.04165474325418472,
-0.03360176086425781,
0.010303798131644726,
0.06893519312143326,
-0.04235948249697685,
0.005539630074054003,
-0.06516505777835846,
0.008427824825048447,
0.027881711721420288,
-0.01447978988289833,
0.06363530457019806,
0.015301590785384178,
-0.004694041330367327,
0.03602079302072525,
0.06257425993680954,
0.01834901049733162,
-0.04059545323252678,
-0.004463703837245703,
0.02311020903289318,
0.023516442626714706,
-0.0743880420923233,
-0.025039933621883392,
-8.14762777039271e-34,
0.07559125125408173,
-0.010717072524130344,
0.06956162303686142,
0.04318263754248619,
0.08499760925769806,
0.004368647001683712,
0.03139470890164375,
0.0912085771560669,
0.017004508525133133,
0.007332245819270611,
0.0036513025406748056,
-0.07018312811851501,
-0.033980146050453186,
0.03994566947221756,
0.0686117634177208,
0.005413268227130175,
-0.020662272348999977,
0.03695245832204819,
-0.013039068318903446,
0.05415669456124306,
0.05221862718462944,
-0.04055478796362877,
-0.04657793045043945,
-0.015102359466254711,
0.045894138514995575,
0.04684316739439964,
0.01470718439668417,
-0.015685655176639557,
-0.007182801607996225,
-0.0305035300552845,
-0.09015078097581863,
0.045073043555021286,
-0.01265273243188858,
0.09709841758012772,
0.029738547280430794,
-0.04347223415970802,
-0.12755678594112396,
0.025433098897337914,
0.0027235017623752356,
-0.049916937947273254,
0.0018787713488563895,
0.01847822032868862,
0.008583555929362774,
-0.07295118272304535,
0.0032010553404688835,
-0.0512908510863781,
-0.09420383721590042,
0.02264782413840294,
-0.029746409505605698,
0.03431351110339165,
0.06771396100521088,
0.07165680825710297,
-0.06239517033100128,
0.014025134965777397,
-0.04041418060660362,
-0.06909522414207458,
-0.005283058155328035,
0.024303210899233818,
0.0461423359811306,
-0.010550237260758877,
0.0672878623008728,
-0.006974354386329651,
0.018027381971478462,
0.12953510880470276,
0.02300082892179489,
-0.007080474868416786,
0.04542183503508568,
0.0629645511507988,
0.10735079646110535,
0.01584848202764988,
0.016964197158813477,
0.01460354682058096,
0.0254291370511055,
-0.027434933930635452,
0.033126652240753174,
0.049647293984889984,
0.01719513162970543,
-0.056411176919937134,
-0.014736485667526722,
0.023023653775453568,
-0.06119222566485405,
-0.03716658055782318,
-0.012869025580585003,
-0.04065285250544548,
-0.043620504438877106,
-0.013329479843378067,
-0.028578143566846848,
-0.1095268577337265,
-0.019222503527998924,
0.058898668736219406,
-0.06621508300304413,
-0.03830600902438164,
-0.149007648229599,
0.002862640656530857,
-0.07890787720680237,
-8.173585073381766e-34,
0.04986612871289253,
-0.03436543419957161,
0.040983568876981735,
-0.049146268516778946,
-0.033847685903310776,
-0.08929722756147385,
-0.040160685777664185,
-0.01923246681690216,
-0.010688466019928455,
-0.034557051956653595,
-0.14871317148208618,
-0.015366529114544392,
0.040310196578502655,
0.04524875059723854,
0.03087680973112583,
0.05608505755662918,
0.03760245814919472,
-0.03859659656882286,
-0.010531413368880749,
-0.009061497636139393,
-0.037875186651945114,
0.09081567078828812,
-0.09264437854290009,
-0.04183998703956604,
-0.016779329627752304,
-0.00340260355733335,
0.04739275947213173,
0.02916015312075615,
-0.04412966966629028,
-0.00021851719066035002,
-0.08654871582984924,
-0.04378529638051987,
0.0058291214518249035,
-0.009652778506278992,
-0.04289142042398453,
-0.030985478311777115,
-0.004670183639973402,
-0.04581298306584358,
-0.05087212845683098,
0.040342703461647034,
0.09544427692890167,
-0.06379273533821106,
-0.05167943611741066,
-0.007251336704939604,
-0.03882782533764839,
-0.03769451379776001,
-0.07477864623069763,
0.07607939839363098,
-0.016223333775997162,
0.060362666845321655,
0.013127860613167286,
0.06899784505367279,
-0.13379767537117004,
-0.058664437383413315,
-0.057927392423152924,
0.01879986934363842,
-0.07052617520093918,
0.01727665774524212,
0.06866426765918732,
0.02765144221484661,
-0.019984876736998558,
-0.03131499141454697,
0.010922401212155819,
0.10978937149047852,
-0.05152684822678566,
0.0287547018378973,
-0.04331511631608009,
-0.01814848743379116,
0.07250054180622101,
0.02640322782099247,
0.056849341839551926,
-0.004459949675947428,
0.032103974372148514,
0.052827559411525726,
0.00841042771935463,
0.022994041442871094,
0.05431912839412689,
-0.03632773831486702,
0.0014585813041776419,
-0.022783000022172928,
0.011870909482240677,
-0.027071760967373848,
-0.00973699800670147,
0.1134425699710846,
0.04340395703911781,
0.06807130575180054,
-0.01979115977883339,
0.027960676699876785,
-0.012941938824951649,
0.01191638596355915,
-0.020924653857946396,
0.010118735022842884,
-0.024847494438290596,
0.002918829210102558,
-0.06350438296794891,
-4.616996562845088e-8,
-0.09574471414089203,
0.022850481793284416,
-0.018824288621544838,
-0.026225991547107697,
0.04404515400528908,
0.008110713213682175,
0.0306866355240345,
0.039365194737911224,
-0.04794761911034584,
-0.02199763059616089,
0.07090172171592712,
-0.03740860894322395,
-0.0037804115563631058,
-0.03703060746192932,
-0.020081235095858574,
0.004815815016627312,
0.00642344681546092,
-0.08762498199939728,
-0.015284910798072815,
0.027337199077010155,
0.08804257214069366,
-0.0057956441305577755,
0.01983669400215149,
0.03925364091992378,
0.033848997205495834,
-0.0028548045083880424,
-0.06176311895251274,
0.0695536807179451,
0.07107828557491302,
-0.00022624708071816713,
0.04976261779665947,
-0.03693157806992531,
0.023469235748052597,
0.024119889363646507,
0.06822831928730011,
0.03279341757297516,
0.03179540857672691,
-0.11837318539619446,
0.04003316909074783,
-0.08884977549314499,
0.02632722072303295,
0.05313960462808609,
-0.0030775265768170357,
0.015954187139868736,
0.036533553153276443,
0.03127683326601982,
0.04644657298922539,
-0.13290457427501678,
-0.017767269164323807,
-0.01276970561593771,
-0.10814502090215683,
0.0048254006542265415,
-0.038025788962841034,
0.02292979508638382,
0.07280812412500381,
0.013158240355551243,
0.007804407738149166,
-0.08749128878116608,
0.0051666488870978355,
0.09543567150831223,
-0.031153827905654907,
0.09438838064670563,
-0.057002779096364975,
-0.027922924607992172
] | null | null | null | null | null | null | null |
[
0.026085006073117256,
-0.0867580845952034,
0.00934467650949955,
0.04238893836736679,
0.07740214467048645,
-0.03847815841436386,
0.0015459780115634203,
-0.070331871509552,
0.023340672254562378,
-0.020460238680243492,
-0.010573352687060833,
0.0006419458077289164,
0.04876105114817619,
0.06515748053789139,
0.0710502415895462,
-0.03433404117822647,
0.13330292701721191,
0.06793516874313354,
-0.05852222070097923,
-0.006074720062315464,
0.01165905874222517,
0.0528646782040596,
0.15154756605625153,
0.03099668398499489,
0.02808031626045704,
0.017457690089941025,
0.05231216922402382,
-0.10224457085132599,
-0.0237815473228693,
0.015674395486712456,
0.04606470465660095,
-0.05028542876243591,
-0.005729533266276121,
-0.012350351549685001,
-0.05726853385567665,
0.01178150437772274,
-0.010302888229489326,
0.026787957176566124,
-0.010672890581190586,
-0.06435214728116989,
-0.027795277535915375,
0.04604285955429077,
0.05867427587509155,
0.03483712673187256,
0.03897932916879654,
0.07673689723014832,
-0.002774045569822192,
-0.07317715883255005,
0.06987471878528595,
0.016550937667489052,
-0.05978609248995781,
-0.032674018293619156,
0.01829235441982746,
0.012492710724473,
-0.07628965377807617,
0.0867895856499672,
0.015548789873719215,
0.0025970633141696453,
0.11727201193571091,
-0.020921310409903526,
0.08342733979225159,
-0.11365966498851776,
0.06556232273578644,
-0.06179049611091614,
-0.08041082322597504,
-0.062150757759809494,
-0.016751453280448914,
-0.010296616703271866,
0.012762639671564102,
0.005536918994039297,
0.021514374762773514,
0.09283867478370667,
0.10629274696111679,
0.010670289397239685,
-0.004110498819500208,
-0.00857764482498169,
0.004436795134097338,
-0.05470864847302437,
0.012456078082323074,
-0.04055565223097801,
-0.008382631465792656,
-0.04034056141972542,
0.005949507933109999,
0.042601797729730606,
0.12739835679531097,
-0.023775091394782066,
0.009697037748992443,
0.07776504755020142,
0.03125854954123497,
-0.03628622740507126,
-0.0014100901316851377,
-0.1222078874707222,
-0.0400555282831192,
-0.055526018142700195,
-0.0258121807128191,
-0.029201559722423553,
-0.04234921187162399,
-0.09592385590076447,
-0.010203465819358826,
0.02810312993824482,
-0.027637038379907608,
0.02064364030957222,
0.009418766014277935,
-0.02065003663301468,
0.027081508189439774,
0.04165474325418472,
-0.03360176086425781,
0.010303798131644726,
0.06893519312143326,
-0.04235948249697685,
0.005539630074054003,
-0.06516505777835846,
0.008427824825048447,
0.027881711721420288,
-0.01447978988289833,
0.06363530457019806,
0.015301590785384178,
-0.004694041330367327,
0.03602079302072525,
0.06257425993680954,
0.01834901049733162,
-0.04059545323252678,
-0.004463703837245703,
0.02311020903289318,
0.023516442626714706,
-0.0743880420923233,
-0.025039933621883392,
-8.14762777039271e-34,
0.07559125125408173,
-0.010717072524130344,
0.06956162303686142,
0.04318263754248619,
0.08499760925769806,
0.004368647001683712,
0.03139470890164375,
0.0912085771560669,
0.017004508525133133,
0.007332245819270611,
0.0036513025406748056,
-0.07018312811851501,
-0.033980146050453186,
0.03994566947221756,
0.0686117634177208,
0.005413268227130175,
-0.020662272348999977,
0.03695245832204819,
-0.013039068318903446,
0.05415669456124306,
0.05221862718462944,
-0.04055478796362877,
-0.04657793045043945,
-0.015102359466254711,
0.045894138514995575,
0.04684316739439964,
0.01470718439668417,
-0.015685655176639557,
-0.007182801607996225,
-0.0305035300552845,
-0.09015078097581863,
0.045073043555021286,
-0.01265273243188858,
0.09709841758012772,
0.029738547280430794,
-0.04347223415970802,
-0.12755678594112396,
0.025433098897337914,
0.0027235017623752356,
-0.049916937947273254,
0.0018787713488563895,
0.01847822032868862,
0.008583555929362774,
-0.07295118272304535,
0.0032010553404688835,
-0.0512908510863781,
-0.09420383721590042,
0.02264782413840294,
-0.029746409505605698,
0.03431351110339165,
0.06771396100521088,
0.07165680825710297,
-0.06239517033100128,
0.014025134965777397,
-0.04041418060660362,
-0.06909522414207458,
-0.005283058155328035,
0.024303210899233818,
0.0461423359811306,
-0.010550237260758877,
0.0672878623008728,
-0.006974354386329651,
0.018027381971478462,
0.12953510880470276,
0.02300082892179489,
-0.007080474868416786,
0.04542183503508568,
0.0629645511507988,
0.10735079646110535,
0.01584848202764988,
0.016964197158813477,
0.01460354682058096,
0.0254291370511055,
-0.027434933930635452,
0.033126652240753174,
0.049647293984889984,
0.01719513162970543,
-0.056411176919937134,
-0.014736485667526722,
0.023023653775453568,
-0.06119222566485405,
-0.03716658055782318,
-0.012869025580585003,
-0.04065285250544548,
-0.043620504438877106,
-0.013329479843378067,
-0.028578143566846848,
-0.1095268577337265,
-0.019222503527998924,
0.058898668736219406,
-0.06621508300304413,
-0.03830600902438164,
-0.149007648229599,
0.002862640656530857,
-0.07890787720680237,
-8.173585073381766e-34,
0.04986612871289253,
-0.03436543419957161,
0.040983568876981735,
-0.049146268516778946,
-0.033847685903310776,
-0.08929722756147385,
-0.040160685777664185,
-0.01923246681690216,
-0.010688466019928455,
-0.034557051956653595,
-0.14871317148208618,
-0.015366529114544392,
0.040310196578502655,
0.04524875059723854,
0.03087680973112583,
0.05608505755662918,
0.03760245814919472,
-0.03859659656882286,
-0.010531413368880749,
-0.009061497636139393,
-0.037875186651945114,
0.09081567078828812,
-0.09264437854290009,
-0.04183998703956604,
-0.016779329627752304,
-0.00340260355733335,
0.04739275947213173,
0.02916015312075615,
-0.04412966966629028,
-0.00021851719066035002,
-0.08654871582984924,
-0.04378529638051987,
0.0058291214518249035,
-0.009652778506278992,
-0.04289142042398453,
-0.030985478311777115,
-0.004670183639973402,
-0.04581298306584358,
-0.05087212845683098,
0.040342703461647034,
0.09544427692890167,
-0.06379273533821106,
-0.05167943611741066,
-0.007251336704939604,
-0.03882782533764839,
-0.03769451379776001,
-0.07477864623069763,
0.07607939839363098,
-0.016223333775997162,
0.060362666845321655,
0.013127860613167286,
0.06899784505367279,
-0.13379767537117004,
-0.058664437383413315,
-0.057927392423152924,
0.01879986934363842,
-0.07052617520093918,
0.01727665774524212,
0.06866426765918732,
0.02765144221484661,
-0.019984876736998558,
-0.03131499141454697,
0.010922401212155819,
0.10978937149047852,
-0.05152684822678566,
0.0287547018378973,
-0.04331511631608009,
-0.01814848743379116,
0.07250054180622101,
0.02640322782099247,
0.056849341839551926,
-0.004459949675947428,
0.032103974372148514,
0.052827559411525726,
0.00841042771935463,
0.022994041442871094,
0.05431912839412689,
-0.03632773831486702,
0.0014585813041776419,
-0.022783000022172928,
0.011870909482240677,
-0.027071760967373848,
-0.00973699800670147,
0.1134425699710846,
0.04340395703911781,
0.06807130575180054,
-0.01979115977883339,
0.027960676699876785,
-0.012941938824951649,
0.01191638596355915,
-0.020924653857946396,
0.010118735022842884,
-0.024847494438290596,
0.002918829210102558,
-0.06350438296794891,
-4.616996562845088e-8,
-0.09574471414089203,
0.022850481793284416,
-0.018824288621544838,
-0.026225991547107697,
0.04404515400528908,
0.008110713213682175,
0.0306866355240345,
0.039365194737911224,
-0.04794761911034584,
-0.02199763059616089,
0.07090172171592712,
-0.03740860894322395,
-0.0037804115563631058,
-0.03703060746192932,
-0.020081235095858574,
0.004815815016627312,
0.00642344681546092,
-0.08762498199939728,
-0.015284910798072815,
0.027337199077010155,
0.08804257214069366,
-0.0057956441305577755,
0.01983669400215149,
0.03925364091992378,
0.033848997205495834,
-0.0028548045083880424,
-0.06176311895251274,
0.0695536807179451,
0.07107828557491302,
-0.00022624708071816713,
0.04976261779665947,
-0.03693157806992531,
0.023469235748052597,
0.024119889363646507,
0.06822831928730011,
0.03279341757297516,
0.03179540857672691,
-0.11837318539619446,
0.04003316909074783,
-0.08884977549314499,
0.02632722072303295,
0.05313960462808609,
-0.0030775265768170357,
0.015954187139868736,
0.036533553153276443,
0.03127683326601982,
0.04644657298922539,
-0.13290457427501678,
-0.017767269164323807,
-0.01276970561593771,
-0.10814502090215683,
0.0048254006542265415,
-0.038025788962841034,
0.02292979508638382,
0.07280812412500381,
0.013158240355551243,
0.007804407738149166,
-0.08749128878116608,
0.0051666488870978355,
0.09543567150831223,
-0.031153827905654907,
0.09438838064670563,
-0.057002779096364975,
-0.027922924607992172
] |
1401.4613
|
Peter Jeavons
|
Peter Jeavons, Justyna Petke
|
Local Consistency and SAT-Solvers
| null |
Journal Of Artificial Intelligence Research, Volume 43, pages
329-351, 2012
|
10.1613/jair.3531
| null |
cs.AI cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Local consistency techniques such as k-consistency are a key component of
specialised solvers for constraint satisfaction problems. In this paper we show
that the power of using k-consistency techniques on a constraint satisfaction
problem is precisely captured by using a particular inference rule, which we
call negative-hyper-resolution, on the standard direct encoding of the problem
into Boolean clauses. We also show that current clause-learning SAT-solvers
will discover in expected polynomial time any inconsistency that can be deduced
from a given set of clauses using negative-hyper-resolvents of a fixed size. We
combine these two results to show that, without being explicitly designed to do
so, current clause-learning SAT-solvers efficiently simulate k-consistency
techniques, for all fixed values of k. We then give some experimental results
to show that this feature allows clause-learning SAT-solvers to efficiently
solve certain families of constraint problems which are challenging for
conventional constraint-programming solvers.
|
[
{
"created": "Sat, 18 Jan 2014 21:39:00 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Jeavons",
"Peter",
""
],
[
"Petke",
"Justyna",
""
]
] |
[
-0.041292376816272736,
0.039432357996702194,
0.009532930329442024,
0.04130090773105621,
-0.04613686352968216,
-0.019291924312710762,
0.03354571387171745,
-0.07742112874984741,
-0.07685094326734543,
0.06198333203792572,
-0.04134847968816757,
0.0018072774400934577,
0.061927542090415955,
0.10586173087358475,
-0.05238306149840355,
0.0485309436917305,
0.029842695221304893,
0.03788276016712189,
-0.026758097112178802,
-0.016331039369106293,
-0.07477203011512756,
-0.010667628608644009,
-0.0737231895327568,
-0.01864428073167801,
0.028074078261852264,
-0.03411611542105675,
0.0612434558570385,
-0.006733581889420748,
0.0020325910300016403,
0.05040357634425163,
-0.027911586686968803,
0.003925406839698553,
-0.10171202570199966,
0.011664400808513165,
0.06694170832633972,
0.07069762051105499,
-0.059202976524829865,
-0.0477365143597126,
-0.09504596143960953,
-0.021621637046337128,
0.0356014147400856,
0.006685611791908741,
-0.027851955965161324,
-0.032076671719551086,
0.0225666556507349,
0.10401872545480728,
-0.02356635220348835,
0.08171507716178894,
-0.05260264873504639,
-0.05863289162516594,
-0.06869007647037506,
-0.022087791934609413,
-0.05606265366077423,
-0.012104951776564121,
0.0364823080599308,
-0.004280016757547855,
-0.008285497315227985,
0.004221934825181961,
0.010497406125068665,
0.030609188601374626,
-0.05228565260767937,
-0.07981641590595245,
-0.08114500343799591,
-0.04480728134512901,
0.012059938162565231,
0.03899689018726349,
0.03320569545030594,
-0.009959064424037933,
0.027899544686079025,
0.10320662707090378,
-0.021549414843320847,
0.022556519135832787,
-0.04750150814652443,
0.060073062777519226,
-0.017001697793602943,
0.04883696883916855,
0.03518211469054222,
-0.031054651364684105,
0.078144371509552,
0.03338921070098877,
-0.05866163223981857,
0.024595096707344055,
-0.08176709711551666,
0.03290186822414398,
0.14279039204120636,
-0.1700054109096527,
0.051361072808504105,
0.02875959686934948,
0.005218728445470333,
0.06951973587274551,
0.012562396004796028,
-0.011158255860209465,
0.034879766404628754,
-0.009883449412882328,
0.012376748025417328,
-0.013722172938287258,
0.0784410610795021,
-0.00458205072209239,
0.019253691658377647,
0.055217426270246506,
-0.015019966289401054,
0.12340828031301498,
-0.035798802971839905,
-0.09919767081737518,
-0.048715390264987946,
0.008990546688437462,
-0.0043341657146811485,
0.06187531724572182,
-0.014613457024097443,
-0.120505191385746,
-0.0171185489743948,
-0.01734849438071251,
0.006316356360912323,
-0.013456002809107304,
-0.054411619901657104,
-0.0011101821437478065,
0.054677922278642654,
0.01172883901745081,
0.055180199444293976,
-0.06433653831481934,
-0.048060495406389236,
-0.005123774521052837,
0.0016331509687006474,
0.009363132528960705,
0.08877319097518921,
-0.06100975722074509,
-0.04607464373111725,
1.752122268029614e-33,
0.013652288354933262,
0.04606029763817787,
0.05820830911397934,
-0.029025856405496597,
0.025881772860884666,
0.04678357392549515,
-0.014067155309021473,
0.07627998292446136,
-0.021905163303017616,
0.05673271790146828,
0.05904144421219826,
-0.047837939113378525,
-0.0936327576637268,
0.005277176853269339,
0.02217124029994011,
0.013117987662553787,
-0.026865258812904358,
0.05237292870879173,
-0.09649704396724701,
0.026470109820365906,
0.10463414341211319,
-0.0616043359041214,
-0.0042436979711055756,
0.0118439681828022,
-0.039916228502988815,
0.00784035213291645,
0.0467902347445488,
0.008944154717028141,
0.0033111246302723885,
-0.05860632658004761,
-0.03337050601840019,
-0.04757889360189438,
0.08724168688058853,
0.11737044155597687,
-0.019028782844543457,
-0.012070409953594208,
-0.008471973240375519,
-0.05298710986971855,
-0.01359130535274744,
0.035947658121585846,
-0.020438186824321747,
0.04101630672812462,
0.037129852920770645,
0.029882529750466347,
-0.047079503536224365,
-0.032228074967861176,
0.023868853226304054,
0.00021757814101874828,
-0.009802381508052349,
0.011361710727214813,
-0.027221903204917908,
0.051002565771341324,
-0.0167339239269495,
-0.11548216640949249,
0.07413708418607712,
-0.024787526577711105,
0.02579130232334137,
0.03859744220972061,
-0.020770903676748276,
0.010493120178580284,
0.03555078059434891,
-0.11253194510936737,
-0.019650530070066452,
-0.002863591071218252,
-0.019523322582244873,
0.12734143435955048,
-0.06447867304086685,
-0.0003814889641944319,
0.09781042486429214,
-0.06941957771778107,
-0.06948800384998322,
-0.00615934981033206,
0.025759566575288773,
-0.02497772127389908,
0.039054155349731445,
0.03698546811938286,
0.0279949102550745,
-0.0542757473886013,
0.025547528639435768,
-0.04300118237733841,
-0.030941713601350784,
0.00818982720375061,
-0.006990083493292332,
0.012022036127746105,
-0.0931674912571907,
-0.0765351802110672,
-0.020459681749343872,
0.014016593806445599,
0.0031243476551026106,
-0.10333065688610077,
-0.06178262084722519,
-0.004083096981048584,
-0.017866024747490883,
-0.00009562598279444501,
0.07377102226018906,
-3.461780537319742e-33,
0.035972848534584045,
-0.007128222845494747,
-0.039215266704559326,
0.018872100859880447,
0.029240861535072327,
-0.01696965843439102,
-0.01746225915849209,
-0.06257189065217972,
0.05427051708102226,
-0.07403814792633057,
-0.04061669856309891,
-0.04378749430179596,
0.07546082884073257,
0.0076024471782147884,
-0.044355738908052444,
0.10862895101308823,
-0.048203445971012115,
0.04333741217851639,
-0.03914282098412514,
0.07991644740104675,
-0.014250273816287518,
0.09464395046234131,
-0.030252939090132713,
0.022245578467845917,
0.0535803884267807,
-0.008664670400321484,
-0.009863290935754776,
0.06984738260507584,
-0.040602266788482666,
0.130709707736969,
0.04506821557879448,
-0.08439940214157104,
-0.06801757216453552,
-0.04504969343543053,
0.031169859692454338,
-0.0623643696308136,
-0.00048218946903944016,
0.009816484525799751,
-0.05085759237408638,
0.06136269122362137,
0.07939489930868149,
-0.050733208656311035,
0.017238251864910126,
0.12024010717868805,
0.010655456222593784,
0.035134803503751755,
-0.008354448713362217,
-0.02707016095519066,
0.050868138670921326,
-0.008421839214861393,
-0.021842077374458313,
-0.0550825372338295,
0.00027859542751684785,
-0.028604555875062943,
-0.0018302815733477473,
0.008898553438484669,
-0.04682648181915283,
0.061199553310871124,
0.0576174221932888,
-0.011106620542705059,
-0.07786863297224045,
-0.048884738236665726,
0.04761534929275513,
0.06763214617967606,
-0.0487232469022274,
-0.029345016926527023,
0.07032262533903122,
-0.0450933575630188,
-0.04307406768202782,
0.017224550247192383,
-0.028530627489089966,
-0.032820332795381546,
-0.05640805885195732,
-0.013721039518713951,
-0.006248713005334139,
0.02293245680630207,
-0.0034913585986942053,
0.04446353018283844,
-0.056324731558561325,
-0.026843218132853508,
0.030111711472272873,
0.02426270768046379,
0.04475904628634453,
0.04936559125781059,
0.007318449206650257,
0.06909913569688797,
0.0779365822672844,
0.05952564254403114,
0.03216782957315445,
0.0536908358335495,
-0.029353240504860878,
0.05144285783171654,
-0.05872868001461029,
-0.02985001727938652,
-0.03408903628587723,
-4.099106831745303e-8,
-0.09479741007089615,
0.005398232489824295,
-0.12223803251981735,
0.02260557748377323,
0.06743790209293365,
-0.008157688193023205,
-0.002386733191087842,
0.024732470512390137,
-0.030089925974607468,
-0.015536383725702763,
0.0782855749130249,
-0.00284082000143826,
0.03356129303574562,
-0.04092418774962425,
-0.03562690690159798,
0.03941444307565689,
-0.04582212492823601,
-0.024521479383111,
-0.0261562317609787,
0.013341091573238373,
-0.06377622485160828,
-0.024093491956591606,
0.012559765949845314,
0.0468456968665123,
0.020344089716672897,
0.009778105653822422,
-0.0006437323172576725,
0.11827534437179565,
0.1258944571018219,
0.037522558122873306,
0.05194965377449989,
0.00110242934897542,
0.15449881553649902,
-0.06216594949364662,
0.033589161932468414,
0.06804894655942917,
-0.020315740257501602,
0.0026215368416160345,
-0.03603602573275566,
-0.15561607480049133,
-0.0012485957704484463,
0.07449783384799957,
-0.05025516822934151,
0.034200504422187805,
0.03450584039092064,
0.026742342859506607,
-0.009408088400959969,
-0.033047743141651154,
-0.06338318437337875,
0.031200984492897987,
-0.002751890802755952,
0.005393156316131353,
-0.042037591338157654,
-0.07229280471801758,
0.03508652374148369,
0.029899965971708298,
-0.02175840362906456,
-0.040513407438993454,
0.024215910583734512,
-0.010129420086741447,
0.013494906015694141,
0.046474095433950424,
0.01997508853673935,
0.01032964140176773
] | null | null | null | null | null | null | null |
[
-0.041292376816272736,
0.039432357996702194,
0.009532930329442024,
0.04130090773105621,
-0.04613686352968216,
-0.019291924312710762,
0.03354571387171745,
-0.07742112874984741,
-0.07685094326734543,
0.06198333203792572,
-0.04134847968816757,
0.0018072774400934577,
0.061927542090415955,
0.10586173087358475,
-0.05238306149840355,
0.0485309436917305,
0.029842695221304893,
0.03788276016712189,
-0.026758097112178802,
-0.016331039369106293,
-0.07477203011512756,
-0.010667628608644009,
-0.0737231895327568,
-0.01864428073167801,
0.028074078261852264,
-0.03411611542105675,
0.0612434558570385,
-0.006733581889420748,
0.0020325910300016403,
0.05040357634425163,
-0.027911586686968803,
0.003925406839698553,
-0.10171202570199966,
0.011664400808513165,
0.06694170832633972,
0.07069762051105499,
-0.059202976524829865,
-0.0477365143597126,
-0.09504596143960953,
-0.021621637046337128,
0.0356014147400856,
0.006685611791908741,
-0.027851955965161324,
-0.032076671719551086,
0.0225666556507349,
0.10401872545480728,
-0.02356635220348835,
0.08171507716178894,
-0.05260264873504639,
-0.05863289162516594,
-0.06869007647037506,
-0.022087791934609413,
-0.05606265366077423,
-0.012104951776564121,
0.0364823080599308,
-0.004280016757547855,
-0.008285497315227985,
0.004221934825181961,
0.010497406125068665,
0.030609188601374626,
-0.05228565260767937,
-0.07981641590595245,
-0.08114500343799591,
-0.04480728134512901,
0.012059938162565231,
0.03899689018726349,
0.03320569545030594,
-0.009959064424037933,
0.027899544686079025,
0.10320662707090378,
-0.021549414843320847,
0.022556519135832787,
-0.04750150814652443,
0.060073062777519226,
-0.017001697793602943,
0.04883696883916855,
0.03518211469054222,
-0.031054651364684105,
0.078144371509552,
0.03338921070098877,
-0.05866163223981857,
0.024595096707344055,
-0.08176709711551666,
0.03290186822414398,
0.14279039204120636,
-0.1700054109096527,
0.051361072808504105,
0.02875959686934948,
0.005218728445470333,
0.06951973587274551,
0.012562396004796028,
-0.011158255860209465,
0.034879766404628754,
-0.009883449412882328,
0.012376748025417328,
-0.013722172938287258,
0.0784410610795021,
-0.00458205072209239,
0.019253691658377647,
0.055217426270246506,
-0.015019966289401054,
0.12340828031301498,
-0.035798802971839905,
-0.09919767081737518,
-0.048715390264987946,
0.008990546688437462,
-0.0043341657146811485,
0.06187531724572182,
-0.014613457024097443,
-0.120505191385746,
-0.0171185489743948,
-0.01734849438071251,
0.006316356360912323,
-0.013456002809107304,
-0.054411619901657104,
-0.0011101821437478065,
0.054677922278642654,
0.01172883901745081,
0.055180199444293976,
-0.06433653831481934,
-0.048060495406389236,
-0.005123774521052837,
0.0016331509687006474,
0.009363132528960705,
0.08877319097518921,
-0.06100975722074509,
-0.04607464373111725,
1.752122268029614e-33,
0.013652288354933262,
0.04606029763817787,
0.05820830911397934,
-0.029025856405496597,
0.025881772860884666,
0.04678357392549515,
-0.014067155309021473,
0.07627998292446136,
-0.021905163303017616,
0.05673271790146828,
0.05904144421219826,
-0.047837939113378525,
-0.0936327576637268,
0.005277176853269339,
0.02217124029994011,
0.013117987662553787,
-0.026865258812904358,
0.05237292870879173,
-0.09649704396724701,
0.026470109820365906,
0.10463414341211319,
-0.0616043359041214,
-0.0042436979711055756,
0.0118439681828022,
-0.039916228502988815,
0.00784035213291645,
0.0467902347445488,
0.008944154717028141,
0.0033111246302723885,
-0.05860632658004761,
-0.03337050601840019,
-0.04757889360189438,
0.08724168688058853,
0.11737044155597687,
-0.019028782844543457,
-0.012070409953594208,
-0.008471973240375519,
-0.05298710986971855,
-0.01359130535274744,
0.035947658121585846,
-0.020438186824321747,
0.04101630672812462,
0.037129852920770645,
0.029882529750466347,
-0.047079503536224365,
-0.032228074967861176,
0.023868853226304054,
0.00021757814101874828,
-0.009802381508052349,
0.011361710727214813,
-0.027221903204917908,
0.051002565771341324,
-0.0167339239269495,
-0.11548216640949249,
0.07413708418607712,
-0.024787526577711105,
0.02579130232334137,
0.03859744220972061,
-0.020770903676748276,
0.010493120178580284,
0.03555078059434891,
-0.11253194510936737,
-0.019650530070066452,
-0.002863591071218252,
-0.019523322582244873,
0.12734143435955048,
-0.06447867304086685,
-0.0003814889641944319,
0.09781042486429214,
-0.06941957771778107,
-0.06948800384998322,
-0.00615934981033206,
0.025759566575288773,
-0.02497772127389908,
0.039054155349731445,
0.03698546811938286,
0.0279949102550745,
-0.0542757473886013,
0.025547528639435768,
-0.04300118237733841,
-0.030941713601350784,
0.00818982720375061,
-0.006990083493292332,
0.012022036127746105,
-0.0931674912571907,
-0.0765351802110672,
-0.020459681749343872,
0.014016593806445599,
0.0031243476551026106,
-0.10333065688610077,
-0.06178262084722519,
-0.004083096981048584,
-0.017866024747490883,
-0.00009562598279444501,
0.07377102226018906,
-3.461780537319742e-33,
0.035972848534584045,
-0.007128222845494747,
-0.039215266704559326,
0.018872100859880447,
0.029240861535072327,
-0.01696965843439102,
-0.01746225915849209,
-0.06257189065217972,
0.05427051708102226,
-0.07403814792633057,
-0.04061669856309891,
-0.04378749430179596,
0.07546082884073257,
0.0076024471782147884,
-0.044355738908052444,
0.10862895101308823,
-0.048203445971012115,
0.04333741217851639,
-0.03914282098412514,
0.07991644740104675,
-0.014250273816287518,
0.09464395046234131,
-0.030252939090132713,
0.022245578467845917,
0.0535803884267807,
-0.008664670400321484,
-0.009863290935754776,
0.06984738260507584,
-0.040602266788482666,
0.130709707736969,
0.04506821557879448,
-0.08439940214157104,
-0.06801757216453552,
-0.04504969343543053,
0.031169859692454338,
-0.0623643696308136,
-0.00048218946903944016,
0.009816484525799751,
-0.05085759237408638,
0.06136269122362137,
0.07939489930868149,
-0.050733208656311035,
0.017238251864910126,
0.12024010717868805,
0.010655456222593784,
0.035134803503751755,
-0.008354448713362217,
-0.02707016095519066,
0.050868138670921326,
-0.008421839214861393,
-0.021842077374458313,
-0.0550825372338295,
0.00027859542751684785,
-0.028604555875062943,
-0.0018302815733477473,
0.008898553438484669,
-0.04682648181915283,
0.061199553310871124,
0.0576174221932888,
-0.011106620542705059,
-0.07786863297224045,
-0.048884738236665726,
0.04761534929275513,
0.06763214617967606,
-0.0487232469022274,
-0.029345016926527023,
0.07032262533903122,
-0.0450933575630188,
-0.04307406768202782,
0.017224550247192383,
-0.028530627489089966,
-0.032820332795381546,
-0.05640805885195732,
-0.013721039518713951,
-0.006248713005334139,
0.02293245680630207,
-0.0034913585986942053,
0.04446353018283844,
-0.056324731558561325,
-0.026843218132853508,
0.030111711472272873,
0.02426270768046379,
0.04475904628634453,
0.04936559125781059,
0.007318449206650257,
0.06909913569688797,
0.0779365822672844,
0.05952564254403114,
0.03216782957315445,
0.0536908358335495,
-0.029353240504860878,
0.05144285783171654,
-0.05872868001461029,
-0.02985001727938652,
-0.03408903628587723,
-4.099106831745303e-8,
-0.09479741007089615,
0.005398232489824295,
-0.12223803251981735,
0.02260557748377323,
0.06743790209293365,
-0.008157688193023205,
-0.002386733191087842,
0.024732470512390137,
-0.030089925974607468,
-0.015536383725702763,
0.0782855749130249,
-0.00284082000143826,
0.03356129303574562,
-0.04092418774962425,
-0.03562690690159798,
0.03941444307565689,
-0.04582212492823601,
-0.024521479383111,
-0.0261562317609787,
0.013341091573238373,
-0.06377622485160828,
-0.024093491956591606,
0.012559765949845314,
0.0468456968665123,
0.020344089716672897,
0.009778105653822422,
-0.0006437323172576725,
0.11827534437179565,
0.1258944571018219,
0.037522558122873306,
0.05194965377449989,
0.00110242934897542,
0.15449881553649902,
-0.06216594949364662,
0.033589161932468414,
0.06804894655942917,
-0.020315740257501602,
0.0026215368416160345,
-0.03603602573275566,
-0.15561607480049133,
-0.0012485957704484463,
0.07449783384799957,
-0.05025516822934151,
0.034200504422187805,
0.03450584039092064,
0.026742342859506607,
-0.009408088400959969,
-0.033047743141651154,
-0.06338318437337875,
0.031200984492897987,
-0.002751890802755952,
0.005393156316131353,
-0.042037591338157654,
-0.07229280471801758,
0.03508652374148369,
0.029899965971708298,
-0.02175840362906456,
-0.040513407438993454,
0.024215910583734512,
-0.010129420086741447,
0.013494906015694141,
0.046474095433950424,
0.01997508853673935,
0.01032964140176773
] |
1401.4620
|
Michael Wilkinson
|
Michael Wilkinson
|
A test-tube model for rainfall
|
5 pages, no figures
| null |
10.1209/0295-5075/106/40001
| null |
physics.ao-ph cond-mat.soft
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
If the temperature of a cell containing two partially miscible liquids is
changed very slowly, so that the miscibility is decreased, microscopic droplets
nucleate, grow and migrate to the interface due to their buoyancy. The system
may show an approximately periodic variation of the turbidity of the mixture,
as the mean droplet size fluctuates. These precipitation events are analogous
to rainfall from warm clouds. This paper considers a theoretical model for
these experiments. After nucleation the initial growth is by Ostwald ripening,
followed by a finite-time runaway growth of droplet sizes due to larger
droplets sweeping up smaller ones. The model predicts that the period $\Delta
t$ and the temperature sweep rate $\xi$ are related by $\Delta t\sim C
\xi^{-3/7}$, and is in good agreement with experiments. The coefficient $C$ has
a power-law divergence approaching the critical point of the miscibility
transition: $C\sim (T-T_{\rm c})^{-\eta}$, and the critical exponent $\eta$ is
determined.
|
[
{
"created": "Sat, 18 Jan 2014 23:21:25 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Wilkinson",
"Michael",
""
]
] |
[
-0.08780913800001144,
-0.0420224629342556,
0.047318022698163986,
0.019437391310930252,
0.06421041488647461,
-0.07115976512432098,
0.045062996447086334,
0.052971020340919495,
0.09722020477056503,
-0.04106617346405983,
0.0012361174449324608,
-0.05159265920519829,
0.01446971483528614,
0.04142216593027115,
-0.0024910580832511187,
-0.10266462713479996,
-0.037660494446754456,
-0.0028338527772575617,
-0.05190641060471535,
-0.039839260280132294,
0.0630868673324585,
-0.0113412756472826,
-0.12643170356750488,
0.022964930161833763,
0.01034796703606844,
-0.006133135873824358,
-0.0018934583058580756,
-0.01655067689716816,
-0.02333463728427887,
-0.03834361582994461,
0.024035533890128136,
0.05979444831609726,
-0.01090954802930355,
-0.0026728264056146145,
0.056332074105739594,
-0.01148455124348402,
-0.0024887879844754934,
0.03249938040971756,
0.016008438542485237,
-0.011447045020759106,
0.05263208597898483,
0.06544007360935211,
0.030634645372629166,
0.08691544830799103,
0.025181887671351433,
0.0006136110168881714,
0.07672403007745743,
0.04349152743816376,
-0.1161784753203392,
-0.0197459626942873,
0.0570761039853096,
0.0038868633564561605,
-0.014362548477947712,
0.0128383943811059,
-0.08456235378980637,
-0.010463551618158817,
0.03803597763180733,
-0.024367164820432663,
0.022888097912073135,
0.02262750267982483,
0.0008612664532847703,
0.03731154650449753,
-0.06782796233892441,
-0.016098447144031525,
0.07379037141799927,
-0.0185250211507082,
0.0273810513317585,
0.03289675712585449,
-0.00920572318136692,
0.08224920928478241,
-0.01054107490926981,
0.10911646485328674,
-0.05709761381149292,
0.02781391143798828,
-0.006613248493522406,
-0.046395957469940186,
-0.004183965269476175,
0.033820684999227524,
-0.0038683575112372637,
0.021084535866975784,
0.002000030130147934,
-0.016349075362086296,
0.060975126922130585,
-0.0804651752114296,
-0.07912193983793259,
-0.03278905898332596,
0.034984290599823,
0.05333181843161583,
0.055681657046079636,
-0.05962403491139412,
0.04003288596868515,
0.1254398673772812,
-0.03748302906751633,
0.031234044581651688,
0.014474598690867424,
0.098948173224926,
0.07650277018547058,
-0.05493130907416344,
0.09235955029726028,
0.050822045654058456,
-0.027830656617879868,
-0.04363451898097992,
0.03861524164676666,
0.03580079227685928,
0.13086043298244476,
-0.05882750824093819,
0.05277371034026146,
-0.05037960410118103,
-0.014534663408994675,
0.10117026418447495,
-0.0016124800313264132,
-0.06523951888084412,
0.002325989305973053,
0.06479597836732864,
0.05104440450668335,
-0.05245529115200043,
-0.06259520351886749,
-0.006094119045883417,
-0.09927958995103836,
-0.010665928944945335,
-0.035425178706645966,
0.0629262700676918,
-0.10621599107980728,
0.06233856454491615,
-0.028289463371038437,
0.07246983051300049,
-0.01262656133621931,
1.5837422531659217e-33,
0.011897596530616283,
-0.08087874203920364,
-0.03854011744260788,
0.062377799302339554,
0.041164204478263855,
-0.1249847561120987,
-0.05223333463072777,
-0.03554351627826691,
-0.04005357623100281,
0.019421283155679703,
-0.056003738194704056,
-0.026784658432006836,
-0.0602157786488533,
-0.02946815825998783,
0.006218936759978533,
-0.013917683623731136,
0.007151415571570396,
0.023949461057782173,
0.02120705135166645,
-0.012736278586089611,
-0.06203300133347511,
-0.03654983267188072,
-0.044131089001894,
0.020378481596708298,
0.06558132916688919,
-0.005106308497488499,
-0.023596156388521194,
-0.01905672810971737,
0.08183562010526657,
0.000176425208337605,
0.04505323991179466,
0.0017718970775604248,
-0.06890552490949631,
0.014745736494660378,
0.030337177217006683,
-0.015117806382477283,
-0.036056745797395706,
0.029366156086325645,
0.0316956453025341,
0.03649483621120453,
0.00954136997461319,
0.007546588312834501,
0.004140912555158138,
-0.007617318537086248,
0.0011103545548394322,
-0.01720907725393772,
0.08998921513557434,
-0.006814836990088224,
-0.024460427463054657,
-0.060871243476867676,
-0.004097632598131895,
0.05460825935006142,
0.02165452018380165,
-0.014285915531218052,
0.048713136464357376,
0.08780201524496078,
0.08886314183473587,
0.05028437450528145,
0.02520172670483589,
-0.030494067817926407,
0.007219811901450157,
0.03793865814805031,
-0.010296637192368507,
-0.0031959284096956253,
0.05720936506986618,
0.0903501883149147,
-0.02802453190088272,
0.027638370171189308,
0.051829077303409576,
-0.06077703833580017,
-0.007519751321524382,
0.024823907762765884,
0.01703616976737976,
-0.07011853903532028,
-0.0099925696849823,
-0.030135901644825935,
0.06440313160419464,
-0.04979880899190903,
-0.011179065331816673,
-0.06788808852434158,
0.0030267515685409307,
-0.10720846801996231,
-0.0007037832983769476,
-0.0781300738453865,
-0.09584908187389374,
-0.07175067067146301,
0.0165177620947361,
0.057183410972356796,
-0.04138845205307007,
0.03335730731487274,
0.03133242577314377,
-0.07115110754966736,
0.0831928700208664,
-0.018294019624590874,
0.037970297038555145,
-3.0126825532461026e-33,
0.004772096872329712,
-0.018180157989263535,
-0.042482346296310425,
0.11379420757293701,
0.04703396558761597,
0.059313662350177765,
0.013189570978283882,
0.12486874312162399,
-0.010504833422601223,
-0.07021018117666245,
-0.00332347652874887,
0.04679984226822853,
-0.09968838095664978,
0.027675217017531395,
-0.012973406352102757,
0.0005631865351460874,
0.042048897594213486,
-0.026106664910912514,
0.014717581681907177,
-0.044185396283864975,
-0.05646468326449394,
-0.08206982910633087,
0.008859937079250813,
-0.02684110775589943,
-0.07714980840682983,
0.03268544375896454,
0.004388865083456039,
0.02641725167632103,
-0.0018603808712214231,
0.049973875284194946,
-0.059778984636068344,
0.03794733062386513,
0.02600967139005661,
0.019466092810034752,
-0.05236657336354256,
0.029873916879296303,
0.04116492345929146,
-0.0024338543880730867,
-0.019826482981443405,
0.0032252066303044558,
-0.015985365957021713,
-0.0674813762307167,
0.03059541806578636,
-0.06118486449122429,
0.03882961720228195,
-0.00011244660709053278,
0.015570349059998989,
0.019897425547242165,
0.057201288640499115,
-0.048511192202568054,
-0.017886091023683548,
-0.057012010365724564,
-0.014246718026697636,
0.09663470834493637,
-0.015818266198039055,
0.024035613983869553,
0.06696900725364685,
-0.0427955687046051,
-0.09903758019208908,
-0.05287247896194458,
-0.06834942102432251,
-0.1145474761724472,
-0.04464353248476982,
-0.045989856123924255,
-0.04882092401385307,
-0.091628298163414,
-0.13636872172355652,
-0.01414642482995987,
0.03538362309336662,
-0.02818126790225506,
0.02597072720527649,
-0.024007173255085945,
0.060357946902513504,
-0.11114337295293808,
-0.01097023393958807,
-0.03621198982000351,
0.033504024147987366,
-0.0013870105613023043,
-0.003441398497670889,
-0.03809639438986778,
-0.15799778699874878,
0.13136811554431915,
-0.02650713175535202,
-0.04203177988529205,
0.00966187845915556,
-0.15871787071228027,
-0.004913268145173788,
-0.06052050739526749,
0.022917350754141808,
0.07495439052581787,
0.03632209450006485,
-0.08800745755434036,
0.09007897228002548,
0.04233209043741226,
0.02568662352859974,
-5.352428900096129e-8,
0.06860831379890442,
0.02634725347161293,
0.03210945054888725,
0.030492369085550308,
0.06024029478430748,
0.05796300992369652,
-0.00826775562018156,
-0.030631085857748985,
0.0679052546620369,
-0.029925227165222168,
0.010517338290810585,
0.035415057092905045,
0.028561310842633247,
0.026176607236266136,
0.028691167011857033,
-0.022509636357426643,
-0.008770102635025978,
-0.07149935513734818,
-0.014260925352573395,
-0.06875477731227875,
0.0007478409679606557,
-0.01415727473795414,
0.008096846751868725,
0.023011939600110054,
0.02544015273451805,
0.06727433949708939,
-0.03243038430809975,
-0.02472960390150547,
-0.053490281105041504,
-0.0019130909349769354,
-0.09343060106039047,
0.06990368664264679,
0.029258692637085915,
0.05345718190073967,
0.026071250438690186,
0.057439468801021576,
0.029462745413184166,
0.03156232088804245,
0.043794143944978714,
-0.014005778357386589,
0.0075567541643977165,
-0.0045986659824848175,
-0.08296266198158264,
-0.04477698728442192,
0.023116912692785263,
0.03693300113081932,
-0.004019657615572214,
0.037530675530433655,
0.06889191269874573,
0.04878817871212959,
-0.025806671008467674,
0.05227910727262497,
-0.07100943475961685,
0.071228988468647,
0.032146155834198,
0.012749100103974342,
-0.08427547663450241,
0.008478336036205292,
-0.0005103606963530183,
0.03013155423104763,
0.006511537358164787,
-0.014330446720123291,
-0.03994491323828697,
-0.0571698397397995
] | null | null | null | null | null | null | null |
[
-0.08780913800001144,
-0.0420224629342556,
0.047318022698163986,
0.019437391310930252,
0.06421041488647461,
-0.07115976512432098,
0.045062996447086334,
0.052971020340919495,
0.09722020477056503,
-0.04106617346405983,
0.0012361174449324608,
-0.05159265920519829,
0.01446971483528614,
0.04142216593027115,
-0.0024910580832511187,
-0.10266462713479996,
-0.037660494446754456,
-0.0028338527772575617,
-0.05190641060471535,
-0.039839260280132294,
0.0630868673324585,
-0.0113412756472826,
-0.12643170356750488,
0.022964930161833763,
0.01034796703606844,
-0.006133135873824358,
-0.0018934583058580756,
-0.01655067689716816,
-0.02333463728427887,
-0.03834361582994461,
0.024035533890128136,
0.05979444831609726,
-0.01090954802930355,
-0.0026728264056146145,
0.056332074105739594,
-0.01148455124348402,
-0.0024887879844754934,
0.03249938040971756,
0.016008438542485237,
-0.011447045020759106,
0.05263208597898483,
0.06544007360935211,
0.030634645372629166,
0.08691544830799103,
0.025181887671351433,
0.0006136110168881714,
0.07672403007745743,
0.04349152743816376,
-0.1161784753203392,
-0.0197459626942873,
0.0570761039853096,
0.0038868633564561605,
-0.014362548477947712,
0.0128383943811059,
-0.08456235378980637,
-0.010463551618158817,
0.03803597763180733,
-0.024367164820432663,
0.022888097912073135,
0.02262750267982483,
0.0008612664532847703,
0.03731154650449753,
-0.06782796233892441,
-0.016098447144031525,
0.07379037141799927,
-0.0185250211507082,
0.0273810513317585,
0.03289675712585449,
-0.00920572318136692,
0.08224920928478241,
-0.01054107490926981,
0.10911646485328674,
-0.05709761381149292,
0.02781391143798828,
-0.006613248493522406,
-0.046395957469940186,
-0.004183965269476175,
0.033820684999227524,
-0.0038683575112372637,
0.021084535866975784,
0.002000030130147934,
-0.016349075362086296,
0.060975126922130585,
-0.0804651752114296,
-0.07912193983793259,
-0.03278905898332596,
0.034984290599823,
0.05333181843161583,
0.055681657046079636,
-0.05962403491139412,
0.04003288596868515,
0.1254398673772812,
-0.03748302906751633,
0.031234044581651688,
0.014474598690867424,
0.098948173224926,
0.07650277018547058,
-0.05493130907416344,
0.09235955029726028,
0.050822045654058456,
-0.027830656617879868,
-0.04363451898097992,
0.03861524164676666,
0.03580079227685928,
0.13086043298244476,
-0.05882750824093819,
0.05277371034026146,
-0.05037960410118103,
-0.014534663408994675,
0.10117026418447495,
-0.0016124800313264132,
-0.06523951888084412,
0.002325989305973053,
0.06479597836732864,
0.05104440450668335,
-0.05245529115200043,
-0.06259520351886749,
-0.006094119045883417,
-0.09927958995103836,
-0.010665928944945335,
-0.035425178706645966,
0.0629262700676918,
-0.10621599107980728,
0.06233856454491615,
-0.028289463371038437,
0.07246983051300049,
-0.01262656133621931,
1.5837422531659217e-33,
0.011897596530616283,
-0.08087874203920364,
-0.03854011744260788,
0.062377799302339554,
0.041164204478263855,
-0.1249847561120987,
-0.05223333463072777,
-0.03554351627826691,
-0.04005357623100281,
0.019421283155679703,
-0.056003738194704056,
-0.026784658432006836,
-0.0602157786488533,
-0.02946815825998783,
0.006218936759978533,
-0.013917683623731136,
0.007151415571570396,
0.023949461057782173,
0.02120705135166645,
-0.012736278586089611,
-0.06203300133347511,
-0.03654983267188072,
-0.044131089001894,
0.020378481596708298,
0.06558132916688919,
-0.005106308497488499,
-0.023596156388521194,
-0.01905672810971737,
0.08183562010526657,
0.000176425208337605,
0.04505323991179466,
0.0017718970775604248,
-0.06890552490949631,
0.014745736494660378,
0.030337177217006683,
-0.015117806382477283,
-0.036056745797395706,
0.029366156086325645,
0.0316956453025341,
0.03649483621120453,
0.00954136997461319,
0.007546588312834501,
0.004140912555158138,
-0.007617318537086248,
0.0011103545548394322,
-0.01720907725393772,
0.08998921513557434,
-0.006814836990088224,
-0.024460427463054657,
-0.060871243476867676,
-0.004097632598131895,
0.05460825935006142,
0.02165452018380165,
-0.014285915531218052,
0.048713136464357376,
0.08780201524496078,
0.08886314183473587,
0.05028437450528145,
0.02520172670483589,
-0.030494067817926407,
0.007219811901450157,
0.03793865814805031,
-0.010296637192368507,
-0.0031959284096956253,
0.05720936506986618,
0.0903501883149147,
-0.02802453190088272,
0.027638370171189308,
0.051829077303409576,
-0.06077703833580017,
-0.007519751321524382,
0.024823907762765884,
0.01703616976737976,
-0.07011853903532028,
-0.0099925696849823,
-0.030135901644825935,
0.06440313160419464,
-0.04979880899190903,
-0.011179065331816673,
-0.06788808852434158,
0.0030267515685409307,
-0.10720846801996231,
-0.0007037832983769476,
-0.0781300738453865,
-0.09584908187389374,
-0.07175067067146301,
0.0165177620947361,
0.057183410972356796,
-0.04138845205307007,
0.03335730731487274,
0.03133242577314377,
-0.07115110754966736,
0.0831928700208664,
-0.018294019624590874,
0.037970297038555145,
-3.0126825532461026e-33,
0.004772096872329712,
-0.018180157989263535,
-0.042482346296310425,
0.11379420757293701,
0.04703396558761597,
0.059313662350177765,
0.013189570978283882,
0.12486874312162399,
-0.010504833422601223,
-0.07021018117666245,
-0.00332347652874887,
0.04679984226822853,
-0.09968838095664978,
0.027675217017531395,
-0.012973406352102757,
0.0005631865351460874,
0.042048897594213486,
-0.026106664910912514,
0.014717581681907177,
-0.044185396283864975,
-0.05646468326449394,
-0.08206982910633087,
0.008859937079250813,
-0.02684110775589943,
-0.07714980840682983,
0.03268544375896454,
0.004388865083456039,
0.02641725167632103,
-0.0018603808712214231,
0.049973875284194946,
-0.059778984636068344,
0.03794733062386513,
0.02600967139005661,
0.019466092810034752,
-0.05236657336354256,
0.029873916879296303,
0.04116492345929146,
-0.0024338543880730867,
-0.019826482981443405,
0.0032252066303044558,
-0.015985365957021713,
-0.0674813762307167,
0.03059541806578636,
-0.06118486449122429,
0.03882961720228195,
-0.00011244660709053278,
0.015570349059998989,
0.019897425547242165,
0.057201288640499115,
-0.048511192202568054,
-0.017886091023683548,
-0.057012010365724564,
-0.014246718026697636,
0.09663470834493637,
-0.015818266198039055,
0.024035613983869553,
0.06696900725364685,
-0.0427955687046051,
-0.09903758019208908,
-0.05287247896194458,
-0.06834942102432251,
-0.1145474761724472,
-0.04464353248476982,
-0.045989856123924255,
-0.04882092401385307,
-0.091628298163414,
-0.13636872172355652,
-0.01414642482995987,
0.03538362309336662,
-0.02818126790225506,
0.02597072720527649,
-0.024007173255085945,
0.060357946902513504,
-0.11114337295293808,
-0.01097023393958807,
-0.03621198982000351,
0.033504024147987366,
-0.0013870105613023043,
-0.003441398497670889,
-0.03809639438986778,
-0.15799778699874878,
0.13136811554431915,
-0.02650713175535202,
-0.04203177988529205,
0.00966187845915556,
-0.15871787071228027,
-0.004913268145173788,
-0.06052050739526749,
0.022917350754141808,
0.07495439052581787,
0.03632209450006485,
-0.08800745755434036,
0.09007897228002548,
0.04233209043741226,
0.02568662352859974,
-5.352428900096129e-8,
0.06860831379890442,
0.02634725347161293,
0.03210945054888725,
0.030492369085550308,
0.06024029478430748,
0.05796300992369652,
-0.00826775562018156,
-0.030631085857748985,
0.0679052546620369,
-0.029925227165222168,
0.010517338290810585,
0.035415057092905045,
0.028561310842633247,
0.026176607236266136,
0.028691167011857033,
-0.022509636357426643,
-0.008770102635025978,
-0.07149935513734818,
-0.014260925352573395,
-0.06875477731227875,
0.0007478409679606557,
-0.01415727473795414,
0.008096846751868725,
0.023011939600110054,
0.02544015273451805,
0.06727433949708939,
-0.03243038430809975,
-0.02472960390150547,
-0.053490281105041504,
-0.0019130909349769354,
-0.09343060106039047,
0.06990368664264679,
0.029258692637085915,
0.05345718190073967,
0.026071250438690186,
0.057439468801021576,
0.029462745413184166,
0.03156232088804245,
0.043794143944978714,
-0.014005778357386589,
0.0075567541643977165,
-0.0045986659824848175,
-0.08296266198158264,
-0.04477698728442192,
0.023116912692785263,
0.03693300113081932,
-0.004019657615572214,
0.037530675530433655,
0.06889191269874573,
0.04878817871212959,
-0.025806671008467674,
0.05227910727262497,
-0.07100943475961685,
0.071228988468647,
0.032146155834198,
0.012749100103974342,
-0.08427547663450241,
0.008478336036205292,
-0.0005103606963530183,
0.03013155423104763,
0.006511537358164787,
-0.014330446720123291,
-0.03994491323828697,
-0.0571698397397995
] |
1401.4625
|
Junye Wang
|
Junye Wang
|
Commercialization of fuel cells: myth or reality?
|
5 pages
| null | null | null |
physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Despite huge investment and efforts in the last decades, fuel cells are still
known as a fledgling industry after 170 years of the first fuel cell. It
becomes clear that these investment and efforts did not address the critical
questions. Why upscaling of fuel cells failed often when many researchers
stated their successes in small scale? Why the fuel cells with simpler
structure still lag far from the internal combustion (IC) engines and gas
turbines? Could the current investment of the hydrogen infrastructure reduce
substantially the fuel cell cost and make a breakthrough to the key issues of
durability, reliability and robustness? In this paper, we study these
fundamental questions and point out a must-way possible to reduce cost of fuel
cells and to substantially improve durability and reliability.
|
[
{
"created": "Sun, 19 Jan 2014 01:03:02 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Wang",
"Junye",
""
]
] |
[
-0.06465165317058563,
0.10747721791267395,
-0.04192696139216423,
-0.000049889022193383425,
0.016136890277266502,
0.0007638618117198348,
-0.008824225515127182,
0.0950574055314064,
-0.04817383736371994,
-0.07679174840450287,
-0.10490411520004272,
0.0314396508038044,
0.014027822762727737,
-0.03248739615082741,
-0.009345046244561672,
-0.0412481315433979,
0.04738625884056091,
-0.0460573174059391,
-0.04055989906191826,
-0.01305320579558611,
0.0019415204878896475,
-0.0803118497133255,
0.08185531944036484,
0.021502362564206123,
0.03746161237359047,
0.07904894649982452,
-0.06943748146295547,
0.0936555489897728,
-0.06841856986284256,
-0.021050749346613884,
-0.029860341921448708,
0.005924898665398359,
-0.0023072303738445044,
0.033844634890556335,
0.05923040583729744,
0.03151421621441841,
0.003066611010581255,
0.05367660149931908,
0.010506056249141693,
-0.005911159794777632,
-0.005085969343781471,
-0.0728558897972107,
-0.02402680180966854,
0.058137550950050354,
-0.046197693794965744,
-0.056609831750392914,
0.07865278422832489,
-0.06571895629167557,
0.006472696550190449,
-0.11909664422273636,
0.04280354455113411,
-0.021299390122294426,
0.07768889516592026,
-0.0761810690164566,
0.03798414021730423,
-0.03159290924668312,
-0.020225660875439644,
0.058683786541223526,
-0.001389370416291058,
-0.039157215505838394,
0.04205973073840141,
-0.051366109400987625,
0.02869536727666855,
-0.009206747636198997,
-0.06767266243696213,
-0.08967133611440659,
0.10850924998521805,
-0.07017137110233307,
0.019946016371250153,
0.06358572840690613,
-0.02736581303179264,
-0.007565622217953205,
0.010651648044586182,
-0.013838517479598522,
-0.0255531407892704,
0.03882117569446564,
0.05814313143491745,
0.010369900614023209,
0.045774903148412704,
0.030911963433027267,
0.007085305172950029,
-0.018981849774718285,
-0.014700455591082573,
-0.014061328954994678,
-0.00989487674087286,
-0.008469597436487675,
0.019094640389084816,
-0.050243787467479706,
-0.016897307708859444,
-0.10719688981771469,
-0.03184804692864418,
0.02721593528985977,
0.06998230516910553,
0.08430668711662292,
0.008590452373027802,
0.012830188497900963,
0.021191107109189034,
-0.0007092371233738959,
0.05306641012430191,
-0.08239655941724777,
0.02111012302339077,
0.10145598649978638,
0.03630778193473816,
-0.02920888364315033,
-0.000020671062884503044,
-0.0003700722591020167,
-0.04352628439664841,
0.10251326858997345,
0.05678606033325195,
-0.0541650652885437,
0.0014199621509760618,
-0.10376293957233429,
-0.010067014954984188,
0.05043473467230797,
-0.05407833307981491,
-0.022737998515367508,
-0.007028942462056875,
-0.08339844644069672,
0.10359279811382294,
0.057304561138153076,
-0.0395580492913723,
-0.015315753407776356,
0.023655889555811882,
0.0035421091597527266,
-0.009499267674982548,
0.02505812793970108,
-0.005500515922904015,
1.744493677034762e-33,
-0.08727897703647614,
0.03249366581439972,
-0.019813382998108864,
0.044697586447000504,
-0.10474023967981339,
0.033397067338228226,
0.0020849397405982018,
-0.015118244104087353,
0.03152184188365936,
-0.06079651787877083,
-0.02680913917720318,
0.06416276097297668,
-0.03211753070354462,
0.011891542002558708,
-0.0007059108465909958,
-0.05508763715624809,
-0.03432297706604004,
-0.04982459917664528,
-0.033251941204071045,
-0.059616073966026306,
-0.041451871395111084,
-0.06633009016513824,
0.0592193678021431,
-0.08081749826669693,
0.06017659604549408,
-0.03237014263868332,
0.13334399461746216,
-0.10692507028579712,
0.022463617846369743,
0.006015164311975241,
-0.0002402978716418147,
0.007660509552806616,
-0.03193952888250351,
0.00714336009696126,
-0.023986397311091423,
0.062133073806762695,
-0.012869552709162235,
0.05824590101838112,
-0.042197175323963165,
-0.04540061205625534,
-0.0834622010588646,
0.10095572471618652,
-0.01597759686410427,
-0.07302043586969376,
0.0378112830221653,
0.04556318745017052,
0.05305379256606102,
0.04303821176290512,
-0.028900260105729103,
-0.058450352400541306,
-0.037591852247714996,
0.05123097822070122,
0.05255521833896637,
-0.01874103955924511,
0.043176036328077316,
0.050791192799806595,
0.030243856832385063,
-0.036786988377571106,
0.02224934846162796,
0.04362059012055397,
-0.046491481363773346,
0.05313330888748169,
-0.08917292207479477,
0.061638325452804565,
0.012983058579266071,
0.07838049530982971,
-0.06928352266550064,
-0.013138034380972385,
-0.04383482411503792,
0.04801866412162781,
0.06398864835500717,
-0.08653707057237625,
-0.025678850710392,
-0.04442843422293663,
0.022083774209022522,
0.0019578603096306324,
0.0042552649974823,
-0.04700208827853203,
-0.08546777069568634,
-0.039075061678886414,
-0.010709548369050026,
-0.012182177975773811,
-0.0341007336974144,
-0.043267231434583664,
0.046749092638492584,
-0.08885377645492554,
-0.03012295812368393,
-0.013224855996668339,
-0.05563344806432724,
0.04855235293507576,
0.024432199075818062,
-0.06829097121953964,
0.09967602044343948,
-0.05573815852403641,
-0.0040479982271790504,
-2.9788525605134064e-33,
0.039720430970191956,
0.0647851824760437,
0.023062538355588913,
0.0007143151015043259,
0.05291777849197388,
0.056969426572322845,
0.00652054138481617,
-0.047578394412994385,
0.021257830783724785,
0.02787601575255394,
-0.08025502413511276,
0.02105383574962616,
0.04331864044070244,
0.00697707524523139,
-0.07636949419975281,
-0.021810436621308327,
-0.07847199589014053,
-0.09730828553438187,
-0.020688371732831,
-0.10117864608764648,
0.08595610409975052,
0.018505258485674858,
-0.07608126103878021,
0.10923439264297485,
-0.11264906823635101,
0.0005050930194556713,
-0.09071095287799835,
-0.05597880110144615,
-0.011715119704604149,
-0.0014680832391604781,
0.030365044251084328,
-0.013772393576800823,
0.0001692072255536914,
0.06960256397724152,
0.01199715118855238,
0.02761703170835972,
0.04443342238664627,
0.03952417150139809,
0.013484269380569458,
-0.020225415006279945,
0.013183009810745716,
-0.06171403452754021,
-0.044415395706892014,
-0.06783235818147659,
-0.002797503722831607,
0.003140534507110715,
-0.0002893525524996221,
-0.022248806431889534,
-0.013454209081828594,
0.10593877732753754,
-0.025887416675686836,
-0.05904237553477287,
-0.05030418187379837,
-0.05311983451247215,
-0.03906556963920593,
-0.017601793631911278,
0.07067715376615524,
0.12130066752433777,
-0.030608803033828735,
0.01355122122913599,
0.027614250779151917,
-0.052666906267404556,
0.06758631765842438,
0.0638505145907402,
-0.08277283608913422,
-0.04518003761768341,
0.08760368078947067,
-0.0026575622614473104,
0.07073509693145752,
0.016013329848647118,
-0.006997303105890751,
0.034462567418813705,
-0.04869576171040535,
0.017642632126808167,
-0.02196861058473587,
0.05405609309673309,
0.037612855434417725,
-0.007336263544857502,
0.06445363163948059,
-0.01932152919471264,
0.01849043183028698,
0.011430944316089153,
-0.025161920115351677,
-0.04049254581332207,
0.15063554048538208,
-0.06921044737100601,
0.006102514453232288,
-0.01263804454356432,
-0.011731544509530067,
0.05094398558139801,
0.07886285334825516,
-0.04652589559555054,
-0.039600372314453125,
0.07711073011159897,
-0.08637664467096329,
-4.873680481409792e-8,
0.05882750451564789,
0.028453554958105087,
-0.004040619824081659,
0.017724016681313515,
-0.03319054841995239,
-0.05150316283106804,
0.020245840772986412,
0.07733245193958282,
0.05131326988339424,
-0.03444479778409004,
0.05086649954319,
-0.006341457366943359,
0.08962180465459824,
0.025659305974841118,
-0.0650005117058754,
-0.007107809651643038,
0.0006595876766368747,
0.07008971273899078,
-0.0051089320331811905,
0.05049959197640419,
0.002064285334199667,
0.023703085258603096,
-0.11343735456466675,
0.07928694039583206,
0.036506760865449905,
-0.005052189342677593,
-0.0582662858068943,
0.05735652521252632,
0.012178346514701843,
0.011963972821831703,
0.008492955006659031,
0.04513344541192055,
0.08991546183824539,
0.047758594155311584,
0.012141156941652298,
-0.014121144078671932,
0.02920575439929962,
0.03540335223078728,
-0.05045793950557709,
-0.00041719217551872134,
0.06199590116739273,
-0.0011898012598976493,
-0.015577560290694237,
-0.04051293805241585,
-0.00580839766189456,
0.00515843415632844,
-0.08587930351495743,
0.015185542404651642,
-0.08921874314546585,
0.039280038326978683,
-0.010057455860078335,
-0.005666324868798256,
-0.017612194642424583,
-0.008547022938728333,
-0.020047899335622787,
0.027694478631019592,
-0.11644431948661804,
0.07709641754627228,
0.05611488223075867,
-0.00943287368863821,
0.007576842326670885,
-0.003426625393331051,
0.031115973368287086,
0.05561884865164757
] | null | null | null | null | null | null | null |
[
-0.06465165317058563,
0.10747721791267395,
-0.04192696139216423,
-0.000049889022193383425,
0.016136890277266502,
0.0007638618117198348,
-0.008824225515127182,
0.0950574055314064,
-0.04817383736371994,
-0.07679174840450287,
-0.10490411520004272,
0.0314396508038044,
0.014027822762727737,
-0.03248739615082741,
-0.009345046244561672,
-0.0412481315433979,
0.04738625884056091,
-0.0460573174059391,
-0.04055989906191826,
-0.01305320579558611,
0.0019415204878896475,
-0.0803118497133255,
0.08185531944036484,
0.021502362564206123,
0.03746161237359047,
0.07904894649982452,
-0.06943748146295547,
0.0936555489897728,
-0.06841856986284256,
-0.021050749346613884,
-0.029860341921448708,
0.005924898665398359,
-0.0023072303738445044,
0.033844634890556335,
0.05923040583729744,
0.03151421621441841,
0.003066611010581255,
0.05367660149931908,
0.010506056249141693,
-0.005911159794777632,
-0.005085969343781471,
-0.0728558897972107,
-0.02402680180966854,
0.058137550950050354,
-0.046197693794965744,
-0.056609831750392914,
0.07865278422832489,
-0.06571895629167557,
0.006472696550190449,
-0.11909664422273636,
0.04280354455113411,
-0.021299390122294426,
0.07768889516592026,
-0.0761810690164566,
0.03798414021730423,
-0.03159290924668312,
-0.020225660875439644,
0.058683786541223526,
-0.001389370416291058,
-0.039157215505838394,
0.04205973073840141,
-0.051366109400987625,
0.02869536727666855,
-0.009206747636198997,
-0.06767266243696213,
-0.08967133611440659,
0.10850924998521805,
-0.07017137110233307,
0.019946016371250153,
0.06358572840690613,
-0.02736581303179264,
-0.007565622217953205,
0.010651648044586182,
-0.013838517479598522,
-0.0255531407892704,
0.03882117569446564,
0.05814313143491745,
0.010369900614023209,
0.045774903148412704,
0.030911963433027267,
0.007085305172950029,
-0.018981849774718285,
-0.014700455591082573,
-0.014061328954994678,
-0.00989487674087286,
-0.008469597436487675,
0.019094640389084816,
-0.050243787467479706,
-0.016897307708859444,
-0.10719688981771469,
-0.03184804692864418,
0.02721593528985977,
0.06998230516910553,
0.08430668711662292,
0.008590452373027802,
0.012830188497900963,
0.021191107109189034,
-0.0007092371233738959,
0.05306641012430191,
-0.08239655941724777,
0.02111012302339077,
0.10145598649978638,
0.03630778193473816,
-0.02920888364315033,
-0.000020671062884503044,
-0.0003700722591020167,
-0.04352628439664841,
0.10251326858997345,
0.05678606033325195,
-0.0541650652885437,
0.0014199621509760618,
-0.10376293957233429,
-0.010067014954984188,
0.05043473467230797,
-0.05407833307981491,
-0.022737998515367508,
-0.007028942462056875,
-0.08339844644069672,
0.10359279811382294,
0.057304561138153076,
-0.0395580492913723,
-0.015315753407776356,
0.023655889555811882,
0.0035421091597527266,
-0.009499267674982548,
0.02505812793970108,
-0.005500515922904015,
1.744493677034762e-33,
-0.08727897703647614,
0.03249366581439972,
-0.019813382998108864,
0.044697586447000504,
-0.10474023967981339,
0.033397067338228226,
0.0020849397405982018,
-0.015118244104087353,
0.03152184188365936,
-0.06079651787877083,
-0.02680913917720318,
0.06416276097297668,
-0.03211753070354462,
0.011891542002558708,
-0.0007059108465909958,
-0.05508763715624809,
-0.03432297706604004,
-0.04982459917664528,
-0.033251941204071045,
-0.059616073966026306,
-0.041451871395111084,
-0.06633009016513824,
0.0592193678021431,
-0.08081749826669693,
0.06017659604549408,
-0.03237014263868332,
0.13334399461746216,
-0.10692507028579712,
0.022463617846369743,
0.006015164311975241,
-0.0002402978716418147,
0.007660509552806616,
-0.03193952888250351,
0.00714336009696126,
-0.023986397311091423,
0.062133073806762695,
-0.012869552709162235,
0.05824590101838112,
-0.042197175323963165,
-0.04540061205625534,
-0.0834622010588646,
0.10095572471618652,
-0.01597759686410427,
-0.07302043586969376,
0.0378112830221653,
0.04556318745017052,
0.05305379256606102,
0.04303821176290512,
-0.028900260105729103,
-0.058450352400541306,
-0.037591852247714996,
0.05123097822070122,
0.05255521833896637,
-0.01874103955924511,
0.043176036328077316,
0.050791192799806595,
0.030243856832385063,
-0.036786988377571106,
0.02224934846162796,
0.04362059012055397,
-0.046491481363773346,
0.05313330888748169,
-0.08917292207479477,
0.061638325452804565,
0.012983058579266071,
0.07838049530982971,
-0.06928352266550064,
-0.013138034380972385,
-0.04383482411503792,
0.04801866412162781,
0.06398864835500717,
-0.08653707057237625,
-0.025678850710392,
-0.04442843422293663,
0.022083774209022522,
0.0019578603096306324,
0.0042552649974823,
-0.04700208827853203,
-0.08546777069568634,
-0.039075061678886414,
-0.010709548369050026,
-0.012182177975773811,
-0.0341007336974144,
-0.043267231434583664,
0.046749092638492584,
-0.08885377645492554,
-0.03012295812368393,
-0.013224855996668339,
-0.05563344806432724,
0.04855235293507576,
0.024432199075818062,
-0.06829097121953964,
0.09967602044343948,
-0.05573815852403641,
-0.0040479982271790504,
-2.9788525605134064e-33,
0.039720430970191956,
0.0647851824760437,
0.023062538355588913,
0.0007143151015043259,
0.05291777849197388,
0.056969426572322845,
0.00652054138481617,
-0.047578394412994385,
0.021257830783724785,
0.02787601575255394,
-0.08025502413511276,
0.02105383574962616,
0.04331864044070244,
0.00697707524523139,
-0.07636949419975281,
-0.021810436621308327,
-0.07847199589014053,
-0.09730828553438187,
-0.020688371732831,
-0.10117864608764648,
0.08595610409975052,
0.018505258485674858,
-0.07608126103878021,
0.10923439264297485,
-0.11264906823635101,
0.0005050930194556713,
-0.09071095287799835,
-0.05597880110144615,
-0.011715119704604149,
-0.0014680832391604781,
0.030365044251084328,
-0.013772393576800823,
0.0001692072255536914,
0.06960256397724152,
0.01199715118855238,
0.02761703170835972,
0.04443342238664627,
0.03952417150139809,
0.013484269380569458,
-0.020225415006279945,
0.013183009810745716,
-0.06171403452754021,
-0.044415395706892014,
-0.06783235818147659,
-0.002797503722831607,
0.003140534507110715,
-0.0002893525524996221,
-0.022248806431889534,
-0.013454209081828594,
0.10593877732753754,
-0.025887416675686836,
-0.05904237553477287,
-0.05030418187379837,
-0.05311983451247215,
-0.03906556963920593,
-0.017601793631911278,
0.07067715376615524,
0.12130066752433777,
-0.030608803033828735,
0.01355122122913599,
0.027614250779151917,
-0.052666906267404556,
0.06758631765842438,
0.0638505145907402,
-0.08277283608913422,
-0.04518003761768341,
0.08760368078947067,
-0.0026575622614473104,
0.07073509693145752,
0.016013329848647118,
-0.006997303105890751,
0.034462567418813705,
-0.04869576171040535,
0.017642632126808167,
-0.02196861058473587,
0.05405609309673309,
0.037612855434417725,
-0.007336263544857502,
0.06445363163948059,
-0.01932152919471264,
0.01849043183028698,
0.011430944316089153,
-0.025161920115351677,
-0.04049254581332207,
0.15063554048538208,
-0.06921044737100601,
0.006102514453232288,
-0.01263804454356432,
-0.011731544509530067,
0.05094398558139801,
0.07886285334825516,
-0.04652589559555054,
-0.039600372314453125,
0.07711073011159897,
-0.08637664467096329,
-4.873680481409792e-8,
0.05882750451564789,
0.028453554958105087,
-0.004040619824081659,
0.017724016681313515,
-0.03319054841995239,
-0.05150316283106804,
0.020245840772986412,
0.07733245193958282,
0.05131326988339424,
-0.03444479778409004,
0.05086649954319,
-0.006341457366943359,
0.08962180465459824,
0.025659305974841118,
-0.0650005117058754,
-0.007107809651643038,
0.0006595876766368747,
0.07008971273899078,
-0.0051089320331811905,
0.05049959197640419,
0.002064285334199667,
0.023703085258603096,
-0.11343735456466675,
0.07928694039583206,
0.036506760865449905,
-0.005052189342677593,
-0.0582662858068943,
0.05735652521252632,
0.012178346514701843,
0.011963972821831703,
0.008492955006659031,
0.04513344541192055,
0.08991546183824539,
0.047758594155311584,
0.012141156941652298,
-0.014121144078671932,
0.02920575439929962,
0.03540335223078728,
-0.05045793950557709,
-0.00041719217551872134,
0.06199590116739273,
-0.0011898012598976493,
-0.015577560290694237,
-0.04051293805241585,
-0.00580839766189456,
0.00515843415632844,
-0.08587930351495743,
0.015185542404651642,
-0.08921874314546585,
0.039280038326978683,
-0.010057455860078335,
-0.005666324868798256,
-0.017612194642424583,
-0.008547022938728333,
-0.020047899335622787,
0.027694478631019592,
-0.11644431948661804,
0.07709641754627228,
0.05611488223075867,
-0.00943287368863821,
0.007576842326670885,
-0.003426625393331051,
0.031115973368287086,
0.05561884865164757
] |
1401.4629
|
Moustafa Mohamed
|
Moustafa Mohamed, Zheng Li, Xi Chen, Alan Mickelson
|
HERMES: A Hierarchical Broadcast-Based Silicon Photonic Interconnect for
Scalable Many-Core Systems
|
10 pages
| null | null | null |
cs.AR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Optical interconnection networks, as enabled by recent advances in silicon
photonic device and fabrication technology, have the potential to address
on-chip and off-chip communication bottlenecks in many-core systems. Although
several designs have shown superior power efficiency and performance compared
to electrical alternatives, these networks will not scale to the thousands of
cores required in the future.
In this paper, we introduce Hermes, a hybrid network composed of an optimized
broadcast for power-efficient low-latency global-scale coordination and
circuit-switch sub-networks for high-throughput data delivery. This network
will scale for use in thousand core chip systems. At the physical level,
SoI-based adiabatic coupler has been designed to provide low-loss and compact
optical power splitting. Based on the adiabatic coupler, a topology based on
2-ary folded butterfly is designed to provide linear power division in a
thousand core layout with minimal cross-overs. To address the network agility
and provide for efficient use of optical bandwidth, a flow control and routing
mechanism is introduced to dynamically allocate bandwidth and provide fairness
usage of network resources. At the system level, bloom filter-based filtering
for localization of communication are designed for reducing global traffic. In
addition, a novel greedy-based data and workload migration are leveraged to
increase the locality of communication in a NUCA (non-uniform cache access)
architecture. First order analytic evaluation results have indicated that
Hermes is scalable to at least 1024 cores and offers significant performance
improvement and power savings over prior silicon photonic designs.
|
[
{
"created": "Sun, 19 Jan 2014 03:20:40 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Mohamed",
"Moustafa",
""
],
[
"Li",
"Zheng",
""
],
[
"Chen",
"Xi",
""
],
[
"Mickelson",
"Alan",
""
]
] |
[
0.002706333063542843,
0.08221354335546494,
-0.043847016990184784,
0.025942236185073853,
-0.005309928674250841,
-0.0782993957400322,
0.021036408841609955,
-0.04861421138048172,
0.0063732401467859745,
0.010614320635795593,
-0.003962329588830471,
0.03806707635521889,
-0.07584235072135925,
-0.04033597558736801,
0.0436864048242569,
0.10068617761135101,
0.04225951433181763,
0.009807411581277847,
0.029085693880915642,
-0.009507655166089535,
0.07980084419250488,
-0.07616273313760757,
0.013863210566341877,
0.03842257335782051,
-0.02033843845129013,
0.028315821662545204,
0.05465185269713402,
-0.050957243889570236,
-0.06412000209093094,
0.0038845911622047424,
0.03800563886761665,
-0.051716554909944534,
0.011940964497625828,
-0.03260938823223114,
-0.05544711649417877,
-0.01843245141208172,
0.044812750071287155,
-0.06050330400466919,
0.001628994825296104,
-0.02115792967379093,
0.08233363926410675,
-0.014943188987672329,
-0.0018810904584825039,
-0.012594740837812424,
-0.10533474385738373,
0.0015360156539827585,
-0.03674328327178955,
0.07931779325008392,
0.025177380070090294,
-0.07612758874893188,
-0.015480759553611279,
-0.04403609409928322,
-0.060763079673051834,
-0.0071333954110741615,
0.06525643914937973,
0.07625597715377808,
-0.010772853158414364,
-0.0004912289441563189,
0.018813757225871086,
-0.031091760843992233,
0.06473836302757263,
-0.05122779309749603,
0.005754902958869934,
0.040473759174346924,
-0.09198117256164551,
0.020601700991392136,
0.057744789868593216,
0.027590744197368622,
-0.00824729260057211,
-0.013095589354634285,
0.017874328419566154,
-0.06377498805522919,
0.004807454068213701,
0.0661383718252182,
0.020665697753429413,
0.044281017035245895,
0.15249492228031158,
0.04642188549041748,
-0.019568519666790962,
0.03321318328380585,
-0.03319089859724045,
-0.010967784561216831,
0.0007155538187362254,
-0.0020055645145475864,
0.031846802681684494,
-0.09079508483409882,
-0.048156194388866425,
-0.001424019574187696,
-0.08363103866577148,
-0.18563121557235718,
-0.07359392195940018,
-0.005295076873153448,
0.0318877138197422,
-0.046964142471551895,
0.0918402448296547,
-0.011800993233919144,
-0.04909786581993103,
-0.080661341547966,
-0.023669475689530373,
0.018296189606189728,
-0.018444502726197243,
-0.016736255958676338,
0.013849038630723953,
-0.05502947047352791,
-0.036573827266693115,
0.004907975904643536,
0.010176476091146469,
0.045673344284296036,
-0.03138376772403717,
0.01863410696387291,
-0.06099599972367287,
0.04842718690633774,
-0.004586033057421446,
-0.02021505869925022,
-0.05302411690354347,
0.04867855831980705,
-0.03411735221743584,
0.0584070160984993,
0.024667801335453987,
0.03191343694925308,
-0.10679734498262405,
0.01906718872487545,
-0.03341519832611084,
0.022767305374145508,
0.014846758916974068,
0.029661020264029503,
-0.07653675228357315,
-4.242863288991543e-34,
0.04566703736782074,
0.08355337381362915,
-0.07245060056447983,
-0.01736498437821865,
0.05397043004631996,
-0.0032485988922417164,
0.08703970164060593,
0.004140495788305998,
-0.02449827641248703,
-0.049748171120882034,
0.0033775977790355682,
-0.06459935009479523,
-0.009660148061811924,
0.05677660554647446,
0.08969181776046753,
-0.09228451550006866,
0.03305080905556679,
-0.055051762610673904,
0.09354061633348465,
0.012964804656803608,
-0.04024532437324524,
-0.04863068461418152,
0.01120723132044077,
0.05116797238588333,
0.04330813139677048,
-0.016823653131723404,
0.0009483842877671123,
-0.042333900928497314,
0.0011503646383062005,
-0.016948282718658447,
0.011231398209929466,
0.014470403082668781,
0.08429044485092163,
-0.02698560431599617,
0.06573748588562012,
0.05999619513750076,
-0.016157139092683792,
-0.013938698917627335,
0.019198864698410034,
0.0181740690022707,
0.0014228778891265392,
0.051979437470436096,
-0.004891091026365757,
-0.08194562792778015,
-0.1082499772310257,
0.021490707993507385,
-0.10581099987030029,
0.0785238966345787,
-0.011275680735707283,
0.0030131421517580748,
0.05369545891880989,
-0.03610038757324219,
0.06151586398482323,
0.09715395420789719,
0.0982092022895813,
-0.06703104078769684,
0.021122701466083527,
0.0415508933365345,
0.11661875247955322,
0.053383611142635345,
0.013516398146748543,
-0.07531174272298813,
-0.01515994407236576,
0.07769224047660828,
0.011867142282426357,
0.04002581164240837,
0.04611644521355629,
0.09564077109098434,
-0.054498907178640366,
-0.04539576172828674,
0.013859282247722149,
0.04309260845184326,
0.011995318345725536,
-0.03355347737669945,
0.04241880774497986,
0.0790989026427269,
-0.052234139293432236,
-0.12289485335350037,
0.010734090581536293,
0.031472135335206985,
-0.012505420483648777,
-0.002600596286356449,
-0.01113423053175211,
0.037516038864851,
0.020651035010814667,
-0.004925115965306759,
-0.006526425015181303,
0.07784659415483475,
-0.11696191877126694,
0.03326226770877838,
0.0006457102135755122,
-0.062105655670166016,
0.1065337285399437,
-0.03592616692185402,
-0.014540409669280052,
6.982728939939651e-34,
0.03391016274690628,
-0.04489262029528618,
0.00947866216301918,
0.02962547354400158,
0.051990408450365067,
0.0037007040809839964,
0.10460558533668518,
-0.05986296385526657,
0.010300583206117153,
0.06522180140018463,
-0.03119136020541191,
-0.0355212539434433,
0.04822581633925438,
-0.013622882775962353,
0.008671251125633717,
-0.032913606613874435,
-0.04029291868209839,
-0.070939801633358,
0.07970331609249115,
-0.04454713314771652,
0.0030835317447781563,
0.04478437453508377,
-0.019497018307447433,
-0.12502066791057587,
-0.04795854538679123,
0.022296428680419922,
-0.02174907922744751,
0.015608157031238079,
-0.023400506004691124,
0.01312086172401905,
-0.03656269609928131,
0.009060936979949474,
0.05640270933508873,
0.004349375609308481,
0.06283573061227798,
0.12748822569847107,
-0.006932692136615515,
0.05764450877904892,
0.014814144000411034,
0.007662187796086073,
-0.0016802026657387614,
-0.0781441330909729,
-0.058113858103752136,
0.005071079824119806,
0.029481064528226852,
-0.03147735074162483,
-0.06124494969844818,
-0.023618191480636597,
-0.09086180478334427,
0.014563118107616901,
-0.07796379923820496,
-0.012971795164048672,
-0.00158133904915303,
0.07004467397928238,
-0.013987002894282341,
-0.03368648886680603,
-0.02327657863497734,
0.14715665578842163,
-0.057494740933179855,
0.013394410721957684,
0.04721555486321449,
-0.046313490718603134,
0.021163305267691612,
0.06389027833938599,
0.011516341008245945,
0.0214884951710701,
0.06407289952039719,
-0.03802989795804024,
0.028220534324645996,
-0.03138938173651695,
-0.03574551269412041,
-0.06489022076129913,
0.038364749401807785,
0.026329519227147102,
-0.013702495954930782,
0.02266864851117134,
-0.008432653732597828,
0.027810076251626015,
0.1079794242978096,
0.11389186233282089,
-0.09790010005235672,
0.040641337633132935,
-0.05631190538406372,
-0.03200461342930794,
0.0343635268509388,
-0.04899238795042038,
0.026659740135073662,
0.02159736678004265,
-0.009225298650562763,
-0.024757975712418556,
-0.04137469083070755,
0.01581048220396042,
0.06916214525699615,
-0.05853240191936493,
-0.04487061873078346,
-4.708381595719402e-8,
0.008555850014090538,
0.025654591619968414,
-0.019961277022957802,
0.07560852915048599,
-0.0253259539604187,
-0.03448013216257095,
0.07472287863492966,
-0.028606068342924118,
-0.0009935768321156502,
0.01708209328353405,
0.058320965617895126,
-0.08160842210054398,
-0.0009495496633462608,
-0.016662105917930603,
0.033368583768606186,
-0.05228547006845474,
0.04745623841881752,
-0.05414087325334549,
0.007924549281597137,
-0.0496707558631897,
-0.12035025656223297,
0.013517610728740692,
0.05513167008757591,
0.015857983380556107,
-0.005391985643655062,
-0.0313270129263401,
-0.021567702293395996,
0.03739019110798836,
0.030440554022789,
-0.07413662225008011,
-0.01193243358284235,
-0.02700444683432579,
0.040533795952796936,
0.04862786829471588,
-0.046271082013845444,
-0.027641408145427704,
-0.018224429339170456,
0.09503958374261856,
0.14956210553646088,
0.005329421255737543,
-0.0012199971824884415,
-0.06435983628034592,
-0.0069846357218921185,
0.03438461944460869,
0.02010958455502987,
-0.028679320588707924,
-0.003998126368969679,
0.08048231899738312,
-0.07044347375631332,
0.06741481274366379,
-0.009177413769066334,
0.07069770991802216,
0.010098581202328205,
-0.05954577773809433,
-0.06273350864648819,
-0.009382622316479683,
-0.01984364353120327,
0.05286919325590134,
0.05566200613975525,
0.049292948096990585,
-0.023161450400948524,
-0.009274881333112717,
-0.06410220265388489,
0.032338518649339676
] | null | null | null | null | null | null | null |
[
0.002706333063542843,
0.08221354335546494,
-0.043847016990184784,
0.025942236185073853,
-0.005309928674250841,
-0.0782993957400322,
0.021036408841609955,
-0.04861421138048172,
0.0063732401467859745,
0.010614320635795593,
-0.003962329588830471,
0.03806707635521889,
-0.07584235072135925,
-0.04033597558736801,
0.0436864048242569,
0.10068617761135101,
0.04225951433181763,
0.009807411581277847,
0.029085693880915642,
-0.009507655166089535,
0.07980084419250488,
-0.07616273313760757,
0.013863210566341877,
0.03842257335782051,
-0.02033843845129013,
0.028315821662545204,
0.05465185269713402,
-0.050957243889570236,
-0.06412000209093094,
0.0038845911622047424,
0.03800563886761665,
-0.051716554909944534,
0.011940964497625828,
-0.03260938823223114,
-0.05544711649417877,
-0.01843245141208172,
0.044812750071287155,
-0.06050330400466919,
0.001628994825296104,
-0.02115792967379093,
0.08233363926410675,
-0.014943188987672329,
-0.0018810904584825039,
-0.012594740837812424,
-0.10533474385738373,
0.0015360156539827585,
-0.03674328327178955,
0.07931779325008392,
0.025177380070090294,
-0.07612758874893188,
-0.015480759553611279,
-0.04403609409928322,
-0.060763079673051834,
-0.0071333954110741615,
0.06525643914937973,
0.07625597715377808,
-0.010772853158414364,
-0.0004912289441563189,
0.018813757225871086,
-0.031091760843992233,
0.06473836302757263,
-0.05122779309749603,
0.005754902958869934,
0.040473759174346924,
-0.09198117256164551,
0.020601700991392136,
0.057744789868593216,
0.027590744197368622,
-0.00824729260057211,
-0.013095589354634285,
0.017874328419566154,
-0.06377498805522919,
0.004807454068213701,
0.0661383718252182,
0.020665697753429413,
0.044281017035245895,
0.15249492228031158,
0.04642188549041748,
-0.019568519666790962,
0.03321318328380585,
-0.03319089859724045,
-0.010967784561216831,
0.0007155538187362254,
-0.0020055645145475864,
0.031846802681684494,
-0.09079508483409882,
-0.048156194388866425,
-0.001424019574187696,
-0.08363103866577148,
-0.18563121557235718,
-0.07359392195940018,
-0.005295076873153448,
0.0318877138197422,
-0.046964142471551895,
0.0918402448296547,
-0.011800993233919144,
-0.04909786581993103,
-0.080661341547966,
-0.023669475689530373,
0.018296189606189728,
-0.018444502726197243,
-0.016736255958676338,
0.013849038630723953,
-0.05502947047352791,
-0.036573827266693115,
0.004907975904643536,
0.010176476091146469,
0.045673344284296036,
-0.03138376772403717,
0.01863410696387291,
-0.06099599972367287,
0.04842718690633774,
-0.004586033057421446,
-0.02021505869925022,
-0.05302411690354347,
0.04867855831980705,
-0.03411735221743584,
0.0584070160984993,
0.024667801335453987,
0.03191343694925308,
-0.10679734498262405,
0.01906718872487545,
-0.03341519832611084,
0.022767305374145508,
0.014846758916974068,
0.029661020264029503,
-0.07653675228357315,
-4.242863288991543e-34,
0.04566703736782074,
0.08355337381362915,
-0.07245060056447983,
-0.01736498437821865,
0.05397043004631996,
-0.0032485988922417164,
0.08703970164060593,
0.004140495788305998,
-0.02449827641248703,
-0.049748171120882034,
0.0033775977790355682,
-0.06459935009479523,
-0.009660148061811924,
0.05677660554647446,
0.08969181776046753,
-0.09228451550006866,
0.03305080905556679,
-0.055051762610673904,
0.09354061633348465,
0.012964804656803608,
-0.04024532437324524,
-0.04863068461418152,
0.01120723132044077,
0.05116797238588333,
0.04330813139677048,
-0.016823653131723404,
0.0009483842877671123,
-0.042333900928497314,
0.0011503646383062005,
-0.016948282718658447,
0.011231398209929466,
0.014470403082668781,
0.08429044485092163,
-0.02698560431599617,
0.06573748588562012,
0.05999619513750076,
-0.016157139092683792,
-0.013938698917627335,
0.019198864698410034,
0.0181740690022707,
0.0014228778891265392,
0.051979437470436096,
-0.004891091026365757,
-0.08194562792778015,
-0.1082499772310257,
0.021490707993507385,
-0.10581099987030029,
0.0785238966345787,
-0.011275680735707283,
0.0030131421517580748,
0.05369545891880989,
-0.03610038757324219,
0.06151586398482323,
0.09715395420789719,
0.0982092022895813,
-0.06703104078769684,
0.021122701466083527,
0.0415508933365345,
0.11661875247955322,
0.053383611142635345,
0.013516398146748543,
-0.07531174272298813,
-0.01515994407236576,
0.07769224047660828,
0.011867142282426357,
0.04002581164240837,
0.04611644521355629,
0.09564077109098434,
-0.054498907178640366,
-0.04539576172828674,
0.013859282247722149,
0.04309260845184326,
0.011995318345725536,
-0.03355347737669945,
0.04241880774497986,
0.0790989026427269,
-0.052234139293432236,
-0.12289485335350037,
0.010734090581536293,
0.031472135335206985,
-0.012505420483648777,
-0.002600596286356449,
-0.01113423053175211,
0.037516038864851,
0.020651035010814667,
-0.004925115965306759,
-0.006526425015181303,
0.07784659415483475,
-0.11696191877126694,
0.03326226770877838,
0.0006457102135755122,
-0.062105655670166016,
0.1065337285399437,
-0.03592616692185402,
-0.014540409669280052,
6.982728939939651e-34,
0.03391016274690628,
-0.04489262029528618,
0.00947866216301918,
0.02962547354400158,
0.051990408450365067,
0.0037007040809839964,
0.10460558533668518,
-0.05986296385526657,
0.010300583206117153,
0.06522180140018463,
-0.03119136020541191,
-0.0355212539434433,
0.04822581633925438,
-0.013622882775962353,
0.008671251125633717,
-0.032913606613874435,
-0.04029291868209839,
-0.070939801633358,
0.07970331609249115,
-0.04454713314771652,
0.0030835317447781563,
0.04478437453508377,
-0.019497018307447433,
-0.12502066791057587,
-0.04795854538679123,
0.022296428680419922,
-0.02174907922744751,
0.015608157031238079,
-0.023400506004691124,
0.01312086172401905,
-0.03656269609928131,
0.009060936979949474,
0.05640270933508873,
0.004349375609308481,
0.06283573061227798,
0.12748822569847107,
-0.006932692136615515,
0.05764450877904892,
0.014814144000411034,
0.007662187796086073,
-0.0016802026657387614,
-0.0781441330909729,
-0.058113858103752136,
0.005071079824119806,
0.029481064528226852,
-0.03147735074162483,
-0.06124494969844818,
-0.023618191480636597,
-0.09086180478334427,
0.014563118107616901,
-0.07796379923820496,
-0.012971795164048672,
-0.00158133904915303,
0.07004467397928238,
-0.013987002894282341,
-0.03368648886680603,
-0.02327657863497734,
0.14715665578842163,
-0.057494740933179855,
0.013394410721957684,
0.04721555486321449,
-0.046313490718603134,
0.021163305267691612,
0.06389027833938599,
0.011516341008245945,
0.0214884951710701,
0.06407289952039719,
-0.03802989795804024,
0.028220534324645996,
-0.03138938173651695,
-0.03574551269412041,
-0.06489022076129913,
0.038364749401807785,
0.026329519227147102,
-0.013702495954930782,
0.02266864851117134,
-0.008432653732597828,
0.027810076251626015,
0.1079794242978096,
0.11389186233282089,
-0.09790010005235672,
0.040641337633132935,
-0.05631190538406372,
-0.03200461342930794,
0.0343635268509388,
-0.04899238795042038,
0.026659740135073662,
0.02159736678004265,
-0.009225298650562763,
-0.024757975712418556,
-0.04137469083070755,
0.01581048220396042,
0.06916214525699615,
-0.05853240191936493,
-0.04487061873078346,
-4.708381595719402e-8,
0.008555850014090538,
0.025654591619968414,
-0.019961277022957802,
0.07560852915048599,
-0.0253259539604187,
-0.03448013216257095,
0.07472287863492966,
-0.028606068342924118,
-0.0009935768321156502,
0.01708209328353405,
0.058320965617895126,
-0.08160842210054398,
-0.0009495496633462608,
-0.016662105917930603,
0.033368583768606186,
-0.05228547006845474,
0.04745623841881752,
-0.05414087325334549,
0.007924549281597137,
-0.0496707558631897,
-0.12035025656223297,
0.013517610728740692,
0.05513167008757591,
0.015857983380556107,
-0.005391985643655062,
-0.0313270129263401,
-0.021567702293395996,
0.03739019110798836,
0.030440554022789,
-0.07413662225008011,
-0.01193243358284235,
-0.02700444683432579,
0.040533795952796936,
0.04862786829471588,
-0.046271082013845444,
-0.027641408145427704,
-0.018224429339170456,
0.09503958374261856,
0.14956210553646088,
0.005329421255737543,
-0.0012199971824884415,
-0.06435983628034592,
-0.0069846357218921185,
0.03438461944460869,
0.02010958455502987,
-0.028679320588707924,
-0.003998126368969679,
0.08048231899738312,
-0.07044347375631332,
0.06741481274366379,
-0.009177413769066334,
0.07069770991802216,
0.010098581202328205,
-0.05954577773809433,
-0.06273350864648819,
-0.009382622316479683,
-0.01984364353120327,
0.05286919325590134,
0.05566200613975525,
0.049292948096990585,
-0.023161450400948524,
-0.009274881333112717,
-0.06410220265388489,
0.032338518649339676
] |
1401.4633
|
Pengwei Wang
|
Pengwei Wang and Reihaneh Safavi-Naini
|
Efficient Codes for Adversarial Wiretap Channels
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In [13] we proposed a ({\rho}_r , {\rho}_w )-adversarial wiretap channel
model (AWTP) in which the adversary can adaptively choose to see a fraction
{\rho}_r of the codeword sent over the channel, and modify a fraction {\rho}_w
of the codeword by adding arbitrary noise values to them. In this paper we give
the first efficient construction of a capacity achieving code family that
provides perfect secrecy for this channel.
|
[
{
"created": "Sun, 19 Jan 2014 03:39:56 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Wang",
"Pengwei",
""
],
[
"Safavi-Naini",
"Reihaneh",
""
]
] |
[
-0.10369228571653366,
-0.005260875448584557,
-0.04545271769165993,
0.0591484010219574,
0.02560899779200554,
0.02534540370106697,
0.06773387640714645,
-0.09374257177114487,
-0.019203688949346542,
0.013616926036775112,
0.018114710226655006,
-0.008074021898210049,
0.08869735151529312,
-0.05035620555281639,
-0.05529441311955452,
-0.012886635027825832,
0.0906238853931427,
0.04918443784117699,
-0.08008009940385818,
-0.03209555149078369,
0.03591378033161163,
-0.008137254975736141,
0.018074076622724533,
-0.0060613020323216915,
0.07338546216487885,
-0.052520956844091415,
0.040955718606710434,
0.010484919883310795,
-0.03896932676434517,
-0.03136196732521057,
0.00669355783611536,
0.014501324854791164,
0.014517199248075485,
0.030964408069849014,
-0.08421795815229416,
-0.01574689708650112,
-0.04911993443965912,
0.0005037491209805012,
0.0616714246571064,
0.07055697590112686,
-0.07487332075834274,
-0.012040707282721996,
-0.05249003693461418,
-0.002300734631717205,
-0.08032688498497009,
-0.08700699359178543,
0.07627161592245102,
0.03701920062303543,
-0.003004890400916338,
-0.09792071580886841,
0.04836905747652054,
0.08391408622264862,
-0.04639779031276703,
0.07588808983564377,
0.025549517944455147,
-0.12792624533176422,
-0.06352734565734863,
-0.059304751455783844,
-0.07174401730298996,
0.06414026021957397,
0.018140921369194984,
0.049372635781764984,
0.01791897788643837,
-0.036260560154914856,
0.020535077899694443,
-0.013550476171076298,
0.014748393557965755,
0.09963064640760422,
-0.013244472444057465,
0.05342281609773636,
-0.01568789593875408,
0.05869777873158455,
-0.09395019710063934,
0.034063518047332764,
0.06823510676622391,
0.0008549709455110133,
0.03902821987867355,
0.059097494930028915,
0.07357119768857956,
-0.0025612523313611746,
0.005029231309890747,
0.004213650710880756,
0.002026129048317671,
0.03309820964932442,
0.03335801512002945,
0.04265627637505531,
0.007167826406657696,
-0.026506492868065834,
0.06422924995422363,
-0.01156547013670206,
-0.020811105147004128,
-0.025314413011074066,
-0.052607033401727676,
0.04782402515411377,
-0.0008283827919512987,
-0.06750942021608353,
-0.05733019858598709,
-0.08545735478401184,
-0.08326633274555206,
0.04844144359230995,
0.00727820536121726,
-0.029494743794202805,
0.020240554586052895,
-0.09744880348443985,
0.04381368309259415,
0.05430562049150467,
0.08410649001598358,
0.04656551033258438,
0.016829166561365128,
0.05341533198952675,
0.05239274725317955,
0.005587855353951454,
-0.05130734667181969,
-0.029266932979226112,
0.028873078525066376,
0.06430669873952866,
-0.10479792207479477,
0.05202139914035797,
0.0046263402327895164,
0.08739931136369705,
0.0341811403632164,
-0.008271632716059685,
0.027254970744252205,
0.0016572601161897182,
-0.06607061624526978,
-0.02988334745168686,
-0.015889957547187805,
-1.8704372438078158e-33,
0.00367154274135828,
0.05291896313428879,
-0.10050953924655914,
-0.0025154282338917255,
0.050663094967603683,
0.0704285055398941,
0.022934546694159508,
0.04887725040316582,
-0.026321938261389732,
0.02005719393491745,
-0.10437493771314621,
-0.04323112964630127,
-0.07032135128974915,
0.023033155128359795,
0.047484390437603,
0.04312611371278763,
-0.07635048031806946,
-0.016398154199123383,
0.0721319392323494,
-0.035937342792749405,
0.06639748811721802,
0.001348811318166554,
0.026221448555588722,
-0.046781979501247406,
0.021623078733682632,
-0.029378091916441917,
-0.017931295558810234,
-0.07011992484331131,
0.048817574977874756,
0.06862989068031311,
-0.07160816341638565,
0.020075447857379913,
0.057364460080862045,
0.0022054314613342285,
-0.004694018978625536,
-0.019747313112020493,
-0.021274132654070854,
-0.04692937061190605,
0.05573193356394768,
-0.03773112967610359,
0.034695979207754135,
0.009630607441067696,
-0.005748110823333263,
-0.03617190197110176,
0.056217651814222336,
0.008690405637025833,
0.016078712418675423,
-0.021702121943235397,
-0.1158517375588417,
0.017729168757796288,
0.050154443830251694,
0.027585206553339958,
-0.032300472259521484,
-0.05997991934418678,
-0.0003810746129602194,
-0.08120273053646088,
0.01222428772598505,
0.05389244481921196,
0.0532350018620491,
0.1399281620979309,
-0.07320310175418854,
0.04833255708217621,
-0.0065725031308829784,
-0.002985587576404214,
-0.015355554409325123,
0.04517703130841255,
-0.027698921039700508,
-0.05205899104475975,
0.023521678522229195,
-0.08495961874723434,
-0.07776081562042236,
0.003792258445173502,
0.005139979533851147,
0.057653993368148804,
-0.07347846776247025,
-0.05937995761632919,
0.0638982504606247,
-0.00932498462498188,
0.08015673607587814,
-0.016508739441633224,
-0.06674468517303467,
-0.020945148542523384,
0.05294572189450264,
0.08203636854887009,
-0.05752507597208023,
0.0012381656561046839,
0.011142784729599953,
0.008873578161001205,
-0.031810224056243896,
0.09067539125680923,
-0.0367521271109581,
-0.02280491590499878,
0.07733199745416641,
-0.06644034385681152,
0.048196952790021896,
-6.508023454281821e-34,
-0.06164370849728584,
-0.010000755079090595,
-0.09321431070566177,
0.008196496404707432,
-0.0558362752199173,
-0.09072147309780121,
0.012143777683377266,
-0.019883619621396065,
-0.047266896814107895,
0.02541395276784897,
-0.028815437108278275,
-0.026669424027204514,
0.03430406004190445,
-0.031317152082920074,
0.14072856307029724,
-0.10747641324996948,
-0.007091989740729332,
0.031014995649456978,
-0.002576232887804508,
0.0567978210747242,
0.07328417152166367,
0.01669720932841301,
-0.024318352341651917,
0.024301664903759956,
0.05490802973508835,
-0.048233382403850555,
-0.06867296993732452,
0.10043289512395859,
0.07566224783658981,
-0.006127271801233292,
-0.05244480073451996,
-0.02297130599617958,
-0.016702814027667046,
-0.015697194263339043,
0.012302123010158539,
-0.029656102880835533,
0.09729082882404327,
0.08164643496274948,
-0.04714658111333847,
0.04616716131567955,
0.052489571273326874,
-0.045843273401260376,
-0.034953523427248,
0.001981095178052783,
-0.035397231578826904,
0.029299819841980934,
-0.01994026079773903,
-0.03609032928943634,
-0.021934008225798607,
-0.061935991048812866,
0.048429254442453384,
-0.03306533768773079,
0.012912778183817863,
0.06504921615123749,
-0.013324931263923645,
0.06889723241329193,
0.005004900973290205,
0.032303959131240845,
0.11118265986442566,
0.05477028340101242,
-0.014652140438556671,
-0.10092881321907043,
0.009458156302571297,
-0.006244985852390528,
0.031242476776242256,
-0.03844607621431351,
-0.031028589233756065,
0.02100062184035778,
-0.014605049975216389,
0.020030943676829338,
0.10762861371040344,
-0.04776395484805107,
-0.0030508744530379772,
0.030260756611824036,
-0.026985621079802513,
0.01723044365644455,
-0.005326505750417709,
-0.055738210678100586,
0.0010058097541332245,
0.040345754474401474,
-0.0024317537900060415,
0.027682514861226082,
-0.011527936905622482,
-0.055320337414741516,
0.09187283366918564,
0.030147764831781387,
0.09815406054258347,
-0.03824422135949135,
-0.034461118280887604,
-0.0027169862296432257,
-0.009814365766942501,
-0.011289190500974655,
-0.01388932578265667,
-0.019750351086258888,
0.013012963347136974,
-4.2915345943583816e-8,
-0.006027700379490852,
-0.014169750735163689,
0.0329202376306057,
-0.060312654823064804,
0.08951158821582794,
-0.058304011821746826,
0.0012370309559628367,
-0.02043287642300129,
0.021518053486943245,
-0.009076415561139584,
0.10891393572092056,
0.06814401596784592,
-0.0036153909750282764,
-0.03306623920798302,
-0.004673179239034653,
0.08851148188114166,
-0.08662669360637665,
-0.004303815774619579,
0.012154443189501762,
-0.03536926954984665,
-0.009141793474555016,
-0.0012972387485206127,
-0.07973066717386246,
0.02036328613758087,
-0.038001637905836105,
-0.012586735188961029,
0.0429999902844429,
0.00622868025675416,
-0.02775244042277336,
0.09431696683168411,
-0.011380008421838284,
-0.056655801832675934,
0.024413615465164185,
0.0849725604057312,
-0.0870785191655159,
0.032306868582963943,
-0.09436127543449402,
-0.05029474198818207,
-0.02811182476580143,
0.02618076652288437,
0.04571336880326271,
-0.09552253037691116,
0.024045204743742943,
-0.05939370393753052,
0.04566818103194237,
0.013846684247255325,
0.03254474326968193,
-0.11218759417533875,
-0.03844407945871353,
0.021964052692055702,
0.028899045661091805,
0.03780035674571991,
-0.04478849843144417,
-0.009112544357776642,
0.018424054607748985,
0.04817856103181839,
0.05704149976372719,
-0.09308484196662903,
-0.041363075375556946,
0.06161949038505554,
-0.032249245792627335,
0.10289475321769714,
-0.03198094666004181,
-0.05118108168244362
] | null | null | null | null | null | null | null |
[
-0.10369228571653366,
-0.005260875448584557,
-0.04545271769165993,
0.0591484010219574,
0.02560899779200554,
0.02534540370106697,
0.06773387640714645,
-0.09374257177114487,
-0.019203688949346542,
0.013616926036775112,
0.018114710226655006,
-0.008074021898210049,
0.08869735151529312,
-0.05035620555281639,
-0.05529441311955452,
-0.012886635027825832,
0.0906238853931427,
0.04918443784117699,
-0.08008009940385818,
-0.03209555149078369,
0.03591378033161163,
-0.008137254975736141,
0.018074076622724533,
-0.0060613020323216915,
0.07338546216487885,
-0.052520956844091415,
0.040955718606710434,
0.010484919883310795,
-0.03896932676434517,
-0.03136196732521057,
0.00669355783611536,
0.014501324854791164,
0.014517199248075485,
0.030964408069849014,
-0.08421795815229416,
-0.01574689708650112,
-0.04911993443965912,
0.0005037491209805012,
0.0616714246571064,
0.07055697590112686,
-0.07487332075834274,
-0.012040707282721996,
-0.05249003693461418,
-0.002300734631717205,
-0.08032688498497009,
-0.08700699359178543,
0.07627161592245102,
0.03701920062303543,
-0.003004890400916338,
-0.09792071580886841,
0.04836905747652054,
0.08391408622264862,
-0.04639779031276703,
0.07588808983564377,
0.025549517944455147,
-0.12792624533176422,
-0.06352734565734863,
-0.059304751455783844,
-0.07174401730298996,
0.06414026021957397,
0.018140921369194984,
0.049372635781764984,
0.01791897788643837,
-0.036260560154914856,
0.020535077899694443,
-0.013550476171076298,
0.014748393557965755,
0.09963064640760422,
-0.013244472444057465,
0.05342281609773636,
-0.01568789593875408,
0.05869777873158455,
-0.09395019710063934,
0.034063518047332764,
0.06823510676622391,
0.0008549709455110133,
0.03902821987867355,
0.059097494930028915,
0.07357119768857956,
-0.0025612523313611746,
0.005029231309890747,
0.004213650710880756,
0.002026129048317671,
0.03309820964932442,
0.03335801512002945,
0.04265627637505531,
0.007167826406657696,
-0.026506492868065834,
0.06422924995422363,
-0.01156547013670206,
-0.020811105147004128,
-0.025314413011074066,
-0.052607033401727676,
0.04782402515411377,
-0.0008283827919512987,
-0.06750942021608353,
-0.05733019858598709,
-0.08545735478401184,
-0.08326633274555206,
0.04844144359230995,
0.00727820536121726,
-0.029494743794202805,
0.020240554586052895,
-0.09744880348443985,
0.04381368309259415,
0.05430562049150467,
0.08410649001598358,
0.04656551033258438,
0.016829166561365128,
0.05341533198952675,
0.05239274725317955,
0.005587855353951454,
-0.05130734667181969,
-0.029266932979226112,
0.028873078525066376,
0.06430669873952866,
-0.10479792207479477,
0.05202139914035797,
0.0046263402327895164,
0.08739931136369705,
0.0341811403632164,
-0.008271632716059685,
0.027254970744252205,
0.0016572601161897182,
-0.06607061624526978,
-0.02988334745168686,
-0.015889957547187805,
-1.8704372438078158e-33,
0.00367154274135828,
0.05291896313428879,
-0.10050953924655914,
-0.0025154282338917255,
0.050663094967603683,
0.0704285055398941,
0.022934546694159508,
0.04887725040316582,
-0.026321938261389732,
0.02005719393491745,
-0.10437493771314621,
-0.04323112964630127,
-0.07032135128974915,
0.023033155128359795,
0.047484390437603,
0.04312611371278763,
-0.07635048031806946,
-0.016398154199123383,
0.0721319392323494,
-0.035937342792749405,
0.06639748811721802,
0.001348811318166554,
0.026221448555588722,
-0.046781979501247406,
0.021623078733682632,
-0.029378091916441917,
-0.017931295558810234,
-0.07011992484331131,
0.048817574977874756,
0.06862989068031311,
-0.07160816341638565,
0.020075447857379913,
0.057364460080862045,
0.0022054314613342285,
-0.004694018978625536,
-0.019747313112020493,
-0.021274132654070854,
-0.04692937061190605,
0.05573193356394768,
-0.03773112967610359,
0.034695979207754135,
0.009630607441067696,
-0.005748110823333263,
-0.03617190197110176,
0.056217651814222336,
0.008690405637025833,
0.016078712418675423,
-0.021702121943235397,
-0.1158517375588417,
0.017729168757796288,
0.050154443830251694,
0.027585206553339958,
-0.032300472259521484,
-0.05997991934418678,
-0.0003810746129602194,
-0.08120273053646088,
0.01222428772598505,
0.05389244481921196,
0.0532350018620491,
0.1399281620979309,
-0.07320310175418854,
0.04833255708217621,
-0.0065725031308829784,
-0.002985587576404214,
-0.015355554409325123,
0.04517703130841255,
-0.027698921039700508,
-0.05205899104475975,
0.023521678522229195,
-0.08495961874723434,
-0.07776081562042236,
0.003792258445173502,
0.005139979533851147,
0.057653993368148804,
-0.07347846776247025,
-0.05937995761632919,
0.0638982504606247,
-0.00932498462498188,
0.08015673607587814,
-0.016508739441633224,
-0.06674468517303467,
-0.020945148542523384,
0.05294572189450264,
0.08203636854887009,
-0.05752507597208023,
0.0012381656561046839,
0.011142784729599953,
0.008873578161001205,
-0.031810224056243896,
0.09067539125680923,
-0.0367521271109581,
-0.02280491590499878,
0.07733199745416641,
-0.06644034385681152,
0.048196952790021896,
-6.508023454281821e-34,
-0.06164370849728584,
-0.010000755079090595,
-0.09321431070566177,
0.008196496404707432,
-0.0558362752199173,
-0.09072147309780121,
0.012143777683377266,
-0.019883619621396065,
-0.047266896814107895,
0.02541395276784897,
-0.028815437108278275,
-0.026669424027204514,
0.03430406004190445,
-0.031317152082920074,
0.14072856307029724,
-0.10747641324996948,
-0.007091989740729332,
0.031014995649456978,
-0.002576232887804508,
0.0567978210747242,
0.07328417152166367,
0.01669720932841301,
-0.024318352341651917,
0.024301664903759956,
0.05490802973508835,
-0.048233382403850555,
-0.06867296993732452,
0.10043289512395859,
0.07566224783658981,
-0.006127271801233292,
-0.05244480073451996,
-0.02297130599617958,
-0.016702814027667046,
-0.015697194263339043,
0.012302123010158539,
-0.029656102880835533,
0.09729082882404327,
0.08164643496274948,
-0.04714658111333847,
0.04616716131567955,
0.052489571273326874,
-0.045843273401260376,
-0.034953523427248,
0.001981095178052783,
-0.035397231578826904,
0.029299819841980934,
-0.01994026079773903,
-0.03609032928943634,
-0.021934008225798607,
-0.061935991048812866,
0.048429254442453384,
-0.03306533768773079,
0.012912778183817863,
0.06504921615123749,
-0.013324931263923645,
0.06889723241329193,
0.005004900973290205,
0.032303959131240845,
0.11118265986442566,
0.05477028340101242,
-0.014652140438556671,
-0.10092881321907043,
0.009458156302571297,
-0.006244985852390528,
0.031242476776242256,
-0.03844607621431351,
-0.031028589233756065,
0.02100062184035778,
-0.014605049975216389,
0.020030943676829338,
0.10762861371040344,
-0.04776395484805107,
-0.0030508744530379772,
0.030260756611824036,
-0.026985621079802513,
0.01723044365644455,
-0.005326505750417709,
-0.055738210678100586,
0.0010058097541332245,
0.040345754474401474,
-0.0024317537900060415,
0.027682514861226082,
-0.011527936905622482,
-0.055320337414741516,
0.09187283366918564,
0.030147764831781387,
0.09815406054258347,
-0.03824422135949135,
-0.034461118280887604,
-0.0027169862296432257,
-0.009814365766942501,
-0.011289190500974655,
-0.01388932578265667,
-0.019750351086258888,
0.013012963347136974,
-4.2915345943583816e-8,
-0.006027700379490852,
-0.014169750735163689,
0.0329202376306057,
-0.060312654823064804,
0.08951158821582794,
-0.058304011821746826,
0.0012370309559628367,
-0.02043287642300129,
0.021518053486943245,
-0.009076415561139584,
0.10891393572092056,
0.06814401596784592,
-0.0036153909750282764,
-0.03306623920798302,
-0.004673179239034653,
0.08851148188114166,
-0.08662669360637665,
-0.004303815774619579,
0.012154443189501762,
-0.03536926954984665,
-0.009141793474555016,
-0.0012972387485206127,
-0.07973066717386246,
0.02036328613758087,
-0.038001637905836105,
-0.012586735188961029,
0.0429999902844429,
0.00622868025675416,
-0.02775244042277336,
0.09431696683168411,
-0.011380008421838284,
-0.056655801832675934,
0.024413615465164185,
0.0849725604057312,
-0.0870785191655159,
0.032306868582963943,
-0.09436127543449402,
-0.05029474198818207,
-0.02811182476580143,
0.02618076652288437,
0.04571336880326271,
-0.09552253037691116,
0.024045204743742943,
-0.05939370393753052,
0.04566818103194237,
0.013846684247255325,
0.03254474326968193,
-0.11218759417533875,
-0.03844407945871353,
0.021964052692055702,
0.028899045661091805,
0.03780035674571991,
-0.04478849843144417,
-0.009112544357776642,
0.018424054607748985,
0.04817856103181839,
0.05704149976372719,
-0.09308484196662903,
-0.041363075375556946,
0.06161949038505554,
-0.032249245792627335,
0.10289475321769714,
-0.03198094666004181,
-0.05118108168244362
] |
1401.4634
|
Farzad Farnoud (Hassanzadeh)
|
Farzad Farnoud (Hassanzadeh), Moshe Schwartz, Jehoshua Bruck
|
The Capacity of String-Replication Systems
| null | null | null | null |
cs.IT cs.CL math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
It is known that the majority of the human genome consists of repeated
sequences. Furthermore, it is believed that a significant part of the rest of
the genome also originated from repeated sequences and has mutated to its
current form. In this paper, we investigate the possibility of constructing an
exponentially large number of sequences from a short initial sequence and
simple replication rules, including those resembling genomic replication
processes. In other words, our goal is to find out the capacity, or the
expressive power, of these string-replication systems. Our results include
exact capacities, and bounds on the capacities, of four fundamental
string-replication systems.
|
[
{
"created": "Sun, 19 Jan 2014 03:57:39 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Farnoud",
"Farzad",
"",
"Hassanzadeh"
],
[
"Schwartz",
"Moshe",
""
],
[
"Bruck",
"Jehoshua",
""
]
] |
[
-0.12656758725643158,
-0.060467127710580826,
-0.07278254628181458,
-0.03576045483350754,
-0.11101297289133072,
-0.022925714030861855,
-0.014960800297558308,
0.01026424951851368,
0.009808415547013283,
-0.025009717792272568,
0.0007072443841025233,
0.06378886848688126,
0.05592340975999832,
-0.0188386682420969,
-0.031284235417842865,
-0.0006091980030760169,
-0.03234953433275223,
0.016018999740481377,
0.014725631102919579,
-0.03110792674124241,
0.03490894287824631,
0.043557532131671906,
0.003470786614343524,
0.01442200317978859,
-0.03755549341440201,
-0.010047489777207375,
0.01452548336237669,
0.015806306153535843,
0.049066849052906036,
-0.04248756915330887,
0.05967772752046585,
-0.060083989053964615,
0.061015352606773376,
-0.018811561167240143,
0.028017213568091393,
-0.01778603531420231,
-0.012235069647431374,
-0.09847889095544815,
-0.0111546004191041,
-0.013967136852443218,
0.09364831447601318,
-0.0021338234655559063,
-0.025994786992669106,
0.0718020424246788,
-0.040108539164066315,
0.04048442095518112,
-0.009777708910405636,
0.053657758980989456,
-0.08746292442083359,
-0.03712395951151848,
-0.05705813318490982,
0.004129314795136452,
-0.041954733431339264,
0.041702087968587875,
0.047619227319955826,
-0.06075199320912361,
-0.03106500580906868,
-0.010309640318155289,
0.006158631294965744,
0.0324532724916935,
0.11847788840532303,
-0.023158663883805275,
-0.040732480585575104,
-0.03303338959813118,
0.05788556858897209,
0.04884159192442894,
0.1037723496556282,
0.008744520135223866,
-0.02277238853275776,
0.09575635194778442,
-0.043895404785871506,
0.03331562876701355,
-0.05048530176281929,
0.11804854869842529,
-0.007689816411584616,
0.05495092645287514,
-0.034165654331445694,
-0.016158461570739746,
0.0039842319674789906,
0.08548752218484879,
-0.0669829472899437,
-0.11947158724069595,
0.04769971966743469,
0.011043948121368885,
-0.11057985574007034,
-0.03734193369746208,
0.019177354872226715,
0.052448369562625885,
-0.0010027626994997263,
0.02140042930841446,
-0.03691374883055687,
0.0037479372695088387,
0.1322360336780548,
-0.1022593080997467,
-0.07511524111032486,
0.06746762245893478,
0.018988491967320442,
0.020000524818897247,
0.06701132655143738,
-0.049553096294403076,
-0.014740342274308205,
-0.01569155976176262,
0.161277174949646,
0.010978969745337963,
0.017223495990037918,
-0.0539575070142746,
-0.036505769938230515,
-0.0005295596201904118,
-0.033908527344465256,
0.01145574264228344,
-0.012663952074944973,
0.0010064627276733518,
0.00919411052018404,
0.0860992968082428,
0.02782212197780609,
-0.04587552696466446,
-0.03649171441793442,
0.004063425585627556,
0.003271066350862384,
0.08706045895814896,
0.1293145716190338,
0.025352898985147476,
-0.013597476296126842,
0.058921027928590775,
-0.055323973298072815,
-0.03661476448178291,
-0.0021337950602173805,
-2.3756878583362668e-33,
0.007332586217671633,
0.04800941050052643,
0.07131953537464142,
0.03278394415974617,
0.015082809142768383,
0.03486138954758644,
-0.06348128616809845,
0.019118858501315117,
-0.07131669670343399,
0.0166210625320673,
0.014948108233511448,
0.036024872213602066,
0.0484992153942585,
0.07731441408395767,
-0.037161052227020264,
-0.05092175304889679,
0.046114154160022736,
0.07833264023065567,
-0.04409973323345184,
-0.00018056866247206926,
-0.0010920957429334521,
0.032740380614995956,
0.03448808193206787,
-0.09528400003910065,
-0.02593865618109703,
-0.029654452577233315,
0.011724413372576237,
-0.04024253785610199,
0.0342785008251667,
-0.026752423495054245,
-0.04199470207095146,
-0.01529232133179903,
-0.023818517103791237,
0.09523158520460129,
0.002833316335454583,
0.0008354515885002911,
0.08992147445678711,
-0.08545493334531784,
0.013636588118970394,
0.020434364676475525,
-0.010462215170264244,
0.062400758266448975,
0.015362645499408245,
-0.02393532171845436,
0.019998973235487938,
0.015959717333316803,
-0.018187744542956352,
-0.0285208560526371,
-0.05688747391104698,
-0.03109223209321499,
0.01921265386044979,
0.015668924897909164,
-0.03329364210367203,
-0.030647555366158485,
0.042939722537994385,
-0.05277476832270622,
-0.04647950455546379,
-0.007030211854726076,
-0.025725720450282097,
0.11655806005001068,
-0.038337916135787964,
-0.0026976328808814287,
0.014742664992809296,
0.056196216493844986,
0.018983229994773865,
-0.006918510887771845,
0.04937099665403366,
-0.10166890174150467,
0.10079780220985413,
0.07403227686882019,
0.05634621903300285,
-0.10833669453859329,
-0.031054332852363586,
-0.023790014907717705,
-0.039340607821941376,
-0.045123711228370667,
0.051977839320898056,
-0.07350184768438339,
-0.10320121794939041,
0.07981216907501221,
-0.11327330768108368,
-0.029722105711698532,
-0.07466904819011688,
0.022424321621656418,
-0.02326369658112526,
-0.053780581802129745,
-0.019015030935406685,
0.015574620105326176,
-0.06205049902200699,
-0.06337299197912216,
0.009438862092792988,
-0.09588263183832169,
-0.0007656284142285585,
-0.043469514697790146,
0.055515263229608536,
-5.918069471898001e-34,
0.009595372714102268,
-0.041505929082632065,
0.027001243084669113,
0.08164756745100021,
0.04200665280222893,
-0.02146684192121029,
-0.06282878667116165,
0.021669911220669746,
-0.02663242444396019,
-0.06755877286195755,
0.04635418578982353,
-0.05437929183244705,
0.08212752640247345,
0.007394990883767605,
-0.03008495457470417,
-0.04111310467123985,
0.0277857705950737,
-0.020252585411071777,
0.027479643002152443,
-0.05796702578663826,
0.07203845679759979,
0.014287264086306095,
0.05062923952937126,
0.04284769296646118,
0.05150991305708885,
-0.017863258719444275,
-0.08200465142726898,
0.02257528342306614,
0.03272993117570877,
-0.03544476255774498,
-0.06802164763212204,
-0.034450627863407135,
0.02997516468167305,
-0.019794095307588577,
-0.04042261838912964,
-0.03237519413232803,
0.12911079823970795,
0.20503364503383636,
0.04664579778909683,
-0.06057332083582878,
0.06738118082284927,
-0.0044483039528131485,
0.007633744273334742,
0.024462727829813957,
0.058524664491415024,
-0.00880808662623167,
0.006858598906546831,
0.06071370467543602,
0.07358874380588531,
0.006070221774280071,
0.04273154214024544,
-0.012171969749033451,
-0.042258571833372116,
-0.06528378278017044,
-0.008111138828098774,
-0.029958022758364677,
-0.02219383232295513,
0.03178656846284866,
0.032125506550073624,
-0.0029616726096719503,
-0.04601215571165085,
-0.005282518453896046,
0.014891603030264378,
0.004012616351246834,
0.008992749266326427,
-0.04415832459926605,
-0.01469502318650484,
-0.07519705593585968,
0.01871553622186184,
-0.07023115456104279,
-0.010285457596182823,
-0.01180264726281166,
-0.01005860511213541,
0.03994158282876015,
-0.012561870738863945,
-0.043907031416893005,
-0.06180228665471077,
-0.09802936017513275,
0.014368128031492233,
0.0012776089133694768,
-0.07853899896144867,
0.0632016658782959,
0.022938545793294907,
0.004615782294422388,
0.02028288133442402,
-0.04028570279479027,
0.07224390655755997,
0.02873726561665535,
0.02698391303420067,
-0.0038915290497243404,
-0.04238064959645271,
0.054511744529008865,
-0.08540467917919159,
0.036766231060028076,
-0.05185311660170555,
-4.234139794334624e-8,
0.06291165202856064,
0.005270188674330711,
-0.02818027138710022,
0.07680165767669678,
0.060023244470357895,
0.07802682369947433,
-0.0004749182262457907,
0.015969811007380486,
0.05001014471054077,
-0.00372702581807971,
0.012169628404080868,
0.03852049261331558,
0.0011276022996753454,
0.06547277420759201,
0.04948211461305618,
0.03276732563972473,
-0.039398714900016785,
-0.08928205072879791,
-0.03898140788078308,
0.03763186186552048,
0.004127837717533112,
0.02686828374862671,
-0.09895721822977066,
0.02288893237709999,
-0.08209972083568573,
0.02846688963472843,
-0.009537438862025738,
-0.021295296028256416,
0.020581567659974098,
0.04710632562637329,
0.07102295756340027,
-0.020517386496067047,
-0.015294993296265602,
-0.021066753193736076,
-0.08942911773920059,
-0.09118573367595673,
-0.03582856059074402,
-0.011519208550453186,
-0.01951586827635765,
-0.06859589368104935,
0.09692855924367905,
-0.006647997070103884,
0.011304148472845554,
0.046012550592422485,
0.032951194792985916,
-0.06475380808115005,
-0.03262455761432648,
-0.03937844559550285,
-0.004742597229778767,
-0.010433183051645756,
-0.0010442397324368358,
-0.030917489901185036,
0.0757620632648468,
-0.042704835534095764,
-0.013943133875727654,
0.05659600347280502,
0.047445449978113174,
0.015429342165589333,
-0.0022190441377460957,
0.049995243549346924,
0.06753101944923401,
0.019077118486166,
0.10992027074098587,
-0.04023671895265579
] | null | null | null | null | null | null | null |
[
-0.12656758725643158,
-0.060467127710580826,
-0.07278254628181458,
-0.03576045483350754,
-0.11101297289133072,
-0.022925714030861855,
-0.014960800297558308,
0.01026424951851368,
0.009808415547013283,
-0.025009717792272568,
0.0007072443841025233,
0.06378886848688126,
0.05592340975999832,
-0.0188386682420969,
-0.031284235417842865,
-0.0006091980030760169,
-0.03234953433275223,
0.016018999740481377,
0.014725631102919579,
-0.03110792674124241,
0.03490894287824631,
0.043557532131671906,
0.003470786614343524,
0.01442200317978859,
-0.03755549341440201,
-0.010047489777207375,
0.01452548336237669,
0.015806306153535843,
0.049066849052906036,
-0.04248756915330887,
0.05967772752046585,
-0.060083989053964615,
0.061015352606773376,
-0.018811561167240143,
0.028017213568091393,
-0.01778603531420231,
-0.012235069647431374,
-0.09847889095544815,
-0.0111546004191041,
-0.013967136852443218,
0.09364831447601318,
-0.0021338234655559063,
-0.025994786992669106,
0.0718020424246788,
-0.040108539164066315,
0.04048442095518112,
-0.009777708910405636,
0.053657758980989456,
-0.08746292442083359,
-0.03712395951151848,
-0.05705813318490982,
0.004129314795136452,
-0.041954733431339264,
0.041702087968587875,
0.047619227319955826,
-0.06075199320912361,
-0.03106500580906868,
-0.010309640318155289,
0.006158631294965744,
0.0324532724916935,
0.11847788840532303,
-0.023158663883805275,
-0.040732480585575104,
-0.03303338959813118,
0.05788556858897209,
0.04884159192442894,
0.1037723496556282,
0.008744520135223866,
-0.02277238853275776,
0.09575635194778442,
-0.043895404785871506,
0.03331562876701355,
-0.05048530176281929,
0.11804854869842529,
-0.007689816411584616,
0.05495092645287514,
-0.034165654331445694,
-0.016158461570739746,
0.0039842319674789906,
0.08548752218484879,
-0.0669829472899437,
-0.11947158724069595,
0.04769971966743469,
0.011043948121368885,
-0.11057985574007034,
-0.03734193369746208,
0.019177354872226715,
0.052448369562625885,
-0.0010027626994997263,
0.02140042930841446,
-0.03691374883055687,
0.0037479372695088387,
0.1322360336780548,
-0.1022593080997467,
-0.07511524111032486,
0.06746762245893478,
0.018988491967320442,
0.020000524818897247,
0.06701132655143738,
-0.049553096294403076,
-0.014740342274308205,
-0.01569155976176262,
0.161277174949646,
0.010978969745337963,
0.017223495990037918,
-0.0539575070142746,
-0.036505769938230515,
-0.0005295596201904118,
-0.033908527344465256,
0.01145574264228344,
-0.012663952074944973,
0.0010064627276733518,
0.00919411052018404,
0.0860992968082428,
0.02782212197780609,
-0.04587552696466446,
-0.03649171441793442,
0.004063425585627556,
0.003271066350862384,
0.08706045895814896,
0.1293145716190338,
0.025352898985147476,
-0.013597476296126842,
0.058921027928590775,
-0.055323973298072815,
-0.03661476448178291,
-0.0021337950602173805,
-2.3756878583362668e-33,
0.007332586217671633,
0.04800941050052643,
0.07131953537464142,
0.03278394415974617,
0.015082809142768383,
0.03486138954758644,
-0.06348128616809845,
0.019118858501315117,
-0.07131669670343399,
0.0166210625320673,
0.014948108233511448,
0.036024872213602066,
0.0484992153942585,
0.07731441408395767,
-0.037161052227020264,
-0.05092175304889679,
0.046114154160022736,
0.07833264023065567,
-0.04409973323345184,
-0.00018056866247206926,
-0.0010920957429334521,
0.032740380614995956,
0.03448808193206787,
-0.09528400003910065,
-0.02593865618109703,
-0.029654452577233315,
0.011724413372576237,
-0.04024253785610199,
0.0342785008251667,
-0.026752423495054245,
-0.04199470207095146,
-0.01529232133179903,
-0.023818517103791237,
0.09523158520460129,
0.002833316335454583,
0.0008354515885002911,
0.08992147445678711,
-0.08545493334531784,
0.013636588118970394,
0.020434364676475525,
-0.010462215170264244,
0.062400758266448975,
0.015362645499408245,
-0.02393532171845436,
0.019998973235487938,
0.015959717333316803,
-0.018187744542956352,
-0.0285208560526371,
-0.05688747391104698,
-0.03109223209321499,
0.01921265386044979,
0.015668924897909164,
-0.03329364210367203,
-0.030647555366158485,
0.042939722537994385,
-0.05277476832270622,
-0.04647950455546379,
-0.007030211854726076,
-0.025725720450282097,
0.11655806005001068,
-0.038337916135787964,
-0.0026976328808814287,
0.014742664992809296,
0.056196216493844986,
0.018983229994773865,
-0.006918510887771845,
0.04937099665403366,
-0.10166890174150467,
0.10079780220985413,
0.07403227686882019,
0.05634621903300285,
-0.10833669453859329,
-0.031054332852363586,
-0.023790014907717705,
-0.039340607821941376,
-0.045123711228370667,
0.051977839320898056,
-0.07350184768438339,
-0.10320121794939041,
0.07981216907501221,
-0.11327330768108368,
-0.029722105711698532,
-0.07466904819011688,
0.022424321621656418,
-0.02326369658112526,
-0.053780581802129745,
-0.019015030935406685,
0.015574620105326176,
-0.06205049902200699,
-0.06337299197912216,
0.009438862092792988,
-0.09588263183832169,
-0.0007656284142285585,
-0.043469514697790146,
0.055515263229608536,
-5.918069471898001e-34,
0.009595372714102268,
-0.041505929082632065,
0.027001243084669113,
0.08164756745100021,
0.04200665280222893,
-0.02146684192121029,
-0.06282878667116165,
0.021669911220669746,
-0.02663242444396019,
-0.06755877286195755,
0.04635418578982353,
-0.05437929183244705,
0.08212752640247345,
0.007394990883767605,
-0.03008495457470417,
-0.04111310467123985,
0.0277857705950737,
-0.020252585411071777,
0.027479643002152443,
-0.05796702578663826,
0.07203845679759979,
0.014287264086306095,
0.05062923952937126,
0.04284769296646118,
0.05150991305708885,
-0.017863258719444275,
-0.08200465142726898,
0.02257528342306614,
0.03272993117570877,
-0.03544476255774498,
-0.06802164763212204,
-0.034450627863407135,
0.02997516468167305,
-0.019794095307588577,
-0.04042261838912964,
-0.03237519413232803,
0.12911079823970795,
0.20503364503383636,
0.04664579778909683,
-0.06057332083582878,
0.06738118082284927,
-0.0044483039528131485,
0.007633744273334742,
0.024462727829813957,
0.058524664491415024,
-0.00880808662623167,
0.006858598906546831,
0.06071370467543602,
0.07358874380588531,
0.006070221774280071,
0.04273154214024544,
-0.012171969749033451,
-0.042258571833372116,
-0.06528378278017044,
-0.008111138828098774,
-0.029958022758364677,
-0.02219383232295513,
0.03178656846284866,
0.032125506550073624,
-0.0029616726096719503,
-0.04601215571165085,
-0.005282518453896046,
0.014891603030264378,
0.004012616351246834,
0.008992749266326427,
-0.04415832459926605,
-0.01469502318650484,
-0.07519705593585968,
0.01871553622186184,
-0.07023115456104279,
-0.010285457596182823,
-0.01180264726281166,
-0.01005860511213541,
0.03994158282876015,
-0.012561870738863945,
-0.043907031416893005,
-0.06180228665471077,
-0.09802936017513275,
0.014368128031492233,
0.0012776089133694768,
-0.07853899896144867,
0.0632016658782959,
0.022938545793294907,
0.004615782294422388,
0.02028288133442402,
-0.04028570279479027,
0.07224390655755997,
0.02873726561665535,
0.02698391303420067,
-0.0038915290497243404,
-0.04238064959645271,
0.054511744529008865,
-0.08540467917919159,
0.036766231060028076,
-0.05185311660170555,
-4.234139794334624e-8,
0.06291165202856064,
0.005270188674330711,
-0.02818027138710022,
0.07680165767669678,
0.060023244470357895,
0.07802682369947433,
-0.0004749182262457907,
0.015969811007380486,
0.05001014471054077,
-0.00372702581807971,
0.012169628404080868,
0.03852049261331558,
0.0011276022996753454,
0.06547277420759201,
0.04948211461305618,
0.03276732563972473,
-0.039398714900016785,
-0.08928205072879791,
-0.03898140788078308,
0.03763186186552048,
0.004127837717533112,
0.02686828374862671,
-0.09895721822977066,
0.02288893237709999,
-0.08209972083568573,
0.02846688963472843,
-0.009537438862025738,
-0.021295296028256416,
0.020581567659974098,
0.04710632562637329,
0.07102295756340027,
-0.020517386496067047,
-0.015294993296265602,
-0.021066753193736076,
-0.08942911773920059,
-0.09118573367595673,
-0.03582856059074402,
-0.011519208550453186,
-0.01951586827635765,
-0.06859589368104935,
0.09692855924367905,
-0.006647997070103884,
0.011304148472845554,
0.046012550592422485,
0.032951194792985916,
-0.06475380808115005,
-0.03262455761432648,
-0.03937844559550285,
-0.004742597229778767,
-0.010433183051645756,
-0.0010442397324368358,
-0.030917489901185036,
0.0757620632648468,
-0.042704835534095764,
-0.013943133875727654,
0.05659600347280502,
0.047445449978113174,
0.015429342165589333,
-0.0022190441377460957,
0.049995243549346924,
0.06753101944923401,
0.019077118486166,
0.10992027074098587,
-0.04023671895265579
] |
1401.4642
|
Arya Mazumdar
|
Arya Mazumdar
|
On the Capacity of Memoryless Adversary
|
Submitted
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we study a model of communication under adversarial noise. In
this model, the adversary makes online decisions on whether to corrupt a
transmitted bit based on only the value of that bit. Like the usual binary
symmetric channel of information theory or the fully adversarial channel of
combinatorial coding theory, the adversary can, with high probability,
introduce at most a given fraction of error.
It is shown that, the capacity (maximum rate of reliable information
transfer) of such memoryless adversary is strictly below that of the binary
symmetric channel. We give new upper bound on the capacity of such channel --
the tightness of this upper bound remains an open question. The main component
of our proof is the careful examination of error-correcting properties of a
code with skewed distance distribution.
|
[
{
"created": "Sun, 19 Jan 2014 08:00:44 GMT",
"version": "v1"
}
] |
2014-01-21
|
[
[
"Mazumdar",
"Arya",
""
]
] |
[
-0.07678497582674026,
-0.008621448650956154,
-0.06028478220105171,
-0.03612087294459343,
0.022255409508943558,
0.008701654151082039,
0.04162454977631569,
-0.03839782252907753,
0.0034323097206652164,
-0.006478533614426851,
0.04421955347061157,
0.07115096598863602,
0.10690819472074509,
-0.05984153598546982,
-0.07852543890476227,
-0.01653314009308815,
0.09985450655221939,
0.03439195826649666,
-0.06755458563566208,
0.053815945982933044,
0.04418843984603882,
-0.03995690122246742,
-0.00923545379191637,
0.044591549783945084,
0.10275406390428543,
-0.06947235763072968,
-0.00413920683786273,
-0.021418698132038116,
-0.06895667314529419,
-0.007978283800184727,
0.019529523327946663,
0.03400867059826851,
0.02261306159198284,
-0.04552115872502327,
0.0006175391608849168,
0.03818168118596077,
0.01673036813735962,
0.04794760048389435,
0.0522366426885128,
0.08954083919525146,
-0.006782787386327982,
-0.02141658402979374,
-0.04620320722460747,
0.027062656357884407,
-0.054669614881277084,
-0.004012784454971552,
0.02408634126186371,
0.01521177589893341,
-0.003722649998962879,
-0.047891683876514435,
-0.011926605366170406,
0.09029098600149155,
-0.018369395285844803,
0.01864217221736908,
-0.032919835299253464,
-0.09729763120412827,
-0.008378389291465282,
0.002612435258924961,
-0.010044637136161327,
0.05423412472009659,
0.07688719034194946,
0.0000019439341940596933,
0.0003824183950200677,
-0.0005676178843714297,
-0.00666753901168704,
-0.04450241103768349,
0.05055321007966995,
0.010231251828372478,
-0.05093241482973099,
0.05563948675990105,
0.01848282478749752,
0.0015473318053409457,
-0.165105402469635,
0.10534530133008957,
0.09551415592432022,
-0.0012675398029386997,
0.032236870378255844,
0.029703261330723763,
0.01282891072332859,
0.0018780725076794624,
-0.0077357045374810696,
-0.0249114241451025,
0.0331808365881443,
-0.017757272347807884,
0.05985743924975395,
0.018334101885557175,
0.007187747396528721,
0.022136231884360313,
0.08118591457605362,
-0.034615132957696915,
-0.09650172293186188,
-0.011123728938400745,
-0.0024094083346426487,
0.09171171486377716,
0.048095982521772385,
-0.07185101509094238,
-0.025904886424541473,
-0.015661347657442093,
-0.008067128248512745,
0.09545661509037018,
-0.02596372552216053,
-0.06470714509487152,
-0.03869076818227768,
-0.0763821080327034,
0.07465378940105438,
0.027057746425271034,
0.030838586390018463,
0.032120540738105774,
0.04464540630578995,
0.04581870138645172,
0.09103869646787643,
0.03401437774300575,
-0.017184240743517876,
0.004297513514757156,
0.02577572874724865,
0.004405484069138765,
-0.03507130965590477,
0.11112923920154572,
-0.10927320271730423,
0.0034742432180792093,
-0.009247842244803905,
-0.004538716748356819,
0.005940015893429518,
-0.02907521463930607,
-0.043209537863731384,
-0.0796467661857605,
0.03683890402317047,
-1.0485845827941555e-33,
0.03534802049398422,
0.007486817426979542,
-0.01570979133248329,
-0.037815116345882416,
0.04350050911307335,
0.008341939188539982,
-0.002909647999331355,
0.036298803985118866,
0.0022518052719533443,
0.023739729076623917,
-0.0435362234711647,
-0.011610465124249458,
-0.030773699283599854,
0.037230879068374634,
0.031777966767549515,
0.09070754051208496,
-0.011287146247923374,
-0.04694223776459694,
0.05958058685064316,
-0.07031954079866409,
0.052741024643182755,
-0.10487483441829681,
-0.021850183606147766,
-0.04540654271841049,
-0.018833301961421967,
-0.046346474438905716,
-0.046031299978494644,
-0.033981289714574814,
0.04016672074794769,
0.0276781115680933,
-0.09338542073965073,
0.007950296625494957,
0.09428863972425461,
-0.021984055638313293,
-0.010296923108398914,
-0.020903293043375015,
-0.018595291301608086,
-0.061821527779102325,
-0.07196011394262314,
-0.00543923070654273,
0.04295159503817558,
0.08088086545467377,
0.026724696159362793,
-0.06070154905319214,
0.04002038761973381,
-0.008093434385955334,
0.061099521815776825,
-0.01993299461901188,
-0.08541382104158401,
-0.04413518309593201,
0.02279537357389927,
0.01463265996426344,
-0.0522654764354229,
0.10832425206899643,
-0.027458002790808678,
-0.025631340220570564,
-0.008476821705698967,
0.02434028685092926,
0.003216855926439166,
0.15900130569934845,
-0.01692192070186138,
0.04539158195257187,
0.06829875707626343,
-0.07059165090322495,
0.05563395842909813,
0.007152513135224581,
-0.059686802327632904,
-0.07208151370286942,
0.054728392511606216,
-0.13008201122283936,
-0.018238874152302742,
0.023194534704089165,
-0.03605850413441658,
-0.003697444451972842,
-0.08095676451921463,
-0.054200105369091034,
0.052571408450603485,
-0.0719991996884346,
0.003986891824752092,
0.02446099743247032,
-0.032464418560266495,
-0.09184373915195465,
0.022266140207648277,
0.0017176272813230753,
-0.10082969069480896,
0.017643630504608154,
-0.01098804920911789,
-0.012164207175374031,
-0.06496627628803253,
0.05579609423875809,
-0.06706278771162033,
-0.07424671947956085,
-0.039192475378513336,
-0.04915086552500725,
0.045858971774578094,
-1.0162960488644712e-33,
-0.07614162564277649,
-0.02911999449133873,
0.003946758806705475,
0.06982920318841934,
-0.03664061799645424,
-0.032811008393764496,
-0.015305922366678715,
0.0936145931482315,
-0.11537311971187592,
0.040413402020931244,
-0.1413242071866989,
0.0025613056495785713,
0.010362028144299984,
-0.030669262632727623,
0.018990546464920044,
-0.061554234474897385,
0.059291161596775055,
0.04450833424925804,
-0.029869986698031425,
-0.0009566117660142481,
0.13327118754386902,
0.02253749966621399,
-0.04147174581885338,
0.006990834139287472,
0.04527004063129425,
0.011556507088243961,
-0.05971398204565048,
0.09528791904449463,
0.01745624840259552,
0.049530547112226486,
0.04050203785300255,
-0.033024001866579056,
-0.05262886732816696,
-0.012602278031408787,
0.04018334299325943,
-0.006010254845023155,
0.1122194156050682,
0.100984588265419,
-0.032878655940294266,
0.0743236169219017,
0.023246610537171364,
0.0021290616132318974,
-0.01799892634153366,
-0.0068802665919065475,
0.058515068143606186,
-0.01277695782482624,
-0.028632592409849167,
-0.016985082998871803,
-0.0019320485880598426,
-0.06983834505081177,
0.06681223213672638,
0.018391570076346397,
0.04676764830946922,
0.09013848006725311,
0.009320548735558987,
0.015450205653905869,
-0.0354604497551918,
0.06119415909051895,
0.11872833967208862,
0.031116867437958717,
-0.06408467888832092,
-0.03816819190979004,
-0.05321117490530014,
0.005120398011058569,
0.07035137712955475,
0.0163247250020504,
-0.04648575559258461,
0.0709887146949768,
0.046479832381010056,
-0.01228179782629013,
0.010593777522444725,
0.010618038475513458,
-0.06230148673057556,
0.009267793968319893,
0.001230771653354168,
0.04770079627633095,
0.01378593873232603,
-0.005201681982725859,
0.008912804536521435,
0.0947435274720192,
-0.025670036673545837,
0.01741914264857769,
0.03547726199030876,
-0.014043183997273445,
0.04722204431891441,
0.02266850695014,
0.148726686835289,
-0.05905270203948021,
0.007285006809979677,
-0.04026471823453903,
0.0447777584195137,
0.06602378189563751,
0.027557196095585823,
-0.07709130644798279,
-0.0011020282981917262,
-4.0928224365188726e-8,
-0.023244105279445648,
-0.044997356832027435,
0.047051023691892624,
-0.015118202194571495,
0.05561516433954239,
0.0014412282034754753,
-0.036308836191892624,
0.015567496418952942,
-0.03738079592585564,
0.010039795190095901,
0.013342917896807194,
0.07877255976200104,
-0.04438629746437073,
-0.001561625162139535,
-0.03905589133501053,
-0.017760848626494408,
-0.08551637083292007,
-0.011889033019542694,
0.010785871185362339,
0.036515455693006516,
0.030468881130218506,
-0.03190089389681816,
-0.0708039179444313,
0.005651986226439476,
-0.01625227928161621,
-0.06798237562179565,
0.07639965415000916,
0.025916075333952904,
-0.015545169822871685,
0.06339100003242493,
-0.0481533408164978,
-0.03962734714150429,
0.06815025955438614,
0.03227172791957855,
-0.06889329105615616,
-0.023465383797883987,
-0.08855671435594559,
-0.001498215482570231,
-0.0004456582246348262,
-0.057836439460515976,
0.0006604926311410964,
-0.06890444457530975,
0.03308738023042679,
-0.03980525583028793,
0.0068017845042049885,
-0.045078691095113754,
-0.004876742139458656,
-0.07231702655553818,
-0.03304876759648323,
-0.03637648746371269,
0.06687209755182266,
0.048383016139268875,
-0.01823919452726841,
0.021320771425962448,
0.014782838523387909,
-0.02541985921561718,
-0.008540033362805843,
-0.12021202594041824,
0.02774769812822342,
0.05315917357802391,
-0.01692131906747818,
0.0962972491979599,
-0.06937181949615479,
-0.00751011585816741
] | null | null | null | null | null | null | null |
[
-0.07678497582674026,
-0.008621448650956154,
-0.06028478220105171,
-0.03612087294459343,
0.022255409508943558,
0.008701654151082039,
0.04162454977631569,
-0.03839782252907753,
0.0034323097206652164,
-0.006478533614426851,
0.04421955347061157,
0.07115096598863602,
0.10690819472074509,
-0.05984153598546982,
-0.07852543890476227,
-0.01653314009308815,
0.09985450655221939,
0.03439195826649666,
-0.06755458563566208,
0.053815945982933044,
0.04418843984603882,
-0.03995690122246742,
-0.00923545379191637,
0.044591549783945084,
0.10275406390428543,
-0.06947235763072968,
-0.00413920683786273,
-0.021418698132038116,
-0.06895667314529419,
-0.007978283800184727,
0.019529523327946663,
0.03400867059826851,
0.02261306159198284,
-0.04552115872502327,
0.0006175391608849168,
0.03818168118596077,
0.01673036813735962,
0.04794760048389435,
0.0522366426885128,
0.08954083919525146,
-0.006782787386327982,
-0.02141658402979374,
-0.04620320722460747,
0.027062656357884407,
-0.054669614881277084,
-0.004012784454971552,
0.02408634126186371,
0.01521177589893341,
-0.003722649998962879,
-0.047891683876514435,
-0.011926605366170406,
0.09029098600149155,
-0.018369395285844803,
0.01864217221736908,
-0.032919835299253464,
-0.09729763120412827,
-0.008378389291465282,
0.002612435258924961,
-0.010044637136161327,
0.05423412472009659,
0.07688719034194946,
0.0000019439341940596933,
0.0003824183950200677,
-0.0005676178843714297,
-0.00666753901168704,
-0.04450241103768349,
0.05055321007966995,
0.010231251828372478,
-0.05093241482973099,
0.05563948675990105,
0.01848282478749752,
0.0015473318053409457,
-0.165105402469635,
0.10534530133008957,
0.09551415592432022,
-0.0012675398029386997,
0.032236870378255844,
0.029703261330723763,
0.01282891072332859,
0.0018780725076794624,
-0.0077357045374810696,
-0.0249114241451025,
0.0331808365881443,
-0.017757272347807884,
0.05985743924975395,
0.018334101885557175,
0.007187747396528721,
0.022136231884360313,
0.08118591457605362,
-0.034615132957696915,
-0.09650172293186188,
-0.011123728938400745,
-0.0024094083346426487,
0.09171171486377716,
0.048095982521772385,
-0.07185101509094238,
-0.025904886424541473,
-0.015661347657442093,
-0.008067128248512745,
0.09545661509037018,
-0.02596372552216053,
-0.06470714509487152,
-0.03869076818227768,
-0.0763821080327034,
0.07465378940105438,
0.027057746425271034,
0.030838586390018463,
0.032120540738105774,
0.04464540630578995,
0.04581870138645172,
0.09103869646787643,
0.03401437774300575,
-0.017184240743517876,
0.004297513514757156,
0.02577572874724865,
0.004405484069138765,
-0.03507130965590477,
0.11112923920154572,
-0.10927320271730423,
0.0034742432180792093,
-0.009247842244803905,
-0.004538716748356819,
0.005940015893429518,
-0.02907521463930607,
-0.043209537863731384,
-0.0796467661857605,
0.03683890402317047,
-1.0485845827941555e-33,
0.03534802049398422,
0.007486817426979542,
-0.01570979133248329,
-0.037815116345882416,
0.04350050911307335,
0.008341939188539982,
-0.002909647999331355,
0.036298803985118866,
0.0022518052719533443,
0.023739729076623917,
-0.0435362234711647,
-0.011610465124249458,
-0.030773699283599854,
0.037230879068374634,
0.031777966767549515,
0.09070754051208496,
-0.011287146247923374,
-0.04694223776459694,
0.05958058685064316,
-0.07031954079866409,
0.052741024643182755,
-0.10487483441829681,
-0.021850183606147766,
-0.04540654271841049,
-0.018833301961421967,
-0.046346474438905716,
-0.046031299978494644,
-0.033981289714574814,
0.04016672074794769,
0.0276781115680933,
-0.09338542073965073,
0.007950296625494957,
0.09428863972425461,
-0.021984055638313293,
-0.010296923108398914,
-0.020903293043375015,
-0.018595291301608086,
-0.061821527779102325,
-0.07196011394262314,
-0.00543923070654273,
0.04295159503817558,
0.08088086545467377,
0.026724696159362793,
-0.06070154905319214,
0.04002038761973381,
-0.008093434385955334,
0.061099521815776825,
-0.01993299461901188,
-0.08541382104158401,
-0.04413518309593201,
0.02279537357389927,
0.01463265996426344,
-0.0522654764354229,
0.10832425206899643,
-0.027458002790808678,
-0.025631340220570564,
-0.008476821705698967,
0.02434028685092926,
0.003216855926439166,
0.15900130569934845,
-0.01692192070186138,
0.04539158195257187,
0.06829875707626343,
-0.07059165090322495,
0.05563395842909813,
0.007152513135224581,
-0.059686802327632904,
-0.07208151370286942,
0.054728392511606216,
-0.13008201122283936,
-0.018238874152302742,
0.023194534704089165,
-0.03605850413441658,
-0.003697444451972842,
-0.08095676451921463,
-0.054200105369091034,
0.052571408450603485,
-0.0719991996884346,
0.003986891824752092,
0.02446099743247032,
-0.032464418560266495,
-0.09184373915195465,
0.022266140207648277,
0.0017176272813230753,
-0.10082969069480896,
0.017643630504608154,
-0.01098804920911789,
-0.012164207175374031,
-0.06496627628803253,
0.05579609423875809,
-0.06706278771162033,
-0.07424671947956085,
-0.039192475378513336,
-0.04915086552500725,
0.045858971774578094,
-1.0162960488644712e-33,
-0.07614162564277649,
-0.02911999449133873,
0.003946758806705475,
0.06982920318841934,
-0.03664061799645424,
-0.032811008393764496,
-0.015305922366678715,
0.0936145931482315,
-0.11537311971187592,
0.040413402020931244,
-0.1413242071866989,
0.0025613056495785713,
0.010362028144299984,
-0.030669262632727623,
0.018990546464920044,
-0.061554234474897385,
0.059291161596775055,
0.04450833424925804,
-0.029869986698031425,
-0.0009566117660142481,
0.13327118754386902,
0.02253749966621399,
-0.04147174581885338,
0.006990834139287472,
0.04527004063129425,
0.011556507088243961,
-0.05971398204565048,
0.09528791904449463,
0.01745624840259552,
0.049530547112226486,
0.04050203785300255,
-0.033024001866579056,
-0.05262886732816696,
-0.012602278031408787,
0.04018334299325943,
-0.006010254845023155,
0.1122194156050682,
0.100984588265419,
-0.032878655940294266,
0.0743236169219017,
0.023246610537171364,
0.0021290616132318974,
-0.01799892634153366,
-0.0068802665919065475,
0.058515068143606186,
-0.01277695782482624,
-0.028632592409849167,
-0.016985082998871803,
-0.0019320485880598426,
-0.06983834505081177,
0.06681223213672638,
0.018391570076346397,
0.04676764830946922,
0.09013848006725311,
0.009320548735558987,
0.015450205653905869,
-0.0354604497551918,
0.06119415909051895,
0.11872833967208862,
0.031116867437958717,
-0.06408467888832092,
-0.03816819190979004,
-0.05321117490530014,
0.005120398011058569,
0.07035137712955475,
0.0163247250020504,
-0.04648575559258461,
0.0709887146949768,
0.046479832381010056,
-0.01228179782629013,
0.010593777522444725,
0.010618038475513458,
-0.06230148673057556,
0.009267793968319893,
0.001230771653354168,
0.04770079627633095,
0.01378593873232603,
-0.005201681982725859,
0.008912804536521435,
0.0947435274720192,
-0.025670036673545837,
0.01741914264857769,
0.03547726199030876,
-0.014043183997273445,
0.04722204431891441,
0.02266850695014,
0.148726686835289,
-0.05905270203948021,
0.007285006809979677,
-0.04026471823453903,
0.0447777584195137,
0.06602378189563751,
0.027557196095585823,
-0.07709130644798279,
-0.0011020282981917262,
-4.0928224365188726e-8,
-0.023244105279445648,
-0.044997356832027435,
0.047051023691892624,
-0.015118202194571495,
0.05561516433954239,
0.0014412282034754753,
-0.036308836191892624,
0.015567496418952942,
-0.03738079592585564,
0.010039795190095901,
0.013342917896807194,
0.07877255976200104,
-0.04438629746437073,
-0.001561625162139535,
-0.03905589133501053,
-0.017760848626494408,
-0.08551637083292007,
-0.011889033019542694,
0.010785871185362339,
0.036515455693006516,
0.030468881130218506,
-0.03190089389681816,
-0.0708039179444313,
0.005651986226439476,
-0.01625227928161621,
-0.06798237562179565,
0.07639965415000916,
0.025916075333952904,
-0.015545169822871685,
0.06339100003242493,
-0.0481533408164978,
-0.03962734714150429,
0.06815025955438614,
0.03227172791957855,
-0.06889329105615616,
-0.023465383797883987,
-0.08855671435594559,
-0.001498215482570231,
-0.0004456582246348262,
-0.057836439460515976,
0.0006604926311410964,
-0.06890444457530975,
0.03308738023042679,
-0.03980525583028793,
0.0068017845042049885,
-0.045078691095113754,
-0.004876742139458656,
-0.07231702655553818,
-0.03304876759648323,
-0.03637648746371269,
0.06687209755182266,
0.048383016139268875,
-0.01823919452726841,
0.021320771425962448,
0.014782838523387909,
-0.02541985921561718,
-0.008540033362805843,
-0.12021202594041824,
0.02774769812822342,
0.05315917357802391,
-0.01692131906747818,
0.0962972491979599,
-0.06937181949615479,
-0.00751011585816741
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.