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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1402.3133
|
Roy Shiloh
|
Roy Shiloh, Yuval Tsur, Yossi Lereah, Boris A. Malomed, Vladlen
Shvedov, Cyril Hnatovsky, Wieslaw Krolikowski, and Ady Arie
|
Unveiling the orbital angular momentum and acceleration of electron
beams
|
2 figures in text, 2 in supplementary
|
Phys. Rev. Lett. 114, 096102 (2015)
|
10.1103/PhysRevLett.114.096102
| null |
physics.acc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
New forms of electron beams have been intensively investigated recently,
including vortex beams carrying orbital angular momentum, as well as Airy beams
propagating along a parabolic trajectory. Their traits may be harnessed for
applications in materials science, electron microscopy and interferometry, and
so it is important to measure their properties with ease. Here we show how one
may immediately quantify these beams' parameters without need for additional
fabrication or non-standard microscopic tools. Our experimental results are
backed by numerical simulations and analytic derivation.
|
[
{
"created": "Thu, 13 Feb 2014 13:51:41 GMT",
"version": "v1"
}
] |
2015-03-11
|
[
[
"Shiloh",
"Roy",
""
],
[
"Tsur",
"Yuval",
""
],
[
"Lereah",
"Yossi",
""
],
[
"Malomed",
"Boris A.",
""
],
[
"Shvedov",
"Vladlen",
""
],
[
"Hnatovsky",
"Cyril",
""
],
[
"Krolikowski",
"Wieslaw",
""
],
[
"Arie",
"Ady",
""
]
] |
[
-0.055790457874536514,
0.019511256366968155,
-0.029858587309718132,
-0.006132595706731081,
-0.04664306715130806,
-0.062286898493766785,
-0.011317788623273373,
-0.00434918561950326,
-0.005535818636417389,
-0.012797979637980461,
0.04719880223274231,
-0.036781661212444305,
-0.04320000484585762,
-0.05731988325715065,
-0.0012518626172095537,
0.020764732733368874,
-0.0008407619316130877,
-0.02153981477022171,
-0.031270842999219894,
0.03669477999210358,
0.012324429117143154,
-0.014839526265859604,
-0.029211480170488358,
-0.039694368839263916,
0.11056718975305557,
0.04257601127028465,
0.025351185351610184,
-0.057469967752695084,
0.010207475163042545,
0.003654191503301263,
0.030833017081022263,
0.0715734213590622,
-0.14118298888206482,
0.014424873515963554,
0.03019026666879654,
-0.06943156570196152,
0.019093848764896393,
-0.010143400169909,
0.008052017539739609,
0.010463381186127663,
0.04129517823457718,
0.09244519472122192,
-0.00727570615708828,
-0.07757153362035751,
0.056967731565237045,
0.025090547278523445,
0.13207140564918518,
0.01723404787480831,
-0.05167557671666145,
0.0536460243165493,
-0.05552821233868599,
0.0018010252388194203,
0.028913378715515137,
0.002992130583152175,
0.0064238752238452435,
0.04365082085132599,
0.025612665340304375,
0.03242308646440506,
-0.016562456265091896,
0.02156156674027443,
0.04995499178767204,
0.011640342883765697,
-0.08045776933431625,
0.024044346064329147,
-0.06350293010473251,
-0.04158360883593559,
0.016298824921250343,
-0.020537737756967545,
0.014949631877243519,
0.060980454087257385,
-0.056429602205753326,
0.031149642542004585,
0.03759849816560745,
0.018893228843808174,
0.010734228417277336,
0.029757164418697357,
0.07120183855295181,
-0.04061117768287659,
0.029194245114922523,
0.05369487777352333,
-0.011805964633822441,
-0.04020807892084122,
-0.048648104071617126,
0.023837191984057426,
-0.0031039686873555183,
0.10106342285871506,
-0.03714355453848839,
0.043734192848205566,
-0.07579877972602844,
-0.05272958055138588,
0.020028214901685715,
-0.10880236327648163,
-0.06835826486349106,
-0.035203710198402405,
0.054839927703142166,
-0.0220892746001482,
0.03204810246825218,
-0.03624734655022621,
-0.01376552227884531,
0.005765486508607864,
0.010120111517608166,
-0.028282802551984787,
0.10981807112693787,
0.031982649117708206,
-0.1235363706946373,
0.07633012533187866,
0.07756774127483368,
0.041463058441877365,
-0.017500542104244232,
0.07092751562595367,
0.020282801240682602,
-0.01157805509865284,
-0.023680124431848526,
-0.07174912840127945,
0.03295091912150383,
-0.02490159124135971,
-0.09717012941837311,
-0.043613143265247345,
0.0140510443598032,
-0.006183099001646042,
0.005037569906562567,
0.015986206009984016,
0.020110011100769043,
0.0795917958021164,
-0.04164023697376251,
0.04082353413105011,
-0.16158051788806915,
2.897337353742658e-33,
0.003310408676043153,
0.08852633833885193,
0.016238834708929062,
-0.035312220454216,
-0.09960376471281052,
-0.00738053023815155,
0.044865552335977554,
0.03735324367880821,
0.009988664649426937,
-0.04030170291662216,
0.04828978702425957,
0.03734170272946358,
0.060321155935525894,
-0.02690321020781994,
0.017626101151108742,
-0.07548308372497559,
0.009010151959955692,
0.03948414325714111,
0.028039248660206795,
0.1313742846250534,
0.030686253681778908,
-0.028345128521323204,
-0.024076338857412338,
-0.023127654567360878,
-0.045300595462322235,
-0.0407438799738884,
-0.009436637163162231,
-0.01974700205028057,
-0.13425327837467194,
0.015105039812624454,
0.09640686213970184,
0.03681185841560364,
0.05182357132434845,
-0.000521424924954772,
-0.004712284076958895,
0.015243275091052055,
-0.07653729617595673,
-0.05620056018233299,
0.003917932976037264,
0.001574191963300109,
-0.054039813578128815,
0.004247074481099844,
-0.039233773946762085,
0.08875015377998352,
-0.035682957619428635,
-0.0015451849903911352,
-0.06411819905042648,
0.0011686627985909581,
0.08031021058559418,
-0.04025448113679886,
0.04222026467323303,
-0.0009631248540244997,
0.007063170429319143,
-0.03129218518733978,
0.10106681287288666,
0.042236119508743286,
-0.07049261033535004,
-0.0518374964594841,
0.010139299556612968,
-0.09877723455429077,
-0.010714319534599781,
-0.04054863750934601,
-0.031025633215904236,
-0.0027234582230448723,
-0.05874866619706154,
-0.015339981764554977,
-0.06699836254119873,
0.007872362621128559,
-0.05818655714392662,
0.0372890830039978,
-0.037168052047491074,
0.010019978508353233,
-0.025409040972590446,
-0.009599766694009304,
0.07905300706624985,
0.08272901922464371,
-0.009264047257602215,
0.034467678517103195,
0.04027410224080086,
0.05801941826939583,
0.07034290581941605,
-0.10434050112962723,
0.006590366829186678,
-0.06312472373247147,
-0.00968976691365242,
0.02346300706267357,
-0.01602814346551895,
0.010247336700558662,
-0.048618167638778687,
-0.015077047049999237,
0.04012960195541382,
-0.03993137925863266,
-0.04179906100034714,
0.010945593006908894,
-0.027563413605093956,
-6.489219585430495e-33,
-0.09024957567453384,
0.010769772343337536,
-0.05108562484383583,
0.0065975431352853775,
0.020064713433384895,
0.11664583534002304,
-0.013151721097528934,
-0.03430713713169098,
-0.04099420830607414,
-0.06543678790330887,
0.006025413516908884,
0.10608818382024765,
0.005304799880832434,
-0.04049091786146164,
0.06739351153373718,
-0.02943391352891922,
-0.013516049832105637,
-0.05148365721106529,
0.09043070673942566,
-0.005124995484948158,
0.1333400309085846,
0.02152867242693901,
0.027541393414139748,
-0.0666511058807373,
0.028293099254369736,
-0.02217293716967106,
0.04117794707417488,
-0.11246684938669205,
-0.004313134588301182,
-0.0004675263771787286,
-0.05440162494778633,
0.00020985747687518597,
-0.0017573480727151036,
0.07146759331226349,
-0.05405079573392868,
0.03316866233944893,
0.012260780669748783,
-0.060533177107572556,
0.0845022052526474,
-0.11342990398406982,
-0.07304278016090393,
0.03026752360165119,
0.09234180301427841,
0.0404544435441494,
0.0004545894335024059,
0.02450585551559925,
0.02726285718381405,
0.006418545264750719,
0.020747056230902672,
-0.034965984523296356,
-0.06852343678474426,
-0.003364445874467492,
0.02449195645749569,
-0.0709226131439209,
0.0033747104462236166,
0.007434177678078413,
-0.027910443022847176,
-0.02902469038963318,
0.09075107425451279,
-0.04986852779984474,
-0.05895962938666344,
-0.0042624990455806255,
0.02594529278576374,
-0.020475173369050026,
-0.05575796216726303,
-0.08662717789411545,
-0.024495529010891914,
-0.008098820224404335,
-0.08715289831161499,
0.038217056542634964,
-0.008619566448032856,
0.00983479991555214,
0.020730625838041306,
0.043513841927051544,
-0.02388482727110386,
-0.07540249824523926,
0.13715139031410217,
-0.057627104222774506,
-0.04623417183756828,
0.0008099828846752644,
0.05021078884601593,
0.07586027681827545,
-0.02194141037762165,
-0.039481986314058304,
0.049533963203430176,
0.031440671533346176,
-0.12593354284763336,
-0.015293207950890064,
-0.0075104087591171265,
0.05838097631931305,
0.020557597279548645,
-0.005278038326650858,
0.043318070471286774,
-0.12384185194969177,
0.10217892378568649,
-4.917833962281293e-8,
0.047355763614177704,
-0.008325467817485332,
-0.03298109397292137,
-0.05786583945155144,
-0.029556330293416977,
0.020276576280593872,
-0.06955886632204056,
0.02807873673737049,
0.041299983859062195,
-0.08426111936569214,
0.07330218702554703,
-0.02004759944975376,
-0.008976089768111706,
0.017486045137047768,
0.030576474964618683,
-0.023678340017795563,
-0.013231241144239902,
-0.12824784219264984,
0.019736189395189285,
0.0349394790828228,
0.02575434371829033,
0.009097771719098091,
0.037248190492391586,
0.07575768232345581,
-0.0460333377122879,
0.04265867918729782,
-0.004144780337810516,
-0.0762857049703598,
-0.05048174411058426,
0.06297088414430618,
-0.06465163826942444,
0.020757677033543587,
0.004639182705432177,
-0.018358096480369568,
-0.10072240233421326,
-0.005092674866318703,
-0.07710930705070496,
0.022997958585619926,
-0.0779547393321991,
-0.024712007492780685,
0.00855181459337473,
0.04273563623428345,
0.05534746125340462,
0.01916550286114216,
0.03879084438085556,
0.10570303350687027,
0.022111576050519943,
-0.04394177347421646,
-0.009092666208744049,
-0.047203388065099716,
-0.04031342267990112,
0.02078821510076523,
0.009116249158978462,
-0.022183256223797798,
-0.019281215965747833,
0.058243073523044586,
-0.027659127488732338,
-0.03265995904803276,
0.09268990904092789,
-0.07032150775194168,
0.05269847437739372,
0.028505200520157814,
-0.03552693873643875,
-0.0002451401378493756
] | null | null | null | null | null | null | null |
[
-0.055790457874536514,
0.019511256366968155,
-0.029858587309718132,
-0.006132595706731081,
-0.04664306715130806,
-0.062286898493766785,
-0.011317788623273373,
-0.00434918561950326,
-0.005535818636417389,
-0.012797979637980461,
0.04719880223274231,
-0.036781661212444305,
-0.04320000484585762,
-0.05731988325715065,
-0.0012518626172095537,
0.020764732733368874,
-0.0008407619316130877,
-0.02153981477022171,
-0.031270842999219894,
0.03669477999210358,
0.012324429117143154,
-0.014839526265859604,
-0.029211480170488358,
-0.039694368839263916,
0.11056718975305557,
0.04257601127028465,
0.025351185351610184,
-0.057469967752695084,
0.010207475163042545,
0.003654191503301263,
0.030833017081022263,
0.0715734213590622,
-0.14118298888206482,
0.014424873515963554,
0.03019026666879654,
-0.06943156570196152,
0.019093848764896393,
-0.010143400169909,
0.008052017539739609,
0.010463381186127663,
0.04129517823457718,
0.09244519472122192,
-0.00727570615708828,
-0.07757153362035751,
0.056967731565237045,
0.025090547278523445,
0.13207140564918518,
0.01723404787480831,
-0.05167557671666145,
0.0536460243165493,
-0.05552821233868599,
0.0018010252388194203,
0.028913378715515137,
0.002992130583152175,
0.0064238752238452435,
0.04365082085132599,
0.025612665340304375,
0.03242308646440506,
-0.016562456265091896,
0.02156156674027443,
0.04995499178767204,
0.011640342883765697,
-0.08045776933431625,
0.024044346064329147,
-0.06350293010473251,
-0.04158360883593559,
0.016298824921250343,
-0.020537737756967545,
0.014949631877243519,
0.060980454087257385,
-0.056429602205753326,
0.031149642542004585,
0.03759849816560745,
0.018893228843808174,
0.010734228417277336,
0.029757164418697357,
0.07120183855295181,
-0.04061117768287659,
0.029194245114922523,
0.05369487777352333,
-0.011805964633822441,
-0.04020807892084122,
-0.048648104071617126,
0.023837191984057426,
-0.0031039686873555183,
0.10106342285871506,
-0.03714355453848839,
0.043734192848205566,
-0.07579877972602844,
-0.05272958055138588,
0.020028214901685715,
-0.10880236327648163,
-0.06835826486349106,
-0.035203710198402405,
0.054839927703142166,
-0.0220892746001482,
0.03204810246825218,
-0.03624734655022621,
-0.01376552227884531,
0.005765486508607864,
0.010120111517608166,
-0.028282802551984787,
0.10981807112693787,
0.031982649117708206,
-0.1235363706946373,
0.07633012533187866,
0.07756774127483368,
0.041463058441877365,
-0.017500542104244232,
0.07092751562595367,
0.020282801240682602,
-0.01157805509865284,
-0.023680124431848526,
-0.07174912840127945,
0.03295091912150383,
-0.02490159124135971,
-0.09717012941837311,
-0.043613143265247345,
0.0140510443598032,
-0.006183099001646042,
0.005037569906562567,
0.015986206009984016,
0.020110011100769043,
0.0795917958021164,
-0.04164023697376251,
0.04082353413105011,
-0.16158051788806915,
2.897337353742658e-33,
0.003310408676043153,
0.08852633833885193,
0.016238834708929062,
-0.035312220454216,
-0.09960376471281052,
-0.00738053023815155,
0.044865552335977554,
0.03735324367880821,
0.009988664649426937,
-0.04030170291662216,
0.04828978702425957,
0.03734170272946358,
0.060321155935525894,
-0.02690321020781994,
0.017626101151108742,
-0.07548308372497559,
0.009010151959955692,
0.03948414325714111,
0.028039248660206795,
0.1313742846250534,
0.030686253681778908,
-0.028345128521323204,
-0.024076338857412338,
-0.023127654567360878,
-0.045300595462322235,
-0.0407438799738884,
-0.009436637163162231,
-0.01974700205028057,
-0.13425327837467194,
0.015105039812624454,
0.09640686213970184,
0.03681185841560364,
0.05182357132434845,
-0.000521424924954772,
-0.004712284076958895,
0.015243275091052055,
-0.07653729617595673,
-0.05620056018233299,
0.003917932976037264,
0.001574191963300109,
-0.054039813578128815,
0.004247074481099844,
-0.039233773946762085,
0.08875015377998352,
-0.035682957619428635,
-0.0015451849903911352,
-0.06411819905042648,
0.0011686627985909581,
0.08031021058559418,
-0.04025448113679886,
0.04222026467323303,
-0.0009631248540244997,
0.007063170429319143,
-0.03129218518733978,
0.10106681287288666,
0.042236119508743286,
-0.07049261033535004,
-0.0518374964594841,
0.010139299556612968,
-0.09877723455429077,
-0.010714319534599781,
-0.04054863750934601,
-0.031025633215904236,
-0.0027234582230448723,
-0.05874866619706154,
-0.015339981764554977,
-0.06699836254119873,
0.007872362621128559,
-0.05818655714392662,
0.0372890830039978,
-0.037168052047491074,
0.010019978508353233,
-0.025409040972590446,
-0.009599766694009304,
0.07905300706624985,
0.08272901922464371,
-0.009264047257602215,
0.034467678517103195,
0.04027410224080086,
0.05801941826939583,
0.07034290581941605,
-0.10434050112962723,
0.006590366829186678,
-0.06312472373247147,
-0.00968976691365242,
0.02346300706267357,
-0.01602814346551895,
0.010247336700558662,
-0.048618167638778687,
-0.015077047049999237,
0.04012960195541382,
-0.03993137925863266,
-0.04179906100034714,
0.010945593006908894,
-0.027563413605093956,
-6.489219585430495e-33,
-0.09024957567453384,
0.010769772343337536,
-0.05108562484383583,
0.0065975431352853775,
0.020064713433384895,
0.11664583534002304,
-0.013151721097528934,
-0.03430713713169098,
-0.04099420830607414,
-0.06543678790330887,
0.006025413516908884,
0.10608818382024765,
0.005304799880832434,
-0.04049091786146164,
0.06739351153373718,
-0.02943391352891922,
-0.013516049832105637,
-0.05148365721106529,
0.09043070673942566,
-0.005124995484948158,
0.1333400309085846,
0.02152867242693901,
0.027541393414139748,
-0.0666511058807373,
0.028293099254369736,
-0.02217293716967106,
0.04117794707417488,
-0.11246684938669205,
-0.004313134588301182,
-0.0004675263771787286,
-0.05440162494778633,
0.00020985747687518597,
-0.0017573480727151036,
0.07146759331226349,
-0.05405079573392868,
0.03316866233944893,
0.012260780669748783,
-0.060533177107572556,
0.0845022052526474,
-0.11342990398406982,
-0.07304278016090393,
0.03026752360165119,
0.09234180301427841,
0.0404544435441494,
0.0004545894335024059,
0.02450585551559925,
0.02726285718381405,
0.006418545264750719,
0.020747056230902672,
-0.034965984523296356,
-0.06852343678474426,
-0.003364445874467492,
0.02449195645749569,
-0.0709226131439209,
0.0033747104462236166,
0.007434177678078413,
-0.027910443022847176,
-0.02902469038963318,
0.09075107425451279,
-0.04986852779984474,
-0.05895962938666344,
-0.0042624990455806255,
0.02594529278576374,
-0.020475173369050026,
-0.05575796216726303,
-0.08662717789411545,
-0.024495529010891914,
-0.008098820224404335,
-0.08715289831161499,
0.038217056542634964,
-0.008619566448032856,
0.00983479991555214,
0.020730625838041306,
0.043513841927051544,
-0.02388482727110386,
-0.07540249824523926,
0.13715139031410217,
-0.057627104222774506,
-0.04623417183756828,
0.0008099828846752644,
0.05021078884601593,
0.07586027681827545,
-0.02194141037762165,
-0.039481986314058304,
0.049533963203430176,
0.031440671533346176,
-0.12593354284763336,
-0.015293207950890064,
-0.0075104087591171265,
0.05838097631931305,
0.020557597279548645,
-0.005278038326650858,
0.043318070471286774,
-0.12384185194969177,
0.10217892378568649,
-4.917833962281293e-8,
0.047355763614177704,
-0.008325467817485332,
-0.03298109397292137,
-0.05786583945155144,
-0.029556330293416977,
0.020276576280593872,
-0.06955886632204056,
0.02807873673737049,
0.041299983859062195,
-0.08426111936569214,
0.07330218702554703,
-0.02004759944975376,
-0.008976089768111706,
0.017486045137047768,
0.030576474964618683,
-0.023678340017795563,
-0.013231241144239902,
-0.12824784219264984,
0.019736189395189285,
0.0349394790828228,
0.02575434371829033,
0.009097771719098091,
0.037248190492391586,
0.07575768232345581,
-0.0460333377122879,
0.04265867918729782,
-0.004144780337810516,
-0.0762857049703598,
-0.05048174411058426,
0.06297088414430618,
-0.06465163826942444,
0.020757677033543587,
0.004639182705432177,
-0.018358096480369568,
-0.10072240233421326,
-0.005092674866318703,
-0.07710930705070496,
0.022997958585619926,
-0.0779547393321991,
-0.024712007492780685,
0.00855181459337473,
0.04273563623428345,
0.05534746125340462,
0.01916550286114216,
0.03879084438085556,
0.10570303350687027,
0.022111576050519943,
-0.04394177347421646,
-0.009092666208744049,
-0.047203388065099716,
-0.04031342267990112,
0.02078821510076523,
0.009116249158978462,
-0.022183256223797798,
-0.019281215965747833,
0.058243073523044586,
-0.027659127488732338,
-0.03265995904803276,
0.09268990904092789,
-0.07032150775194168,
0.05269847437739372,
0.028505200520157814,
-0.03552693873643875,
-0.0002451401378493756
] |
1402.3138
|
Jeremy Chen
|
Jeremy Chen
|
Social Networks and the Choices People Make
| null | null | null | null |
cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Social marketing is becoming increasingly important in contemporary business.
Central to social marketing is quantifying how consumers choose between
alternatives and how they influence each other. This work considers a new but
simple multinomial choice model for multiple agents connected in a
recommendation network based on the explicit modeling of choice adoption
behavior. Efficiently computable closed-form solutions, absent from analyses of
threshold/cascade models, are obtained together with insights on how the
network affects aggregate decision making. A stylized "brand ambassador"
selection problem is posed to model targeting in social marketing. Therein, it
is shown that a greedy selection strategy leads to solutions achieving at least
$1-1/e$ of the optimal value. In an extended example of imposing exogenous
controls, a pricing problem is considered wherein it is shown that the single
player profit optimization problem is concave, implying the existence of pure
strategy equilibria for the associated pricing game.
|
[
{
"created": "Thu, 13 Feb 2014 14:08:46 GMT",
"version": "v1"
},
{
"created": "Fri, 2 May 2014 04:46:34 GMT",
"version": "v2"
}
] |
2014-05-05
|
[
[
"Chen",
"Jeremy",
""
]
] |
[
0.004821321461349726,
-0.06721457839012146,
-0.01580033265054226,
-0.00311413686722517,
0.040495365858078,
0.012152365408837795,
0.013270007446408272,
0.07477004826068878,
0.048980098217725754,
0.01555074006319046,
0.0026433663442730904,
0.01147328782826662,
0.0744716227054596,
0.011882567778229713,
0.0887613520026207,
0.0009042712044902146,
0.018407464027404785,
-0.0005174334510229528,
0.021963102743029594,
-0.03340263292193413,
-0.04198210686445236,
-0.07728707045316696,
-0.052420902997255325,
-0.04583960026502609,
0.010577318258583546,
-0.08489862084388733,
-0.01484233234077692,
0.022176166996359825,
-0.03281847760081291,
0.029649609699845314,
-0.0005950383492745459,
0.04187973588705063,
0.056681517511606216,
-0.04999734088778496,
-0.05599397048354149,
-0.002086032647639513,
-0.15465500950813293,
-0.06491728127002716,
-0.014743462204933167,
0.06145930290222168,
0.055702921003103256,
-0.02255241572856903,
-0.10579825937747955,
0.032019875943660736,
0.016725406050682068,
-0.04289150610566139,
0.00012756143405567855,
0.09403429925441742,
0.0030557778663933277,
0.03758891299366951,
-0.06786780804395676,
-0.04584558680653572,
-0.046564847230911255,
-0.02600070647895336,
0.024014350026845932,
-0.06336157023906708,
-0.06363529711961746,
-0.05145983397960663,
-0.03559231758117676,
-0.031574416905641556,
-0.01776125468313694,
-0.07530592381954193,
-0.08977998048067093,
0.01336849294602871,
0.09308995306491852,
0.029698511585593224,
-0.11510292440652847,
0.014399835839867592,
-0.07560703158378601,
0.08499923348426819,
0.0817897841334343,
0.006990786641836166,
-0.07320594042539597,
-0.057803694158792496,
0.020018992945551872,
-0.03925218805670738,
0.07683933526277542,
-0.03246114403009415,
0.014109401032328606,
0.04421953856945038,
-0.08073670417070389,
-0.050001367926597595,
-0.09390559792518616,
-0.031462714076042175,
0.04106927663087845,
-0.027332410216331482,
0.004180179443210363,
-0.017030294984579086,
0.14006461203098297,
0.05710816755890846,
-0.054111190140247345,
0.03160915896296501,
0.013595936819911003,
-0.012624036520719528,
-0.05200565233826637,
0.035847846418619156,
-0.026386696845293045,
0.007643242832273245,
-0.00998433493077755,
0.02103886567056179,
-0.08117331564426422,
-0.03585182502865791,
0.06047767773270607,
0.014393039047718048,
0.013508600182831287,
-0.09167541563510895,
0.0280232485383749,
0.08322980999946594,
0.09864966571331024,
-0.02096712775528431,
-0.13483881950378418,
-0.018585117533802986,
0.009222012013196945,
0.00781318824738264,
0.013589528389275074,
-0.038156911730766296,
0.11403372883796692,
0.039297301322221756,
0.06179153919219971,
-0.008230018429458141,
-0.044619474560022354,
0.011168804951012135,
0.056437067687511444,
-0.06117013841867447,
-0.03806881234049797,
0.08025678992271423,
-0.04401131719350815,
3.221285413401041e-33,
-0.056055109947919846,
-0.020524270832538605,
0.054991137236356735,
-0.035978857427835464,
0.013484516181051731,
0.05365056172013283,
-0.035577014088630676,
-0.03137577697634697,
-0.09873737394809723,
0.046714384108781815,
0.014126253314316273,
0.026383107528090477,
0.04088384285569191,
0.10857482999563217,
0.09192546457052231,
-0.056944381445646286,
-0.044764406979084015,
0.03575153276324272,
0.10105899721384048,
-0.05046306923031807,
0.06394801288843155,
0.06599802523851395,
0.006480110809206963,
0.04120974987745285,
-0.10513945668935776,
0.013514190912246704,
-0.012151254341006279,
0.011111310683190823,
0.056426528841257095,
-0.008255274966359138,
0.005419235676527023,
0.07447975873947144,
-0.04036399722099304,
-0.024253835901618004,
-0.02221105434000492,
0.06920920312404633,
-0.054596953094005585,
-0.028737490996718407,
0.03551381453871727,
-0.01579936034977436,
-0.03526298701763153,
0.03808906301856041,
0.07534337788820267,
0.04872191324830055,
-0.09353852272033691,
0.047300443053245544,
-0.046339038759469986,
-0.02128872275352478,
-0.03990340977907181,
-0.014789201319217682,
-0.0069852122105658054,
0.001134854624979198,
0.02723846584558487,
0.023117464035749435,
-0.022270014509558678,
-0.03617751970887184,
-0.08377739042043686,
0.047240208834409714,
-0.033593516796827316,
-0.046304307878017426,
0.0224284827709198,
-0.05789422243833542,
0.1160655990242958,
0.013301229104399681,
0.03097156621515751,
0.07487799972295761,
-0.0412319153547287,
-0.05344974249601364,
0.06318145245313644,
-0.04881533980369568,
0.03032999485731125,
0.10216307640075684,
-0.07876615971326828,
-0.09487562626600266,
-0.006197750102728605,
-0.012530995532870293,
0.024937421083450317,
-0.0256304033100605,
0.07363806664943695,
-0.05204775184392929,
-0.11414793133735657,
-0.024023983627557755,
-0.006625180598348379,
-0.0402093231678009,
0.0004907849943265319,
0.0262074526399374,
0.009236718527972698,
-0.04451286420226097,
0.019893119111657143,
-0.006508419290184975,
-0.0506717748939991,
0.07223544269800186,
-0.07900934666395187,
0.0855564996600151,
0.036002177745103836,
-4.3714856971875254e-33,
-0.0529884472489357,
-0.02299635298550129,
0.09387154877185822,
0.021017253398895264,
0.01995416171848774,
0.009683765470981598,
-0.06398013979196548,
-0.06889984011650085,
0.0004700244462583214,
0.024990558624267578,
-0.04641380533576012,
0.06965593248605728,
0.04931752383708954,
-0.023115353658795357,
0.009257076308131218,
-0.05328398570418358,
0.04024514555931091,
-0.010979285463690758,
0.029910873621702194,
-0.08493012189865112,
-0.004443757701665163,
0.06447363644838333,
-0.09567830711603165,
0.07031293213367462,
0.05681544169783592,
0.03620550408959389,
-0.06395778059959412,
0.06690214574337006,
-0.0040637049823999405,
-0.06346909701824188,
-0.016206970438361168,
-0.032724034041166306,
0.030205078423023224,
-0.02517724223434925,
0.05777914077043533,
0.15847256779670715,
-0.005117685068398714,
0.04606037959456444,
0.04141798987984657,
0.07887051999568939,
-0.004252961836755276,
-0.064105324447155,
-0.04741557687520981,
0.06637317687273026,
0.03069981187582016,
0.009064389392733574,
-0.008405576460063457,
-0.012019972316920757,
0.0041548083536326885,
0.0038976427167654037,
-0.010541887022554874,
0.03217045217752457,
-0.06105523556470871,
0.05487244203686714,
-0.09447211027145386,
0.00041706254705786705,
0.03443490341305733,
0.037305526435375214,
0.10960433632135391,
-0.04601365700364113,
0.010814093053340912,
0.05496831610798836,
0.02098722942173481,
0.0024969519581645727,
-0.009040524251759052,
-0.06817261129617691,
0.06521844863891602,
-0.02817481756210327,
0.0011044081766158342,
-0.0034260661341249943,
-0.004066028632223606,
0.04292581230401993,
0.010487384162843227,
-0.05281738191843033,
-0.005963066592812538,
-0.006902726832777262,
-0.019407665356993675,
0.08660653233528137,
0.010569858364760876,
-0.08667375892400742,
-0.019291603937745094,
0.08022475987672806,
0.053740307688713074,
-0.05691830441355705,
0.0020283472258597612,
-0.10032390058040619,
0.1006670668721199,
0.02430133894085884,
-0.043944794684648514,
-0.055732980370521545,
0.009555840864777565,
-0.047252148389816284,
0.06594519317150116,
0.04327104613184929,
-0.046438269317150116,
-4.851177237696902e-8,
-0.023099351674318314,
-0.0351424366235733,
0.04936324432492256,
0.08423534035682678,
-0.016724267974495888,
0.016715412959456444,
-0.005898464471101761,
0.010881622321903706,
0.0038774977438151836,
0.073909230530262,
-0.006025117821991444,
0.08720126748085022,
-0.0005779497441835701,
0.04610211029648781,
-0.040160614997148514,
-0.005338519811630249,
0.025299955159425735,
0.018788320943713188,
-0.017635710537433624,
-0.011514708399772644,
-0.07200046628713608,
0.02608216367661953,
-0.001789512112736702,
-0.027520624920725822,
0.034463584423065186,
0.011872312985360622,
-0.08459831774234772,
0.0033374980557709932,
0.05703812837600708,
0.04195766523480415,
-0.004665563814342022,
-0.017417149618268013,
0.07405328005552292,
0.005464049056172371,
0.009224407374858856,
0.053610216826200485,
-0.06380076706409454,
-0.023799333721399307,
-0.01866043731570244,
-0.021239975467324257,
0.029179485514760017,
0.007003045175224543,
-0.010404320433735847,
-0.020567283034324646,
-0.018786853179335594,
-0.008424554951488972,
-0.03321360796689987,
-0.024301577359437943,
0.05197340250015259,
0.05815964192152023,
-0.004546390846371651,
-0.0015024918830022216,
-0.03328351303935051,
-0.017097245901823044,
0.021736087277531624,
-0.12036547809839249,
-0.006002804730087519,
0.03309721127152443,
0.048005566000938416,
0.03730253502726555,
0.03800452873110771,
-0.08494828641414642,
-0.07890385389328003,
0.017032671719789505
] | null | null | null | null | null | null | null |
[
0.004821321461349726,
-0.06721457839012146,
-0.01580033265054226,
-0.00311413686722517,
0.040495365858078,
0.012152365408837795,
0.013270007446408272,
0.07477004826068878,
0.048980098217725754,
0.01555074006319046,
0.0026433663442730904,
0.01147328782826662,
0.0744716227054596,
0.011882567778229713,
0.0887613520026207,
0.0009042712044902146,
0.018407464027404785,
-0.0005174334510229528,
0.021963102743029594,
-0.03340263292193413,
-0.04198210686445236,
-0.07728707045316696,
-0.052420902997255325,
-0.04583960026502609,
0.010577318258583546,
-0.08489862084388733,
-0.01484233234077692,
0.022176166996359825,
-0.03281847760081291,
0.029649609699845314,
-0.0005950383492745459,
0.04187973588705063,
0.056681517511606216,
-0.04999734088778496,
-0.05599397048354149,
-0.002086032647639513,
-0.15465500950813293,
-0.06491728127002716,
-0.014743462204933167,
0.06145930290222168,
0.055702921003103256,
-0.02255241572856903,
-0.10579825937747955,
0.032019875943660736,
0.016725406050682068,
-0.04289150610566139,
0.00012756143405567855,
0.09403429925441742,
0.0030557778663933277,
0.03758891299366951,
-0.06786780804395676,
-0.04584558680653572,
-0.046564847230911255,
-0.02600070647895336,
0.024014350026845932,
-0.06336157023906708,
-0.06363529711961746,
-0.05145983397960663,
-0.03559231758117676,
-0.031574416905641556,
-0.01776125468313694,
-0.07530592381954193,
-0.08977998048067093,
0.01336849294602871,
0.09308995306491852,
0.029698511585593224,
-0.11510292440652847,
0.014399835839867592,
-0.07560703158378601,
0.08499923348426819,
0.0817897841334343,
0.006990786641836166,
-0.07320594042539597,
-0.057803694158792496,
0.020018992945551872,
-0.03925218805670738,
0.07683933526277542,
-0.03246114403009415,
0.014109401032328606,
0.04421953856945038,
-0.08073670417070389,
-0.050001367926597595,
-0.09390559792518616,
-0.031462714076042175,
0.04106927663087845,
-0.027332410216331482,
0.004180179443210363,
-0.017030294984579086,
0.14006461203098297,
0.05710816755890846,
-0.054111190140247345,
0.03160915896296501,
0.013595936819911003,
-0.012624036520719528,
-0.05200565233826637,
0.035847846418619156,
-0.026386696845293045,
0.007643242832273245,
-0.00998433493077755,
0.02103886567056179,
-0.08117331564426422,
-0.03585182502865791,
0.06047767773270607,
0.014393039047718048,
0.013508600182831287,
-0.09167541563510895,
0.0280232485383749,
0.08322980999946594,
0.09864966571331024,
-0.02096712775528431,
-0.13483881950378418,
-0.018585117533802986,
0.009222012013196945,
0.00781318824738264,
0.013589528389275074,
-0.038156911730766296,
0.11403372883796692,
0.039297301322221756,
0.06179153919219971,
-0.008230018429458141,
-0.044619474560022354,
0.011168804951012135,
0.056437067687511444,
-0.06117013841867447,
-0.03806881234049797,
0.08025678992271423,
-0.04401131719350815,
3.221285413401041e-33,
-0.056055109947919846,
-0.020524270832538605,
0.054991137236356735,
-0.035978857427835464,
0.013484516181051731,
0.05365056172013283,
-0.035577014088630676,
-0.03137577697634697,
-0.09873737394809723,
0.046714384108781815,
0.014126253314316273,
0.026383107528090477,
0.04088384285569191,
0.10857482999563217,
0.09192546457052231,
-0.056944381445646286,
-0.044764406979084015,
0.03575153276324272,
0.10105899721384048,
-0.05046306923031807,
0.06394801288843155,
0.06599802523851395,
0.006480110809206963,
0.04120974987745285,
-0.10513945668935776,
0.013514190912246704,
-0.012151254341006279,
0.011111310683190823,
0.056426528841257095,
-0.008255274966359138,
0.005419235676527023,
0.07447975873947144,
-0.04036399722099304,
-0.024253835901618004,
-0.02221105434000492,
0.06920920312404633,
-0.054596953094005585,
-0.028737490996718407,
0.03551381453871727,
-0.01579936034977436,
-0.03526298701763153,
0.03808906301856041,
0.07534337788820267,
0.04872191324830055,
-0.09353852272033691,
0.047300443053245544,
-0.046339038759469986,
-0.02128872275352478,
-0.03990340977907181,
-0.014789201319217682,
-0.0069852122105658054,
0.001134854624979198,
0.02723846584558487,
0.023117464035749435,
-0.022270014509558678,
-0.03617751970887184,
-0.08377739042043686,
0.047240208834409714,
-0.033593516796827316,
-0.046304307878017426,
0.0224284827709198,
-0.05789422243833542,
0.1160655990242958,
0.013301229104399681,
0.03097156621515751,
0.07487799972295761,
-0.0412319153547287,
-0.05344974249601364,
0.06318145245313644,
-0.04881533980369568,
0.03032999485731125,
0.10216307640075684,
-0.07876615971326828,
-0.09487562626600266,
-0.006197750102728605,
-0.012530995532870293,
0.024937421083450317,
-0.0256304033100605,
0.07363806664943695,
-0.05204775184392929,
-0.11414793133735657,
-0.024023983627557755,
-0.006625180598348379,
-0.0402093231678009,
0.0004907849943265319,
0.0262074526399374,
0.009236718527972698,
-0.04451286420226097,
0.019893119111657143,
-0.006508419290184975,
-0.0506717748939991,
0.07223544269800186,
-0.07900934666395187,
0.0855564996600151,
0.036002177745103836,
-4.3714856971875254e-33,
-0.0529884472489357,
-0.02299635298550129,
0.09387154877185822,
0.021017253398895264,
0.01995416171848774,
0.009683765470981598,
-0.06398013979196548,
-0.06889984011650085,
0.0004700244462583214,
0.024990558624267578,
-0.04641380533576012,
0.06965593248605728,
0.04931752383708954,
-0.023115353658795357,
0.009257076308131218,
-0.05328398570418358,
0.04024514555931091,
-0.010979285463690758,
0.029910873621702194,
-0.08493012189865112,
-0.004443757701665163,
0.06447363644838333,
-0.09567830711603165,
0.07031293213367462,
0.05681544169783592,
0.03620550408959389,
-0.06395778059959412,
0.06690214574337006,
-0.0040637049823999405,
-0.06346909701824188,
-0.016206970438361168,
-0.032724034041166306,
0.030205078423023224,
-0.02517724223434925,
0.05777914077043533,
0.15847256779670715,
-0.005117685068398714,
0.04606037959456444,
0.04141798987984657,
0.07887051999568939,
-0.004252961836755276,
-0.064105324447155,
-0.04741557687520981,
0.06637317687273026,
0.03069981187582016,
0.009064389392733574,
-0.008405576460063457,
-0.012019972316920757,
0.0041548083536326885,
0.0038976427167654037,
-0.010541887022554874,
0.03217045217752457,
-0.06105523556470871,
0.05487244203686714,
-0.09447211027145386,
0.00041706254705786705,
0.03443490341305733,
0.037305526435375214,
0.10960433632135391,
-0.04601365700364113,
0.010814093053340912,
0.05496831610798836,
0.02098722942173481,
0.0024969519581645727,
-0.009040524251759052,
-0.06817261129617691,
0.06521844863891602,
-0.02817481756210327,
0.0011044081766158342,
-0.0034260661341249943,
-0.004066028632223606,
0.04292581230401993,
0.010487384162843227,
-0.05281738191843033,
-0.005963066592812538,
-0.006902726832777262,
-0.019407665356993675,
0.08660653233528137,
0.010569858364760876,
-0.08667375892400742,
-0.019291603937745094,
0.08022475987672806,
0.053740307688713074,
-0.05691830441355705,
0.0020283472258597612,
-0.10032390058040619,
0.1006670668721199,
0.02430133894085884,
-0.043944794684648514,
-0.055732980370521545,
0.009555840864777565,
-0.047252148389816284,
0.06594519317150116,
0.04327104613184929,
-0.046438269317150116,
-4.851177237696902e-8,
-0.023099351674318314,
-0.0351424366235733,
0.04936324432492256,
0.08423534035682678,
-0.016724267974495888,
0.016715412959456444,
-0.005898464471101761,
0.010881622321903706,
0.0038774977438151836,
0.073909230530262,
-0.006025117821991444,
0.08720126748085022,
-0.0005779497441835701,
0.04610211029648781,
-0.040160614997148514,
-0.005338519811630249,
0.025299955159425735,
0.018788320943713188,
-0.017635710537433624,
-0.011514708399772644,
-0.07200046628713608,
0.02608216367661953,
-0.001789512112736702,
-0.027520624920725822,
0.034463584423065186,
0.011872312985360622,
-0.08459831774234772,
0.0033374980557709932,
0.05703812837600708,
0.04195766523480415,
-0.004665563814342022,
-0.017417149618268013,
0.07405328005552292,
0.005464049056172371,
0.009224407374858856,
0.053610216826200485,
-0.06380076706409454,
-0.023799333721399307,
-0.01866043731570244,
-0.021239975467324257,
0.029179485514760017,
0.007003045175224543,
-0.010404320433735847,
-0.020567283034324646,
-0.018786853179335594,
-0.008424554951488972,
-0.03321360796689987,
-0.024301577359437943,
0.05197340250015259,
0.05815964192152023,
-0.004546390846371651,
-0.0015024918830022216,
-0.03328351303935051,
-0.017097245901823044,
0.021736087277531624,
-0.12036547809839249,
-0.006002804730087519,
0.03309721127152443,
0.048005566000938416,
0.03730253502726555,
0.03800452873110771,
-0.08494828641414642,
-0.07890385389328003,
0.017032671719789505
] |
1402.3143
|
Soizic Terrien
|
Soizic Terrien (LMA), Christophe Vergez (LMA_CNRS), Patricio De La
Cuadra (CITA), Beno\^it Fabre (IJLRA)
|
Is the jet-drive flute model able to produce modulated sounds like
Flautas de Chinos ?
|
Stockholm Music Acoustics Conference, Stockholm : Sweden (2013)
| null | null | null |
physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Flautas de chinos - prehispanic chilean flutes played during ritual
celebrations in central Chile - are known to produce very particular beating
sounds, the so-called sonido rajado. Some previous works have focused on the
spectral analysis of these sounds, and on the input impedance of the complex
resonator. However, the beating sounds origin remains to be investigated.
Throughout this paper, a comparison is provided between the characteristics of
both the sound produced by flautas de chinos and a synthesis sound obtained
through time-domain simulation of the jet-drive model for flute-like
instruments. Jet-drive model appears to be able to produce quasiperiodic sounds
similar to sonido rajado. Finally, the analysis of the system dynamics through
numerical continuation methods allows to explore the production mechanism of
these quasiperiodic regimes.
|
[
{
"created": "Thu, 13 Feb 2014 14:17:00 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Terrien",
"Soizic",
"",
"LMA"
],
[
"Vergez",
"Christophe",
"",
"LMA_CNRS"
],
[
"De La Cuadra",
"Patricio",
"",
"CITA"
],
[
"Fabre",
"Benoît",
"",
"IJLRA"
]
] |
[
-0.021862231194972992,
-0.01241480652242899,
0.023268798366189003,
-0.004658263176679611,
-0.08686044812202454,
-0.009995204396545887,
-0.10974649339914322,
-0.0515642948448658,
0.0024849651381373405,
-0.05864597111940384,
0.016902189701795578,
-0.06103529781103134,
-0.07697092741727829,
-0.061450932174921036,
0.06897192448377609,
-0.014933019876480103,
0.022179342806339264,
-0.004860403947532177,
0.025208812206983566,
-0.022043175995349884,
0.05744732543826103,
0.009127586148679256,
-0.06811406463384628,
-0.012432839721441269,
0.0404621921479702,
0.006189688108861446,
-0.01142313051968813,
0.009056025184690952,
0.04509071260690689,
-0.05256230756640434,
-0.01439968403428793,
0.019651828333735466,
-0.04463708773255348,
-0.048534952104091644,
-0.12939754128456116,
-0.05761771276593208,
0.008152041584253311,
-0.024099895730614662,
0.0024268743582069874,
0.047870755195617676,
-0.01088649034500122,
0.06602595746517181,
0.11405207961797714,
0.02309565432369709,
-0.018920594826340675,
-0.03415314480662346,
-0.07419876754283905,
-0.030881542712450027,
-0.028502240777015686,
-0.0031371559016406536,
-0.059261467307806015,
-0.004930992145091295,
0.017824353650212288,
0.049469370394945145,
0.020414650440216064,
-0.05077902972698212,
0.10925531387329102,
0.007301716599613428,
0.08987383544445038,
0.016075747087597847,
0.000168768732692115,
0.05572489649057388,
0.004168140236288309,
0.005154450424015522,
-0.057396672666072845,
0.009753796271979809,
0.00896989181637764,
0.0076729003340005875,
0.021126259118318558,
0.004218336194753647,
0.014009596779942513,
0.01975744403898716,
0.008004121482372284,
-0.008782235905528069,
0.04863839969038963,
0.011269427835941315,
-0.07811234146356583,
0.05070759356021881,
-0.11019252240657806,
0.028717296198010445,
0.012772515416145325,
-0.008600946515798569,
-0.054717693477869034,
-0.109885074198246,
-0.04914413392543793,
0.1160668209195137,
-0.016185961663722992,
-0.04498428851366043,
0.012018152512609959,
0.005337063688784838,
-0.011490646749734879,
-0.00024545550695620477,
-0.07336132973432541,
-0.007018398027867079,
0.050884634256362915,
0.04385652393102646,
0.03328191861510277,
0.0835176333785057,
0.05302756279706955,
0.02337900549173355,
0.014041916467249393,
-0.012297214940190315,
0.060628753155469894,
0.041057005524635315,
-0.009213174693286419,
0.05737623944878578,
-0.05833620950579643,
0.06783504039049149,
-0.019842667505145073,
-0.0265097264200449,
-0.007582392543554306,
-0.012396657839417458,
-0.009014801122248173,
0.005277307704091072,
-0.004302166402339935,
-0.060135986655950546,
-0.027880309149622917,
0.00518371956422925,
-0.0676642507314682,
-0.02516353130340576,
0.1365501880645752,
-0.0536891333758831,
-0.024143004789948463,
-0.006192327942699194,
0.02449837699532509,
-0.09096161276102066,
-0.02472328022122383,
1.2541181169965016e-33,
0.044609662145376205,
-0.01669333502650261,
0.004945507273077965,
-0.019825633615255356,
0.0793667733669281,
-0.10199781507253647,
-0.05318393185734749,
0.038696080446243286,
0.06796889007091522,
0.04675833135843277,
-0.049769844859838486,
0.0671461895108223,
-0.08812393248081207,
-0.03332873061299324,
0.04402364417910576,
-0.028324803337454796,
0.009958377107977867,
-0.05927339568734169,
0.03198165073990822,
-0.03079948015511036,
0.034171540290117264,
0.028248297050595284,
-0.012158391997218132,
-0.02382774092257023,
-0.028955619782209396,
0.13156233727931976,
0.013921758159995079,
0.0018978826701641083,
-0.09252481907606125,
0.03492770344018936,
0.005170615389943123,
-0.0073144640773534775,
-0.023093240335583687,
0.027409547939896584,
-0.022768208757042885,
-0.009816667065024376,
0.09118138998746872,
0.0032920127268880606,
-0.04298437386751175,
-0.012956725433468819,
-0.03775888681411743,
-0.020719783380627632,
-0.09523164480924606,
0.09162896126508713,
-0.0344659760594368,
-0.09892772883176804,
-0.03319831192493439,
0.0990929901599884,
0.10250353068113327,
-0.007724663708359003,
-0.06407921761274338,
0.0035421254578977823,
-0.008820236660540104,
0.06480543315410614,
0.05348851531744003,
0.016091521829366684,
0.05977723374962807,
-0.0019485370721668005,
-0.08222764730453491,
-0.04056980460882187,
0.06156359985470772,
-0.025787005200982094,
0.08870425820350647,
0.014613443054258823,
-0.08206277340650558,
0.02748856507241726,
-0.026544032618403435,
-0.06284865736961365,
0.15788979828357697,
-0.08878465741872787,
0.029561348259449005,
-0.020219221711158752,
-0.021912546828389168,
-0.016311202198266983,
0.050900716334581375,
-0.04544554650783539,
0.029931358993053436,
-0.015263297595083714,
0.021059086546301842,
0.023435337468981743,
-0.03490779921412468,
0.025746501982212067,
-0.013703425414860249,
0.038667358458042145,
0.029635705053806305,
0.05745197832584381,
0.08295741677284241,
0.01527552492916584,
-0.03776701167225838,
-0.06367698311805725,
-0.14775681495666504,
0.0636342465877533,
0.06409347057342529,
-0.05206028372049332,
0.03317450359463692,
-3.13253412054602e-33,
0.01250304002314806,
0.04351513460278511,
0.010597234591841698,
-0.013619421049952507,
-0.03640059754252434,
0.02230866812169552,
-0.013704411685466766,
0.0682496502995491,
-0.03110165148973465,
-0.042787883430719376,
-0.029733631759881973,
-0.041857652366161346,
0.025571852922439575,
-0.03473003953695297,
-0.010755830444395542,
-0.014741731807589531,
0.04288467764854431,
-0.0488380528986454,
0.024566994979977608,
0.01970173418521881,
0.00825406052172184,
-0.0005714517901651561,
0.031472038477659225,
-0.06884878873825073,
-0.08804553002119064,
-0.0007167077274061739,
-0.07266075909137726,
-0.051594242453575134,
-0.015640391036868095,
0.04876513406634331,
-0.020857706665992737,
-0.008137376978993416,
0.05484640598297119,
-0.04566231742501259,
-0.030544986948370934,
0.06921932846307755,
0.007996701635420322,
0.05988757684826851,
0.051005542278289795,
-0.08737263828516006,
-0.027252523228526115,
0.02021973952651024,
0.06478135287761688,
-0.012517666444182396,
-0.034274354577064514,
0.03165155649185181,
-0.06351568549871445,
0.030909936875104904,
-0.014532924629747868,
-0.03386582061648369,
0.06127042695879936,
-0.03648291155695915,
0.030280213803052902,
-0.0651414692401886,
-0.0101201506331563,
0.0028042164631187916,
0.05462604761123657,
-0.08566699922084808,
0.019525084644556046,
-0.01577303558588028,
-0.06204024702310562,
-0.043390415608882904,
-0.03001527115702629,
-0.019205845892429352,
0.03874236345291138,
0.1171206533908844,
-0.022366328164935112,
0.006179239135235548,
0.0737336128950119,
0.02984938770532608,
0.02738846279680729,
0.034014493227005005,
-0.029700947925448418,
0.0880335345864296,
-0.05523248016834259,
-0.0700048878788948,
-0.10797931253910065,
-0.02377285249531269,
0.021970050409436226,
0.0410161018371582,
-0.034763723611831665,
0.025011297315359116,
-0.01323945727199316,
-0.08486318588256836,
-0.06681125611066818,
-0.06473380327224731,
-0.013248969800770283,
-0.06595230847597122,
0.026070499792695045,
0.06038283556699753,
0.1101362332701683,
0.1433594524860382,
0.025393715128302574,
-0.0534079372882843,
0.08477313816547394,
-4.1087933055905523e-8,
0.033470649272203445,
-0.013168549165129662,
0.008795853704214096,
0.05320074036717415,
-0.0008570964564569294,
-0.00782774668186903,
0.025438731536269188,
-0.13236092031002045,
0.010350133292376995,
-0.04384281486272812,
0.037942592054605484,
-0.024045180529356003,
0.08864995092153549,
-0.00686519593000412,
-0.022592781111598015,
-0.02120429463684559,
0.07851006090641022,
0.08731583505868912,
-0.032138533890247345,
-0.018505584448575974,
0.05712302774190903,
0.0515616349875927,
0.023363163694739342,
-0.07571697235107422,
-0.015660110861063004,
0.005941121838986874,
-0.12048579752445221,
-0.007323161698877811,
-0.03257099166512489,
0.06388934701681137,
-0.07907521724700928,
0.021096203476190567,
-0.06615225970745087,
-0.002543225884437561,
-0.03784003108739853,
0.012013792060315609,
-0.03207801282405853,
-0.04310992732644081,
-0.035148736089468,
-0.031191673129796982,
-0.018398897722363472,
0.038773540407419205,
-0.046693481504917145,
0.021056467667222023,
0.07803826034069061,
-0.015580357052385807,
0.01956518180668354,
-0.03164319694042206,
-0.002323166700080037,
0.16454586386680603,
-0.04243938624858856,
0.0443459115922451,
0.023658467456698418,
-0.02804851345717907,
-0.01752748340368271,
0.04779818281531334,
-0.03861166164278984,
0.10202313214540482,
-0.05798424035310745,
-0.01819963939487934,
0.009154578670859337,
0.09736663103103638,
0.041566699743270874,
0.005366207100450993
] | null | null | null | null | null | null | null |
[
-0.021862231194972992,
-0.01241480652242899,
0.023268798366189003,
-0.004658263176679611,
-0.08686044812202454,
-0.009995204396545887,
-0.10974649339914322,
-0.0515642948448658,
0.0024849651381373405,
-0.05864597111940384,
0.016902189701795578,
-0.06103529781103134,
-0.07697092741727829,
-0.061450932174921036,
0.06897192448377609,
-0.014933019876480103,
0.022179342806339264,
-0.004860403947532177,
0.025208812206983566,
-0.022043175995349884,
0.05744732543826103,
0.009127586148679256,
-0.06811406463384628,
-0.012432839721441269,
0.0404621921479702,
0.006189688108861446,
-0.01142313051968813,
0.009056025184690952,
0.04509071260690689,
-0.05256230756640434,
-0.01439968403428793,
0.019651828333735466,
-0.04463708773255348,
-0.048534952104091644,
-0.12939754128456116,
-0.05761771276593208,
0.008152041584253311,
-0.024099895730614662,
0.0024268743582069874,
0.047870755195617676,
-0.01088649034500122,
0.06602595746517181,
0.11405207961797714,
0.02309565432369709,
-0.018920594826340675,
-0.03415314480662346,
-0.07419876754283905,
-0.030881542712450027,
-0.028502240777015686,
-0.0031371559016406536,
-0.059261467307806015,
-0.004930992145091295,
0.017824353650212288,
0.049469370394945145,
0.020414650440216064,
-0.05077902972698212,
0.10925531387329102,
0.007301716599613428,
0.08987383544445038,
0.016075747087597847,
0.000168768732692115,
0.05572489649057388,
0.004168140236288309,
0.005154450424015522,
-0.057396672666072845,
0.009753796271979809,
0.00896989181637764,
0.0076729003340005875,
0.021126259118318558,
0.004218336194753647,
0.014009596779942513,
0.01975744403898716,
0.008004121482372284,
-0.008782235905528069,
0.04863839969038963,
0.011269427835941315,
-0.07811234146356583,
0.05070759356021881,
-0.11019252240657806,
0.028717296198010445,
0.012772515416145325,
-0.008600946515798569,
-0.054717693477869034,
-0.109885074198246,
-0.04914413392543793,
0.1160668209195137,
-0.016185961663722992,
-0.04498428851366043,
0.012018152512609959,
0.005337063688784838,
-0.011490646749734879,
-0.00024545550695620477,
-0.07336132973432541,
-0.007018398027867079,
0.050884634256362915,
0.04385652393102646,
0.03328191861510277,
0.0835176333785057,
0.05302756279706955,
0.02337900549173355,
0.014041916467249393,
-0.012297214940190315,
0.060628753155469894,
0.041057005524635315,
-0.009213174693286419,
0.05737623944878578,
-0.05833620950579643,
0.06783504039049149,
-0.019842667505145073,
-0.0265097264200449,
-0.007582392543554306,
-0.012396657839417458,
-0.009014801122248173,
0.005277307704091072,
-0.004302166402339935,
-0.060135986655950546,
-0.027880309149622917,
0.00518371956422925,
-0.0676642507314682,
-0.02516353130340576,
0.1365501880645752,
-0.0536891333758831,
-0.024143004789948463,
-0.006192327942699194,
0.02449837699532509,
-0.09096161276102066,
-0.02472328022122383,
1.2541181169965016e-33,
0.044609662145376205,
-0.01669333502650261,
0.004945507273077965,
-0.019825633615255356,
0.0793667733669281,
-0.10199781507253647,
-0.05318393185734749,
0.038696080446243286,
0.06796889007091522,
0.04675833135843277,
-0.049769844859838486,
0.0671461895108223,
-0.08812393248081207,
-0.03332873061299324,
0.04402364417910576,
-0.028324803337454796,
0.009958377107977867,
-0.05927339568734169,
0.03198165073990822,
-0.03079948015511036,
0.034171540290117264,
0.028248297050595284,
-0.012158391997218132,
-0.02382774092257023,
-0.028955619782209396,
0.13156233727931976,
0.013921758159995079,
0.0018978826701641083,
-0.09252481907606125,
0.03492770344018936,
0.005170615389943123,
-0.0073144640773534775,
-0.023093240335583687,
0.027409547939896584,
-0.022768208757042885,
-0.009816667065024376,
0.09118138998746872,
0.0032920127268880606,
-0.04298437386751175,
-0.012956725433468819,
-0.03775888681411743,
-0.020719783380627632,
-0.09523164480924606,
0.09162896126508713,
-0.0344659760594368,
-0.09892772883176804,
-0.03319831192493439,
0.0990929901599884,
0.10250353068113327,
-0.007724663708359003,
-0.06407921761274338,
0.0035421254578977823,
-0.008820236660540104,
0.06480543315410614,
0.05348851531744003,
0.016091521829366684,
0.05977723374962807,
-0.0019485370721668005,
-0.08222764730453491,
-0.04056980460882187,
0.06156359985470772,
-0.025787005200982094,
0.08870425820350647,
0.014613443054258823,
-0.08206277340650558,
0.02748856507241726,
-0.026544032618403435,
-0.06284865736961365,
0.15788979828357697,
-0.08878465741872787,
0.029561348259449005,
-0.020219221711158752,
-0.021912546828389168,
-0.016311202198266983,
0.050900716334581375,
-0.04544554650783539,
0.029931358993053436,
-0.015263297595083714,
0.021059086546301842,
0.023435337468981743,
-0.03490779921412468,
0.025746501982212067,
-0.013703425414860249,
0.038667358458042145,
0.029635705053806305,
0.05745197832584381,
0.08295741677284241,
0.01527552492916584,
-0.03776701167225838,
-0.06367698311805725,
-0.14775681495666504,
0.0636342465877533,
0.06409347057342529,
-0.05206028372049332,
0.03317450359463692,
-3.13253412054602e-33,
0.01250304002314806,
0.04351513460278511,
0.010597234591841698,
-0.013619421049952507,
-0.03640059754252434,
0.02230866812169552,
-0.013704411685466766,
0.0682496502995491,
-0.03110165148973465,
-0.042787883430719376,
-0.029733631759881973,
-0.041857652366161346,
0.025571852922439575,
-0.03473003953695297,
-0.010755830444395542,
-0.014741731807589531,
0.04288467764854431,
-0.0488380528986454,
0.024566994979977608,
0.01970173418521881,
0.00825406052172184,
-0.0005714517901651561,
0.031472038477659225,
-0.06884878873825073,
-0.08804553002119064,
-0.0007167077274061739,
-0.07266075909137726,
-0.051594242453575134,
-0.015640391036868095,
0.04876513406634331,
-0.020857706665992737,
-0.008137376978993416,
0.05484640598297119,
-0.04566231742501259,
-0.030544986948370934,
0.06921932846307755,
0.007996701635420322,
0.05988757684826851,
0.051005542278289795,
-0.08737263828516006,
-0.027252523228526115,
0.02021973952651024,
0.06478135287761688,
-0.012517666444182396,
-0.034274354577064514,
0.03165155649185181,
-0.06351568549871445,
0.030909936875104904,
-0.014532924629747868,
-0.03386582061648369,
0.06127042695879936,
-0.03648291155695915,
0.030280213803052902,
-0.0651414692401886,
-0.0101201506331563,
0.0028042164631187916,
0.05462604761123657,
-0.08566699922084808,
0.019525084644556046,
-0.01577303558588028,
-0.06204024702310562,
-0.043390415608882904,
-0.03001527115702629,
-0.019205845892429352,
0.03874236345291138,
0.1171206533908844,
-0.022366328164935112,
0.006179239135235548,
0.0737336128950119,
0.02984938770532608,
0.02738846279680729,
0.034014493227005005,
-0.029700947925448418,
0.0880335345864296,
-0.05523248016834259,
-0.0700048878788948,
-0.10797931253910065,
-0.02377285249531269,
0.021970050409436226,
0.0410161018371582,
-0.034763723611831665,
0.025011297315359116,
-0.01323945727199316,
-0.08486318588256836,
-0.06681125611066818,
-0.06473380327224731,
-0.013248969800770283,
-0.06595230847597122,
0.026070499792695045,
0.06038283556699753,
0.1101362332701683,
0.1433594524860382,
0.025393715128302574,
-0.0534079372882843,
0.08477313816547394,
-4.1087933055905523e-8,
0.033470649272203445,
-0.013168549165129662,
0.008795853704214096,
0.05320074036717415,
-0.0008570964564569294,
-0.00782774668186903,
0.025438731536269188,
-0.13236092031002045,
0.010350133292376995,
-0.04384281486272812,
0.037942592054605484,
-0.024045180529356003,
0.08864995092153549,
-0.00686519593000412,
-0.022592781111598015,
-0.02120429463684559,
0.07851006090641022,
0.08731583505868912,
-0.032138533890247345,
-0.018505584448575974,
0.05712302774190903,
0.0515616349875927,
0.023363163694739342,
-0.07571697235107422,
-0.015660110861063004,
0.005941121838986874,
-0.12048579752445221,
-0.007323161698877811,
-0.03257099166512489,
0.06388934701681137,
-0.07907521724700928,
0.021096203476190567,
-0.06615225970745087,
-0.002543225884437561,
-0.03784003108739853,
0.012013792060315609,
-0.03207801282405853,
-0.04310992732644081,
-0.035148736089468,
-0.031191673129796982,
-0.018398897722363472,
0.038773540407419205,
-0.046693481504917145,
0.021056467667222023,
0.07803826034069061,
-0.015580357052385807,
0.01956518180668354,
-0.03164319694042206,
-0.002323166700080037,
0.16454586386680603,
-0.04243938624858856,
0.0443459115922451,
0.023658467456698418,
-0.02804851345717907,
-0.01752748340368271,
0.04779818281531334,
-0.03861166164278984,
0.10202313214540482,
-0.05798424035310745,
-0.01819963939487934,
0.009154578670859337,
0.09736663103103638,
0.041566699743270874,
0.005366207100450993
] |
1402.3144
|
Marc Claesen
|
Marc Claesen, Frank De Smet, Johan A. K. Suykens, Bart De Moor
|
A Robust Ensemble Approach to Learn From Positive and Unlabeled Data
Using SVM Base Models
|
34 pages, 6 figures, 6 tables. Accepted for publication in
Neurocomputing: Special Issue on Advances in Learning with Label Noise
| null |
10.1016/j.neucom.2014.10.081
| null |
stat.ML cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a novel approach to learn binary classifiers when only positive
and unlabeled instances are available (PU learning). This problem is routinely
cast as a supervised task with label noise in the negative set. We use an
ensemble of SVM models trained on bootstrap resamples of the training data for
increased robustness against label noise. The approach can be considered in a
bagging framework which provides an intuitive explanation for its mechanics in
a semi-supervised setting. We compared our method to state-of-the-art
approaches in simulations using multiple public benchmark data sets. The
included benchmark comprises three settings with increasing label noise: (i)
fully supervised, (ii) PU learning and (iii) PU learning with false positives.
Our approach shows a marginal improvement over existing methods in the second
setting and a significant improvement in the third.
|
[
{
"created": "Thu, 13 Feb 2014 14:18:17 GMT",
"version": "v1"
},
{
"created": "Tue, 21 Oct 2014 12:29:58 GMT",
"version": "v2"
}
] |
2015-02-13
|
[
[
"Claesen",
"Marc",
""
],
[
"De Smet",
"Frank",
""
],
[
"Suykens",
"Johan A. K.",
""
],
[
"De Moor",
"Bart",
""
]
] |
[
-0.06660696119070053,
-0.01323791779577732,
-0.03310331329703331,
0.05377459153532982,
0.04761814698576927,
-0.03277018293738365,
0.05658774450421333,
-0.10968933999538422,
-0.05931917577981949,
-0.03666926175355911,
-0.04272269830107689,
-0.046421390026807785,
0.10176943987607956,
0.004342886619269848,
-0.09035194665193558,
0.009397540241479874,
0.11759348213672638,
0.016623394563794136,
0.027586176991462708,
0.048144835978746414,
-0.026271190494298935,
0.020907806232571602,
0.028348196297883987,
0.08375311642885208,
0.04387360066175461,
0.016111427918076515,
-0.0009294382180087268,
0.023414671421051025,
0.013707729056477547,
-0.10235684365034103,
-0.006212547887116671,
0.0008412809111177921,
-0.0319698192179203,
-0.05628356710076332,
0.008783385157585144,
0.02649809420108795,
-0.006203048396855593,
0.023717815056443214,
-0.025156192481517792,
0.020243331789970398,
0.02095547504723072,
-0.04624249413609505,
-0.011952663771808147,
0.022640712559223175,
0.06971041113138199,
0.06032588705420494,
0.07757995277643204,
-0.020512744784355164,
0.006763727869838476,
-0.028299160301685333,
-0.019807223230600357,
0.0026680361479520798,
-0.0341063067317009,
0.036280520260334015,
-0.1358984261751175,
-0.02015053667128086,
0.12233012914657593,
-0.0237948726862669,
-0.012237722054123878,
0.014443264342844486,
0.0519762821495533,
-0.09541650116443634,
-0.01872086152434349,
-0.023996461182832718,
0.00598478876054287,
-0.007097959518432617,
-0.02945404313504696,
0.050500914454460144,
-0.03921820968389511,
0.10297458618879318,
0.040535710752010345,
0.06836200505495071,
-0.0008033764315769076,
0.07021293044090271,
0.015422823838889599,
0.05699889734387398,
0.04901103302836418,
0.07195855677127838,
0.07473301887512207,
0.010379316285252571,
-0.04284355416893959,
0.009711126796901226,
0.0053540184162557125,
0.026400404050946236,
0.12287568300962448,
-0.0007294590468518436,
0.004617351107299328,
-0.001294734189286828,
-0.028794201090931892,
0.074526846408844,
-0.07870987057685852,
-0.0017136386595666409,
0.052712298929691315,
0.017098844051361084,
-0.1161670908331871,
-0.02652638778090477,
0.0215427465736866,
0.020209938287734985,
0.025674309581518173,
0.11208809167146683,
-0.10070879012346268,
0.10857213288545609,
0.015966948121786118,
-0.09577912092208862,
0.06631456315517426,
-0.015091506764292717,
0.01341151725500822,
-0.04778178036212921,
0.08373101055622101,
-0.07306123524904251,
0.016647662967443466,
0.022499023005366325,
-0.06466013193130493,
-0.003985072020441294,
0.07813054323196411,
0.0480610691010952,
0.04557238146662712,
0.04724057763814926,
-0.023959632962942123,
0.0020935700740665197,
-0.09339394420385361,
-0.011442111805081367,
0.006532223429530859,
-0.0014615636318922043,
0.008501743897795677,
-0.0007797967409715056,
-0.076447494328022,
3.095308418507386e-33,
0.03699231147766113,
-0.022805863991379738,
0.052815936505794525,
-0.028696006163954735,
0.053033940494060516,
-0.04615288972854614,
-0.11112171411514282,
-0.04158443212509155,
0.018202457576990128,
0.09765399247407913,
0.08649972081184387,
0.013457725755870342,
0.026763102039694786,
0.0534125454723835,
0.0140004251152277,
-0.033626433461904526,
-0.024516448378562927,
0.025919752195477486,
-0.06048358976840973,
-0.09090369194746017,
-0.029379261657595634,
-0.05076262727379799,
-0.0008230751263909042,
-0.09610511362552643,
0.06441421806812286,
0.002930625109001994,
0.0032322423066943884,
0.05123034864664078,
0.03601822257041931,
-0.00861668772995472,
-0.02112816646695137,
0.0010669699404388666,
0.0816601887345314,
0.051360346376895905,
0.032151076942682266,
-0.010355571284890175,
0.025229185819625854,
0.026996709406375885,
-0.0862349271774292,
0.008852123282849789,
-0.019909413531422615,
0.02415594644844532,
0.03038947656750679,
-0.09431738406419754,
0.008389902301132679,
0.005536971148103476,
0.04177331179380417,
-0.06825581938028336,
-0.042619895190000534,
-0.049922484904527664,
0.011790833435952663,
0.0015159164322540164,
-0.045007869601249695,
-0.012695265002548695,
-0.08800115436315536,
0.04031497985124588,
0.03934337943792343,
0.046150289475917816,
-0.040299974381923676,
-0.026441508904099464,
-0.004122273530811071,
0.02692997455596924,
0.018892725929617882,
-0.014638873748481274,
-0.028235990554094315,
0.06534796953201294,
0.0789303183555603,
0.020947158336639404,
0.05257825180888176,
-0.07133369892835617,
0.011524799279868603,
0.03251683712005615,
-0.04004334285855293,
-0.03719522804021835,
0.0857953354716301,
-0.01859797164797783,
0.04638262838125229,
-0.03009268455207348,
0.028155820444226265,
0.015674231573939323,
0.026650529354810715,
-0.06378720700740814,
0.02377915196120739,
-0.04440108686685562,
-0.059571217745542526,
-0.018654070794582367,
0.0205833800137043,
-0.05423500016331673,
-0.02537868730723858,
0.031178105622529984,
-0.13413463532924652,
-0.010857164859771729,
-0.032392293214797974,
-0.01408758107572794,
-0.009420925751328468,
-2.9157301669131804e-33,
-0.007141235750168562,
-0.035800181329250336,
0.008485465310513973,
0.05102401226758957,
-0.06483585387468338,
0.02620020881295204,
-0.021357392892241478,
0.05505124852061272,
-0.005640724673867226,
-0.012687922455370426,
0.02591829001903534,
-0.022102652117609978,
-0.011390180326998234,
0.028111843392252922,
-0.03483659401535988,
-0.004782629664987326,
-0.07805272936820984,
0.020626859739422798,
0.014132245443761349,
0.050473928451538086,
0.012010213918983936,
0.14154206216335297,
-0.017513040453195572,
0.04240976274013519,
-0.06185067445039749,
0.0385674387216568,
-0.021672971546649933,
0.11313517391681671,
0.004181801341474056,
-0.05679129436612129,
-0.016491174697875977,
0.0009351128828711808,
-0.020938690751791,
-0.048017434775829315,
-0.06161706522107124,
-0.011835562996566296,
0.013124866411089897,
0.01815527305006981,
0.05755307525396347,
0.06989924609661102,
0.028826555237174034,
0.04464399442076683,
-0.10586243122816086,
-0.03330178186297417,
-0.02280341275036335,
-0.0703391507267952,
-0.060272637754678726,
0.025650547817349434,
0.052852142602205276,
0.0015351398615166545,
-0.022019250318408012,
0.011845161207020283,
-0.08126650005578995,
0.1067362129688263,
-0.0045951358042657375,
-0.12296374142169952,
-0.11058109998703003,
-0.036966681480407715,
0.05245260149240494,
0.06880060583353043,
-0.12543092668056488,
0.06411243975162506,
-0.04541156068444252,
0.027569793164730072,
-0.04388434439897537,
-0.06049735099077225,
-0.03572732210159302,
0.02913733385503292,
0.027560876682400703,
-0.005796601064503193,
0.017177531495690346,
0.035672664642333984,
-0.035550184547901154,
-0.029207667335867882,
-0.0401059091091156,
-0.0033338679932057858,
0.04394308850169182,
-0.03175879269838333,
-0.021271925419569016,
-0.042866844683885574,
0.052252233028411865,
-0.031365036964416504,
0.026188326999545097,
0.128910094499588,
0.04304785281419754,
0.0569048747420311,
0.05960438400506973,
-0.03348154574632645,
0.036062806844711304,
0.012561548501253128,
0.013504170812666416,
0.07428397238254547,
-0.006067216861993074,
0.0875450074672699,
-0.0003007983323186636,
-4.552834553805951e-8,
-0.044233158230781555,
0.0369269885122776,
0.020672118291258812,
-0.03410227969288826,
0.05988968163728714,
0.057358138263225555,
-0.08196382969617844,
0.06724945455789566,
-0.062351904809474945,
-0.015765154734253883,
0.051340825855731964,
-0.0130546810105443,
-0.09259507805109024,
-0.02349713072180748,
-0.06322786211967468,
0.06252798438072205,
0.037912845611572266,
0.07212918996810913,
0.02388153411448002,
0.03426145389676094,
0.03165323659777641,
0.012770983390510082,
0.0931248590350151,
0.01764252409338951,
0.056681908667087555,
-0.05828635022044182,
0.014214318245649338,
-0.03535699471831322,
0.07833516597747803,
0.03300422057509422,
-0.0453718863427639,
0.03527991101145744,
0.010308499448001385,
-0.01580069772899151,
0.06697249412536621,
0.08961638063192368,
-0.05245446041226387,
-0.025268228724598885,
-0.03024625964462757,
-0.01400234829634428,
-0.03516271337866783,
0.03518751636147499,
-0.07933992892503738,
-0.08649526536464691,
-0.07080548256635666,
0.05626918375492096,
-0.04249486327171326,
-0.05312436819076538,
-0.027676714584231377,
-0.01394449919462204,
-0.006877351086586714,
-0.015045360662043095,
0.04593046382069588,
0.012627823278307915,
0.03179943934082985,
0.07517948746681213,
-0.05472645163536072,
-0.06376723945140839,
-0.0034633036702871323,
0.13080523908138275,
0.028811823576688766,
-0.08257739245891571,
-0.02257326990365982,
0.006889761425554752
] |
A Robust Ensemble Approach to Learn From Positive and Unlabeled Data Using SVM Base Models
|
http://arxiv.org/abs/1402.3144v2
|
http://arxiv.org/pdf/1402.3144v2.pdf
|
https://github.com/claesenm/resvm
| true | true |
https://paperswithcode.com/paper/a-robust-ensemble-approach-to-learn-from
|
[
-0.06660696119070053,
-0.01323791779577732,
-0.03310331329703331,
0.05377459153532982,
0.04761814698576927,
-0.03277018293738365,
0.05658774450421333,
-0.10968933999538422,
-0.05931917577981949,
-0.03666926175355911,
-0.04272269830107689,
-0.046421390026807785,
0.10176943987607956,
0.004342886619269848,
-0.09035194665193558,
0.009397540241479874,
0.11759348213672638,
0.016623394563794136,
0.027586176991462708,
0.048144835978746414,
-0.026271190494298935,
0.020907806232571602,
0.028348196297883987,
0.08375311642885208,
0.04387360066175461,
0.016111427918076515,
-0.0009294382180087268,
0.023414671421051025,
0.013707729056477547,
-0.10235684365034103,
-0.006212547887116671,
0.0008412809111177921,
-0.0319698192179203,
-0.05628356710076332,
0.008783385157585144,
0.02649809420108795,
-0.006203048396855593,
0.023717815056443214,
-0.025156192481517792,
0.020243331789970398,
0.02095547504723072,
-0.04624249413609505,
-0.011952663771808147,
0.022640712559223175,
0.06971041113138199,
0.06032588705420494,
0.07757995277643204,
-0.020512744784355164,
0.006763727869838476,
-0.028299160301685333,
-0.019807223230600357,
0.0026680361479520798,
-0.0341063067317009,
0.036280520260334015,
-0.1358984261751175,
-0.02015053667128086,
0.12233012914657593,
-0.0237948726862669,
-0.012237722054123878,
0.014443264342844486,
0.0519762821495533,
-0.09541650116443634,
-0.01872086152434349,
-0.023996461182832718,
0.00598478876054287,
-0.007097959518432617,
-0.02945404313504696,
0.050500914454460144,
-0.03921820968389511,
0.10297458618879318,
0.040535710752010345,
0.06836200505495071,
-0.0008033764315769076,
0.07021293044090271,
0.015422823838889599,
0.05699889734387398,
0.04901103302836418,
0.07195855677127838,
0.07473301887512207,
0.010379316285252571,
-0.04284355416893959,
0.009711126796901226,
0.0053540184162557125,
0.026400404050946236,
0.12287568300962448,
-0.0007294590468518436,
0.004617351107299328,
-0.001294734189286828,
-0.028794201090931892,
0.074526846408844,
-0.07870987057685852,
-0.0017136386595666409,
0.052712298929691315,
0.017098844051361084,
-0.1161670908331871,
-0.02652638778090477,
0.0215427465736866,
0.020209938287734985,
0.025674309581518173,
0.11208809167146683,
-0.10070879012346268,
0.10857213288545609,
0.015966948121786118,
-0.09577912092208862,
0.06631456315517426,
-0.015091506764292717,
0.01341151725500822,
-0.04778178036212921,
0.08373101055622101,
-0.07306123524904251,
0.016647662967443466,
0.022499023005366325,
-0.06466013193130493,
-0.003985072020441294,
0.07813054323196411,
0.0480610691010952,
0.04557238146662712,
0.04724057763814926,
-0.023959632962942123,
0.0020935700740665197,
-0.09339394420385361,
-0.011442111805081367,
0.006532223429530859,
-0.0014615636318922043,
0.008501743897795677,
-0.0007797967409715056,
-0.076447494328022,
3.095308418507386e-33,
0.03699231147766113,
-0.022805863991379738,
0.052815936505794525,
-0.028696006163954735,
0.053033940494060516,
-0.04615288972854614,
-0.11112171411514282,
-0.04158443212509155,
0.018202457576990128,
0.09765399247407913,
0.08649972081184387,
0.013457725755870342,
0.026763102039694786,
0.0534125454723835,
0.0140004251152277,
-0.033626433461904526,
-0.024516448378562927,
0.025919752195477486,
-0.06048358976840973,
-0.09090369194746017,
-0.029379261657595634,
-0.05076262727379799,
-0.0008230751263909042,
-0.09610511362552643,
0.06441421806812286,
0.002930625109001994,
0.0032322423066943884,
0.05123034864664078,
0.03601822257041931,
-0.00861668772995472,
-0.02112816646695137,
0.0010669699404388666,
0.0816601887345314,
0.051360346376895905,
0.032151076942682266,
-0.010355571284890175,
0.025229185819625854,
0.026996709406375885,
-0.0862349271774292,
0.008852123282849789,
-0.019909413531422615,
0.02415594644844532,
0.03038947656750679,
-0.09431738406419754,
0.008389902301132679,
0.005536971148103476,
0.04177331179380417,
-0.06825581938028336,
-0.042619895190000534,
-0.049922484904527664,
0.011790833435952663,
0.0015159164322540164,
-0.045007869601249695,
-0.012695265002548695,
-0.08800115436315536,
0.04031497985124588,
0.03934337943792343,
0.046150289475917816,
-0.040299974381923676,
-0.026441508904099464,
-0.004122273530811071,
0.02692997455596924,
0.018892725929617882,
-0.014638873748481274,
-0.028235990554094315,
0.06534796953201294,
0.0789303183555603,
0.020947158336639404,
0.05257825180888176,
-0.07133369892835617,
0.011524799279868603,
0.03251683712005615,
-0.04004334285855293,
-0.03719522804021835,
0.0857953354716301,
-0.01859797164797783,
0.04638262838125229,
-0.03009268455207348,
0.028155820444226265,
0.015674231573939323,
0.026650529354810715,
-0.06378720700740814,
0.02377915196120739,
-0.04440108686685562,
-0.059571217745542526,
-0.018654070794582367,
0.0205833800137043,
-0.05423500016331673,
-0.02537868730723858,
0.031178105622529984,
-0.13413463532924652,
-0.010857164859771729,
-0.032392293214797974,
-0.01408758107572794,
-0.009420925751328468,
-2.9157301669131804e-33,
-0.007141235750168562,
-0.035800181329250336,
0.008485465310513973,
0.05102401226758957,
-0.06483585387468338,
0.02620020881295204,
-0.021357392892241478,
0.05505124852061272,
-0.005640724673867226,
-0.012687922455370426,
0.02591829001903534,
-0.022102652117609978,
-0.011390180326998234,
0.028111843392252922,
-0.03483659401535988,
-0.004782629664987326,
-0.07805272936820984,
0.020626859739422798,
0.014132245443761349,
0.050473928451538086,
0.012010213918983936,
0.14154206216335297,
-0.017513040453195572,
0.04240976274013519,
-0.06185067445039749,
0.0385674387216568,
-0.021672971546649933,
0.11313517391681671,
0.004181801341474056,
-0.05679129436612129,
-0.016491174697875977,
0.0009351128828711808,
-0.020938690751791,
-0.048017434775829315,
-0.06161706522107124,
-0.011835562996566296,
0.013124866411089897,
0.01815527305006981,
0.05755307525396347,
0.06989924609661102,
0.028826555237174034,
0.04464399442076683,
-0.10586243122816086,
-0.03330178186297417,
-0.02280341275036335,
-0.0703391507267952,
-0.060272637754678726,
0.025650547817349434,
0.052852142602205276,
0.0015351398615166545,
-0.022019250318408012,
0.011845161207020283,
-0.08126650005578995,
0.1067362129688263,
-0.0045951358042657375,
-0.12296374142169952,
-0.11058109998703003,
-0.036966681480407715,
0.05245260149240494,
0.06880060583353043,
-0.12543092668056488,
0.06411243975162506,
-0.04541156068444252,
0.027569793164730072,
-0.04388434439897537,
-0.06049735099077225,
-0.03572732210159302,
0.02913733385503292,
0.027560876682400703,
-0.005796601064503193,
0.017177531495690346,
0.035672664642333984,
-0.035550184547901154,
-0.029207667335867882,
-0.0401059091091156,
-0.0033338679932057858,
0.04394308850169182,
-0.03175879269838333,
-0.021271925419569016,
-0.042866844683885574,
0.052252233028411865,
-0.031365036964416504,
0.026188326999545097,
0.128910094499588,
0.04304785281419754,
0.0569048747420311,
0.05960438400506973,
-0.03348154574632645,
0.036062806844711304,
0.012561548501253128,
0.013504170812666416,
0.07428397238254547,
-0.006067216861993074,
0.0875450074672699,
-0.0003007983323186636,
-4.552834553805951e-8,
-0.044233158230781555,
0.0369269885122776,
0.020672118291258812,
-0.03410227969288826,
0.05988968163728714,
0.057358138263225555,
-0.08196382969617844,
0.06724945455789566,
-0.062351904809474945,
-0.015765154734253883,
0.051340825855731964,
-0.0130546810105443,
-0.09259507805109024,
-0.02349713072180748,
-0.06322786211967468,
0.06252798438072205,
0.037912845611572266,
0.07212918996810913,
0.02388153411448002,
0.03426145389676094,
0.03165323659777641,
0.012770983390510082,
0.0931248590350151,
0.01764252409338951,
0.056681908667087555,
-0.05828635022044182,
0.014214318245649338,
-0.03535699471831322,
0.07833516597747803,
0.03300422057509422,
-0.0453718863427639,
0.03527991101145744,
0.010308499448001385,
-0.01580069772899151,
0.06697249412536621,
0.08961638063192368,
-0.05245446041226387,
-0.025268228724598885,
-0.03024625964462757,
-0.01400234829634428,
-0.03516271337866783,
0.03518751636147499,
-0.07933992892503738,
-0.08649526536464691,
-0.07080548256635666,
0.05626918375492096,
-0.04249486327171326,
-0.05312436819076538,
-0.027676714584231377,
-0.01394449919462204,
-0.006877351086586714,
-0.015045360662043095,
0.04593046382069588,
0.012627823278307915,
0.03179943934082985,
0.07517948746681213,
-0.05472645163536072,
-0.06376723945140839,
-0.0034633036702871323,
0.13080523908138275,
0.028811823576688766,
-0.08257739245891571,
-0.02257326990365982,
0.006889761425554752
] |
1402.3146
|
Hans Christian \"Ottinger
|
Hans Christian \"Ottinger
|
Kinetic Theory and Stochastic Simulation of Field Quanta
|
17 pages, 6 figures
|
Phys. Rev. D 90, 085005 (2014)
|
10.1103/PhysRevD.90.085005
| null |
hep-th math-ph math.MP physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We develop quantum electrodynamics into a kinetic-theory-like evolution
equation for electrons, positrons and photons. To keep the "collision rules"
simple, we make use of longitudinal and temporal photons in addition to the
usual transverse photons. For our explicitly time-dependent approach, we
introduce proper time-correlation functions. We then develop a stochastic
simulation technique for solving the resulting kinetic equation and we comment
on the subtleties associated with gauge invariance, Lorentz invariance and
divergent integrals. To illustrate the validity and power of the proposed
ideas, we show how a very simple simulation of the dynamics of field quanta can
be used to obtain the main contribution to the anomalous magnetic moment of the
electron.
|
[
{
"created": "Thu, 13 Feb 2014 14:25:50 GMT",
"version": "v1"
}
] |
2018-03-09
|
[
[
"Öttinger",
"Hans Christian",
""
]
] |
[
-0.07026530057191849,
0.030607042834162712,
0.008982198312878609,
0.044205427169799805,
-0.015136366710066795,
-0.0003155804006382823,
0.0376632995903492,
-0.008097034879028797,
0.007501090411096811,
-0.05036246404051781,
0.07526278495788574,
-0.0200020894408226,
-0.07560493797063828,
0.012692761607468128,
0.021214114502072334,
-0.012445376254618168,
-0.054297637194395065,
-0.031837742775678635,
-0.05596311762928963,
0.028809698298573494,
-0.07572648674249649,
-0.02831587940454483,
0.0413728803396225,
-0.03264804556965828,
0.011763161048293114,
-0.047237493097782135,
0.09459774196147919,
0.03288755938410759,
-0.07000155746936798,
-0.050241075456142426,
0.15705542266368866,
-0.021036319434642792,
-0.10389968752861023,
-0.0054374560713768005,
0.016775282099843025,
0.05073215812444687,
0.014339541085064411,
-0.08636359870433807,
0.028618430718779564,
0.0011417954228818417,
-0.0005134299863129854,
0.044117361307144165,
-0.08694052696228027,
0.02003142610192299,
0.11731349676847458,
-0.014051961712539196,
0.11213084310293198,
-0.017901627346873283,
-0.008192486129701138,
-0.037948787212371826,
0.053817614912986755,
0.038354117423295975,
0.004302075132727623,
-0.060140300542116165,
0.04510201886296272,
0.03878188505768776,
0.02753259800374508,
-0.0315234437584877,
-0.051474615931510925,
-0.06027223914861679,
0.021532341837882996,
0.036028776317834854,
-0.022938989102840424,
0.007686627097427845,
0.025035593658685684,
-0.0349886529147625,
-0.02427910640835762,
0.020614054054021835,
0.06880590319633484,
0.019678013399243355,
-0.034252628684043884,
-0.04734330251812935,
-0.11906600743532181,
0.05886702984571457,
-0.05191386863589287,
0.03187866508960724,
0.026615004986524582,
0.06048201397061348,
0.039118990302085876,
-0.02543148398399353,
-0.07207906991243362,
-0.004437080584466457,
-0.05891977250576019,
-0.020736193284392357,
0.07550586760044098,
0.10328534245491028,
-0.037852928042411804,
0.06703487038612366,
-0.05422740802168846,
-0.0441240631043911,
-0.005172219127416611,
-0.059303201735019684,
-0.0256966520100832,
-0.004112250171601772,
0.041088901460170746,
0.05517244338989258,
0.020693928003311157,
-0.006345950532704592,
0.04110943153500557,
-0.03454941138625145,
0.06515491008758545,
-0.05439908802509308,
0.0009791890624910593,
0.11930637806653976,
0.07676871865987778,
0.00039191407267935574,
0.07607416063547134,
0.036848656833171844,
-0.062369827181100845,
-0.04042397439479828,
0.04665468633174896,
0.008744173683226109,
-0.018885158002376556,
-0.042652107775211334,
0.01639590598642826,
0.11620768904685974,
0.028777342289686203,
0.059237927198410034,
-0.01858414150774479,
0.0023165906313806772,
-0.011964326724410057,
0.034314218908548355,
-0.10676049441099167,
0.06117992475628853,
-0.06026484817266464,
0.04844506457448006,
-0.0029550043400377035,
-6.314382341325446e-34,
0.03024761751294136,
0.024829721078276634,
-0.013679547235369682,
0.014075308106839657,
0.0973338708281517,
-0.029267989099025726,
0.07711724191904068,
-0.05272194370627403,
-0.05440671741962433,
0.016127556562423706,
-0.0122442115098238,
-0.000045811037125531584,
-0.005060403607785702,
-0.13210326433181763,
-0.08925797790288925,
-0.05179011449217796,
-0.092048279941082,
0.024511154741048813,
0.09994062036275864,
-0.01923511177301407,
0.09552270174026489,
0.010866315104067326,
-0.04695076867938042,
0.07003304362297058,
-0.03804668411612511,
0.037103332579135895,
0.0826285183429718,
0.05554190278053284,
0.022040681913495064,
0.008007091470062733,
0.017315177246928215,
0.011735563166439533,
-0.0688764825463295,
-0.0005963516887277365,
0.012481278739869595,
-0.08764087408781052,
0.00387990428134799,
0.026410717517137527,
-0.01908285543322563,
0.02516413852572441,
-0.012303920462727547,
-0.021934371441602707,
-0.017747219651937485,
-0.04228423908352852,
-0.01224541012197733,
0.020234106108546257,
0.12520411610603333,
-0.0650082528591156,
0.04490499943494797,
-0.02286810614168644,
0.01643349602818489,
-0.10289040952920914,
0.03211648017168045,
0.03899625688791275,
0.002906251000240445,
-0.041532084345817566,
0.024229949340224266,
-0.045949701219797134,
-0.047377537935972214,
-0.02140675112605095,
0.04484700784087181,
0.060301538556814194,
0.013827640563249588,
-0.02394726127386093,
-0.05013927072286606,
-0.01883448287844658,
0.017716532573103905,
0.03215618431568146,
-0.003204806474968791,
0.06617869436740875,
-0.020892631262540817,
0.06574051827192307,
-0.04411405697464943,
-0.11213652044534683,
0.04597634822130203,
-0.002517957938835025,
-0.024340612813830376,
0.0008031065226532519,
0.011989065445959568,
0.0017234456026926637,
0.008364506997168064,
-0.05523870140314102,
0.025106608867645264,
0.1109384074807167,
0.023596538230776787,
-0.01823286898434162,
-0.050219517201185226,
-0.04798673093318939,
-0.059593088924884796,
0.015028930269181728,
0.010514993220567703,
0.018933577463030815,
0.033743858337402344,
-0.06030159816145897,
-0.07257118076086044,
-2.0603519478365877e-33,
-0.017636137083172798,
0.010611936450004578,
-0.009167477488517761,
0.005928645841777325,
-0.0020421284716576338,
0.004337384831160307,
-0.056948162615299225,
0.04459058493375778,
0.05695496127009392,
-0.044263217598199844,
-0.05697927251458168,
-0.018145952373743057,
-0.0381624810397625,
-0.03996197506785393,
0.015912527218461037,
-0.03082357905805111,
-0.01317133754491806,
0.04193917289376259,
0.05320682004094124,
0.0754690021276474,
-0.006435249466449022,
-0.008921043016016483,
0.05197438597679138,
-0.12417661398649216,
0.07537010312080383,
0.02166379801928997,
0.0202118381857872,
-0.018405579030513763,
0.02927674539387226,
-0.054302897304296494,
0.018269754946231842,
-0.06235496327280998,
-0.047414880245923996,
-0.008717644959688187,
-0.027758710086345673,
-0.021391820162534714,
0.05757804587483406,
0.04705525562167168,
0.10829794406890869,
-0.06284968554973602,
-0.034042276442050934,
-0.006743502337485552,
0.037586987018585205,
0.03277378901839256,
0.09527209401130676,
0.006253203842788935,
-0.07343015819787979,
-0.013833338394761086,
-0.06636166572570801,
0.05899449810385704,
-0.05832607299089432,
0.04367253556847572,
0.03466849774122238,
0.02530357614159584,
-0.12334646284580231,
0.03232549503445625,
0.04088682681322098,
-0.03412825986742973,
0.06555017828941345,
0.08227301388978958,
-0.061919860541820526,
-0.07215271890163422,
0.030880093574523926,
0.039280056953430176,
-0.03633330389857292,
0.0034800271969288588,
-0.07834438979625702,
-0.0028598939534276724,
-0.007208985276520252,
-0.03851738199591637,
0.10373927652835846,
-0.021887963637709618,
-0.1177629828453064,
-0.0400628000497818,
-0.03640642389655113,
-0.03248915448784828,
0.044782284647226334,
-0.024031613022089005,
0.09508990496397018,
-0.0612013153731823,
0.011133823543787003,
0.07569090276956558,
0.03636861592531204,
-0.10656803846359253,
-0.007676693610846996,
-0.003105039242655039,
-0.061575088649988174,
0.05319961532950401,
0.016927871853113174,
-0.01890898123383522,
-0.013116996735334396,
-0.056211430579423904,
0.09113366156816483,
-0.021839313209056854,
-0.02436133101582527,
-4.417482202256906e-8,
0.0282293651252985,
0.07693320512771606,
-0.02183050476014614,
0.037258412688970566,
0.1074378490447998,
0.04820016771554947,
-0.0883130356669426,
-0.0033604740165174007,
0.11245997995138168,
-0.014343149028718472,
0.07926186174154282,
0.004087829031050205,
-0.03722505643963814,
-0.00188342179171741,
-0.09511511772871017,
0.06295070797204971,
-0.03288210928440094,
-0.07173436135053635,
0.03151147440075874,
0.05046055093407631,
0.011654292233288288,
0.07243825495243073,
-0.01966472715139389,
0.029353337362408638,
-0.02997746132314205,
0.061419446021318436,
-0.016298336908221245,
-0.011837963946163654,
0.07126634567975998,
0.016380740329623222,
-0.005627477541565895,
-0.010617109946906567,
0.07205305993556976,
0.07499846071004868,
-0.07198788970708847,
-0.09027654677629471,
-0.06815489381551743,
-0.041419390588998795,
0.03290535882115364,
0.007266951259225607,
-0.010314804501831532,
-0.0263028834015131,
0.03999553993344307,
0.023708051070570946,
-0.006646499503403902,
0.010338138788938522,
-0.0668897032737732,
-0.05873682349920273,
0.045090217143297195,
0.09193584322929382,
-0.026170233264565468,
-0.012452110648155212,
-0.03299925476312637,
-0.07802614569664001,
-0.03964197635650635,
0.011951413936913013,
0.029335888102650642,
-0.06564855575561523,
0.003451904049143195,
-0.03677358478307724,
0.03993004187941551,
0.06093421205878258,
-0.02360539697110653,
0.03514539450407028
] | null | null | null | null | null | null | null |
[
-0.07026530057191849,
0.030607042834162712,
0.008982198312878609,
0.044205427169799805,
-0.015136366710066795,
-0.0003155804006382823,
0.0376632995903492,
-0.008097034879028797,
0.007501090411096811,
-0.05036246404051781,
0.07526278495788574,
-0.0200020894408226,
-0.07560493797063828,
0.012692761607468128,
0.021214114502072334,
-0.012445376254618168,
-0.054297637194395065,
-0.031837742775678635,
-0.05596311762928963,
0.028809698298573494,
-0.07572648674249649,
-0.02831587940454483,
0.0413728803396225,
-0.03264804556965828,
0.011763161048293114,
-0.047237493097782135,
0.09459774196147919,
0.03288755938410759,
-0.07000155746936798,
-0.050241075456142426,
0.15705542266368866,
-0.021036319434642792,
-0.10389968752861023,
-0.0054374560713768005,
0.016775282099843025,
0.05073215812444687,
0.014339541085064411,
-0.08636359870433807,
0.028618430718779564,
0.0011417954228818417,
-0.0005134299863129854,
0.044117361307144165,
-0.08694052696228027,
0.02003142610192299,
0.11731349676847458,
-0.014051961712539196,
0.11213084310293198,
-0.017901627346873283,
-0.008192486129701138,
-0.037948787212371826,
0.053817614912986755,
0.038354117423295975,
0.004302075132727623,
-0.060140300542116165,
0.04510201886296272,
0.03878188505768776,
0.02753259800374508,
-0.0315234437584877,
-0.051474615931510925,
-0.06027223914861679,
0.021532341837882996,
0.036028776317834854,
-0.022938989102840424,
0.007686627097427845,
0.025035593658685684,
-0.0349886529147625,
-0.02427910640835762,
0.020614054054021835,
0.06880590319633484,
0.019678013399243355,
-0.034252628684043884,
-0.04734330251812935,
-0.11906600743532181,
0.05886702984571457,
-0.05191386863589287,
0.03187866508960724,
0.026615004986524582,
0.06048201397061348,
0.039118990302085876,
-0.02543148398399353,
-0.07207906991243362,
-0.004437080584466457,
-0.05891977250576019,
-0.020736193284392357,
0.07550586760044098,
0.10328534245491028,
-0.037852928042411804,
0.06703487038612366,
-0.05422740802168846,
-0.0441240631043911,
-0.005172219127416611,
-0.059303201735019684,
-0.0256966520100832,
-0.004112250171601772,
0.041088901460170746,
0.05517244338989258,
0.020693928003311157,
-0.006345950532704592,
0.04110943153500557,
-0.03454941138625145,
0.06515491008758545,
-0.05439908802509308,
0.0009791890624910593,
0.11930637806653976,
0.07676871865987778,
0.00039191407267935574,
0.07607416063547134,
0.036848656833171844,
-0.062369827181100845,
-0.04042397439479828,
0.04665468633174896,
0.008744173683226109,
-0.018885158002376556,
-0.042652107775211334,
0.01639590598642826,
0.11620768904685974,
0.028777342289686203,
0.059237927198410034,
-0.01858414150774479,
0.0023165906313806772,
-0.011964326724410057,
0.034314218908548355,
-0.10676049441099167,
0.06117992475628853,
-0.06026484817266464,
0.04844506457448006,
-0.0029550043400377035,
-6.314382341325446e-34,
0.03024761751294136,
0.024829721078276634,
-0.013679547235369682,
0.014075308106839657,
0.0973338708281517,
-0.029267989099025726,
0.07711724191904068,
-0.05272194370627403,
-0.05440671741962433,
0.016127556562423706,
-0.0122442115098238,
-0.000045811037125531584,
-0.005060403607785702,
-0.13210326433181763,
-0.08925797790288925,
-0.05179011449217796,
-0.092048279941082,
0.024511154741048813,
0.09994062036275864,
-0.01923511177301407,
0.09552270174026489,
0.010866315104067326,
-0.04695076867938042,
0.07003304362297058,
-0.03804668411612511,
0.037103332579135895,
0.0826285183429718,
0.05554190278053284,
0.022040681913495064,
0.008007091470062733,
0.017315177246928215,
0.011735563166439533,
-0.0688764825463295,
-0.0005963516887277365,
0.012481278739869595,
-0.08764087408781052,
0.00387990428134799,
0.026410717517137527,
-0.01908285543322563,
0.02516413852572441,
-0.012303920462727547,
-0.021934371441602707,
-0.017747219651937485,
-0.04228423908352852,
-0.01224541012197733,
0.020234106108546257,
0.12520411610603333,
-0.0650082528591156,
0.04490499943494797,
-0.02286810614168644,
0.01643349602818489,
-0.10289040952920914,
0.03211648017168045,
0.03899625688791275,
0.002906251000240445,
-0.041532084345817566,
0.024229949340224266,
-0.045949701219797134,
-0.047377537935972214,
-0.02140675112605095,
0.04484700784087181,
0.060301538556814194,
0.013827640563249588,
-0.02394726127386093,
-0.05013927072286606,
-0.01883448287844658,
0.017716532573103905,
0.03215618431568146,
-0.003204806474968791,
0.06617869436740875,
-0.020892631262540817,
0.06574051827192307,
-0.04411405697464943,
-0.11213652044534683,
0.04597634822130203,
-0.002517957938835025,
-0.024340612813830376,
0.0008031065226532519,
0.011989065445959568,
0.0017234456026926637,
0.008364506997168064,
-0.05523870140314102,
0.025106608867645264,
0.1109384074807167,
0.023596538230776787,
-0.01823286898434162,
-0.050219517201185226,
-0.04798673093318939,
-0.059593088924884796,
0.015028930269181728,
0.010514993220567703,
0.018933577463030815,
0.033743858337402344,
-0.06030159816145897,
-0.07257118076086044,
-2.0603519478365877e-33,
-0.017636137083172798,
0.010611936450004578,
-0.009167477488517761,
0.005928645841777325,
-0.0020421284716576338,
0.004337384831160307,
-0.056948162615299225,
0.04459058493375778,
0.05695496127009392,
-0.044263217598199844,
-0.05697927251458168,
-0.018145952373743057,
-0.0381624810397625,
-0.03996197506785393,
0.015912527218461037,
-0.03082357905805111,
-0.01317133754491806,
0.04193917289376259,
0.05320682004094124,
0.0754690021276474,
-0.006435249466449022,
-0.008921043016016483,
0.05197438597679138,
-0.12417661398649216,
0.07537010312080383,
0.02166379801928997,
0.0202118381857872,
-0.018405579030513763,
0.02927674539387226,
-0.054302897304296494,
0.018269754946231842,
-0.06235496327280998,
-0.047414880245923996,
-0.008717644959688187,
-0.027758710086345673,
-0.021391820162534714,
0.05757804587483406,
0.04705525562167168,
0.10829794406890869,
-0.06284968554973602,
-0.034042276442050934,
-0.006743502337485552,
0.037586987018585205,
0.03277378901839256,
0.09527209401130676,
0.006253203842788935,
-0.07343015819787979,
-0.013833338394761086,
-0.06636166572570801,
0.05899449810385704,
-0.05832607299089432,
0.04367253556847572,
0.03466849774122238,
0.02530357614159584,
-0.12334646284580231,
0.03232549503445625,
0.04088682681322098,
-0.03412825986742973,
0.06555017828941345,
0.08227301388978958,
-0.061919860541820526,
-0.07215271890163422,
0.030880093574523926,
0.039280056953430176,
-0.03633330389857292,
0.0034800271969288588,
-0.07834438979625702,
-0.0028598939534276724,
-0.007208985276520252,
-0.03851738199591637,
0.10373927652835846,
-0.021887963637709618,
-0.1177629828453064,
-0.0400628000497818,
-0.03640642389655113,
-0.03248915448784828,
0.044782284647226334,
-0.024031613022089005,
0.09508990496397018,
-0.0612013153731823,
0.011133823543787003,
0.07569090276956558,
0.03636861592531204,
-0.10656803846359253,
-0.007676693610846996,
-0.003105039242655039,
-0.061575088649988174,
0.05319961532950401,
0.016927871853113174,
-0.01890898123383522,
-0.013116996735334396,
-0.056211430579423904,
0.09113366156816483,
-0.021839313209056854,
-0.02436133101582527,
-4.417482202256906e-8,
0.0282293651252985,
0.07693320512771606,
-0.02183050476014614,
0.037258412688970566,
0.1074378490447998,
0.04820016771554947,
-0.0883130356669426,
-0.0033604740165174007,
0.11245997995138168,
-0.014343149028718472,
0.07926186174154282,
0.004087829031050205,
-0.03722505643963814,
-0.00188342179171741,
-0.09511511772871017,
0.06295070797204971,
-0.03288210928440094,
-0.07173436135053635,
0.03151147440075874,
0.05046055093407631,
0.011654292233288288,
0.07243825495243073,
-0.01966472715139389,
0.029353337362408638,
-0.02997746132314205,
0.061419446021318436,
-0.016298336908221245,
-0.011837963946163654,
0.07126634567975998,
0.016380740329623222,
-0.005627477541565895,
-0.010617109946906567,
0.07205305993556976,
0.07499846071004868,
-0.07198788970708847,
-0.09027654677629471,
-0.06815489381551743,
-0.041419390588998795,
0.03290535882115364,
0.007266951259225607,
-0.010314804501831532,
-0.0263028834015131,
0.03999553993344307,
0.023708051070570946,
-0.006646499503403902,
0.010338138788938522,
-0.0668897032737732,
-0.05873682349920273,
0.045090217143297195,
0.09193584322929382,
-0.026170233264565468,
-0.012452110648155212,
-0.03299925476312637,
-0.07802614569664001,
-0.03964197635650635,
0.011951413936913013,
0.029335888102650642,
-0.06564855575561523,
0.003451904049143195,
-0.03677358478307724,
0.03993004187941551,
0.06093421205878258,
-0.02360539697110653,
0.03514539450407028
] |
1402.3149
|
Bei Yu
|
Bei Yu and Sheqin Dong and Song Chen and Satoshi Goto
|
Voltage and Level-Shifter Assignment Driven Floorplanning
|
IEICE Transactions on Fundamentals of Electronics, Communications and
Computer Sciences, 2009
|
IEICE transactions on fundamentals of electronics, communications
and computer sciences 92.12 (2009): 2990-2997
|
10.1587/transfun.E92.A.2990
| null |
cs.AR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Low Power Design has become a significant requirement when the CMOS
technology entered the nanometer era. Multiple-Supply Voltage (MSV) is a
popular and effective method for both dynamic and static power reduction while
maintaining performance. Level shifters may cause area and Interconnect Length
Overhead (ILO), and should be considered at both floorplanning and
post-floorplanning stages. In this paper, we propose a two phases algorithm
framework, called VLSAF, to solve voltage and level shifter assignment problem.
At floorplanning phase, we use a convex cost network flow algorithm to assign
voltage and a minimum cost flow algorithm to handle level-shifter assignment.
At post-floorplanning phase, a heuristic method is adopted to redistribute
white spaces and calculate the positions and shapes of level shifters. The
experimental results show VLSAF is effective.
|
[
{
"created": "Thu, 13 Feb 2014 14:32:26 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Yu",
"Bei",
""
],
[
"Dong",
"Sheqin",
""
],
[
"Chen",
"Song",
""
],
[
"Goto",
"Satoshi",
""
]
] |
[
0.030205974355340004,
0.09792820364236832,
0.014758305624127388,
0.008300676941871643,
-0.04138527810573578,
-0.039511941373348236,
-0.0488484650850296,
0.03656945750117302,
-0.0031933702994138002,
-0.027498845010995865,
-0.05689359828829765,
-0.034220580011606216,
0.015391356311738491,
-0.0011981154093518853,
-0.00005882291225134395,
0.022282399237155914,
0.022881632670760155,
0.10874653607606888,
0.041366785764694214,
-0.015023982152342796,
0.12089704722166061,
0.006336728576570749,
-0.018683498725295067,
-0.01751348190009594,
0.02124721370637417,
-0.025063497945666313,
0.0028441257309168577,
-0.02563762106001377,
0.06858158111572266,
-0.02275879681110382,
-0.052606236189603806,
0.008686899207532406,
0.03331213444471359,
0.006286985706537962,
-0.023814525455236435,
-0.021100539714097977,
0.01516810804605484,
-0.022139232605695724,
0.005116725340485573,
-0.016037633642554283,
-0.03982243686914444,
0.0336226150393486,
-0.009980367496609688,
0.0055650039575994015,
-0.02335107885301113,
0.03030857816338539,
0.0013643949059769511,
-0.013811898417770863,
-0.030214324593544006,
-0.030422912910580635,
0.02381298504769802,
-0.010987401008605957,
-0.03548756241798401,
0.03886362910270691,
-0.08601108938455582,
0.06772729754447937,
0.09382201731204987,
-0.04096612706780434,
0.08165139704942703,
0.0018042763695120811,
-0.02372267283499241,
-0.026235071942210197,
0.02200677990913391,
-0.014526546001434326,
-0.04624149575829506,
-0.02999168261885643,
0.017323018983006477,
-0.028330322355031967,
-0.004183362238109112,
-0.03840329498052597,
-0.05645111948251724,
0.0020621533039957285,
0.09243566542863846,
0.00009984554344555363,
-0.0169723741710186,
0.031838558614254,
0.09542524814605713,
0.040673647075891495,
0.02723304182291031,
0.017667975276708603,
-0.003543608356267214,
0.03664965182542801,
-0.07095839083194733,
0.013308052904903889,
0.015547992661595345,
-0.029018154367804527,
-0.049601152539253235,
-0.03166544437408447,
0.006679954007267952,
-0.02008095383644104,
0.005598028190433979,
0.0005024716374464333,
0.007952556014060974,
0.03436068445444107,
0.06964954733848572,
-0.038446031510829926,
-0.01739082857966423,
-0.06265946477651596,
0.023167748004198074,
0.037689223885536194,
-0.038033124059438705,
-0.027730721980333328,
0.032891299575567245,
-0.02115786448121071,
0.01505403220653534,
0.037504278123378754,
-0.008370377123355865,
-0.03720458224415779,
-0.06866976618766785,
-0.07588278502225876,
0.04545116424560547,
0.11148680001497269,
-0.005319076590240002,
-0.0006143747013993561,
0.020943185314536095,
0.029248833656311035,
0.013195683248341084,
-0.048194438219070435,
0.0263949166983366,
0.04103941470384598,
-0.06795743107795715,
-0.06577687710523605,
0.008920852094888687,
0.05689438432455063,
0.010628040879964828,
-0.021606532856822014,
0.003868436673656106,
2.9845954014301502e-33,
-0.05730636790394783,
0.021941540762782097,
0.03503953292965889,
0.05636327341198921,
0.10695354640483856,
0.03833208233118057,
0.04653816670179367,
0.0023655197583138943,
0.03800710290670395,
-0.04566940292716026,
0.012623799033463001,
-0.040337271988391876,
-0.0030512125231325626,
0.04251457005739212,
0.04933624714612961,
-0.05455423519015312,
0.0734686553478241,
-0.03674982115626335,
0.07691400498151779,
-0.03128218650817871,
0.04130862280726433,
-0.07252819091081619,
-0.018142711371183395,
-0.01869119517505169,
0.039407361298799515,
0.034082502126693726,
-0.027304204180836678,
-0.09722767025232315,
-0.041161030530929565,
0.008444711565971375,
-0.06416048109531403,
0.014364407397806644,
0.06867686659097672,
0.0014300290495157242,
-0.05052931606769562,
0.042946573346853256,
0.05681215599179268,
-0.06851029396057129,
0.0581916943192482,
0.07488155364990234,
-0.04105108231306076,
-0.024719636887311935,
0.03464766591787338,
-0.05061643198132515,
-0.04382520914077759,
-0.028998862951993942,
-0.0233723446726799,
0.03861909732222557,
0.001859285868704319,
0.045920535922050476,
-0.07544130831956863,
0.011907253414392471,
0.046658240258693695,
-0.04447782784700394,
0.03502823784947395,
-0.08444702625274658,
-0.013469907455146313,
-0.035626593977212906,
0.07366716116666794,
0.14187511801719666,
-0.06039644777774811,
0.012252486310899258,
-0.04291655868291855,
0.08289732038974762,
-0.0075795212760567665,
-0.04669613391160965,
-0.018976401537656784,
-0.081504687666893,
-0.05735360085964203,
-0.010707443580031395,
-0.06619060784578323,
-0.026220928877592087,
0.03689127787947655,
-0.0013017356395721436,
-0.07573993504047394,
-0.011167147196829319,
-0.05654216930270195,
0.03465032950043678,
0.0521274134516716,
-0.0901222825050354,
-0.0068484460934996605,
0.13878650963306427,
0.03812986984848976,
-0.0046999044716358185,
0.15165844559669495,
0.002674879739060998,
-0.059079255908727646,
0.0172487311065197,
-0.023167742416262627,
-0.05108455941081047,
-0.008512323722243309,
-0.03245476260781288,
0.07666784524917603,
0.01563658006489277,
0.02572985365986824,
-2.68363835823492e-33,
-0.030644699931144714,
0.013303772546350956,
-0.025236448273062706,
0.02647879719734192,
-0.0022137025371193886,
-0.03605927154421806,
0.025613151490688324,
-0.012697816826403141,
0.13385695219039917,
0.06792745739221573,
-0.10184471309185028,
0.03859841078519821,
-0.024161728098988533,
0.00895228236913681,
-0.007317444309592247,
0.018280263990163803,
-0.0793813019990921,
-0.04639054089784622,
0.10293354839086533,
-0.018983030691742897,
0.053594961762428284,
0.08890888094902039,
-0.11210841685533524,
-0.047323424369096756,
0.01172595750540495,
-0.03527558967471123,
-0.04801030829548836,
0.06975986063480377,
-0.06563109904527664,
0.0791148915886879,
-0.09020469337701797,
0.005156409926712513,
0.03806775435805321,
0.019972143694758415,
0.06927492469549179,
0.01277117058634758,
-0.09770950675010681,
0.0902974084019661,
0.06181744113564491,
0.08064728230237961,
-0.038361839950084686,
-0.03008694387972355,
-0.017332773655653,
-0.07194072008132935,
-0.001189814880490303,
0.06015884876251221,
-0.01994207687675953,
-0.008250577375292778,
0.04618958756327629,
-0.049806781113147736,
-0.06787649542093277,
0.034908782690763474,
0.008371416479349136,
0.056354377418756485,
-0.02499445527791977,
-0.022874459624290466,
-0.09466687589883804,
0.1496123969554901,
0.08632513135671616,
-0.03350493684411049,
0.09060438722372055,
-0.001387768890708685,
0.04640783742070198,
-0.017099276185035706,
0.052854012697935104,
-0.0621035173535347,
0.019637394696474075,
-0.07299483567476273,
-0.06875152140855789,
0.015271631069481373,
-0.04813520237803459,
-0.029267949983477592,
0.10571306943893433,
-0.09781324118375778,
-0.03461465239524841,
-0.04828516021370888,
0.04361184313893318,
0.021804222837090492,
0.020842375233769417,
0.008162415586411953,
-0.04956623911857605,
-0.016514023765921593,
-0.092563197016716,
-0.0036752799060195684,
-0.1262044459581375,
0.0706220418214798,
0.010443735867738724,
0.04073922336101532,
0.056412696838378906,
-0.0030872859060764313,
-0.09205302596092224,
-0.07254958152770996,
0.04207562655210495,
-0.07453762739896774,
-0.08166471123695374,
-4.445545087605751e-8,
0.0260823592543602,
0.03581686317920685,
-0.019601160660386086,
-0.028406934812664986,
0.0033730643335729837,
0.011530802585184574,
0.007252247538417578,
0.027371931821107864,
0.01243005320429802,
0.02108871564269066,
0.05597597360610962,
-0.049931202083826065,
0.10263997316360474,
-0.04043354466557503,
-0.043909914791584015,
0.07331636548042297,
-0.016450148075819016,
0.0762132853269577,
0.01704602688550949,
0.016931267455220222,
-0.07602060586214066,
0.028412921354174614,
0.0573483482003212,
0.01758885197341442,
0.10872827470302582,
-0.058034300804138184,
0.040855493396520615,
0.0323287658393383,
0.06007051095366478,
-0.07466563582420349,
-0.07027100026607513,
-0.0034463515039533377,
0.07379533350467682,
0.13845990598201752,
0.08524224162101746,
0.05472956597805023,
-0.025401407852768898,
0.09505577385425568,
0.009875336661934853,
-0.045641228556632996,
0.01279623806476593,
-0.07200557738542557,
-0.020714031532406807,
-0.014753442257642746,
0.032785564661026,
0.010104100219905376,
-0.018602002412080765,
0.0688035637140274,
0.01703570783138275,
0.013818860054016113,
-0.06567147374153137,
0.11558960378170013,
-0.06684009730815887,
-0.005318908486515284,
-0.022383611649274826,
-0.021705664694309235,
-0.018959077075123787,
-0.0018046337645500898,
0.05211632698774338,
-0.011079362593591213,
-0.009902826510369778,
-0.013122739270329475,
-0.101752370595932,
-0.047141507267951965
] | null | null | null | null | null | null | null |
[
0.030205974355340004,
0.09792820364236832,
0.014758305624127388,
0.008300676941871643,
-0.04138527810573578,
-0.039511941373348236,
-0.0488484650850296,
0.03656945750117302,
-0.0031933702994138002,
-0.027498845010995865,
-0.05689359828829765,
-0.034220580011606216,
0.015391356311738491,
-0.0011981154093518853,
-0.00005882291225134395,
0.022282399237155914,
0.022881632670760155,
0.10874653607606888,
0.041366785764694214,
-0.015023982152342796,
0.12089704722166061,
0.006336728576570749,
-0.018683498725295067,
-0.01751348190009594,
0.02124721370637417,
-0.025063497945666313,
0.0028441257309168577,
-0.02563762106001377,
0.06858158111572266,
-0.02275879681110382,
-0.052606236189603806,
0.008686899207532406,
0.03331213444471359,
0.006286985706537962,
-0.023814525455236435,
-0.021100539714097977,
0.01516810804605484,
-0.022139232605695724,
0.005116725340485573,
-0.016037633642554283,
-0.03982243686914444,
0.0336226150393486,
-0.009980367496609688,
0.0055650039575994015,
-0.02335107885301113,
0.03030857816338539,
0.0013643949059769511,
-0.013811898417770863,
-0.030214324593544006,
-0.030422912910580635,
0.02381298504769802,
-0.010987401008605957,
-0.03548756241798401,
0.03886362910270691,
-0.08601108938455582,
0.06772729754447937,
0.09382201731204987,
-0.04096612706780434,
0.08165139704942703,
0.0018042763695120811,
-0.02372267283499241,
-0.026235071942210197,
0.02200677990913391,
-0.014526546001434326,
-0.04624149575829506,
-0.02999168261885643,
0.017323018983006477,
-0.028330322355031967,
-0.004183362238109112,
-0.03840329498052597,
-0.05645111948251724,
0.0020621533039957285,
0.09243566542863846,
0.00009984554344555363,
-0.0169723741710186,
0.031838558614254,
0.09542524814605713,
0.040673647075891495,
0.02723304182291031,
0.017667975276708603,
-0.003543608356267214,
0.03664965182542801,
-0.07095839083194733,
0.013308052904903889,
0.015547992661595345,
-0.029018154367804527,
-0.049601152539253235,
-0.03166544437408447,
0.006679954007267952,
-0.02008095383644104,
0.005598028190433979,
0.0005024716374464333,
0.007952556014060974,
0.03436068445444107,
0.06964954733848572,
-0.038446031510829926,
-0.01739082857966423,
-0.06265946477651596,
0.023167748004198074,
0.037689223885536194,
-0.038033124059438705,
-0.027730721980333328,
0.032891299575567245,
-0.02115786448121071,
0.01505403220653534,
0.037504278123378754,
-0.008370377123355865,
-0.03720458224415779,
-0.06866976618766785,
-0.07588278502225876,
0.04545116424560547,
0.11148680001497269,
-0.005319076590240002,
-0.0006143747013993561,
0.020943185314536095,
0.029248833656311035,
0.013195683248341084,
-0.048194438219070435,
0.0263949166983366,
0.04103941470384598,
-0.06795743107795715,
-0.06577687710523605,
0.008920852094888687,
0.05689438432455063,
0.010628040879964828,
-0.021606532856822014,
0.003868436673656106,
2.9845954014301502e-33,
-0.05730636790394783,
0.021941540762782097,
0.03503953292965889,
0.05636327341198921,
0.10695354640483856,
0.03833208233118057,
0.04653816670179367,
0.0023655197583138943,
0.03800710290670395,
-0.04566940292716026,
0.012623799033463001,
-0.040337271988391876,
-0.0030512125231325626,
0.04251457005739212,
0.04933624714612961,
-0.05455423519015312,
0.0734686553478241,
-0.03674982115626335,
0.07691400498151779,
-0.03128218650817871,
0.04130862280726433,
-0.07252819091081619,
-0.018142711371183395,
-0.01869119517505169,
0.039407361298799515,
0.034082502126693726,
-0.027304204180836678,
-0.09722767025232315,
-0.041161030530929565,
0.008444711565971375,
-0.06416048109531403,
0.014364407397806644,
0.06867686659097672,
0.0014300290495157242,
-0.05052931606769562,
0.042946573346853256,
0.05681215599179268,
-0.06851029396057129,
0.0581916943192482,
0.07488155364990234,
-0.04105108231306076,
-0.024719636887311935,
0.03464766591787338,
-0.05061643198132515,
-0.04382520914077759,
-0.028998862951993942,
-0.0233723446726799,
0.03861909732222557,
0.001859285868704319,
0.045920535922050476,
-0.07544130831956863,
0.011907253414392471,
0.046658240258693695,
-0.04447782784700394,
0.03502823784947395,
-0.08444702625274658,
-0.013469907455146313,
-0.035626593977212906,
0.07366716116666794,
0.14187511801719666,
-0.06039644777774811,
0.012252486310899258,
-0.04291655868291855,
0.08289732038974762,
-0.0075795212760567665,
-0.04669613391160965,
-0.018976401537656784,
-0.081504687666893,
-0.05735360085964203,
-0.010707443580031395,
-0.06619060784578323,
-0.026220928877592087,
0.03689127787947655,
-0.0013017356395721436,
-0.07573993504047394,
-0.011167147196829319,
-0.05654216930270195,
0.03465032950043678,
0.0521274134516716,
-0.0901222825050354,
-0.0068484460934996605,
0.13878650963306427,
0.03812986984848976,
-0.0046999044716358185,
0.15165844559669495,
0.002674879739060998,
-0.059079255908727646,
0.0172487311065197,
-0.023167742416262627,
-0.05108455941081047,
-0.008512323722243309,
-0.03245476260781288,
0.07666784524917603,
0.01563658006489277,
0.02572985365986824,
-2.68363835823492e-33,
-0.030644699931144714,
0.013303772546350956,
-0.025236448273062706,
0.02647879719734192,
-0.0022137025371193886,
-0.03605927154421806,
0.025613151490688324,
-0.012697816826403141,
0.13385695219039917,
0.06792745739221573,
-0.10184471309185028,
0.03859841078519821,
-0.024161728098988533,
0.00895228236913681,
-0.007317444309592247,
0.018280263990163803,
-0.0793813019990921,
-0.04639054089784622,
0.10293354839086533,
-0.018983030691742897,
0.053594961762428284,
0.08890888094902039,
-0.11210841685533524,
-0.047323424369096756,
0.01172595750540495,
-0.03527558967471123,
-0.04801030829548836,
0.06975986063480377,
-0.06563109904527664,
0.0791148915886879,
-0.09020469337701797,
0.005156409926712513,
0.03806775435805321,
0.019972143694758415,
0.06927492469549179,
0.01277117058634758,
-0.09770950675010681,
0.0902974084019661,
0.06181744113564491,
0.08064728230237961,
-0.038361839950084686,
-0.03008694387972355,
-0.017332773655653,
-0.07194072008132935,
-0.001189814880490303,
0.06015884876251221,
-0.01994207687675953,
-0.008250577375292778,
0.04618958756327629,
-0.049806781113147736,
-0.06787649542093277,
0.034908782690763474,
0.008371416479349136,
0.056354377418756485,
-0.02499445527791977,
-0.022874459624290466,
-0.09466687589883804,
0.1496123969554901,
0.08632513135671616,
-0.03350493684411049,
0.09060438722372055,
-0.001387768890708685,
0.04640783742070198,
-0.017099276185035706,
0.052854012697935104,
-0.0621035173535347,
0.019637394696474075,
-0.07299483567476273,
-0.06875152140855789,
0.015271631069481373,
-0.04813520237803459,
-0.029267949983477592,
0.10571306943893433,
-0.09781324118375778,
-0.03461465239524841,
-0.04828516021370888,
0.04361184313893318,
0.021804222837090492,
0.020842375233769417,
0.008162415586411953,
-0.04956623911857605,
-0.016514023765921593,
-0.092563197016716,
-0.0036752799060195684,
-0.1262044459581375,
0.0706220418214798,
0.010443735867738724,
0.04073922336101532,
0.056412696838378906,
-0.0030872859060764313,
-0.09205302596092224,
-0.07254958152770996,
0.04207562655210495,
-0.07453762739896774,
-0.08166471123695374,
-4.445545087605751e-8,
0.0260823592543602,
0.03581686317920685,
-0.019601160660386086,
-0.028406934812664986,
0.0033730643335729837,
0.011530802585184574,
0.007252247538417578,
0.027371931821107864,
0.01243005320429802,
0.02108871564269066,
0.05597597360610962,
-0.049931202083826065,
0.10263997316360474,
-0.04043354466557503,
-0.043909914791584015,
0.07331636548042297,
-0.016450148075819016,
0.0762132853269577,
0.01704602688550949,
0.016931267455220222,
-0.07602060586214066,
0.028412921354174614,
0.0573483482003212,
0.01758885197341442,
0.10872827470302582,
-0.058034300804138184,
0.040855493396520615,
0.0323287658393383,
0.06007051095366478,
-0.07466563582420349,
-0.07027100026607513,
-0.0034463515039533377,
0.07379533350467682,
0.13845990598201752,
0.08524224162101746,
0.05472956597805023,
-0.025401407852768898,
0.09505577385425568,
0.009875336661934853,
-0.045641228556632996,
0.01279623806476593,
-0.07200557738542557,
-0.020714031532406807,
-0.014753442257642746,
0.032785564661026,
0.010104100219905376,
-0.018602002412080765,
0.0688035637140274,
0.01703570783138275,
0.013818860054016113,
-0.06567147374153137,
0.11558960378170013,
-0.06684009730815887,
-0.005318908486515284,
-0.022383611649274826,
-0.021705664694309235,
-0.018959077075123787,
-0.0018046337645500898,
0.05211632698774338,
-0.011079362593591213,
-0.009902826510369778,
-0.013122739270329475,
-0.101752370595932,
-0.047141507267951965
] |
1402.3150
|
Bei Yu
|
Jhih-Rong Gao and Bei Yu and David Z. Pan
|
Lithography Hotspot Detection and Mitigation in Nanometer VLSI
|
ASICON 2013
| null | null | null |
cs.AR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
With continued feature size scaling, even state of the art semiconductor
manufacturing processes will often run into layouts with poor printability and
yield. Identifying lithography hotspots is important at both physical
verification and early physical design stages. While detailed lithography
simulations can be very accurate, they may be too computationally expensive for
full-chip scale and physical design inner loops. Meanwhile, pattern matching
and machine learning based hotspot detection methods can provide acceptable
quality and yet fast turn-around-time for full-chip scale physical verification
and design. In this paper, we discuss some key issues and recent results on
lithography hotspot detection and mitigation in nanometer VLSI.
|
[
{
"created": "Thu, 13 Feb 2014 14:32:56 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Gao",
"Jhih-Rong",
""
],
[
"Yu",
"Bei",
""
],
[
"Pan",
"David Z.",
""
]
] |
[
-0.006380435079336166,
0.03256400674581528,
0.013805768452584743,
0.03061520867049694,
0.007917193695902824,
-0.10997390002012253,
-0.021541278809309006,
-0.08804426342248917,
-0.09953992813825607,
-0.05001750588417053,
0.03280561789870262,
0.004393682349473238,
-0.06421895325183868,
0.0036204310599714518,
-0.006383535917848349,
-0.003147945972159505,
-0.007197875063866377,
0.05322137475013733,
0.0810164138674736,
-0.10591652989387512,
0.011758681386709213,
-0.08079537749290466,
-0.05386727303266525,
-0.02118528075516224,
-0.05619247630238533,
-0.015911057591438293,
0.12929414212703705,
0.0913643017411232,
-0.06173589825630188,
0.007319728843867779,
0.026179911568760872,
0.052074775099754333,
-0.07562116533517838,
-0.02023208886384964,
0.09811443090438843,
-0.025646070018410683,
-0.05186271667480469,
0.00851230788975954,
0.026563063263893127,
-0.06837233901023865,
0.0061572534032166,
-0.07393474131822586,
0.015619872137904167,
0.08631769567728043,
0.061713431030511856,
0.029656777158379555,
-0.024006886407732964,
0.03281763195991516,
-0.05058182403445244,
-0.05090775713324547,
0.045705024152994156,
-0.028719665482640266,
0.05278626084327698,
0.019848313182592392,
0.026687242090702057,
-0.005785808898508549,
0.05265884846448898,
-0.011327707208693027,
0.059263329952955246,
0.029491795226931572,
0.024461541324853897,
-0.07711758464574814,
-0.038199685513973236,
-0.007302214857190847,
-0.023876095190644264,
0.009444457478821278,
0.06062588095664978,
-0.06692571938037872,
0.008525018580257893,
0.023261133581399918,
0.0017773120198398829,
0.12389709055423737,
-0.004014469217509031,
0.005479875952005386,
0.03594575449824333,
0.017487073317170143,
0.005823859944939613,
-0.00812583975493908,
0.050449565052986145,
-0.043135516345500946,
-0.05051829293370247,
0.024767158553004265,
0.025423692539334297,
0.034357331693172455,
0.06703300774097443,
-0.03903743624687195,
-0.007514478173106909,
0.002553510945290327,
0.04010259732604027,
-0.0965413972735405,
-0.04670420661568642,
-0.008047420531511307,
-0.09802932292222977,
-0.039971183985471725,
-0.002869643969461322,
-0.006566907744854689,
-0.03411078080534935,
-0.07620000094175339,
-0.041256554424762726,
-0.006718096323311329,
-0.05156305432319641,
-0.00352480704896152,
0.012683514505624771,
0.032370585948228836,
0.12084008753299713,
0.06833728402853012,
0.004856173414736986,
0.047507740557193756,
0.035039473325014114,
-0.0338747538626194,
0.008851338177919388,
0.0739186555147171,
0.05704503506422043,
0.06220019608736038,
0.034622710198163986,
-0.03671358898282051,
0.032731082290410995,
0.03534066304564476,
0.013858011923730373,
0.03632986918091774,
-0.08851417154073715,
0.044773273169994354,
-0.08186998218297958,
-0.00420659314841032,
-0.03265785425901413,
-0.004140240605920553,
-0.0467892587184906,
5.0587057759591435e-33,
0.035732898861169815,
0.09846386313438416,
-0.05674904212355614,
-0.024487102404236794,
0.07827243953943253,
-0.08620665967464447,
0.08180849254131317,
0.10041294991970062,
0.0066331238485872746,
0.04053739458322525,
-0.015679707750678062,
-0.03607099503278732,
-0.03925658389925957,
0.11537197232246399,
0.027618687599897385,
-0.045977141708135605,
0.016520893201231956,
0.03655477985739708,
-0.05570194870233536,
-0.010014163330197334,
-0.09168760478496552,
-0.1481156349182129,
0.031938668340444565,
-0.06679673492908478,
0.003494550473988056,
0.04579564929008484,
-0.05593447387218475,
0.05127719044685364,
-0.056976474821567535,
0.015293676406145096,
-0.03599300980567932,
-0.01883055828511715,
0.08228541910648346,
0.015160496346652508,
0.07988166064023972,
-0.03576786071062088,
0.008466930128633976,
-0.04240867868065834,
0.05378444865345955,
0.007441654801368713,
-0.04795121029019356,
-0.011441231705248356,
0.026915760710835457,
-0.028363507241010666,
-0.04123150557279587,
0.062365707010030746,
-0.05981470271945,
-0.05737867206335068,
0.01702757179737091,
0.0004949817666783929,
-0.03457281365990639,
-0.0038338894955813885,
0.027483295649290085,
-0.08682169020175934,
0.03546673804521561,
-0.06652411073446274,
0.01613718271255493,
-0.03289955481886864,
0.0856037586927414,
0.13600614666938782,
-0.06874269992113113,
0.047918640077114105,
-0.12172207236289978,
0.10247678309679031,
-0.06786550581455231,
0.03115922026336193,
0.04428119212388992,
-0.03879586234688759,
-0.017556292936205864,
0.024496616795659065,
0.06606049835681915,
0.0912209078669548,
-0.040711741894483566,
-0.078921839594841,
0.03429633751511574,
-0.03433807194232941,
0.06770280003547668,
-0.03276025131344795,
-0.009295612573623657,
0.01221740897744894,
0.017339376732707024,
-0.02833859995007515,
-0.0037201447412371635,
-0.13899369537830353,
-0.028973646461963654,
-0.12319410592317581,
-0.03779178112745285,
-0.043239958584308624,
-0.030476709827780724,
-0.026154449209570885,
-0.02607155777513981,
-0.016834910959005356,
0.03824974596500397,
-0.007341328542679548,
0.003439920488744974,
-5.0737774502466084e-33,
-0.06587213277816772,
0.025167405605316162,
0.054957784712314606,
0.010529804043471813,
-0.10170092433691025,
-0.01437868271023035,
-0.020647594705224037,
0.0032138596288859844,
-0.012863336130976677,
0.034818872809410095,
0.005292015615850687,
0.006642195396125317,
-0.020547090098261833,
-0.04311911389231682,
-0.03757784888148308,
0.05573886260390282,
-0.06759511679410934,
-0.05811789259314537,
0.10284121334552765,
0.0010349865769967437,
0.03590375557541847,
0.010848660953342915,
-0.012891922146081924,
-0.017674975097179413,
-0.04079310595989227,
-0.020036036148667336,
0.0015781322726979852,
-0.009077527560293674,
-0.03987174481153488,
0.01253076083958149,
-0.023408034816384315,
-0.014262706972658634,
0.06912621110677719,
0.054759521037340164,
0.0756000280380249,
0.009588905610144138,
0.007525318302214146,
0.038552068173885345,
0.15489399433135986,
-0.01262030377984047,
0.04191960021853447,
0.0003893193497788161,
-0.11605969071388245,
-0.001387993572279811,
-0.022123152390122414,
0.003136493731290102,
0.02558552287518978,
0.03254435583949089,
0.00955808162689209,
-0.02389952726662159,
-0.013670825399458408,
0.008857681415975094,
-0.01351851038634777,
-0.0010713802184909582,
-0.05734404921531677,
0.0027434860821813345,
-0.058582816272974014,
0.06655211746692657,
0.03024865686893463,
-0.0339362770318985,
0.02740580588579178,
-0.037053242325782776,
0.08148301392793655,
0.08172880113124847,
0.07633249461650848,
-0.033672772347927094,
0.046633582562208176,
0.04533242806792259,
0.020712807774543762,
0.025613240897655487,
-0.00623093219473958,
-0.0447336882352829,
0.013769817538559437,
-0.05034874379634857,
-0.06418772786855698,
-0.08368656039237976,
0.0262447576969862,
0.007024493534117937,
0.002775942673906684,
0.06903379410505295,
0.022482924163341522,
0.05319564417004585,
-0.023353274911642075,
0.0711827427148819,
0.04748581349849701,
0.10460318624973297,
-0.006284382194280624,
0.017081009224057198,
0.03297046944499016,
0.04516759514808655,
-0.005728782620280981,
0.08312436193227768,
0.026248358190059662,
-0.037101566791534424,
-0.09382333606481552,
-3.842280449362079e-8,
-0.014454497024416924,
-0.010291959159076214,
0.016728203743696213,
-0.07293138653039932,
0.045367978513240814,
-0.006391719449311495,
0.10128441452980042,
0.04081102833151817,
-0.008051471784710884,
0.02452278323471546,
0.012030677869915962,
-0.06191874295473099,
0.01804235950112343,
0.027965320274233818,
0.03350554779171944,
0.0462857186794281,
0.0008235647692345083,
-0.046632733196020126,
-0.02585035003721714,
0.0224505215883255,
-0.04407782480120659,
0.06760793179273605,
0.1382017433643341,
0.04591353237628937,
-0.05922441557049751,
-0.036169782280921936,
-0.04982592910528183,
0.015570143237709999,
0.020331306383013725,
-0.058696843683719635,
-0.06467951089143753,
0.0018889959901571274,
0.03712756931781769,
0.07789161801338196,
0.07968857139348984,
0.09730450809001923,
0.013841945677995682,
0.047290265560150146,
0.04360916092991829,
0.03517776355147362,
-0.08607273548841476,
0.00713528273627162,
-0.007482890971004963,
-0.019102223217487335,
-0.0007656288798898458,
-0.01812894456088543,
0.020741714164614677,
-0.025654243305325508,
-0.020119717344641685,
0.020810218527913094,
-0.024102183058857918,
0.02453443966805935,
-0.02426411770284176,
-0.026255151256918907,
-0.05862804129719734,
-0.025396620854735374,
-0.05278346687555313,
-0.016101624816656113,
0.07948547601699829,
0.053078990429639816,
0.08255830407142639,
-0.020615462213754654,
-0.09494639933109283,
0.035249583423137665
] | null | null | null | null | null | null | null |
[
-0.006380435079336166,
0.03256400674581528,
0.013805768452584743,
0.03061520867049694,
0.007917193695902824,
-0.10997390002012253,
-0.021541278809309006,
-0.08804426342248917,
-0.09953992813825607,
-0.05001750588417053,
0.03280561789870262,
0.004393682349473238,
-0.06421895325183868,
0.0036204310599714518,
-0.006383535917848349,
-0.003147945972159505,
-0.007197875063866377,
0.05322137475013733,
0.0810164138674736,
-0.10591652989387512,
0.011758681386709213,
-0.08079537749290466,
-0.05386727303266525,
-0.02118528075516224,
-0.05619247630238533,
-0.015911057591438293,
0.12929414212703705,
0.0913643017411232,
-0.06173589825630188,
0.007319728843867779,
0.026179911568760872,
0.052074775099754333,
-0.07562116533517838,
-0.02023208886384964,
0.09811443090438843,
-0.025646070018410683,
-0.05186271667480469,
0.00851230788975954,
0.026563063263893127,
-0.06837233901023865,
0.0061572534032166,
-0.07393474131822586,
0.015619872137904167,
0.08631769567728043,
0.061713431030511856,
0.029656777158379555,
-0.024006886407732964,
0.03281763195991516,
-0.05058182403445244,
-0.05090775713324547,
0.045705024152994156,
-0.028719665482640266,
0.05278626084327698,
0.019848313182592392,
0.026687242090702057,
-0.005785808898508549,
0.05265884846448898,
-0.011327707208693027,
0.059263329952955246,
0.029491795226931572,
0.024461541324853897,
-0.07711758464574814,
-0.038199685513973236,
-0.007302214857190847,
-0.023876095190644264,
0.009444457478821278,
0.06062588095664978,
-0.06692571938037872,
0.008525018580257893,
0.023261133581399918,
0.0017773120198398829,
0.12389709055423737,
-0.004014469217509031,
0.005479875952005386,
0.03594575449824333,
0.017487073317170143,
0.005823859944939613,
-0.00812583975493908,
0.050449565052986145,
-0.043135516345500946,
-0.05051829293370247,
0.024767158553004265,
0.025423692539334297,
0.034357331693172455,
0.06703300774097443,
-0.03903743624687195,
-0.007514478173106909,
0.002553510945290327,
0.04010259732604027,
-0.0965413972735405,
-0.04670420661568642,
-0.008047420531511307,
-0.09802932292222977,
-0.039971183985471725,
-0.002869643969461322,
-0.006566907744854689,
-0.03411078080534935,
-0.07620000094175339,
-0.041256554424762726,
-0.006718096323311329,
-0.05156305432319641,
-0.00352480704896152,
0.012683514505624771,
0.032370585948228836,
0.12084008753299713,
0.06833728402853012,
0.004856173414736986,
0.047507740557193756,
0.035039473325014114,
-0.0338747538626194,
0.008851338177919388,
0.0739186555147171,
0.05704503506422043,
0.06220019608736038,
0.034622710198163986,
-0.03671358898282051,
0.032731082290410995,
0.03534066304564476,
0.013858011923730373,
0.03632986918091774,
-0.08851417154073715,
0.044773273169994354,
-0.08186998218297958,
-0.00420659314841032,
-0.03265785425901413,
-0.004140240605920553,
-0.0467892587184906,
5.0587057759591435e-33,
0.035732898861169815,
0.09846386313438416,
-0.05674904212355614,
-0.024487102404236794,
0.07827243953943253,
-0.08620665967464447,
0.08180849254131317,
0.10041294991970062,
0.0066331238485872746,
0.04053739458322525,
-0.015679707750678062,
-0.03607099503278732,
-0.03925658389925957,
0.11537197232246399,
0.027618687599897385,
-0.045977141708135605,
0.016520893201231956,
0.03655477985739708,
-0.05570194870233536,
-0.010014163330197334,
-0.09168760478496552,
-0.1481156349182129,
0.031938668340444565,
-0.06679673492908478,
0.003494550473988056,
0.04579564929008484,
-0.05593447387218475,
0.05127719044685364,
-0.056976474821567535,
0.015293676406145096,
-0.03599300980567932,
-0.01883055828511715,
0.08228541910648346,
0.015160496346652508,
0.07988166064023972,
-0.03576786071062088,
0.008466930128633976,
-0.04240867868065834,
0.05378444865345955,
0.007441654801368713,
-0.04795121029019356,
-0.011441231705248356,
0.026915760710835457,
-0.028363507241010666,
-0.04123150557279587,
0.062365707010030746,
-0.05981470271945,
-0.05737867206335068,
0.01702757179737091,
0.0004949817666783929,
-0.03457281365990639,
-0.0038338894955813885,
0.027483295649290085,
-0.08682169020175934,
0.03546673804521561,
-0.06652411073446274,
0.01613718271255493,
-0.03289955481886864,
0.0856037586927414,
0.13600614666938782,
-0.06874269992113113,
0.047918640077114105,
-0.12172207236289978,
0.10247678309679031,
-0.06786550581455231,
0.03115922026336193,
0.04428119212388992,
-0.03879586234688759,
-0.017556292936205864,
0.024496616795659065,
0.06606049835681915,
0.0912209078669548,
-0.040711741894483566,
-0.078921839594841,
0.03429633751511574,
-0.03433807194232941,
0.06770280003547668,
-0.03276025131344795,
-0.009295612573623657,
0.01221740897744894,
0.017339376732707024,
-0.02833859995007515,
-0.0037201447412371635,
-0.13899369537830353,
-0.028973646461963654,
-0.12319410592317581,
-0.03779178112745285,
-0.043239958584308624,
-0.030476709827780724,
-0.026154449209570885,
-0.02607155777513981,
-0.016834910959005356,
0.03824974596500397,
-0.007341328542679548,
0.003439920488744974,
-5.0737774502466084e-33,
-0.06587213277816772,
0.025167405605316162,
0.054957784712314606,
0.010529804043471813,
-0.10170092433691025,
-0.01437868271023035,
-0.020647594705224037,
0.0032138596288859844,
-0.012863336130976677,
0.034818872809410095,
0.005292015615850687,
0.006642195396125317,
-0.020547090098261833,
-0.04311911389231682,
-0.03757784888148308,
0.05573886260390282,
-0.06759511679410934,
-0.05811789259314537,
0.10284121334552765,
0.0010349865769967437,
0.03590375557541847,
0.010848660953342915,
-0.012891922146081924,
-0.017674975097179413,
-0.04079310595989227,
-0.020036036148667336,
0.0015781322726979852,
-0.009077527560293674,
-0.03987174481153488,
0.01253076083958149,
-0.023408034816384315,
-0.014262706972658634,
0.06912621110677719,
0.054759521037340164,
0.0756000280380249,
0.009588905610144138,
0.007525318302214146,
0.038552068173885345,
0.15489399433135986,
-0.01262030377984047,
0.04191960021853447,
0.0003893193497788161,
-0.11605969071388245,
-0.001387993572279811,
-0.022123152390122414,
0.003136493731290102,
0.02558552287518978,
0.03254435583949089,
0.00955808162689209,
-0.02389952726662159,
-0.013670825399458408,
0.008857681415975094,
-0.01351851038634777,
-0.0010713802184909582,
-0.05734404921531677,
0.0027434860821813345,
-0.058582816272974014,
0.06655211746692657,
0.03024865686893463,
-0.0339362770318985,
0.02740580588579178,
-0.037053242325782776,
0.08148301392793655,
0.08172880113124847,
0.07633249461650848,
-0.033672772347927094,
0.046633582562208176,
0.04533242806792259,
0.020712807774543762,
0.025613240897655487,
-0.00623093219473958,
-0.0447336882352829,
0.013769817538559437,
-0.05034874379634857,
-0.06418772786855698,
-0.08368656039237976,
0.0262447576969862,
0.007024493534117937,
0.002775942673906684,
0.06903379410505295,
0.022482924163341522,
0.05319564417004585,
-0.023353274911642075,
0.0711827427148819,
0.04748581349849701,
0.10460318624973297,
-0.006284382194280624,
0.017081009224057198,
0.03297046944499016,
0.04516759514808655,
-0.005728782620280981,
0.08312436193227768,
0.026248358190059662,
-0.037101566791534424,
-0.09382333606481552,
-3.842280449362079e-8,
-0.014454497024416924,
-0.010291959159076214,
0.016728203743696213,
-0.07293138653039932,
0.045367978513240814,
-0.006391719449311495,
0.10128441452980042,
0.04081102833151817,
-0.008051471784710884,
0.02452278323471546,
0.012030677869915962,
-0.06191874295473099,
0.01804235950112343,
0.027965320274233818,
0.03350554779171944,
0.0462857186794281,
0.0008235647692345083,
-0.046632733196020126,
-0.02585035003721714,
0.0224505215883255,
-0.04407782480120659,
0.06760793179273605,
0.1382017433643341,
0.04591353237628937,
-0.05922441557049751,
-0.036169782280921936,
-0.04982592910528183,
0.015570143237709999,
0.020331306383013725,
-0.058696843683719635,
-0.06467951089143753,
0.0018889959901571274,
0.03712756931781769,
0.07789161801338196,
0.07968857139348984,
0.09730450809001923,
0.013841945677995682,
0.047290265560150146,
0.04360916092991829,
0.03517776355147362,
-0.08607273548841476,
0.00713528273627162,
-0.007482890971004963,
-0.019102223217487335,
-0.0007656288798898458,
-0.01812894456088543,
0.020741714164614677,
-0.025654243305325508,
-0.020119717344641685,
0.020810218527913094,
-0.024102183058857918,
0.02453443966805935,
-0.02426411770284176,
-0.026255151256918907,
-0.05862804129719734,
-0.025396620854735374,
-0.05278346687555313,
-0.016101624816656113,
0.07948547601699829,
0.053078990429639816,
0.08255830407142639,
-0.020615462213754654,
-0.09494639933109283,
0.035249583423137665
] |
1402.3154
|
Mark Labinov
|
Mark S. Labinov
|
Engineering Predictions in Industrial and Power Flows Using the
Retrograde Condensation Curve. Part I-Methodology
|
6 pages, 7 figures
| null | null | null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Industrial and power systems rely on engineering predictions of the flow
properties of working fluids. The paper proposes a way of the utilization of
the vapor quality values along the new retrograde condensation curve in the
generation of the void fraction design guidelines and reliable prediction of
the saturated liquid specific volumes/densities. The new procedure eliminates
the involvement of semi-empirical relationships like rectilinear diameter and
other similar models.
|
[
{
"created": "Thu, 13 Feb 2014 14:47:26 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Labinov",
"Mark S.",
""
]
] |
[
-0.05506766587495804,
-0.032322049140930176,
0.011485341936349869,
0.006001078989356756,
-0.023821352049708366,
-0.048691801726818085,
-0.04368095472455025,
0.07501260191202164,
0.056753356009721756,
-0.05882752314209938,
-0.06702902913093567,
-0.028512220829725266,
-0.006248229183256626,
0.007031647022813559,
-0.07830103486776352,
-0.07647980004549026,
0.035232819616794586,
-0.005227759014815092,
-0.0012685833498835564,
-0.05648331344127655,
0.04837021976709366,
0.03135263919830322,
-0.044602468609809875,
0.043671756982803345,
0.06878116726875305,
0.03382750228047371,
-0.008364862762391567,
0.041062887758016586,
0.011439921334385872,
0.01357918418943882,
-0.0573250837624073,
0.02663341537117958,
-0.05434703454375267,
-0.04321318119764328,
0.071187824010849,
-0.05907205492258072,
0.019058313220739365,
0.019542155787348747,
0.03903044015169144,
0.010450701229274273,
0.0011194071266800165,
-0.0027493173256516457,
0.045216504484415054,
0.06945633143186569,
0.020488442853093147,
0.06650593876838684,
-0.022759316489100456,
-0.028718262910842896,
-0.015853026881814003,
0.0483069084584713,
0.07476788759231567,
0.004577582702040672,
-0.052732083946466446,
0.06214211881160736,
-0.03998230770230293,
-0.03781019151210785,
0.009507810696959496,
-0.04750372841954231,
-0.06318262219429016,
0.04334232211112976,
-0.0024686893448233604,
-0.05383291095495224,
-0.028676055371761322,
-0.08717209100723267,
-0.01881447434425354,
0.0008734887815080583,
-0.039645690470933914,
0.0025008085649460554,
-0.06389196962118149,
-0.0019476497545838356,
-0.11157577484846115,
0.03796127066016197,
-0.0063480958342552185,
-0.029118860140442848,
-0.04681496322154999,
-0.0024398332461714745,
-0.006421468686312437,
0.01074641477316618,
-0.09472957253456116,
-0.04405711218714714,
0.08066580444574356,
0.06862706691026688,
-0.04294072091579437,
0.01860779896378517,
-0.03368805721402168,
0.018982503563165665,
0.03754796087741852,
-0.03407192975282669,
0.099571593105793,
-0.025881195440888405,
-0.026026982814073563,
0.08130939304828644,
-0.033604566007852554,
-0.02993757463991642,
0.06610935181379318,
0.06473109126091003,
0.021427415311336517,
-0.05123799666762352,
0.0855165496468544,
0.010892820544540882,
-0.056830476969480515,
0.007454186212271452,
0.08536588400602341,
-0.03675007075071335,
0.06139281019568443,
0.06777443736791611,
0.06700405478477478,
0.09858356416225433,
0.06570680439472198,
-0.0016580316005274653,
-0.03078191541135311,
-0.10371827334165573,
0.03155462443828583,
-0.039046455174684525,
0.10738556832075119,
-0.0551535040140152,
-0.04433239623904228,
-0.059331197291612625,
-0.10351892560720444,
-0.043450478464365005,
-0.04598282277584076,
0.03147955983877182,
0.0052719428204,
0.05355212837457657,
-0.02130413055419922,
-0.018680574372410774,
0.026323629543185234,
-2.9702177739048993e-34,
-0.07510267198085785,
-0.03232594579458237,
0.09060382843017578,
0.12192357331514359,
-0.03688035160303116,
0.03747549280524254,
0.03156164288520813,
0.013376488350331783,
0.1378910094499588,
-0.0748150423169136,
-0.01774737983942032,
-0.0479622557759285,
-0.09220581501722336,
0.005790945142507553,
0.002758301328867674,
-0.054171543568372726,
0.0755770355463028,
0.02895018644630909,
-0.06518048048019409,
0.02214319072663784,
-0.01705145835876465,
-0.009482920169830322,
0.043041832745075226,
-0.09715581685304642,
0.028646400198340416,
-0.03566422685980797,
0.01857784017920494,
0.02807554602622986,
-0.05594445765018463,
-0.015411308966577053,
0.02453616075217724,
0.06729935109615326,
0.07515212893486023,
-0.036248426884412766,
-0.05516411364078522,
0.04817648231983185,
-0.02115142159163952,
0.051911622285842896,
0.05838370695710182,
0.05715126171708107,
0.0045629884116351604,
0.05709556117653847,
0.032734207808971405,
-0.01699409820139408,
-0.013895509764552116,
-0.05107511207461357,
0.037923090159893036,
0.005206011701375246,
0.05365028604865074,
-0.11479339748620987,
0.009710260666906834,
0.059717606753110886,
-0.07255744934082031,
-0.0011922635603696108,
0.031939297914505005,
0.01277448795735836,
0.07297069579362869,
0.09230256080627441,
-0.026696257293224335,
-0.009971991181373596,
-0.0612335279583931,
0.06700605154037476,
-0.04793819785118103,
-0.08249255269765854,
-0.046117063611745834,
0.0010144232073798776,
-0.017321260645985603,
0.009009853936731815,
0.023759111762046814,
-0.053025174885988235,
0.012280289083719254,
-0.04954053461551666,
-0.022893093526363373,
0.045900482684373856,
0.004961361177265644,
-0.02505520172417164,
0.010053839534521103,
0.0015811566263437271,
0.06423486024141312,
-0.0530514158308506,
-0.12227225303649902,
-0.00015133520355448127,
0.02065897174179554,
-0.01730373315513134,
0.005077030509710312,
-0.09073526412248611,
0.0527246855199337,
0.10500269383192062,
-0.019547749310731888,
-0.03880918398499489,
-0.04352511838078499,
-0.019564811140298843,
0.0758926197886467,
0.01304604858160019,
0.023715674877166748,
-2.1062865936468764e-33,
0.00531209958717227,
0.07353219389915466,
-0.03564752638339996,
0.10377132147550583,
-0.02405807189643383,
-0.0061935363337397575,
-0.0011002644896507263,
0.020504949614405632,
0.0009841411374509335,
0.009788607247173786,
0.053429991006851196,
0.07645024359226227,
-0.03840767592191696,
0.006049389485269785,
0.047061242163181305,
0.11069843173027039,
-0.07993850857019424,
-0.09950291365385056,
-0.002999574411660433,
-0.04625963047146797,
0.03030240349471569,
-0.033819373697042465,
0.01950346678495407,
-0.05877961963415146,
-0.06838995963335037,
-0.04229354485869408,
-0.007663806434720755,
0.05297736078500748,
-0.023740528151392937,
0.018874652683734894,
-0.011707060039043427,
-0.024006789550185204,
0.05114869773387909,
0.009607026353478432,
0.03324481472373009,
-0.067156583070755,
0.03644392266869545,
0.00006933111581020057,
-0.05474068969488144,
-0.06217352673411369,
0.05482859164476395,
-0.0016939539927989244,
-0.0579126812517643,
-0.08009301871061325,
-0.06160959228873253,
0.022825418040156364,
0.093631312251091,
-0.0846446231007576,
0.10555161535739899,
-0.07441505044698715,
0.08236344158649445,
-0.04446463659405708,
0.01177706103771925,
0.10066073387861252,
-0.055889494717121124,
0.018604908138513565,
-0.05207773298025131,
0.00883422326296568,
0.04840746149420738,
0.003506992943584919,
0.01468237116932869,
0.01086585782468319,
0.0976758599281311,
-0.10423050820827484,
-0.025263868272304535,
-0.05687032639980316,
-0.030564699321985245,
0.0400187224149704,
0.047190312296152115,
-0.026395412161946297,
0.013361545279622078,
0.01657828502357006,
0.05940195918083191,
-0.022685348987579346,
-0.01313778292387724,
-0.06472935527563095,
0.0966235026717186,
-0.0028414104599505663,
-0.029534807428717613,
0.014951334334909916,
-0.07472012937068939,
0.0887794941663742,
-0.07620576024055481,
0.03812473639845848,
0.06822696328163147,
-0.04287285730242729,
0.02578376792371273,
-0.015296834520995617,
0.01308854203671217,
0.06741271167993546,
0.016389278694987297,
-0.05221516266465187,
-0.03608610853552818,
0.012047397904098034,
-0.03224245831370354,
-4.0402770906666774e-8,
-0.0473918691277504,
0.012926074676215649,
0.06477121263742447,
0.04236862435936928,
-0.030353093519806862,
0.01132113579660654,
-0.06992387771606445,
0.04371389001607895,
0.049003202468156815,
0.004641430918127298,
0.018145309761166573,
-0.061629973351955414,
0.05243023857474327,
-0.03140387684106827,
0.03419026359915733,
-0.009617039002478123,
0.03952164947986603,
0.07836450636386871,
-0.03405383601784706,
-0.0219284500926733,
0.03573163226246834,
0.005388322751969099,
0.01034935936331749,
-0.05635562539100647,
0.018725622445344925,
-0.04768362268805504,
-0.003634138498455286,
-0.03047141432762146,
-0.016658566892147064,
0.011412904597818851,
0.02873123809695244,
0.04914039000868797,
0.024250352755188942,
0.01516615692526102,
0.06086016073822975,
0.0716802105307579,
0.03722706809639931,
-0.007430129684507847,
-0.05438641831278801,
-0.0013808623189106584,
0.0334903821349144,
-0.032520391047000885,
-0.021798841655254364,
-0.06305406242609024,
0.08350048959255219,
0.025118164718151093,
-0.04603071138262749,
-0.004298345651477575,
-0.08154777437448502,
0.06675416231155396,
-0.022011885419487953,
0.04891718551516533,
0.0076016150414943695,
0.08241962641477585,
0.06099005043506622,
-0.08577775955200195,
-0.07669982314109802,
0.09007155150175095,
-0.12751272320747375,
-0.07812447845935822,
0.09317038208246231,
0.07216273248195648,
-0.021312018856406212,
-0.044786255806684494
] | null | null | null | null | null | null | null |
[
-0.05506766587495804,
-0.032322049140930176,
0.011485341936349869,
0.006001078989356756,
-0.023821352049708366,
-0.048691801726818085,
-0.04368095472455025,
0.07501260191202164,
0.056753356009721756,
-0.05882752314209938,
-0.06702902913093567,
-0.028512220829725266,
-0.006248229183256626,
0.007031647022813559,
-0.07830103486776352,
-0.07647980004549026,
0.035232819616794586,
-0.005227759014815092,
-0.0012685833498835564,
-0.05648331344127655,
0.04837021976709366,
0.03135263919830322,
-0.044602468609809875,
0.043671756982803345,
0.06878116726875305,
0.03382750228047371,
-0.008364862762391567,
0.041062887758016586,
0.011439921334385872,
0.01357918418943882,
-0.0573250837624073,
0.02663341537117958,
-0.05434703454375267,
-0.04321318119764328,
0.071187824010849,
-0.05907205492258072,
0.019058313220739365,
0.019542155787348747,
0.03903044015169144,
0.010450701229274273,
0.0011194071266800165,
-0.0027493173256516457,
0.045216504484415054,
0.06945633143186569,
0.020488442853093147,
0.06650593876838684,
-0.022759316489100456,
-0.028718262910842896,
-0.015853026881814003,
0.0483069084584713,
0.07476788759231567,
0.004577582702040672,
-0.052732083946466446,
0.06214211881160736,
-0.03998230770230293,
-0.03781019151210785,
0.009507810696959496,
-0.04750372841954231,
-0.06318262219429016,
0.04334232211112976,
-0.0024686893448233604,
-0.05383291095495224,
-0.028676055371761322,
-0.08717209100723267,
-0.01881447434425354,
0.0008734887815080583,
-0.039645690470933914,
0.0025008085649460554,
-0.06389196962118149,
-0.0019476497545838356,
-0.11157577484846115,
0.03796127066016197,
-0.0063480958342552185,
-0.029118860140442848,
-0.04681496322154999,
-0.0024398332461714745,
-0.006421468686312437,
0.01074641477316618,
-0.09472957253456116,
-0.04405711218714714,
0.08066580444574356,
0.06862706691026688,
-0.04294072091579437,
0.01860779896378517,
-0.03368805721402168,
0.018982503563165665,
0.03754796087741852,
-0.03407192975282669,
0.099571593105793,
-0.025881195440888405,
-0.026026982814073563,
0.08130939304828644,
-0.033604566007852554,
-0.02993757463991642,
0.06610935181379318,
0.06473109126091003,
0.021427415311336517,
-0.05123799666762352,
0.0855165496468544,
0.010892820544540882,
-0.056830476969480515,
0.007454186212271452,
0.08536588400602341,
-0.03675007075071335,
0.06139281019568443,
0.06777443736791611,
0.06700405478477478,
0.09858356416225433,
0.06570680439472198,
-0.0016580316005274653,
-0.03078191541135311,
-0.10371827334165573,
0.03155462443828583,
-0.039046455174684525,
0.10738556832075119,
-0.0551535040140152,
-0.04433239623904228,
-0.059331197291612625,
-0.10351892560720444,
-0.043450478464365005,
-0.04598282277584076,
0.03147955983877182,
0.0052719428204,
0.05355212837457657,
-0.02130413055419922,
-0.018680574372410774,
0.026323629543185234,
-2.9702177739048993e-34,
-0.07510267198085785,
-0.03232594579458237,
0.09060382843017578,
0.12192357331514359,
-0.03688035160303116,
0.03747549280524254,
0.03156164288520813,
0.013376488350331783,
0.1378910094499588,
-0.0748150423169136,
-0.01774737983942032,
-0.0479622557759285,
-0.09220581501722336,
0.005790945142507553,
0.002758301328867674,
-0.054171543568372726,
0.0755770355463028,
0.02895018644630909,
-0.06518048048019409,
0.02214319072663784,
-0.01705145835876465,
-0.009482920169830322,
0.043041832745075226,
-0.09715581685304642,
0.028646400198340416,
-0.03566422685980797,
0.01857784017920494,
0.02807554602622986,
-0.05594445765018463,
-0.015411308966577053,
0.02453616075217724,
0.06729935109615326,
0.07515212893486023,
-0.036248426884412766,
-0.05516411364078522,
0.04817648231983185,
-0.02115142159163952,
0.051911622285842896,
0.05838370695710182,
0.05715126171708107,
0.0045629884116351604,
0.05709556117653847,
0.032734207808971405,
-0.01699409820139408,
-0.013895509764552116,
-0.05107511207461357,
0.037923090159893036,
0.005206011701375246,
0.05365028604865074,
-0.11479339748620987,
0.009710260666906834,
0.059717606753110886,
-0.07255744934082031,
-0.0011922635603696108,
0.031939297914505005,
0.01277448795735836,
0.07297069579362869,
0.09230256080627441,
-0.026696257293224335,
-0.009971991181373596,
-0.0612335279583931,
0.06700605154037476,
-0.04793819785118103,
-0.08249255269765854,
-0.046117063611745834,
0.0010144232073798776,
-0.017321260645985603,
0.009009853936731815,
0.023759111762046814,
-0.053025174885988235,
0.012280289083719254,
-0.04954053461551666,
-0.022893093526363373,
0.045900482684373856,
0.004961361177265644,
-0.02505520172417164,
0.010053839534521103,
0.0015811566263437271,
0.06423486024141312,
-0.0530514158308506,
-0.12227225303649902,
-0.00015133520355448127,
0.02065897174179554,
-0.01730373315513134,
0.005077030509710312,
-0.09073526412248611,
0.0527246855199337,
0.10500269383192062,
-0.019547749310731888,
-0.03880918398499489,
-0.04352511838078499,
-0.019564811140298843,
0.0758926197886467,
0.01304604858160019,
0.023715674877166748,
-2.1062865936468764e-33,
0.00531209958717227,
0.07353219389915466,
-0.03564752638339996,
0.10377132147550583,
-0.02405807189643383,
-0.0061935363337397575,
-0.0011002644896507263,
0.020504949614405632,
0.0009841411374509335,
0.009788607247173786,
0.053429991006851196,
0.07645024359226227,
-0.03840767592191696,
0.006049389485269785,
0.047061242163181305,
0.11069843173027039,
-0.07993850857019424,
-0.09950291365385056,
-0.002999574411660433,
-0.04625963047146797,
0.03030240349471569,
-0.033819373697042465,
0.01950346678495407,
-0.05877961963415146,
-0.06838995963335037,
-0.04229354485869408,
-0.007663806434720755,
0.05297736078500748,
-0.023740528151392937,
0.018874652683734894,
-0.011707060039043427,
-0.024006789550185204,
0.05114869773387909,
0.009607026353478432,
0.03324481472373009,
-0.067156583070755,
0.03644392266869545,
0.00006933111581020057,
-0.05474068969488144,
-0.06217352673411369,
0.05482859164476395,
-0.0016939539927989244,
-0.0579126812517643,
-0.08009301871061325,
-0.06160959228873253,
0.022825418040156364,
0.093631312251091,
-0.0846446231007576,
0.10555161535739899,
-0.07441505044698715,
0.08236344158649445,
-0.04446463659405708,
0.01177706103771925,
0.10066073387861252,
-0.055889494717121124,
0.018604908138513565,
-0.05207773298025131,
0.00883422326296568,
0.04840746149420738,
0.003506992943584919,
0.01468237116932869,
0.01086585782468319,
0.0976758599281311,
-0.10423050820827484,
-0.025263868272304535,
-0.05687032639980316,
-0.030564699321985245,
0.0400187224149704,
0.047190312296152115,
-0.026395412161946297,
0.013361545279622078,
0.01657828502357006,
0.05940195918083191,
-0.022685348987579346,
-0.01313778292387724,
-0.06472935527563095,
0.0966235026717186,
-0.0028414104599505663,
-0.029534807428717613,
0.014951334334909916,
-0.07472012937068939,
0.0887794941663742,
-0.07620576024055481,
0.03812473639845848,
0.06822696328163147,
-0.04287285730242729,
0.02578376792371273,
-0.015296834520995617,
0.01308854203671217,
0.06741271167993546,
0.016389278694987297,
-0.05221516266465187,
-0.03608610853552818,
0.012047397904098034,
-0.03224245831370354,
-4.0402770906666774e-8,
-0.0473918691277504,
0.012926074676215649,
0.06477121263742447,
0.04236862435936928,
-0.030353093519806862,
0.01132113579660654,
-0.06992387771606445,
0.04371389001607895,
0.049003202468156815,
0.004641430918127298,
0.018145309761166573,
-0.061629973351955414,
0.05243023857474327,
-0.03140387684106827,
0.03419026359915733,
-0.009617039002478123,
0.03952164947986603,
0.07836450636386871,
-0.03405383601784706,
-0.0219284500926733,
0.03573163226246834,
0.005388322751969099,
0.01034935936331749,
-0.05635562539100647,
0.018725622445344925,
-0.04768362268805504,
-0.003634138498455286,
-0.03047141432762146,
-0.016658566892147064,
0.011412904597818851,
0.02873123809695244,
0.04914039000868797,
0.024250352755188942,
0.01516615692526102,
0.06086016073822975,
0.0716802105307579,
0.03722706809639931,
-0.007430129684507847,
-0.05438641831278801,
-0.0013808623189106584,
0.0334903821349144,
-0.032520391047000885,
-0.021798841655254364,
-0.06305406242609024,
0.08350048959255219,
0.025118164718151093,
-0.04603071138262749,
-0.004298345651477575,
-0.08154777437448502,
0.06675416231155396,
-0.022011885419487953,
0.04891718551516533,
0.0076016150414943695,
0.08241962641477585,
0.06099005043506622,
-0.08577775955200195,
-0.07669982314109802,
0.09007155150175095,
-0.12751272320747375,
-0.07812447845935822,
0.09317038208246231,
0.07216273248195648,
-0.021312018856406212,
-0.044786255806684494
] |
1402.3163
|
Xiaohao Yang
|
Xiaohao Yang and Pavol Juhas and Christopher L. Farrow and Simon J. L.
Billinge
|
xPDFsuite: an end-to-end software solution for high throughput pair
distribution function transformation, visualization and analysis
|
3 pages, 2 figures
| null | null | null |
cond-mat.mtrl-sci cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The xPDFsuite software program is described. It is for processing and
analyzing atomic pair distribution functions (PDF) from X-ray powder
diffraction data. It provides a convenient GUI for SrXplanr and PDFgetX3,
allowing the users to easily obtain 1D diffraction pattern from raw 2D
diffraction images and then transform them to PDFs. It also bundles PDFgui
which allows the users to create structure models and fit to the experiment
data. It is specially useful for working with large numbers of datasets such as
from high throughout measurements. Some of the key features are: real time PDF
transformation and plotting; 2D waterfall, false color heatmap, and 3D contour
plotting for multiple datasets; static and dynamic mask editing; geometric
calibration of powder diffraction image; configurations and project saving and
loading; Pearson correlation analysis on selected datasets; written in Python
and support multiple platforms.
|
[
{
"created": "Thu, 13 Feb 2014 14:55:14 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Feb 2014 04:01:14 GMT",
"version": "v2"
},
{
"created": "Mon, 23 Feb 2015 21:13:21 GMT",
"version": "v3"
}
] |
2015-02-25
|
[
[
"Yang",
"Xiaohao",
""
],
[
"Juhas",
"Pavol",
""
],
[
"Farrow",
"Christopher L.",
""
],
[
"Billinge",
"Simon J. L.",
""
]
] |
[
-0.09023834764957428,
-0.03392473980784416,
0.001098741078749299,
-0.04593300446867943,
0.041948214173316956,
-0.08645049482584,
-0.027559785172343254,
0.05538374185562134,
-0.1309221237897873,
-0.050567809492349625,
-0.004150968044996262,
-0.07046820223331451,
0.052229415625333786,
0.025864480063319206,
0.029502391815185547,
-0.03368363901972771,
-0.06071694940328598,
-0.03996589034795761,
-0.011724275536835194,
-0.04009474441409111,
0.025288058444857597,
-0.02845757268369198,
-0.03663661330938339,
-0.058602508157491684,
0.05036859214305878,
0.056576892733573914,
0.11199694126844406,
-0.03704001381993294,
-0.007632249966263771,
-0.03964424878358841,
0.07715243846178055,
0.036234598606824875,
-0.01330229826271534,
-0.019385766237974167,
0.02271968312561512,
-0.04202336072921753,
-0.002096038544550538,
0.04045917093753815,
-0.09313571453094482,
-0.009621316567063332,
-0.09040141850709915,
0.057207897305488586,
-0.02891838178038597,
-0.024810953065752983,
0.004408970475196838,
-0.049551449716091156,
0.027084218338131905,
-0.05780620127916336,
0.04982522502541542,
0.01856796070933342,
-0.019811473786830902,
-0.02622351050376892,
-0.018423544242978096,
0.021353675052523613,
0.1456345170736313,
0.037552762776613235,
0.06450244784355164,
-0.036547474563121796,
0.0009696361375972629,
-0.020077409222722054,
-0.009113278239965439,
0.007526583969593048,
-0.02205049991607666,
0.008244367316365242,
0.06196662038564682,
0.062359120696783066,
-0.010946324095129967,
0.013188652694225311,
0.06610164046287537,
-0.08343974500894547,
-0.1525830179452896,
0.0944753959774971,
0.08059527724981308,
0.06481900811195374,
-0.042119916528463364,
0.05196544528007507,
-0.03474763035774231,
-0.005576259456574917,
-0.035204894840717316,
-0.09593892097473145,
-0.06586906313896179,
0.03676602616906166,
0.06808429956436157,
0.004785117227584124,
-0.025735806673765182,
0.018201978877186775,
-0.014253211207687855,
0.05918767675757408,
-0.008939775638282299,
0.056050002574920654,
0.007007658015936613,
0.13292278349399567,
-0.11402496695518494,
0.014155752956867218,
-0.08012305945158005,
0.04676077887415886,
0.10906150937080383,
-0.04200407862663269,
0.020253101363778114,
0.0475725494325161,
0.04350036755204201,
-0.025588320568203926,
0.0027990194503217936,
-0.016087548807263374,
-0.08693847805261612,
-0.11021608859300613,
0.056008294224739075,
0.016029296442866325,
0.0026523952838033438,
0.047810688614845276,
0.058244939893484116,
-0.016373978927731514,
-0.0463951975107193,
-0.09211798757314682,
0.08001615107059479,
-0.0008122257422655821,
-0.019382106140255928,
0.0378120131790638,
-0.06844690442085266,
-0.07135730236768723,
-0.05872374773025513,
0.009829423390328884,
0.010310456156730652,
0.04463864117860794,
0.060776885598897934,
-0.021526239812374115,
-0.06348980218172073,
5.853079144305921e-33,
-0.04215344786643982,
0.06756076216697693,
-0.06341031193733215,
0.023723049089312553,
0.03709647059440613,
-0.09420333057641983,
0.01673245057463646,
0.03323831781744957,
-0.05491534620523453,
0.02958470582962036,
-0.025048328563570976,
0.06085978448390961,
-0.05453075096011162,
-0.019858725368976593,
-0.03572946786880493,
-0.07748014479875565,
0.07118623703718185,
0.09443075209856033,
-0.07349222153425217,
0.09746748954057693,
0.006357172969728708,
-0.03597088158130646,
0.031378500163555145,
0.03296985104680061,
-0.03227533772587776,
0.10347361862659454,
-0.023874428123235703,
0.031088313087821007,
0.013296435587108135,
0.0021449620835483074,
0.022213103249669075,
0.06410891562700272,
-0.04805704206228256,
0.05609714239835739,
0.011021861806511879,
-0.0694459080696106,
-0.06959311664104462,
-0.07546256482601166,
-0.039077162742614746,
-0.03405480086803436,
0.01569841429591179,
0.043884821236133575,
0.08259627223014832,
-0.005536684766411781,
-0.011153637431561947,
0.02190789394080639,
-0.009615086019039154,
0.036247432231903076,
0.07060861587524414,
-0.04238571971654892,
0.03144647181034088,
-0.02008471079170704,
0.0094374418258667,
0.009802338667213917,
0.006490800064057112,
0.07517636567354202,
0.02614249847829342,
-0.07558609545230865,
0.04177137091755867,
0.039222124963998795,
0.04082917422056198,
0.01594662107527256,
-0.048444896936416626,
0.051535218954086304,
-0.018384894356131554,
0.022240430116653442,
-0.08078035712242126,
-0.037302784621715546,
0.013175182975828648,
0.08291588723659515,
-0.0559302493929863,
0.018913891166448593,
0.08977409452199936,
-0.017151033505797386,
0.0821579173207283,
0.014040696434676647,
0.014147210866212845,
0.03616929054260254,
0.002936477540060878,
0.01025892049074173,
-0.08938953280448914,
0.005396000109612942,
0.017715949565172195,
-0.17767447233200073,
-0.09510161727666855,
-0.02196810208261013,
0.01696784980595112,
-0.00036944690509699285,
0.008703799918293953,
-0.05460236594080925,
0.007582398597151041,
-0.07290539145469666,
-0.0025323578156530857,
-0.018324848264455795,
0.0003266147687099874,
-4.895561486402411e-33,
-0.021840151399374008,
0.06057070568203926,
0.03694520518183708,
0.015040325932204723,
0.06775180250406265,
0.06282375007867813,
-0.03890296071767807,
0.039766937494277954,
0.07065464556217194,
-0.06046527251601219,
0.02600484900176525,
-0.013177817687392235,
-0.021573079749941826,
-0.09740713238716125,
-0.032681602984666824,
0.02509600669145584,
0.09688834846019745,
-0.06924218684434891,
-0.0335596539080143,
-0.04001273214817047,
-0.04503243416547775,
0.02199212834239006,
-0.034425124526023865,
-0.0987631306052208,
-0.09682609140872955,
0.023111509159207344,
0.07218324393033981,
-0.06709232926368713,
-0.03878111392259598,
-0.016694549471139908,
-0.06999259442090988,
0.08824212849140167,
0.003355609718710184,
-0.03131308779120445,
-0.026429433375597,
-0.07519208639860153,
0.016717877238988876,
-0.030006518587470055,
-0.02641431801021099,
-0.10746081173419952,
0.011996337212622166,
0.04920788109302521,
-0.09274773299694061,
-0.007512637414038181,
-0.04364136978983879,
0.03186800703406334,
0.029817720875144005,
0.02325286529958248,
0.06019532307982445,
0.08350445330142975,
0.02154531143605709,
0.011817341670393944,
0.003177591599524021,
-0.0627906396985054,
0.02139436826109886,
-0.04038069397211075,
-0.016468772664666176,
0.051379770040512085,
0.022335020825266838,
0.05613332241773605,
-0.019632462412118912,
-0.041604191064834595,
0.04149710386991501,
0.07129661738872528,
-0.037307258695364,
0.02060822769999504,
-0.04879569262266159,
0.010161221027374268,
0.005936283618211746,
0.04169490188360214,
0.06734425574541092,
-0.028293397277593613,
0.08959062397480011,
0.03515096753835678,
0.001705806702375412,
-0.10014216601848602,
-0.017022792249917984,
-0.003081694943830371,
-0.06363699585199356,
0.06874238699674606,
0.06544823199510574,
0.032257772982120514,
0.0012341613182798028,
0.10544875264167786,
0.04446374997496605,
0.06866936385631561,
0.0037222097162157297,
-0.015992658212780952,
0.04935489594936371,
-0.04648306220769882,
-0.014220000244677067,
0.05370498448610306,
0.08772093802690506,
0.02189304120838642,
0.09933547675609589,
-4.355534599653765e-8,
0.02149113267660141,
0.009887724183499813,
-0.00037442712346091866,
-0.03347977250814438,
0.0032172505743801594,
0.026299182325601578,
-0.0026848812121897936,
0.05553717911243439,
-0.0034118324983865023,
-0.04838890582323074,
0.034276194870471954,
-0.02779960073530674,
-0.03954219073057175,
-0.08116613328456879,
0.019084369763731956,
0.03532472252845764,
0.05606967583298683,
0.009621012955904007,
-0.03488916531205177,
0.02715456858277321,
-0.013399908319115639,
-0.011277901940047741,
0.017476888373494148,
0.06998177617788315,
-0.028415551409125328,
0.03303046524524689,
-0.03596252575516701,
-0.013735777698457241,
0.05865052714943886,
0.022023294121026993,
-0.025529837235808372,
-0.05529347062110901,
0.0241974126547575,
0.04095840081572533,
0.03795648366212845,
0.06019465625286102,
-0.028660601004958153,
0.05425049737095833,
-0.03443539887666702,
0.028534619137644768,
-0.05099634453654289,
-0.013723224401473999,
0.02919221855700016,
-0.012407561764121056,
-0.007954774424433708,
0.08359605818986893,
-0.03710133209824562,
-0.03939397633075714,
0.030791690573096275,
0.04652494937181473,
0.024547206237912178,
0.06517552584409714,
-0.010269144549965858,
-0.08779299259185791,
-0.01854643039405346,
0.07270573824644089,
-0.03541265428066254,
0.00046977263991720974,
0.045303065329790115,
0.016686223447322845,
-0.0026999146211892366,
-0.06052679568529129,
0.011849772185087204,
-0.022413117811083794
] | null | null | null | null | null | null | null |
[
-0.09023834764957428,
-0.03392473980784416,
0.001098741078749299,
-0.04593300446867943,
0.041948214173316956,
-0.08645049482584,
-0.027559785172343254,
0.05538374185562134,
-0.1309221237897873,
-0.050567809492349625,
-0.004150968044996262,
-0.07046820223331451,
0.052229415625333786,
0.025864480063319206,
0.029502391815185547,
-0.03368363901972771,
-0.06071694940328598,
-0.03996589034795761,
-0.011724275536835194,
-0.04009474441409111,
0.025288058444857597,
-0.02845757268369198,
-0.03663661330938339,
-0.058602508157491684,
0.05036859214305878,
0.056576892733573914,
0.11199694126844406,
-0.03704001381993294,
-0.007632249966263771,
-0.03964424878358841,
0.07715243846178055,
0.036234598606824875,
-0.01330229826271534,
-0.019385766237974167,
0.02271968312561512,
-0.04202336072921753,
-0.002096038544550538,
0.04045917093753815,
-0.09313571453094482,
-0.009621316567063332,
-0.09040141850709915,
0.057207897305488586,
-0.02891838178038597,
-0.024810953065752983,
0.004408970475196838,
-0.049551449716091156,
0.027084218338131905,
-0.05780620127916336,
0.04982522502541542,
0.01856796070933342,
-0.019811473786830902,
-0.02622351050376892,
-0.018423544242978096,
0.021353675052523613,
0.1456345170736313,
0.037552762776613235,
0.06450244784355164,
-0.036547474563121796,
0.0009696361375972629,
-0.020077409222722054,
-0.009113278239965439,
0.007526583969593048,
-0.02205049991607666,
0.008244367316365242,
0.06196662038564682,
0.062359120696783066,
-0.010946324095129967,
0.013188652694225311,
0.06610164046287537,
-0.08343974500894547,
-0.1525830179452896,
0.0944753959774971,
0.08059527724981308,
0.06481900811195374,
-0.042119916528463364,
0.05196544528007507,
-0.03474763035774231,
-0.005576259456574917,
-0.035204894840717316,
-0.09593892097473145,
-0.06586906313896179,
0.03676602616906166,
0.06808429956436157,
0.004785117227584124,
-0.025735806673765182,
0.018201978877186775,
-0.014253211207687855,
0.05918767675757408,
-0.008939775638282299,
0.056050002574920654,
0.007007658015936613,
0.13292278349399567,
-0.11402496695518494,
0.014155752956867218,
-0.08012305945158005,
0.04676077887415886,
0.10906150937080383,
-0.04200407862663269,
0.020253101363778114,
0.0475725494325161,
0.04350036755204201,
-0.025588320568203926,
0.0027990194503217936,
-0.016087548807263374,
-0.08693847805261612,
-0.11021608859300613,
0.056008294224739075,
0.016029296442866325,
0.0026523952838033438,
0.047810688614845276,
0.058244939893484116,
-0.016373978927731514,
-0.0463951975107193,
-0.09211798757314682,
0.08001615107059479,
-0.0008122257422655821,
-0.019382106140255928,
0.0378120131790638,
-0.06844690442085266,
-0.07135730236768723,
-0.05872374773025513,
0.009829423390328884,
0.010310456156730652,
0.04463864117860794,
0.060776885598897934,
-0.021526239812374115,
-0.06348980218172073,
5.853079144305921e-33,
-0.04215344786643982,
0.06756076216697693,
-0.06341031193733215,
0.023723049089312553,
0.03709647059440613,
-0.09420333057641983,
0.01673245057463646,
0.03323831781744957,
-0.05491534620523453,
0.02958470582962036,
-0.025048328563570976,
0.06085978448390961,
-0.05453075096011162,
-0.019858725368976593,
-0.03572946786880493,
-0.07748014479875565,
0.07118623703718185,
0.09443075209856033,
-0.07349222153425217,
0.09746748954057693,
0.006357172969728708,
-0.03597088158130646,
0.031378500163555145,
0.03296985104680061,
-0.03227533772587776,
0.10347361862659454,
-0.023874428123235703,
0.031088313087821007,
0.013296435587108135,
0.0021449620835483074,
0.022213103249669075,
0.06410891562700272,
-0.04805704206228256,
0.05609714239835739,
0.011021861806511879,
-0.0694459080696106,
-0.06959311664104462,
-0.07546256482601166,
-0.039077162742614746,
-0.03405480086803436,
0.01569841429591179,
0.043884821236133575,
0.08259627223014832,
-0.005536684766411781,
-0.011153637431561947,
0.02190789394080639,
-0.009615086019039154,
0.036247432231903076,
0.07060861587524414,
-0.04238571971654892,
0.03144647181034088,
-0.02008471079170704,
0.0094374418258667,
0.009802338667213917,
0.006490800064057112,
0.07517636567354202,
0.02614249847829342,
-0.07558609545230865,
0.04177137091755867,
0.039222124963998795,
0.04082917422056198,
0.01594662107527256,
-0.048444896936416626,
0.051535218954086304,
-0.018384894356131554,
0.022240430116653442,
-0.08078035712242126,
-0.037302784621715546,
0.013175182975828648,
0.08291588723659515,
-0.0559302493929863,
0.018913891166448593,
0.08977409452199936,
-0.017151033505797386,
0.0821579173207283,
0.014040696434676647,
0.014147210866212845,
0.03616929054260254,
0.002936477540060878,
0.01025892049074173,
-0.08938953280448914,
0.005396000109612942,
0.017715949565172195,
-0.17767447233200073,
-0.09510161727666855,
-0.02196810208261013,
0.01696784980595112,
-0.00036944690509699285,
0.008703799918293953,
-0.05460236594080925,
0.007582398597151041,
-0.07290539145469666,
-0.0025323578156530857,
-0.018324848264455795,
0.0003266147687099874,
-4.895561486402411e-33,
-0.021840151399374008,
0.06057070568203926,
0.03694520518183708,
0.015040325932204723,
0.06775180250406265,
0.06282375007867813,
-0.03890296071767807,
0.039766937494277954,
0.07065464556217194,
-0.06046527251601219,
0.02600484900176525,
-0.013177817687392235,
-0.021573079749941826,
-0.09740713238716125,
-0.032681602984666824,
0.02509600669145584,
0.09688834846019745,
-0.06924218684434891,
-0.0335596539080143,
-0.04001273214817047,
-0.04503243416547775,
0.02199212834239006,
-0.034425124526023865,
-0.0987631306052208,
-0.09682609140872955,
0.023111509159207344,
0.07218324393033981,
-0.06709232926368713,
-0.03878111392259598,
-0.016694549471139908,
-0.06999259442090988,
0.08824212849140167,
0.003355609718710184,
-0.03131308779120445,
-0.026429433375597,
-0.07519208639860153,
0.016717877238988876,
-0.030006518587470055,
-0.02641431801021099,
-0.10746081173419952,
0.011996337212622166,
0.04920788109302521,
-0.09274773299694061,
-0.007512637414038181,
-0.04364136978983879,
0.03186800703406334,
0.029817720875144005,
0.02325286529958248,
0.06019532307982445,
0.08350445330142975,
0.02154531143605709,
0.011817341670393944,
0.003177591599524021,
-0.0627906396985054,
0.02139436826109886,
-0.04038069397211075,
-0.016468772664666176,
0.051379770040512085,
0.022335020825266838,
0.05613332241773605,
-0.019632462412118912,
-0.041604191064834595,
0.04149710386991501,
0.07129661738872528,
-0.037307258695364,
0.02060822769999504,
-0.04879569262266159,
0.010161221027374268,
0.005936283618211746,
0.04169490188360214,
0.06734425574541092,
-0.028293397277593613,
0.08959062397480011,
0.03515096753835678,
0.001705806702375412,
-0.10014216601848602,
-0.017022792249917984,
-0.003081694943830371,
-0.06363699585199356,
0.06874238699674606,
0.06544823199510574,
0.032257772982120514,
0.0012341613182798028,
0.10544875264167786,
0.04446374997496605,
0.06866936385631561,
0.0037222097162157297,
-0.015992658212780952,
0.04935489594936371,
-0.04648306220769882,
-0.014220000244677067,
0.05370498448610306,
0.08772093802690506,
0.02189304120838642,
0.09933547675609589,
-4.355534599653765e-8,
0.02149113267660141,
0.009887724183499813,
-0.00037442712346091866,
-0.03347977250814438,
0.0032172505743801594,
0.026299182325601578,
-0.0026848812121897936,
0.05553717911243439,
-0.0034118324983865023,
-0.04838890582323074,
0.034276194870471954,
-0.02779960073530674,
-0.03954219073057175,
-0.08116613328456879,
0.019084369763731956,
0.03532472252845764,
0.05606967583298683,
0.009621012955904007,
-0.03488916531205177,
0.02715456858277321,
-0.013399908319115639,
-0.011277901940047741,
0.017476888373494148,
0.06998177617788315,
-0.028415551409125328,
0.03303046524524689,
-0.03596252575516701,
-0.013735777698457241,
0.05865052714943886,
0.022023294121026993,
-0.025529837235808372,
-0.05529347062110901,
0.0241974126547575,
0.04095840081572533,
0.03795648366212845,
0.06019465625286102,
-0.028660601004958153,
0.05425049737095833,
-0.03443539887666702,
0.028534619137644768,
-0.05099634453654289,
-0.013723224401473999,
0.02919221855700016,
-0.012407561764121056,
-0.007954774424433708,
0.08359605818986893,
-0.03710133209824562,
-0.03939397633075714,
0.030791690573096275,
0.04652494937181473,
0.024547206237912178,
0.06517552584409714,
-0.010269144549965858,
-0.08779299259185791,
-0.01854643039405346,
0.07270573824644089,
-0.03541265428066254,
0.00046977263991720974,
0.045303065329790115,
0.016686223447322845,
-0.0026999146211892366,
-0.06052679568529129,
0.011849772185087204,
-0.022413117811083794
] |
1402.3173
|
Jan Sykora
|
Jan S\'ykora and Michal \v{S}ejnoha and Ji\v{r}\'i \v{S}ejnoha
|
Homogenization of coupled heat and moisture transport in masonry
structures including interfaces
| null | null |
10.1016/j.amc.2011.02.050
| null |
cs.CE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Homogenization of a simultaneous heat and moisture flow in a masonry wall is
presented in this paper. The principle objective is to examine an impact of the
assumed imperfect hydraulic contact on the resulting homogenized properties.
Such a contact is characterized by a certain mismatching resistance allowing us
to represent a discontinuous evolution of temperature and moisture fields
across the interface, which is in general attributed to discontinuous capillary
pressures caused by different pore size distributions of the adjacent porous
materials. In achieving this, two particular laboratory experiments were
performed to provide distributions of temperature and relative humidity in a
sample of the masonry wall, which in turn served to extract the corresponding
jumps and subsequently to obtain the required interface transition parameters
by matching numerical predictions and experimental results. The results suggest
a low importance of accounting for imperfect hydraulic contact for the
derivation of macroscopic homogenized properties. On the other hand, they
strongly support the need for a fully coupled multi-scale analysis due to
significant dependence of the homogenized properties on actual moisture
gradients and corresponding values of both macroscopic temperature and relative
humidity.
|
[
{
"created": "Thu, 13 Feb 2014 15:10:26 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Sýkora",
"Jan",
""
],
[
"Šejnoha",
"Michal",
""
],
[
"Šejnoha",
"Jiří",
""
]
] |
[
0.01201552338898182,
0.06323804706335068,
0.09655332565307617,
0.037813037633895874,
0.04910646006464958,
-0.08459235727787018,
-0.10786295682191849,
-0.06570740789175034,
-0.05748043209314346,
-0.04048987478017807,
-0.07032272964715958,
-0.07762094587087631,
0.027670929208397865,
0.0757114514708519,
0.03376169502735138,
-0.09436596184968948,
-0.11048683524131775,
0.05282081291079521,
-0.03952217102050781,
0.05034434050321579,
0.034005723893642426,
-0.013854528777301311,
-0.10633635520935059,
-0.053830236196517944,
0.061596184968948364,
0.04128960147500038,
0.01978209987282753,
0.03572249412536621,
0.029028017073869705,
-0.009595370851457119,
-0.014521177858114243,
0.049476273357868195,
-0.07567065209150314,
-0.020381169393658638,
-0.007782634813338518,
-0.02308196946978569,
-0.013406703248620033,
0.025497881695628166,
-0.05320864915847778,
0.02693508192896843,
-0.020168548449873924,
0.00010669529001461342,
0.04458550736308098,
0.05375193804502487,
0.06321270763874054,
-0.0027946215122938156,
-0.01991717517375946,
-0.00997526478022337,
-0.043520573526620865,
0.03939804807305336,
0.025896333158016205,
0.07052573561668396,
0.03710232675075531,
0.018556321039795876,
-0.06488353759050369,
-0.034913938492536545,
0.0742051750421524,
-0.04757468402385712,
0.02142469212412834,
-0.02653343975543976,
-0.0015567874070256948,
0.05996466800570488,
-0.06903929263353348,
-0.035483937710523605,
0.08385955542325974,
0.003521922044456005,
-0.009811894968152046,
0.016678981482982635,
0.0022209524177014828,
0.006799580529332161,
-0.07066356390714645,
0.064359150826931,
0.054340947419404984,
-0.003983101807534695,
0.03931165486574173,
0.0002460615651216358,
-0.0860557109117508,
0.0642569437623024,
-0.06617514789104462,
-0.034046564251184464,
0.06276776641607285,
-0.01998678408563137,
-0.028966952115297318,
-0.05743372067809105,
-0.0501311756670475,
-0.0012646433897316456,
-0.018600735813379288,
0.02139449678361416,
0.058084581047296524,
-0.05883181095123291,
-0.02616497129201889,
0.09066558629274368,
-0.14728528261184692,
0.008473525755107403,
0.07857825607061386,
0.07149208337068558,
0.006689772941172123,
-0.031447820365428925,
0.04925839602947235,
0.03171895071864128,
-0.06595391035079956,
-0.0682998076081276,
0.012811615131795406,
0.08540137857198715,
0.1540495902299881,
0.002422901801764965,
0.02746087871491909,
-0.021211763843894005,
0.03813260793685913,
0.05569884926080704,
-0.020832421258091927,
-0.053724195808172226,
-0.0074266246519982815,
0.04117381572723389,
0.006722349673509598,
-0.08523539453744888,
-0.018135447055101395,
0.02011854201555252,
0.04023068770766258,
0.005850095767527819,
0.05454349145293236,
0.02628893218934536,
0.009299539029598236,
-0.01299950573593378,
-0.04351683706045151,
-0.04513312876224518,
-0.016654426231980324,
-8.34441103485013e-34,
-0.025943446904420853,
-0.10813591629266739,
-0.06772151589393616,
0.13746793568134308,
-0.03899361938238144,
-0.0794534832239151,
0.0006483590696007013,
-0.007185118738561869,
-0.017841309309005737,
0.01200663298368454,
0.00383152742870152,
0.1047665998339653,
-0.13063207268714905,
0.08906207978725433,
-0.04648728296160698,
0.05751289427280426,
0.028255941346287727,
-0.004315398167818785,
0.02778484858572483,
0.09519194066524506,
0.009807056747376919,
0.04022613540291786,
-0.012653603218495846,
0.0739341452717781,
0.03979962319135666,
-0.05423608794808388,
0.005912340246140957,
-0.014441327191889286,
-0.023582082241773605,
-0.054363369941711426,
0.0152860376983881,
-0.01912449672818184,
0.025779465213418007,
0.06024642288684845,
0.08911312371492386,
0.041478369385004044,
0.0879671648144722,
0.030164537951350212,
-0.01868268847465515,
-0.004025263711810112,
-0.043227363377809525,
-0.02632041648030281,
0.11321566253900528,
-0.05107441544532776,
0.007066687103360891,
-0.012292849831283092,
0.01490988489240408,
-0.020692763850092888,
-0.012983829714357853,
-0.11886364966630936,
-0.008021441288292408,
0.0810643881559372,
-0.05454808473587036,
0.051921527832746506,
0.01313257496803999,
-0.0952121838927269,
0.047761622816324234,
0.048174500465393066,
-0.018906647339463234,
-0.023757638409733772,
-0.07890933752059937,
-0.00018992061086464673,
0.014868497848510742,
0.016967875882983208,
0.03459201753139496,
-0.061089061200618744,
-0.07964906096458435,
0.10942105948925018,
-0.000056362638133578,
0.01347029022872448,
0.022380467504262924,
-0.027538171038031578,
-0.03076265938580036,
0.0030928512569516897,
-0.03235318884253502,
-0.008096804842352867,
0.026150457561016083,
-0.009473674930632114,
-0.0037177568301558495,
-0.03279133513569832,
-0.0069497255608439445,
0.030833406373858452,
0.0036149006336927414,
-0.038344498723745346,
-0.07381494343280792,
-0.02133680321276188,
0.09156140685081482,
0.02854648418724537,
-0.0553584061563015,
-0.05985165387392044,
-0.04875987395644188,
0.06228592246770859,
0.10196389257907867,
-0.012902683578431606,
0.1307004690170288,
-3.5537097056838145e-33,
-0.006941254250705242,
-0.009085556492209435,
0.04022492840886116,
0.03800345957279205,
-0.03537831827998161,
0.10804557800292969,
0.019069241359829903,
-0.007681895513087511,
-0.00135097187012434,
0.0010556126944720745,
0.012870383448898792,
0.034573718905448914,
-0.029472187161445618,
-0.0331040658056736,
-0.008085153996944427,
0.0944410189986229,
-0.07954458892345428,
-0.06441789865493774,
0.013828377239406109,
0.05040670186281204,
-0.03995124250650406,
0.10566901415586472,
-0.001406996394507587,
-0.014924918301403522,
-0.03856898471713066,
-0.0674859881401062,
0.011873753741383553,
0.006972029805183411,
-0.08664856106042862,
-0.012276996858417988,
-0.06636670976877213,
0.009466703981161118,
-0.009386656805872917,
0.09126932919025421,
0.042901232838630676,
0.050661005079746246,
0.027659835293889046,
0.0016656985972076654,
0.0023544332943856716,
-0.07072488218545914,
0.017581583932042122,
-0.05086321383714676,
-0.010174361057579517,
-0.09260604530572891,
0.04842638596892357,
0.05049195885658264,
-0.028381582349538803,
-0.07145018130540848,
0.0023717747535556555,
-0.023984745144844055,
0.08388447761535645,
0.052858591079711914,
-0.04817422479391098,
-0.05734476074576378,
-0.04283749684691429,
-0.021774940192699432,
-0.016235671937465668,
-0.020009048283100128,
-0.012438790872693062,
0.013462780974805355,
0.0545676127076149,
-0.03174081817269325,
-0.0007410672260448337,
-0.04711933806538582,
-0.024183053523302078,
-0.014210156165063381,
-0.046335138380527496,
-0.07207463681697845,
0.008759845048189163,
0.05361083522439003,
0.004279319662600756,
0.015822673216462135,
0.043581876903772354,
0.0070606679655611515,
0.09082397818565369,
-0.03561577945947647,
0.05581723898649216,
-0.01592353917658329,
-0.05193481966853142,
-0.0099041648209095,
-0.05317530781030655,
0.04387214407324791,
-0.008154690265655518,
0.041153304278850555,
0.03097246028482914,
-0.04330587387084961,
-0.02605149708688259,
0.04934772104024887,
0.06592552363872528,
0.04689740017056465,
0.07107704877853394,
-0.055923979729413986,
0.023702865466475487,
-0.11219427734613419,
-0.00960735697299242,
-5.02851413841654e-8,
-0.05097800865769386,
-0.018095532432198524,
-0.028648648411035538,
-0.02696254849433899,
-0.05927729606628418,
-0.011009464971721172,
0.02322542294859886,
-0.06714410334825516,
0.10255904495716095,
-0.03447426110506058,
-0.028540153056383133,
0.015000960789620876,
0.02048160508275032,
0.04453762620687485,
-0.00805390439927578,
-0.05077865347266197,
0.03206701576709747,
-0.04017848148941994,
-0.01638615131378174,
-0.01803889311850071,
-0.0055787633173167706,
-0.023904167115688324,
-0.05465149134397507,
0.06679549068212509,
0.020243104547262192,
-0.032787300646305084,
-0.04274044558405876,
0.026468239724636078,
0.01580723188817501,
-0.004962357226759195,
-0.04317629337310791,
-0.035279955714941025,
-0.07000252604484558,
0.009911961853504181,
0.047327470034360886,
0.0989222377538681,
0.0879618376493454,
0.05541427433490753,
-0.020447364076972008,
-0.08837106823921204,
-0.011090206913650036,
-0.07549633830785751,
-0.04047265276312828,
-0.054253336042165756,
0.0437837615609169,
-0.007183978799730539,
-0.07964891195297241,
0.016690539196133614,
0.036300137639045715,
0.027651138603687286,
-0.005613472778350115,
0.08889460563659668,
-0.0017908437876030803,
0.04192829132080078,
0.029116315767169,
-0.06057856231927872,
-0.053931113332509995,
0.0789368525147438,
0.07827141135931015,
-0.06521039456129074,
0.03533446416258812,
0.023497458547353745,
-0.10020506381988525,
-0.054955076426267624
] | null | null | null | null | null | null | null |
[
0.01201552338898182,
0.06323804706335068,
0.09655332565307617,
0.037813037633895874,
0.04910646006464958,
-0.08459235727787018,
-0.10786295682191849,
-0.06570740789175034,
-0.05748043209314346,
-0.04048987478017807,
-0.07032272964715958,
-0.07762094587087631,
0.027670929208397865,
0.0757114514708519,
0.03376169502735138,
-0.09436596184968948,
-0.11048683524131775,
0.05282081291079521,
-0.03952217102050781,
0.05034434050321579,
0.034005723893642426,
-0.013854528777301311,
-0.10633635520935059,
-0.053830236196517944,
0.061596184968948364,
0.04128960147500038,
0.01978209987282753,
0.03572249412536621,
0.029028017073869705,
-0.009595370851457119,
-0.014521177858114243,
0.049476273357868195,
-0.07567065209150314,
-0.020381169393658638,
-0.007782634813338518,
-0.02308196946978569,
-0.013406703248620033,
0.025497881695628166,
-0.05320864915847778,
0.02693508192896843,
-0.020168548449873924,
0.00010669529001461342,
0.04458550736308098,
0.05375193804502487,
0.06321270763874054,
-0.0027946215122938156,
-0.01991717517375946,
-0.00997526478022337,
-0.043520573526620865,
0.03939804807305336,
0.025896333158016205,
0.07052573561668396,
0.03710232675075531,
0.018556321039795876,
-0.06488353759050369,
-0.034913938492536545,
0.0742051750421524,
-0.04757468402385712,
0.02142469212412834,
-0.02653343975543976,
-0.0015567874070256948,
0.05996466800570488,
-0.06903929263353348,
-0.035483937710523605,
0.08385955542325974,
0.003521922044456005,
-0.009811894968152046,
0.016678981482982635,
0.0022209524177014828,
0.006799580529332161,
-0.07066356390714645,
0.064359150826931,
0.054340947419404984,
-0.003983101807534695,
0.03931165486574173,
0.0002460615651216358,
-0.0860557109117508,
0.0642569437623024,
-0.06617514789104462,
-0.034046564251184464,
0.06276776641607285,
-0.01998678408563137,
-0.028966952115297318,
-0.05743372067809105,
-0.0501311756670475,
-0.0012646433897316456,
-0.018600735813379288,
0.02139449678361416,
0.058084581047296524,
-0.05883181095123291,
-0.02616497129201889,
0.09066558629274368,
-0.14728528261184692,
0.008473525755107403,
0.07857825607061386,
0.07149208337068558,
0.006689772941172123,
-0.031447820365428925,
0.04925839602947235,
0.03171895071864128,
-0.06595391035079956,
-0.0682998076081276,
0.012811615131795406,
0.08540137857198715,
0.1540495902299881,
0.002422901801764965,
0.02746087871491909,
-0.021211763843894005,
0.03813260793685913,
0.05569884926080704,
-0.020832421258091927,
-0.053724195808172226,
-0.0074266246519982815,
0.04117381572723389,
0.006722349673509598,
-0.08523539453744888,
-0.018135447055101395,
0.02011854201555252,
0.04023068770766258,
0.005850095767527819,
0.05454349145293236,
0.02628893218934536,
0.009299539029598236,
-0.01299950573593378,
-0.04351683706045151,
-0.04513312876224518,
-0.016654426231980324,
-8.34441103485013e-34,
-0.025943446904420853,
-0.10813591629266739,
-0.06772151589393616,
0.13746793568134308,
-0.03899361938238144,
-0.0794534832239151,
0.0006483590696007013,
-0.007185118738561869,
-0.017841309309005737,
0.01200663298368454,
0.00383152742870152,
0.1047665998339653,
-0.13063207268714905,
0.08906207978725433,
-0.04648728296160698,
0.05751289427280426,
0.028255941346287727,
-0.004315398167818785,
0.02778484858572483,
0.09519194066524506,
0.009807056747376919,
0.04022613540291786,
-0.012653603218495846,
0.0739341452717781,
0.03979962319135666,
-0.05423608794808388,
0.005912340246140957,
-0.014441327191889286,
-0.023582082241773605,
-0.054363369941711426,
0.0152860376983881,
-0.01912449672818184,
0.025779465213418007,
0.06024642288684845,
0.08911312371492386,
0.041478369385004044,
0.0879671648144722,
0.030164537951350212,
-0.01868268847465515,
-0.004025263711810112,
-0.043227363377809525,
-0.02632041648030281,
0.11321566253900528,
-0.05107441544532776,
0.007066687103360891,
-0.012292849831283092,
0.01490988489240408,
-0.020692763850092888,
-0.012983829714357853,
-0.11886364966630936,
-0.008021441288292408,
0.0810643881559372,
-0.05454808473587036,
0.051921527832746506,
0.01313257496803999,
-0.0952121838927269,
0.047761622816324234,
0.048174500465393066,
-0.018906647339463234,
-0.023757638409733772,
-0.07890933752059937,
-0.00018992061086464673,
0.014868497848510742,
0.016967875882983208,
0.03459201753139496,
-0.061089061200618744,
-0.07964906096458435,
0.10942105948925018,
-0.000056362638133578,
0.01347029022872448,
0.022380467504262924,
-0.027538171038031578,
-0.03076265938580036,
0.0030928512569516897,
-0.03235318884253502,
-0.008096804842352867,
0.026150457561016083,
-0.009473674930632114,
-0.0037177568301558495,
-0.03279133513569832,
-0.0069497255608439445,
0.030833406373858452,
0.0036149006336927414,
-0.038344498723745346,
-0.07381494343280792,
-0.02133680321276188,
0.09156140685081482,
0.02854648418724537,
-0.0553584061563015,
-0.05985165387392044,
-0.04875987395644188,
0.06228592246770859,
0.10196389257907867,
-0.012902683578431606,
0.1307004690170288,
-3.5537097056838145e-33,
-0.006941254250705242,
-0.009085556492209435,
0.04022492840886116,
0.03800345957279205,
-0.03537831827998161,
0.10804557800292969,
0.019069241359829903,
-0.007681895513087511,
-0.00135097187012434,
0.0010556126944720745,
0.012870383448898792,
0.034573718905448914,
-0.029472187161445618,
-0.0331040658056736,
-0.008085153996944427,
0.0944410189986229,
-0.07954458892345428,
-0.06441789865493774,
0.013828377239406109,
0.05040670186281204,
-0.03995124250650406,
0.10566901415586472,
-0.001406996394507587,
-0.014924918301403522,
-0.03856898471713066,
-0.0674859881401062,
0.011873753741383553,
0.006972029805183411,
-0.08664856106042862,
-0.012276996858417988,
-0.06636670976877213,
0.009466703981161118,
-0.009386656805872917,
0.09126932919025421,
0.042901232838630676,
0.050661005079746246,
0.027659835293889046,
0.0016656985972076654,
0.0023544332943856716,
-0.07072488218545914,
0.017581583932042122,
-0.05086321383714676,
-0.010174361057579517,
-0.09260604530572891,
0.04842638596892357,
0.05049195885658264,
-0.028381582349538803,
-0.07145018130540848,
0.0023717747535556555,
-0.023984745144844055,
0.08388447761535645,
0.052858591079711914,
-0.04817422479391098,
-0.05734476074576378,
-0.04283749684691429,
-0.021774940192699432,
-0.016235671937465668,
-0.020009048283100128,
-0.012438790872693062,
0.013462780974805355,
0.0545676127076149,
-0.03174081817269325,
-0.0007410672260448337,
-0.04711933806538582,
-0.024183053523302078,
-0.014210156165063381,
-0.046335138380527496,
-0.07207463681697845,
0.008759845048189163,
0.05361083522439003,
0.004279319662600756,
0.015822673216462135,
0.043581876903772354,
0.0070606679655611515,
0.09082397818565369,
-0.03561577945947647,
0.05581723898649216,
-0.01592353917658329,
-0.05193481966853142,
-0.0099041648209095,
-0.05317530781030655,
0.04387214407324791,
-0.008154690265655518,
0.041153304278850555,
0.03097246028482914,
-0.04330587387084961,
-0.02605149708688259,
0.04934772104024887,
0.06592552363872528,
0.04689740017056465,
0.07107704877853394,
-0.055923979729413986,
0.023702865466475487,
-0.11219427734613419,
-0.00960735697299242,
-5.02851413841654e-8,
-0.05097800865769386,
-0.018095532432198524,
-0.028648648411035538,
-0.02696254849433899,
-0.05927729606628418,
-0.011009464971721172,
0.02322542294859886,
-0.06714410334825516,
0.10255904495716095,
-0.03447426110506058,
-0.028540153056383133,
0.015000960789620876,
0.02048160508275032,
0.04453762620687485,
-0.00805390439927578,
-0.05077865347266197,
0.03206701576709747,
-0.04017848148941994,
-0.01638615131378174,
-0.01803889311850071,
-0.0055787633173167706,
-0.023904167115688324,
-0.05465149134397507,
0.06679549068212509,
0.020243104547262192,
-0.032787300646305084,
-0.04274044558405876,
0.026468239724636078,
0.01580723188817501,
-0.004962357226759195,
-0.04317629337310791,
-0.035279955714941025,
-0.07000252604484558,
0.009911961853504181,
0.047327470034360886,
0.0989222377538681,
0.0879618376493454,
0.05541427433490753,
-0.020447364076972008,
-0.08837106823921204,
-0.011090206913650036,
-0.07549633830785751,
-0.04047265276312828,
-0.054253336042165756,
0.0437837615609169,
-0.007183978799730539,
-0.07964891195297241,
0.016690539196133614,
0.036300137639045715,
0.027651138603687286,
-0.005613472778350115,
0.08889460563659668,
-0.0017908437876030803,
0.04192829132080078,
0.029116315767169,
-0.06057856231927872,
-0.053931113332509995,
0.0789368525147438,
0.07827141135931015,
-0.06521039456129074,
0.03533446416258812,
0.023497458547353745,
-0.10020506381988525,
-0.054955076426267624
] |
1402.3174
|
Jan Sykora
|
J. S\'ykora
|
Modeling of Degradation Processes in Historical Mortars
| null | null | null | null |
cs.CE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The aim of presented paper is modeling of degradation processes in historical
mortars exposed to moisture impact during freezing. Internal damage caused by
ice crystallization in pores is one of the most important factors limiting the
service life of historical structures. Coupling the transport processes with
the mechanical part will allow us to address the impact of moisture on the
durability, strength and stiffness of mortars. This should be accomplished with
the help of a complex thermo-hygro-mechanical model representing one of the
prime objectives of this work. The proposed formulation is based on the
extension of the classical poroelasticity models with the damage mechanics. An
example of two-dimensional moisture transport in the environment with
temperature below freezing point is presented to support the theoretical
derivations.
|
[
{
"created": "Thu, 13 Feb 2014 15:10:39 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Sýkora",
"J.",
""
]
] |
[
-0.004592807497829199,
0.05073951557278633,
0.08590884506702423,
0.025133540853857994,
0.0021546019706875086,
-0.02868945524096489,
-0.014022949151694775,
0.06981059908866882,
0.00393014308065176,
-0.04363446310162544,
-0.10715383291244507,
0.021922199055552483,
0.07288141548633575,
0.03942900896072388,
0.017359046265482903,
-0.07553730905056,
-0.0479779988527298,
0.050209518522024155,
-0.059560440480709076,
-0.03640754520893097,
0.07126688957214355,
-0.039111774414777756,
-0.12503990530967712,
-0.0103093720972538,
0.06406739354133606,
0.013412277214229107,
0.005744669120758772,
0.057363733649253845,
-0.011567771434783936,
0.02035696431994438,
-0.0638761892914772,
-0.009817237965762615,
-0.0380995012819767,
0.0006041157757863402,
-0.05897635594010353,
0.08996295183897018,
-0.010792636312544346,
-0.05101895332336426,
-0.015246480703353882,
-0.019428377971053123,
-0.006191224791109562,
0.049262117594480515,
0.014801220037043095,
-0.0007604350685141981,
0.04316342994570732,
-0.015375524759292603,
0.008435724303126335,
-0.0016840178286656737,
-0.045790597796440125,
0.021053705364465714,
-0.039187800139188766,
0.035599518567323685,
-0.0031248158775269985,
0.03880394250154495,
-0.06788105517625809,
-0.0346188023686409,
0.0488174743950367,
-0.03276234492659569,
-0.06271445006132126,
0.009382334537804127,
0.00517734419554472,
0.056444745510816574,
0.01354912854731083,
-0.01860937289893627,
0.05101504176855087,
-0.010274684987962246,
0.016128724440932274,
0.02228044532239437,
-0.028780128806829453,
0.078104667365551,
-0.08013272285461426,
0.0672464519739151,
-0.014918329194188118,
-0.08059383183717728,
-0.016179019585251808,
0.03009224496781826,
-0.12174835801124573,
0.0173119455575943,
-0.07184364646673203,
-0.030187392607331276,
0.09412910789251328,
-0.03200681507587433,
0.05117126181721687,
-0.09548188745975494,
-0.04082947596907616,
0.004512847866863012,
0.033085595816373825,
-0.031764835119247437,
0.09757841378450394,
-0.02503000758588314,
0.020031580701470375,
0.07167404890060425,
-0.03391208499670029,
0.04935150593519211,
0.010790147818624973,
0.06293247640132904,
0.03368976339697838,
0.033006805926561356,
-0.03038419410586357,
0.0017097677337005734,
-0.03073655441403389,
-0.028081033378839493,
0.07720716297626495,
0.037530284374952316,
0.10683486610651016,
-0.008921908214688301,
-0.02611306868493557,
-0.04146274924278259,
0.07110375165939331,
0.08593568950891495,
-0.03667508065700531,
-0.044983237981796265,
-0.03791901469230652,
0.015290291979908943,
-0.01109582744538784,
-0.013875512406229973,
-0.11702591925859451,
0.02730630338191986,
0.010999521240592003,
-0.022999195381999016,
0.07402291893959045,
-0.010294221341609955,
-0.022985128685832024,
-0.05609496310353279,
-0.013741949573159218,
-0.03924554958939552,
0.019205475226044655,
-7.423395139769041e-34,
-0.031821317970752716,
-0.055760256946086884,
-0.08844570070505142,
0.0372471809387207,
0.010517862625420094,
-0.09055941551923752,
0.01376725547015667,
0.009064147248864174,
0.01852637343108654,
-0.05284012481570244,
0.01909518986940384,
-0.001787206158041954,
-0.15920396149158478,
-0.01068622525781393,
-0.04370741546154022,
0.05649600550532341,
-0.008820691145956516,
0.029667723923921585,
0.0475967712700367,
0.12297838181257248,
0.007513317279517651,
-0.008778532966971397,
-0.020100226625800133,
0.07871551066637039,
0.07790613174438477,
0.008437061682343483,
0.03341294452548027,
-0.002933947602286935,
-0.07759105414152145,
-0.04139015078544617,
0.071224644780159,
-0.003743306966498494,
-0.054599177092313766,
0.05693739280104637,
0.09873893111944199,
-0.01949380524456501,
0.04341154545545578,
0.08609893918037415,
0.039225898683071136,
-0.04675646498799324,
0.00018487751367501915,
-0.05785299092531204,
0.09602244943380356,
-0.015417423099279404,
-0.028185749426484108,
0.008040964603424072,
-0.005501450505107641,
-0.004672883078455925,
-0.0077308425679802895,
-0.14543572068214417,
0.04597533121705055,
0.04585474357008934,
-0.05617830902338028,
0.042869966477155685,
0.019600028172135353,
-0.0294157937169075,
0.042728111147880554,
0.02452327497303486,
-0.029127776622772217,
-0.044339679181575775,
-0.03109385073184967,
-0.030493533238768578,
0.12904345989227295,
-0.009907273575663567,
0.06646829098463058,
-0.0647803544998169,
-0.11961863189935684,
0.08005049079656601,
-0.03235236927866936,
-0.03596409782767296,
0.12219405174255371,
-0.05018746480345726,
0.054114531725645065,
0.03714767098426819,
-0.04060491919517517,
-0.020024778321385384,
0.024126630276441574,
-0.06930837780237198,
0.03597993031144142,
-0.029061410576105118,
-0.004418374039232731,
-0.012025688774883747,
-0.032068125903606415,
-0.025112658739089966,
-0.04197375476360321,
0.03666245937347412,
0.09385151416063309,
-0.010311831720173359,
-0.024882212281227112,
0.0005472879274748266,
-0.052781496196985245,
-0.0046155257150530815,
0.052919503301382065,
-0.04679921269416809,
0.04700295254588127,
-2.548293040707196e-33,
0.03487146645784378,
0.02487349882721901,
0.06723148375749588,
0.012971600517630577,
-0.047050051391124725,
0.08096208423376083,
-0.038199618458747864,
0.045944929122924805,
0.025649815797805786,
-0.00822469498962164,
0.0016194097697734833,
-0.004482681397348642,
0.01283241156488657,
0.007477954030036926,
0.024382103234529495,
0.03515217825770378,
-0.02336576208472252,
-0.07011217623949051,
-0.08094824105501175,
-0.03345207870006561,
-0.08963458240032196,
0.015893230214715004,
-0.08220682293176651,
0.018529487773776054,
-0.03817175328731537,
-0.0498926155269146,
-0.006657520309090614,
-0.02768459916114807,
-0.013952611945569515,
0.006474469788372517,
-0.05851871892809868,
-0.030222540721297264,
-0.009178893640637398,
0.07607169449329376,
-0.031205642968416214,
0.08844678103923798,
-0.0027227329555898905,
-0.026313062757253647,
-0.04745270684361458,
-0.09077656269073486,
0.06000499799847603,
-0.09795232862234116,
-0.014759954065084457,
-0.01239459402859211,
0.03901319205760956,
-0.08722040057182312,
0.029447993263602257,
-0.054241955280303955,
0.08206596970558167,
0.0018620113842189312,
0.07497403770685196,
-0.018965665251016617,
-0.027298813685774803,
-0.04503253847360611,
-0.009402639232575893,
0.05306560546159744,
-0.06282994151115417,
-0.01743069291114807,
-0.07497938722372055,
-0.044213518500328064,
0.014772332273423672,
0.01724325306713581,
0.05565477907657623,
0.03334467485547066,
-0.03915059566497803,
-0.013286659494042397,
-0.07737091183662415,
-0.003861921140924096,
-0.062268372625112534,
0.04932476207613945,
0.07830587774515152,
0.07403930276632309,
0.010802500881254673,
0.042295411229133606,
0.08417721092700958,
-0.02614670619368553,
-0.03391776606440544,
0.04178057238459587,
-0.10845110565423965,
-0.023220490664243698,
-0.02289455570280552,
0.042385000735521317,
-0.08295711874961853,
0.02628164552152157,
0.050179317593574524,
-0.09838159382343292,
0.050021108239889145,
0.053987447172403336,
0.030856607481837273,
0.023270653560757637,
0.05517294630408287,
-0.03496910259127617,
-0.010984516702592373,
-0.009517820551991463,
-0.029820673167705536,
-3.9345689373249115e-8,
-0.018541516736149788,
-0.0026358498726040125,
-0.018008625134825706,
-0.05501226708292961,
-0.06076326593756676,
-0.06666340678930283,
0.036218591034412384,
-0.013072904199361801,
0.07296134531497955,
0.006449108012020588,
-0.08998486399650574,
0.049268655478954315,
-0.027204589918255806,
0.062106549739837646,
-0.11119754612445831,
-0.03328058868646622,
0.02553386054933071,
0.039551809430122375,
-0.010628324002027512,
-0.10647127032279968,
0.007824603468179703,
-0.07816194742918015,
0.026689928025007248,
0.06720579415559769,
-0.0010162323014810681,
0.03559092804789543,
-0.0006852393271401525,
-0.008670066483318806,
0.04244453087449074,
0.08655326068401337,
-0.09624689817428589,
-0.019567955285310745,
0.026552077382802963,
0.021749332547187805,
0.06168968603014946,
-0.0005519060068763793,
0.08680558949708939,
0.03370703384280205,
-0.03275670111179352,
0.013564730994403362,
-0.021064521744847298,
-0.025432249531149864,
0.014853336848318577,
-0.005344237666577101,
0.06566058099269867,
0.0795895978808403,
-0.10575670003890991,
0.03139356151223183,
0.023562002927064896,
0.11111011356115341,
-0.003330012783408165,
0.1039302870631218,
-0.050513554364442825,
0.005120452027767897,
-0.019438205286860466,
0.01433485746383667,
0.0066712540574371815,
0.10216345638036728,
0.06679417937994003,
-0.020594213157892227,
-0.053277693688869476,
0.009569828398525715,
0.03483271971344948,
-0.025256404653191566
] | null | null | null | null | null | null | null |
[
-0.004592807497829199,
0.05073951557278633,
0.08590884506702423,
0.025133540853857994,
0.0021546019706875086,
-0.02868945524096489,
-0.014022949151694775,
0.06981059908866882,
0.00393014308065176,
-0.04363446310162544,
-0.10715383291244507,
0.021922199055552483,
0.07288141548633575,
0.03942900896072388,
0.017359046265482903,
-0.07553730905056,
-0.0479779988527298,
0.050209518522024155,
-0.059560440480709076,
-0.03640754520893097,
0.07126688957214355,
-0.039111774414777756,
-0.12503990530967712,
-0.0103093720972538,
0.06406739354133606,
0.013412277214229107,
0.005744669120758772,
0.057363733649253845,
-0.011567771434783936,
0.02035696431994438,
-0.0638761892914772,
-0.009817237965762615,
-0.0380995012819767,
0.0006041157757863402,
-0.05897635594010353,
0.08996295183897018,
-0.010792636312544346,
-0.05101895332336426,
-0.015246480703353882,
-0.019428377971053123,
-0.006191224791109562,
0.049262117594480515,
0.014801220037043095,
-0.0007604350685141981,
0.04316342994570732,
-0.015375524759292603,
0.008435724303126335,
-0.0016840178286656737,
-0.045790597796440125,
0.021053705364465714,
-0.039187800139188766,
0.035599518567323685,
-0.0031248158775269985,
0.03880394250154495,
-0.06788105517625809,
-0.0346188023686409,
0.0488174743950367,
-0.03276234492659569,
-0.06271445006132126,
0.009382334537804127,
0.00517734419554472,
0.056444745510816574,
0.01354912854731083,
-0.01860937289893627,
0.05101504176855087,
-0.010274684987962246,
0.016128724440932274,
0.02228044532239437,
-0.028780128806829453,
0.078104667365551,
-0.08013272285461426,
0.0672464519739151,
-0.014918329194188118,
-0.08059383183717728,
-0.016179019585251808,
0.03009224496781826,
-0.12174835801124573,
0.0173119455575943,
-0.07184364646673203,
-0.030187392607331276,
0.09412910789251328,
-0.03200681507587433,
0.05117126181721687,
-0.09548188745975494,
-0.04082947596907616,
0.004512847866863012,
0.033085595816373825,
-0.031764835119247437,
0.09757841378450394,
-0.02503000758588314,
0.020031580701470375,
0.07167404890060425,
-0.03391208499670029,
0.04935150593519211,
0.010790147818624973,
0.06293247640132904,
0.03368976339697838,
0.033006805926561356,
-0.03038419410586357,
0.0017097677337005734,
-0.03073655441403389,
-0.028081033378839493,
0.07720716297626495,
0.037530284374952316,
0.10683486610651016,
-0.008921908214688301,
-0.02611306868493557,
-0.04146274924278259,
0.07110375165939331,
0.08593568950891495,
-0.03667508065700531,
-0.044983237981796265,
-0.03791901469230652,
0.015290291979908943,
-0.01109582744538784,
-0.013875512406229973,
-0.11702591925859451,
0.02730630338191986,
0.010999521240592003,
-0.022999195381999016,
0.07402291893959045,
-0.010294221341609955,
-0.022985128685832024,
-0.05609496310353279,
-0.013741949573159218,
-0.03924554958939552,
0.019205475226044655,
-7.423395139769041e-34,
-0.031821317970752716,
-0.055760256946086884,
-0.08844570070505142,
0.0372471809387207,
0.010517862625420094,
-0.09055941551923752,
0.01376725547015667,
0.009064147248864174,
0.01852637343108654,
-0.05284012481570244,
0.01909518986940384,
-0.001787206158041954,
-0.15920396149158478,
-0.01068622525781393,
-0.04370741546154022,
0.05649600550532341,
-0.008820691145956516,
0.029667723923921585,
0.0475967712700367,
0.12297838181257248,
0.007513317279517651,
-0.008778532966971397,
-0.020100226625800133,
0.07871551066637039,
0.07790613174438477,
0.008437061682343483,
0.03341294452548027,
-0.002933947602286935,
-0.07759105414152145,
-0.04139015078544617,
0.071224644780159,
-0.003743306966498494,
-0.054599177092313766,
0.05693739280104637,
0.09873893111944199,
-0.01949380524456501,
0.04341154545545578,
0.08609893918037415,
0.039225898683071136,
-0.04675646498799324,
0.00018487751367501915,
-0.05785299092531204,
0.09602244943380356,
-0.015417423099279404,
-0.028185749426484108,
0.008040964603424072,
-0.005501450505107641,
-0.004672883078455925,
-0.0077308425679802895,
-0.14543572068214417,
0.04597533121705055,
0.04585474357008934,
-0.05617830902338028,
0.042869966477155685,
0.019600028172135353,
-0.0294157937169075,
0.042728111147880554,
0.02452327497303486,
-0.029127776622772217,
-0.044339679181575775,
-0.03109385073184967,
-0.030493533238768578,
0.12904345989227295,
-0.009907273575663567,
0.06646829098463058,
-0.0647803544998169,
-0.11961863189935684,
0.08005049079656601,
-0.03235236927866936,
-0.03596409782767296,
0.12219405174255371,
-0.05018746480345726,
0.054114531725645065,
0.03714767098426819,
-0.04060491919517517,
-0.020024778321385384,
0.024126630276441574,
-0.06930837780237198,
0.03597993031144142,
-0.029061410576105118,
-0.004418374039232731,
-0.012025688774883747,
-0.032068125903606415,
-0.025112658739089966,
-0.04197375476360321,
0.03666245937347412,
0.09385151416063309,
-0.010311831720173359,
-0.024882212281227112,
0.0005472879274748266,
-0.052781496196985245,
-0.0046155257150530815,
0.052919503301382065,
-0.04679921269416809,
0.04700295254588127,
-2.548293040707196e-33,
0.03487146645784378,
0.02487349882721901,
0.06723148375749588,
0.012971600517630577,
-0.047050051391124725,
0.08096208423376083,
-0.038199618458747864,
0.045944929122924805,
0.025649815797805786,
-0.00822469498962164,
0.0016194097697734833,
-0.004482681397348642,
0.01283241156488657,
0.007477954030036926,
0.024382103234529495,
0.03515217825770378,
-0.02336576208472252,
-0.07011217623949051,
-0.08094824105501175,
-0.03345207870006561,
-0.08963458240032196,
0.015893230214715004,
-0.08220682293176651,
0.018529487773776054,
-0.03817175328731537,
-0.0498926155269146,
-0.006657520309090614,
-0.02768459916114807,
-0.013952611945569515,
0.006474469788372517,
-0.05851871892809868,
-0.030222540721297264,
-0.009178893640637398,
0.07607169449329376,
-0.031205642968416214,
0.08844678103923798,
-0.0027227329555898905,
-0.026313062757253647,
-0.04745270684361458,
-0.09077656269073486,
0.06000499799847603,
-0.09795232862234116,
-0.014759954065084457,
-0.01239459402859211,
0.03901319205760956,
-0.08722040057182312,
0.029447993263602257,
-0.054241955280303955,
0.08206596970558167,
0.0018620113842189312,
0.07497403770685196,
-0.018965665251016617,
-0.027298813685774803,
-0.04503253847360611,
-0.009402639232575893,
0.05306560546159744,
-0.06282994151115417,
-0.01743069291114807,
-0.07497938722372055,
-0.044213518500328064,
0.014772332273423672,
0.01724325306713581,
0.05565477907657623,
0.03334467485547066,
-0.03915059566497803,
-0.013286659494042397,
-0.07737091183662415,
-0.003861921140924096,
-0.062268372625112534,
0.04932476207613945,
0.07830587774515152,
0.07403930276632309,
0.010802500881254673,
0.042295411229133606,
0.08417721092700958,
-0.02614670619368553,
-0.03391776606440544,
0.04178057238459587,
-0.10845110565423965,
-0.023220490664243698,
-0.02289455570280552,
0.042385000735521317,
-0.08295711874961853,
0.02628164552152157,
0.050179317593574524,
-0.09838159382343292,
0.050021108239889145,
0.053987447172403336,
0.030856607481837273,
0.023270653560757637,
0.05517294630408287,
-0.03496910259127617,
-0.010984516702592373,
-0.009517820551991463,
-0.029820673167705536,
-3.9345689373249115e-8,
-0.018541516736149788,
-0.0026358498726040125,
-0.018008625134825706,
-0.05501226708292961,
-0.06076326593756676,
-0.06666340678930283,
0.036218591034412384,
-0.013072904199361801,
0.07296134531497955,
0.006449108012020588,
-0.08998486399650574,
0.049268655478954315,
-0.027204589918255806,
0.062106549739837646,
-0.11119754612445831,
-0.03328058868646622,
0.02553386054933071,
0.039551809430122375,
-0.010628324002027512,
-0.10647127032279968,
0.007824603468179703,
-0.07816194742918015,
0.026689928025007248,
0.06720579415559769,
-0.0010162323014810681,
0.03559092804789543,
-0.0006852393271401525,
-0.008670066483318806,
0.04244453087449074,
0.08655326068401337,
-0.09624689817428589,
-0.019567955285310745,
0.026552077382802963,
0.021749332547187805,
0.06168968603014946,
-0.0005519060068763793,
0.08680558949708939,
0.03370703384280205,
-0.03275670111179352,
0.013564730994403362,
-0.021064521744847298,
-0.025432249531149864,
0.014853336848318577,
-0.005344237666577101,
0.06566058099269867,
0.0795895978808403,
-0.10575670003890991,
0.03139356151223183,
0.023562002927064896,
0.11111011356115341,
-0.003330012783408165,
0.1039302870631218,
-0.050513554364442825,
0.005120452027767897,
-0.019438205286860466,
0.01433485746383667,
0.0066712540574371815,
0.10216345638036728,
0.06679417937994003,
-0.020594213157892227,
-0.053277693688869476,
0.009569828398525715,
0.03483271971344948,
-0.025256404653191566
] |
1402.3175
|
Mladen Kova\v{c}evi\'c
|
Mladen Kova\v{c}evi\'c, Ivan Stanojevi\'c, Vojin \v{S}enk
|
Information-Geometric Equivalence of Transportation Polytopes
|
6 pages, 1 figure. v2: A remark concerning Frechet-Hoeffding bounds
is added
|
Probl. Inf. Transm., vol. 51, no. 2, pp. 103-109, Apr. 2015
|
10.1134/S0032946015020027
| null |
cs.IT math.CO math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper deals with transportation polytopes in the probability simplex
(that is, sets of categorical bivariate probability distributions with
prescribed marginals). Information projections between such polytopes are
studied, and a sufficient condition is described under which these mappings are
homeomorphisms.
|
[
{
"created": "Thu, 13 Feb 2014 15:18:04 GMT",
"version": "v1"
},
{
"created": "Mon, 6 Jul 2015 22:00:12 GMT",
"version": "v2"
}
] |
2020-08-13
|
[
[
"Kovačević",
"Mladen",
""
],
[
"Stanojević",
"Ivan",
""
],
[
"Šenk",
"Vojin",
""
]
] |
[
0.12445911020040512,
-0.057166241109371185,
0.02390727773308754,
-0.06253787875175476,
-0.02788536436855793,
0.041726697236299515,
0.11278820037841797,
0.022674355655908585,
0.008446591906249523,
0.021515510976314545,
0.01663375273346901,
-0.006697454955428839,
0.07120779156684875,
0.036383263766765594,
-0.05557742714881897,
-0.04411845654249191,
0.05119120702147484,
0.02171378955245018,
0.00968852173537016,
0.1021045446395874,
-0.007229693233966827,
-0.034774940460920334,
-0.03740396723151207,
-0.04893366992473602,
0.06922993063926697,
-0.028374699875712395,
0.04110921546816826,
0.05428376793861389,
-0.01892530731856823,
-0.03381520137190819,
-0.04680265858769417,
0.024464737623929977,
-0.03196205571293831,
-0.0364900678396225,
0.030917633324861526,
0.01999228075146675,
-0.05671796202659607,
0.01712706685066223,
0.03674312308430672,
0.03997445106506348,
0.042996570467948914,
0.06990601122379303,
0.05417918041348457,
0.027036428451538086,
0.02709542028605938,
0.018783332780003548,
-0.0250856913626194,
-0.02772546000778675,
-0.03951946645975113,
-0.03414811193943024,
0.0016715445090085268,
0.006192917004227638,
0.028187420219182968,
-0.029880395159125328,
0.0033289133571088314,
-0.03302371874451637,
-0.0320013128221035,
-0.05888599157333374,
0.04176102206110954,
-0.01682186871767044,
0.0060753230936825275,
0.005440643988549709,
0.05012502521276474,
0.06157231703400612,
0.05380901321768761,
-0.04854327067732811,
-0.03971867635846138,
0.09855757653713226,
0.00743405194953084,
0.044836558401584625,
-0.029895499348640442,
0.029739638790488243,
-0.20796799659729004,
-0.054765112698078156,
0.030254026874899864,
-0.08733555674552917,
0.011544913053512573,
0.0038013262674212456,
-0.0689900815486908,
-0.05214028060436249,
-0.06860429048538208,
-0.004172074142843485,
0.056761834770441055,
0.030461061745882034,
0.06296490877866745,
0.025317514315247536,
-0.07077540457248688,
0.03661665320396423,
-0.03953089937567711,
-0.04212714731693268,
-0.03068138286471367,
-0.03438848257064819,
0.0834210142493248,
0.04421388730406761,
-0.06534832715988159,
-0.06215718388557434,
0.011476310901343822,
-0.042593829333782196,
0.11073485761880875,
0.03259173780679703,
-0.01842338964343071,
-0.04911218583583832,
0.11870143562555313,
-0.0460597425699234,
-0.015975724905729294,
-0.04305844008922577,
0.016327306628227234,
0.003373812884092331,
0.01256600022315979,
-0.02794317528605461,
0.006444547325372696,
-0.0901586189866066,
0.035907987505197525,
-0.041371289640665054,
-0.14089569449424744,
-0.011401453986763954,
-0.03145017474889755,
0.029277682304382324,
0.05872665345668793,
-0.07162948697805405,
-0.09217853844165802,
-0.02631390653550625,
0.015331977978348732,
-0.0055904448963701725,
0.01633727177977562,
0.020152738317847252,
0.03746688738465309,
1.2723964113033151e-33,
-0.053501445800065994,
-0.10244008898735046,
-0.0006378210964612663,
0.011079506948590279,
0.02624501846730709,
0.07669693231582642,
0.02563694678246975,
-0.06531313806772232,
0.06598580628633499,
-0.027474114671349525,
-0.031722355633974075,
0.11366283893585205,
-0.06823184341192245,
0.06490062922239304,
0.002105733845382929,
0.03774194419384003,
0.026723671704530716,
0.07992605119943619,
-0.03434629365801811,
-0.03309139981865883,
-0.007565036416053772,
0.054759055376052856,
-0.03786861523985863,
-0.03006390482187271,
0.029993997886776924,
0.0005304116639308631,
-0.06219983473420143,
-0.06971678882837296,
-0.04780856519937515,
0.016614526510238647,
-0.06706350296735764,
0.08126341551542282,
-0.023008907213807106,
0.012975677847862244,
-0.018115485087037086,
-0.003203475149348378,
-0.022593805566430092,
-0.021015474572777748,
-0.08497746288776398,
-0.020447315648198128,
-0.03850796818733215,
-0.0020178353879600763,
0.027005858719348907,
-0.08019691705703735,
-0.018872730433940887,
-0.0071207694709300995,
0.07048507034778595,
0.012427333742380142,
0.021409111097455025,
-0.05640825629234314,
-0.02782178670167923,
-0.01373315043747425,
-0.0006458939169533551,
-0.0320955328643322,
-0.026280852034687996,
0.045324359089136124,
-0.04156132787466049,
0.01358150877058506,
0.009607221931219101,
0.09529067575931549,
-0.09493142366409302,
0.060723692178726196,
0.05299082398414612,
-0.09359173476696014,
0.0903574749827385,
0.04734029620885849,
0.04894212260842323,
-0.10878115147352219,
0.13035787642002106,
0.0272426325827837,
-0.002239139750599861,
0.03364875912666321,
0.028571272268891335,
-0.06629163026809692,
0.10698246955871582,
0.08386743813753128,
-0.09991753846406937,
-0.10234016180038452,
-0.042120561003685,
0.0003322865813970566,
0.006546877324581146,
-0.027164064347743988,
-0.019736865535378456,
-0.03375915810465813,
0.015062371268868446,
0.01638667657971382,
0.024096708744764328,
0.009404988959431648,
-0.07459863275289536,
0.05794057995080948,
-0.026772568002343178,
-0.02653183974325657,
-0.04477742686867714,
0.04616288095712662,
0.030927950516343117,
-3.0504410848334453e-33,
-0.14918963611125946,
0.010339377447962761,
0.042523182928562164,
-0.006898747757077217,
-0.06321165710687637,
-0.007283926010131836,
0.02133672870695591,
-0.059427451342344284,
-0.037562672048807144,
0.03847051411867142,
-0.08790450543165207,
-0.030098438262939453,
0.010529248975217342,
-0.03486098721623421,
-0.0357498936355114,
0.021933017298579216,
0.038936395198106766,
0.09454181790351868,
-0.040830619633197784,
-0.05568373575806618,
0.020053477957844734,
0.050970643758773804,
-0.11159629374742508,
0.06628752499818802,
0.023388173431158066,
0.04007149487733841,
-0.02511182241141796,
0.003446131944656372,
-0.018230818212032318,
0.007726865354925394,
-0.0922161415219307,
-0.09283845126628876,
-0.06716210395097733,
0.0446377769112587,
-0.02672591619193554,
-0.02029414474964142,
-0.0796412006020546,
0.0708986297249794,
-0.0845244824886322,
0.025267982855439186,
-0.018619129434227943,
-0.009357910603284836,
-0.021261395886540413,
0.041613370180130005,
0.08124516159296036,
-0.00998019427061081,
0.01994212530553341,
-0.018963491544127464,
0.07810234278440475,
-0.013145833276212215,
-0.04325161501765251,
0.06442863494157791,
0.030754011124372482,
0.09335481375455856,
0.024547504261136055,
0.05175602436065674,
-0.05448928847908974,
-0.03741946443915367,
0.06406184285879135,
-0.03678329288959503,
-0.007525139022618532,
-0.020775772631168365,
0.033361613750457764,
0.11867747455835342,
0.04080846905708313,
-0.006919070612639189,
-0.08549565821886063,
-0.08895281702280045,
-0.03724606707692146,
0.01607539877295494,
0.0641126036643982,
0.02409125491976738,
-0.006640675012022257,
-0.014683309942483902,
0.04353071004152298,
0.028577787801623344,
0.05444612726569176,
0.03197157755494118,
0.005847108084708452,
0.0025380924344062805,
0.040913086384534836,
-0.05762485787272453,
0.06704014539718628,
0.05287855863571167,
0.09132236242294312,
-0.03743847832083702,
0.017970694229006767,
-0.07808668911457062,
0.0627899169921875,
-0.04315092787146568,
0.02852649986743927,
0.03285255283117294,
-0.0036144338082522154,
0.04294142872095108,
-0.09327815473079681,
-3.1502555231099905e-8,
-0.008599990978837013,
-0.02562837302684784,
-0.02534811943769455,
-0.07127031683921814,
0.03254798799753189,
-0.0016533839516341686,
0.037701867520809174,
0.0672517642378807,
-0.12163298577070236,
0.08703812211751938,
0.047773316502571106,
0.0370197594165802,
-0.0341859869658947,
0.046690382063388824,
-0.018832627683877945,
0.07974070310592651,
0.020534515380859375,
0.04551667347550392,
0.02177469991147518,
-0.03854473680257797,
0.025019528344273567,
-0.035023465752601624,
-0.041515227407217026,
0.06260409206151962,
-0.04767375811934471,
-0.028271034359931946,
0.020776156336069107,
-0.010926165618002415,
0.10171424597501755,
0.029852544888854027,
-0.0339343436062336,
-0.024537358433008194,
0.0105860885232687,
0.051646772772073746,
-0.021000448614358902,
0.05561443790793419,
-0.021372931078076363,
-0.017867982387542725,
-0.030751414597034454,
0.007791526149958372,
0.03631617873907089,
-0.07498960196971893,
0.01328317355364561,
0.00006289651355473325,
0.053928058594465256,
0.07032861560583115,
0.062440309673547745,
-0.03740847855806351,
-0.00038169758045114577,
-0.030978931114077568,
-0.03934333845973015,
-0.055829521268606186,
0.0027233895380049944,
0.017563365399837494,
-0.02926919236779213,
0.045992765575647354,
0.018702013418078423,
-0.041871823370456696,
0.002248517470434308,
-0.0023624177556484938,
-0.029096050187945366,
0.06486450880765915,
-0.010964162647724152,
-0.021812301129102707
] | null | null | null | null | null | null | null |
[
0.12445911020040512,
-0.057166241109371185,
0.02390727773308754,
-0.06253787875175476,
-0.02788536436855793,
0.041726697236299515,
0.11278820037841797,
0.022674355655908585,
0.008446591906249523,
0.021515510976314545,
0.01663375273346901,
-0.006697454955428839,
0.07120779156684875,
0.036383263766765594,
-0.05557742714881897,
-0.04411845654249191,
0.05119120702147484,
0.02171378955245018,
0.00968852173537016,
0.1021045446395874,
-0.007229693233966827,
-0.034774940460920334,
-0.03740396723151207,
-0.04893366992473602,
0.06922993063926697,
-0.028374699875712395,
0.04110921546816826,
0.05428376793861389,
-0.01892530731856823,
-0.03381520137190819,
-0.04680265858769417,
0.024464737623929977,
-0.03196205571293831,
-0.0364900678396225,
0.030917633324861526,
0.01999228075146675,
-0.05671796202659607,
0.01712706685066223,
0.03674312308430672,
0.03997445106506348,
0.042996570467948914,
0.06990601122379303,
0.05417918041348457,
0.027036428451538086,
0.02709542028605938,
0.018783332780003548,
-0.0250856913626194,
-0.02772546000778675,
-0.03951946645975113,
-0.03414811193943024,
0.0016715445090085268,
0.006192917004227638,
0.028187420219182968,
-0.029880395159125328,
0.0033289133571088314,
-0.03302371874451637,
-0.0320013128221035,
-0.05888599157333374,
0.04176102206110954,
-0.01682186871767044,
0.0060753230936825275,
0.005440643988549709,
0.05012502521276474,
0.06157231703400612,
0.05380901321768761,
-0.04854327067732811,
-0.03971867635846138,
0.09855757653713226,
0.00743405194953084,
0.044836558401584625,
-0.029895499348640442,
0.029739638790488243,
-0.20796799659729004,
-0.054765112698078156,
0.030254026874899864,
-0.08733555674552917,
0.011544913053512573,
0.0038013262674212456,
-0.0689900815486908,
-0.05214028060436249,
-0.06860429048538208,
-0.004172074142843485,
0.056761834770441055,
0.030461061745882034,
0.06296490877866745,
0.025317514315247536,
-0.07077540457248688,
0.03661665320396423,
-0.03953089937567711,
-0.04212714731693268,
-0.03068138286471367,
-0.03438848257064819,
0.0834210142493248,
0.04421388730406761,
-0.06534832715988159,
-0.06215718388557434,
0.011476310901343822,
-0.042593829333782196,
0.11073485761880875,
0.03259173780679703,
-0.01842338964343071,
-0.04911218583583832,
0.11870143562555313,
-0.0460597425699234,
-0.015975724905729294,
-0.04305844008922577,
0.016327306628227234,
0.003373812884092331,
0.01256600022315979,
-0.02794317528605461,
0.006444547325372696,
-0.0901586189866066,
0.035907987505197525,
-0.041371289640665054,
-0.14089569449424744,
-0.011401453986763954,
-0.03145017474889755,
0.029277682304382324,
0.05872665345668793,
-0.07162948697805405,
-0.09217853844165802,
-0.02631390653550625,
0.015331977978348732,
-0.0055904448963701725,
0.01633727177977562,
0.020152738317847252,
0.03746688738465309,
1.2723964113033151e-33,
-0.053501445800065994,
-0.10244008898735046,
-0.0006378210964612663,
0.011079506948590279,
0.02624501846730709,
0.07669693231582642,
0.02563694678246975,
-0.06531313806772232,
0.06598580628633499,
-0.027474114671349525,
-0.031722355633974075,
0.11366283893585205,
-0.06823184341192245,
0.06490062922239304,
0.002105733845382929,
0.03774194419384003,
0.026723671704530716,
0.07992605119943619,
-0.03434629365801811,
-0.03309139981865883,
-0.007565036416053772,
0.054759055376052856,
-0.03786861523985863,
-0.03006390482187271,
0.029993997886776924,
0.0005304116639308631,
-0.06219983473420143,
-0.06971678882837296,
-0.04780856519937515,
0.016614526510238647,
-0.06706350296735764,
0.08126341551542282,
-0.023008907213807106,
0.012975677847862244,
-0.018115485087037086,
-0.003203475149348378,
-0.022593805566430092,
-0.021015474572777748,
-0.08497746288776398,
-0.020447315648198128,
-0.03850796818733215,
-0.0020178353879600763,
0.027005858719348907,
-0.08019691705703735,
-0.018872730433940887,
-0.0071207694709300995,
0.07048507034778595,
0.012427333742380142,
0.021409111097455025,
-0.05640825629234314,
-0.02782178670167923,
-0.01373315043747425,
-0.0006458939169533551,
-0.0320955328643322,
-0.026280852034687996,
0.045324359089136124,
-0.04156132787466049,
0.01358150877058506,
0.009607221931219101,
0.09529067575931549,
-0.09493142366409302,
0.060723692178726196,
0.05299082398414612,
-0.09359173476696014,
0.0903574749827385,
0.04734029620885849,
0.04894212260842323,
-0.10878115147352219,
0.13035787642002106,
0.0272426325827837,
-0.002239139750599861,
0.03364875912666321,
0.028571272268891335,
-0.06629163026809692,
0.10698246955871582,
0.08386743813753128,
-0.09991753846406937,
-0.10234016180038452,
-0.042120561003685,
0.0003322865813970566,
0.006546877324581146,
-0.027164064347743988,
-0.019736865535378456,
-0.03375915810465813,
0.015062371268868446,
0.01638667657971382,
0.024096708744764328,
0.009404988959431648,
-0.07459863275289536,
0.05794057995080948,
-0.026772568002343178,
-0.02653183974325657,
-0.04477742686867714,
0.04616288095712662,
0.030927950516343117,
-3.0504410848334453e-33,
-0.14918963611125946,
0.010339377447962761,
0.042523182928562164,
-0.006898747757077217,
-0.06321165710687637,
-0.007283926010131836,
0.02133672870695591,
-0.059427451342344284,
-0.037562672048807144,
0.03847051411867142,
-0.08790450543165207,
-0.030098438262939453,
0.010529248975217342,
-0.03486098721623421,
-0.0357498936355114,
0.021933017298579216,
0.038936395198106766,
0.09454181790351868,
-0.040830619633197784,
-0.05568373575806618,
0.020053477957844734,
0.050970643758773804,
-0.11159629374742508,
0.06628752499818802,
0.023388173431158066,
0.04007149487733841,
-0.02511182241141796,
0.003446131944656372,
-0.018230818212032318,
0.007726865354925394,
-0.0922161415219307,
-0.09283845126628876,
-0.06716210395097733,
0.0446377769112587,
-0.02672591619193554,
-0.02029414474964142,
-0.0796412006020546,
0.0708986297249794,
-0.0845244824886322,
0.025267982855439186,
-0.018619129434227943,
-0.009357910603284836,
-0.021261395886540413,
0.041613370180130005,
0.08124516159296036,
-0.00998019427061081,
0.01994212530553341,
-0.018963491544127464,
0.07810234278440475,
-0.013145833276212215,
-0.04325161501765251,
0.06442863494157791,
0.030754011124372482,
0.09335481375455856,
0.024547504261136055,
0.05175602436065674,
-0.05448928847908974,
-0.03741946443915367,
0.06406184285879135,
-0.03678329288959503,
-0.007525139022618532,
-0.020775772631168365,
0.033361613750457764,
0.11867747455835342,
0.04080846905708313,
-0.006919070612639189,
-0.08549565821886063,
-0.08895281702280045,
-0.03724606707692146,
0.01607539877295494,
0.0641126036643982,
0.02409125491976738,
-0.006640675012022257,
-0.014683309942483902,
0.04353071004152298,
0.028577787801623344,
0.05444612726569176,
0.03197157755494118,
0.005847108084708452,
0.0025380924344062805,
0.040913086384534836,
-0.05762485787272453,
0.06704014539718628,
0.05287855863571167,
0.09132236242294312,
-0.03743847832083702,
0.017970694229006767,
-0.07808668911457062,
0.0627899169921875,
-0.04315092787146568,
0.02852649986743927,
0.03285255283117294,
-0.0036144338082522154,
0.04294142872095108,
-0.09327815473079681,
-3.1502555231099905e-8,
-0.008599990978837013,
-0.02562837302684784,
-0.02534811943769455,
-0.07127031683921814,
0.03254798799753189,
-0.0016533839516341686,
0.037701867520809174,
0.0672517642378807,
-0.12163298577070236,
0.08703812211751938,
0.047773316502571106,
0.0370197594165802,
-0.0341859869658947,
0.046690382063388824,
-0.018832627683877945,
0.07974070310592651,
0.020534515380859375,
0.04551667347550392,
0.02177469991147518,
-0.03854473680257797,
0.025019528344273567,
-0.035023465752601624,
-0.041515227407217026,
0.06260409206151962,
-0.04767375811934471,
-0.028271034359931946,
0.020776156336069107,
-0.010926165618002415,
0.10171424597501755,
0.029852544888854027,
-0.0339343436062336,
-0.024537358433008194,
0.0105860885232687,
0.051646772772073746,
-0.021000448614358902,
0.05561443790793419,
-0.021372931078076363,
-0.017867982387542725,
-0.030751414597034454,
0.007791526149958372,
0.03631617873907089,
-0.07498960196971893,
0.01328317355364561,
0.00006289651355473325,
0.053928058594465256,
0.07032861560583115,
0.062440309673547745,
-0.03740847855806351,
-0.00038169758045114577,
-0.030978931114077568,
-0.03934333845973015,
-0.055829521268606186,
0.0027233895380049944,
0.017563365399837494,
-0.02926919236779213,
0.045992765575647354,
0.018702013418078423,
-0.041871823370456696,
0.002248517470434308,
-0.0023624177556484938,
-0.029096050187945366,
0.06486450880765915,
-0.010964162647724152,
-0.021812301129102707
] |
1402.3179
|
Fernando Oscar Minotti
|
F. O. Minotti
|
Longitudinal forces in pinched electric currents
|
3 pages, no figures
| null | null | null |
gr-qc physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
It is shown that the theory of Mbelek and Lachi\`eze-Rey predicts
longitudinal forces of gravitational origin in pinched current distributions,
with magnitudes large enough to have noticeable effects.
|
[
{
"created": "Thu, 13 Feb 2014 15:36:11 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Minotti",
"F. O.",
""
]
] |
[
-0.10020741075277328,
-0.012735603377223015,
0.06954510509967804,
0.057704027742147446,
-0.012446455657482147,
0.02967611886560917,
-0.04127326235175133,
0.13173434138298035,
0.01605052314698696,
0.03580227866768837,
0.006077219732105732,
-0.03746218979358673,
-0.026189753785729408,
-0.0017742901109158993,
0.026367994025349617,
-0.019136320799589157,
-0.06712129712104797,
0.06235792487859726,
0.010997463017702103,
0.07732655853033066,
-0.0064985561184585094,
-0.02792934700846672,
0.012916438281536102,
0.05600961670279503,
0.016583511605858803,
-0.07735156267881393,
0.0958605706691742,
0.03862666338682175,
-0.0478123240172863,
-0.06072857603430748,
-0.03500322625041008,
0.0051854015327990055,
-0.13291925191879272,
0.07526817172765732,
-0.029645506292581558,
0.15193521976470947,
-0.005218788981437683,
0.021004391834139824,
-0.03249739110469818,
-0.012425345368683338,
0.016352014616131783,
-0.024187935516238213,
0.12192515283823013,
0.033894021064043045,
0.09112279117107391,
0.004479109775274992,
0.050208043307065964,
-0.0009706292767077684,
-0.02177952043712139,
0.02161121740937233,
0.0965188667178154,
-0.05148029699921608,
0.03889176622033119,
-0.02626108191907406,
0.014250277541577816,
-0.013789397664368153,
-0.027299657464027405,
-0.03992509841918945,
0.053148459643125534,
-0.001694982871413231,
0.07656911015510559,
-0.01867133565247059,
-0.03375449776649475,
-0.0033291864674538374,
-0.02067575976252556,
0.037544820457696915,
0.051225464791059494,
0.028190644457936287,
-0.04657819867134094,
0.02305196411907673,
-0.01923198066651821,
0.040055301040410995,
-0.09679938107728958,
-0.1462230086326599,
0.0586637444794178,
-0.034287113696336746,
0.02525384910404682,
0.13057903945446014,
0.023207344114780426,
-0.0766107589006424,
-0.015688715502619743,
-0.0017328106332570314,
-0.12144263088703156,
-0.055413927882909775,
-0.07954683899879456,
-0.08695752918720245,
0.06986843794584274,
-0.043558329343795776,
0.03880470246076584,
-0.009017542004585266,
0.08027369529008865,
-0.017863944172859192,
-0.07207415252923965,
-0.02684645541012287,
-0.030514223501086235,
0.0021262059453874826,
0.008198411203920841,
0.0039277225732803345,
-0.0037262809928506613,
-0.005901551805436611,
0.028970984742045403,
0.03799424692988396,
-0.01552564650774002,
0.1311497986316681,
0.03156442940235138,
0.00814224872738123,
0.05396714061498642,
-0.04724571108818054,
0.038806669414043427,
0.0282943956553936,
-0.008042129687964916,
0.03973282128572464,
-0.014586353674530983,
-0.04831279069185257,
-0.08221651613712311,
0.02954152598977089,
0.01042609941214323,
0.022173505276441574,
-0.0686478242278099,
0.011265646666288376,
-0.06915711611509323,
0.05239323526620865,
-0.014313483610749245,
0.039454422891139984,
-0.047236356884241104,
0.1022953912615776,
-0.04503338038921356,
-2.7951163649951518e-33,
0.08351443707942963,
-0.06539630889892578,
0.024708542972803116,
0.005968993064016104,
0.012871501967310905,
-0.07158304750919342,
-0.02856154553592205,
0.01687285117805004,
-0.011922203004360199,
-0.0027983863838016987,
-0.12370618432760239,
0.10092424601316452,
0.030420666560530663,
-0.021429000422358513,
-0.05768510699272156,
0.028770681470632553,
-0.03668752312660217,
-0.046128276735544205,
0.06366411596536636,
0.027827642858028412,
-0.05950934439897537,
0.020677080377936363,
-0.0014234427362680435,
-0.03173619881272316,
-0.10743781924247742,
-0.051430843770504,
0.01644301228225231,
0.04931376501917839,
-0.10698191821575165,
0.03012320026755333,
-0.04259685054421425,
-0.013762935064733028,
-0.03122594580054283,
-0.006440518889576197,
-0.041889581829309464,
0.046802155673503876,
0.054774459451436996,
-0.028022583574056625,
-0.0097594503313303,
-0.018582845106720924,
-0.02261366695165634,
-0.019190801307559013,
-0.02147321216762066,
-0.00798588152974844,
0.02219448797404766,
0.02210616134107113,
0.059861984103918076,
-0.07832273095846176,
0.034282829612493515,
0.05634628236293793,
0.011765722185373306,
-0.009814298711717129,
-0.08047091960906982,
0.09094124287366867,
0.03198947384953499,
0.032686542719602585,
-0.11775778979063034,
-0.016620155423879623,
-0.04802943393588066,
0.014255635440349579,
0.027381857857108116,
0.02693755552172661,
0.017923178151249886,
-0.020511716604232788,
0.014468062669038773,
0.04832141101360321,
-0.007957578636705875,
0.004751097410917282,
-0.09164845198392868,
-0.020762838423252106,
-0.03398072347044945,
-0.012643687427043915,
0.0115159060806036,
-0.02839239500463009,
-0.05993146821856499,
0.07524533569812775,
0.018833018839359283,
0.018291225656867027,
0.07585497945547104,
0.03330669179558754,
0.0020114658400416374,
-0.1016528308391571,
0.04003666713833809,
-0.05568620190024376,
-0.07875455915927887,
-0.009122466668486595,
0.0006091211689636111,
-0.04713955894112587,
-0.02199128456413746,
-0.039864618331193924,
-0.07590346783399582,
0.016425883397459984,
0.08290580660104752,
-0.041123341768980026,
0.031058313325047493,
-1.5963944294716082e-33,
-0.02956015057861805,
0.023816069588065147,
-0.03429560735821724,
0.0006234946195036173,
0.035370223224163055,
-0.023974256590008736,
0.0029937883373349905,
0.13108223676681519,
-0.09456878155469894,
-0.0974070206284523,
0.005532319191843271,
-0.026347728446125984,
-0.04632590338587761,
-0.009250259026885033,
0.04309726879000664,
-0.004686843603849411,
0.009442664682865143,
-0.007071710657328367,
-0.023902619257569313,
0.02096175216138363,
0.0911291092634201,
-0.0032635291572660208,
0.0388772115111351,
-0.04324229061603546,
0.05482085049152374,
-0.012453584000468254,
-0.021417703479528427,
0.043256234377622604,
-0.1062367632985115,
0.06062677130103111,
0.05588150396943092,
0.10531836003065109,
-0.029454154893755913,
0.029629744589328766,
-0.07579666376113892,
-0.025951610878109932,
-0.07758117467164993,
-0.0003935999411623925,
0.09048253297805786,
0.01113182120025158,
-0.016249027103185654,
0.12054750323295593,
0.06246271729469299,
-0.06374666094779968,
0.001080529997125268,
0.001935066538862884,
0.010699242353439331,
0.025610368698835373,
0.005272363778203726,
-0.01905028149485588,
-0.06297120451927185,
-0.0705939456820488,
0.025733867660164833,
-0.014398298226296902,
-0.09511913359165192,
0.028964372351765633,
0.010032263584434986,
-0.0010162768885493279,
-0.009065727703273296,
0.03309233859181404,
-0.01918311044573784,
-0.014717886224389076,
0.048193447291851044,
-0.13277475535869598,
-0.04222440347075462,
-0.055879805237054825,
-0.0324234738945961,
-0.025172285735607147,
0.05456310883164406,
-0.0445883572101593,
0.008091931231319904,
-0.0067335800267755985,
-0.024885734543204308,
0.019730346277356148,
-0.02373986504971981,
0.05384766310453415,
0.043909307569265366,
-0.11000337451696396,
-0.008289903402328491,
-0.1042272076010704,
0.04132765159010887,
0.05375896766781807,
0.033225808292627335,
-0.03973967209458351,
-0.054105013608932495,
-0.04516976699233055,
-0.06444425135850906,
-0.01259634643793106,
0.08097240328788757,
-0.020442208275198936,
-0.04830368980765343,
-0.02400335483253002,
0.018140632659196854,
0.02213483676314354,
-0.02102077007293701,
-3.262593395447766e-8,
0.03594781085848808,
0.05965368077158928,
-0.023601653054356575,
0.0820697471499443,
-0.009547125548124313,
0.09668511897325516,
-0.03350816294550896,
0.00738918362185359,
0.0037983404472470284,
-0.05927537381649017,
0.06930097192525864,
0.004980049096047878,
0.03201630711555481,
0.02416061982512474,
-0.020286574959754944,
0.01869709976017475,
-0.00023979476827662438,
0.0027763214893639088,
-0.043459709733724594,
0.060810644179582596,
0.06326869875192642,
0.02327881194651127,
0.05484304204583168,
-0.04835805296897888,
0.07062795013189316,
-0.0037822085432708263,
-0.012818017974495888,
0.02049144171178341,
-0.02633855678141117,
-0.024570154026150703,
-0.023159055039286613,
0.0012775491923093796,
0.0023630568757653236,
0.02491329051554203,
-0.006365113891661167,
0.1424218863248825,
-0.03039921261370182,
-0.002732175635173917,
0.020498715341091156,
0.10671572387218475,
0.0009568021632730961,
-0.016237979754805565,
0.0420662946999073,
0.004520806483924389,
-0.08386105298995972,
0.03089902736246586,
0.0010866933735087514,
-0.027382321655750275,
-0.020833702757954597,
0.024333829060196877,
-0.05192027986049652,
0.00012807140592485666,
-0.021131688728928566,
0.04316171258687973,
0.04212971404194832,
0.03828023001551628,
-0.10762801766395569,
0.036516569554805756,
-0.009166993200778961,
-0.06269171088933945,
-0.004333063494414091,
-0.07572617381811142,
-0.08221887797117233,
0.017031459137797356
] | null | null | null | null | null | null | null |
[
-0.10020741075277328,
-0.012735603377223015,
0.06954510509967804,
0.057704027742147446,
-0.012446455657482147,
0.02967611886560917,
-0.04127326235175133,
0.13173434138298035,
0.01605052314698696,
0.03580227866768837,
0.006077219732105732,
-0.03746218979358673,
-0.026189753785729408,
-0.0017742901109158993,
0.026367994025349617,
-0.019136320799589157,
-0.06712129712104797,
0.06235792487859726,
0.010997463017702103,
0.07732655853033066,
-0.0064985561184585094,
-0.02792934700846672,
0.012916438281536102,
0.05600961670279503,
0.016583511605858803,
-0.07735156267881393,
0.0958605706691742,
0.03862666338682175,
-0.0478123240172863,
-0.06072857603430748,
-0.03500322625041008,
0.0051854015327990055,
-0.13291925191879272,
0.07526817172765732,
-0.029645506292581558,
0.15193521976470947,
-0.005218788981437683,
0.021004391834139824,
-0.03249739110469818,
-0.012425345368683338,
0.016352014616131783,
-0.024187935516238213,
0.12192515283823013,
0.033894021064043045,
0.09112279117107391,
0.004479109775274992,
0.050208043307065964,
-0.0009706292767077684,
-0.02177952043712139,
0.02161121740937233,
0.0965188667178154,
-0.05148029699921608,
0.03889176622033119,
-0.02626108191907406,
0.014250277541577816,
-0.013789397664368153,
-0.027299657464027405,
-0.03992509841918945,
0.053148459643125534,
-0.001694982871413231,
0.07656911015510559,
-0.01867133565247059,
-0.03375449776649475,
-0.0033291864674538374,
-0.02067575976252556,
0.037544820457696915,
0.051225464791059494,
0.028190644457936287,
-0.04657819867134094,
0.02305196411907673,
-0.01923198066651821,
0.040055301040410995,
-0.09679938107728958,
-0.1462230086326599,
0.0586637444794178,
-0.034287113696336746,
0.02525384910404682,
0.13057903945446014,
0.023207344114780426,
-0.0766107589006424,
-0.015688715502619743,
-0.0017328106332570314,
-0.12144263088703156,
-0.055413927882909775,
-0.07954683899879456,
-0.08695752918720245,
0.06986843794584274,
-0.043558329343795776,
0.03880470246076584,
-0.009017542004585266,
0.08027369529008865,
-0.017863944172859192,
-0.07207415252923965,
-0.02684645541012287,
-0.030514223501086235,
0.0021262059453874826,
0.008198411203920841,
0.0039277225732803345,
-0.0037262809928506613,
-0.005901551805436611,
0.028970984742045403,
0.03799424692988396,
-0.01552564650774002,
0.1311497986316681,
0.03156442940235138,
0.00814224872738123,
0.05396714061498642,
-0.04724571108818054,
0.038806669414043427,
0.0282943956553936,
-0.008042129687964916,
0.03973282128572464,
-0.014586353674530983,
-0.04831279069185257,
-0.08221651613712311,
0.02954152598977089,
0.01042609941214323,
0.022173505276441574,
-0.0686478242278099,
0.011265646666288376,
-0.06915711611509323,
0.05239323526620865,
-0.014313483610749245,
0.039454422891139984,
-0.047236356884241104,
0.1022953912615776,
-0.04503338038921356,
-2.7951163649951518e-33,
0.08351443707942963,
-0.06539630889892578,
0.024708542972803116,
0.005968993064016104,
0.012871501967310905,
-0.07158304750919342,
-0.02856154553592205,
0.01687285117805004,
-0.011922203004360199,
-0.0027983863838016987,
-0.12370618432760239,
0.10092424601316452,
0.030420666560530663,
-0.021429000422358513,
-0.05768510699272156,
0.028770681470632553,
-0.03668752312660217,
-0.046128276735544205,
0.06366411596536636,
0.027827642858028412,
-0.05950934439897537,
0.020677080377936363,
-0.0014234427362680435,
-0.03173619881272316,
-0.10743781924247742,
-0.051430843770504,
0.01644301228225231,
0.04931376501917839,
-0.10698191821575165,
0.03012320026755333,
-0.04259685054421425,
-0.013762935064733028,
-0.03122594580054283,
-0.006440518889576197,
-0.041889581829309464,
0.046802155673503876,
0.054774459451436996,
-0.028022583574056625,
-0.0097594503313303,
-0.018582845106720924,
-0.02261366695165634,
-0.019190801307559013,
-0.02147321216762066,
-0.00798588152974844,
0.02219448797404766,
0.02210616134107113,
0.059861984103918076,
-0.07832273095846176,
0.034282829612493515,
0.05634628236293793,
0.011765722185373306,
-0.009814298711717129,
-0.08047091960906982,
0.09094124287366867,
0.03198947384953499,
0.032686542719602585,
-0.11775778979063034,
-0.016620155423879623,
-0.04802943393588066,
0.014255635440349579,
0.027381857857108116,
0.02693755552172661,
0.017923178151249886,
-0.020511716604232788,
0.014468062669038773,
0.04832141101360321,
-0.007957578636705875,
0.004751097410917282,
-0.09164845198392868,
-0.020762838423252106,
-0.03398072347044945,
-0.012643687427043915,
0.0115159060806036,
-0.02839239500463009,
-0.05993146821856499,
0.07524533569812775,
0.018833018839359283,
0.018291225656867027,
0.07585497945547104,
0.03330669179558754,
0.0020114658400416374,
-0.1016528308391571,
0.04003666713833809,
-0.05568620190024376,
-0.07875455915927887,
-0.009122466668486595,
0.0006091211689636111,
-0.04713955894112587,
-0.02199128456413746,
-0.039864618331193924,
-0.07590346783399582,
0.016425883397459984,
0.08290580660104752,
-0.041123341768980026,
0.031058313325047493,
-1.5963944294716082e-33,
-0.02956015057861805,
0.023816069588065147,
-0.03429560735821724,
0.0006234946195036173,
0.035370223224163055,
-0.023974256590008736,
0.0029937883373349905,
0.13108223676681519,
-0.09456878155469894,
-0.0974070206284523,
0.005532319191843271,
-0.026347728446125984,
-0.04632590338587761,
-0.009250259026885033,
0.04309726879000664,
-0.004686843603849411,
0.009442664682865143,
-0.007071710657328367,
-0.023902619257569313,
0.02096175216138363,
0.0911291092634201,
-0.0032635291572660208,
0.0388772115111351,
-0.04324229061603546,
0.05482085049152374,
-0.012453584000468254,
-0.021417703479528427,
0.043256234377622604,
-0.1062367632985115,
0.06062677130103111,
0.05588150396943092,
0.10531836003065109,
-0.029454154893755913,
0.029629744589328766,
-0.07579666376113892,
-0.025951610878109932,
-0.07758117467164993,
-0.0003935999411623925,
0.09048253297805786,
0.01113182120025158,
-0.016249027103185654,
0.12054750323295593,
0.06246271729469299,
-0.06374666094779968,
0.001080529997125268,
0.001935066538862884,
0.010699242353439331,
0.025610368698835373,
0.005272363778203726,
-0.01905028149485588,
-0.06297120451927185,
-0.0705939456820488,
0.025733867660164833,
-0.014398298226296902,
-0.09511913359165192,
0.028964372351765633,
0.010032263584434986,
-0.0010162768885493279,
-0.009065727703273296,
0.03309233859181404,
-0.01918311044573784,
-0.014717886224389076,
0.048193447291851044,
-0.13277475535869598,
-0.04222440347075462,
-0.055879805237054825,
-0.0324234738945961,
-0.025172285735607147,
0.05456310883164406,
-0.0445883572101593,
0.008091931231319904,
-0.0067335800267755985,
-0.024885734543204308,
0.019730346277356148,
-0.02373986504971981,
0.05384766310453415,
0.043909307569265366,
-0.11000337451696396,
-0.008289903402328491,
-0.1042272076010704,
0.04132765159010887,
0.05375896766781807,
0.033225808292627335,
-0.03973967209458351,
-0.054105013608932495,
-0.04516976699233055,
-0.06444425135850906,
-0.01259634643793106,
0.08097240328788757,
-0.020442208275198936,
-0.04830368980765343,
-0.02400335483253002,
0.018140632659196854,
0.02213483676314354,
-0.02102077007293701,
-3.262593395447766e-8,
0.03594781085848808,
0.05965368077158928,
-0.023601653054356575,
0.0820697471499443,
-0.009547125548124313,
0.09668511897325516,
-0.03350816294550896,
0.00738918362185359,
0.0037983404472470284,
-0.05927537381649017,
0.06930097192525864,
0.004980049096047878,
0.03201630711555481,
0.02416061982512474,
-0.020286574959754944,
0.01869709976017475,
-0.00023979476827662438,
0.0027763214893639088,
-0.043459709733724594,
0.060810644179582596,
0.06326869875192642,
0.02327881194651127,
0.05484304204583168,
-0.04835805296897888,
0.07062795013189316,
-0.0037822085432708263,
-0.012818017974495888,
0.02049144171178341,
-0.02633855678141117,
-0.024570154026150703,
-0.023159055039286613,
0.0012775491923093796,
0.0023630568757653236,
0.02491329051554203,
-0.006365113891661167,
0.1424218863248825,
-0.03039921261370182,
-0.002732175635173917,
0.020498715341091156,
0.10671572387218475,
0.0009568021632730961,
-0.016237979754805565,
0.0420662946999073,
0.004520806483924389,
-0.08386105298995972,
0.03089902736246586,
0.0010866933735087514,
-0.027382321655750275,
-0.020833702757954597,
0.024333829060196877,
-0.05192027986049652,
0.00012807140592485666,
-0.021131688728928566,
0.04316171258687973,
0.04212971404194832,
0.03828023001551628,
-0.10762801766395569,
0.036516569554805756,
-0.009166993200778961,
-0.06269171088933945,
-0.004333063494414091,
-0.07572617381811142,
-0.08221887797117233,
0.017031459137797356
] |
1402.3180
|
Xuejing Hu
|
Xue-Jing Hu, You-Jin Yuan, Jun-Xia Wu, Xiao-Hu Zhang, Huan Jia
|
Research on the Design and Simulation of the CSRe Stochastic Cooling
System
|
5 pages, 9 figures
| null |
10.1088/1674-1137/39/8/087001
| null |
physics.acc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Stochastic cooling, as the different cooling mechanism from electron cooling,
is designed and constructed on CSRe (experimental Cooling Storage Ring) in
HIRFL (Heavy Ion Research Facility in Lanzhou) at present. The beam extracted
from CSRm (main Cooling Storage Ring) is injected into the CSRe, and then the
secondary beam with large momentum spread and large emittance is produced at
the internal target area. This paper is designed to optimize the lattice of
CSRe in order to satisfy the requirement of stochastic cooling system. Particle
Tracking Method is used and both transverse and longitudinal simulation is made
on the basis of the designed lattice. The results indicate that stochastic
cooling is suitable for beam cooling with larger momentum spread or larger
emittance, and cooling rate is preliminarily confirmed.
|
[
{
"created": "Thu, 13 Feb 2014 15:36:22 GMT",
"version": "v1"
}
] |
2015-09-02
|
[
[
"Hu",
"Xue-Jing",
""
],
[
"Yuan",
"You-Jin",
""
],
[
"Wu",
"Jun-Xia",
""
],
[
"Zhang",
"Xiao-Hu",
""
],
[
"Jia",
"Huan",
""
]
] |
[
-0.02911803126335144,
0.037376970052719116,
-0.04163074493408203,
0.04422905668616295,
-0.057396579533815384,
-0.08649532496929169,
-0.04553626477718353,
0.035119686275720596,
-0.010409527458250523,
-0.032586902379989624,
-0.015690632164478302,
-0.0139740239828825,
0.06775438040494919,
-0.11928816884756088,
0.03054289147257805,
-0.013440012000501156,
0.04768167436122894,
0.06282630562782288,
-0.04141145944595337,
-0.09491078555583954,
-0.07635887712240219,
-0.0961746796965599,
-0.056294068694114685,
-0.030154194682836533,
0.013940542936325073,
0.05649643391370773,
-0.0025504541117697954,
0.02678699418902397,
-0.02707396261394024,
0.014286170713603497,
0.03912580385804176,
-0.032381005585193634,
-0.046210531145334244,
0.018427282571792603,
0.02742816135287285,
-0.0014047193108126521,
-0.10234275460243225,
-0.08051951974630356,
-0.0606723427772522,
-0.0021076244302093983,
-0.020536305382847786,
0.07898344099521637,
0.03256813436746597,
0.0041548158042132854,
0.02512722834944725,
0.04652932286262512,
0.0695328414440155,
-0.07221151888370514,
-0.01883157156407833,
-0.050145212560892105,
-0.053697630763053894,
0.00223797676153481,
0.023065179586410522,
0.06050039082765579,
-0.07540462166070938,
0.06857407093048096,
0.03449932485818863,
-0.05489936098456383,
0.009301611222326756,
0.014777159318327904,
0.008451850153505802,
-0.08219987154006958,
-0.02081172913312912,
-0.06695997714996338,
-0.0051896641962230206,
0.0024277782067656517,
-0.03482739254832268,
0.06103763356804848,
0.062093306332826614,
0.016633333638310432,
0.034931253641843796,
0.011121522635221481,
0.06828127801418304,
0.0018760106759145856,
-0.012929026037454605,
-0.07217292487621307,
0.0011719107860699296,
-0.06550177931785583,
0.00715978816151619,
0.0341840535402298,
0.023352136835455894,
-0.04302491620182991,
0.0009935460984706879,
-0.0811925157904625,
-0.0693565383553505,
0.09121299535036087,
0.05655838921666145,
0.02005620114505291,
-0.04611869156360626,
-0.027034513652324677,
0.09641669690608978,
0.05435677245259285,
-0.043094076216220856,
0.01821667142212391,
-0.049051884561777115,
0.006970653310418129,
0.05911208316683769,
0.055859122425317764,
-0.010510893538594246,
-0.022744275629520416,
0.09245706349611282,
-0.0032995580695569515,
0.07938534766435623,
0.10028388351202011,
-0.04528798162937164,
-0.0387866236269474,
0.017913440242409706,
0.03395603224635124,
-0.029614625498652458,
-0.04919935762882233,
-0.02986348234117031,
0.0004809699021279812,
-0.07175212353467941,
-0.016081586480140686,
0.06842844933271408,
-0.016193782910704613,
-0.0718466117978096,
-0.00929146260023117,
-0.023357881233096123,
-0.042181774973869324,
0.012945481576025486,
0.01539169903844595,
-0.023014705628156662,
0.025077559053897858,
0.0594659224152565,
0.01231609471142292,
-0.09750831872224808,
4.0812752437527034e-33,
-0.02248770371079445,
0.02314932271838188,
-0.019358793273568153,
-0.05680713430047035,
-0.030767284333705902,
-0.03490327298641205,
-0.01219982374459505,
0.04704425483942032,
-0.009175659157335758,
-0.005272203590720892,
0.17910312116146088,
-0.07190117985010147,
-0.027748657390475273,
-0.038045432418584824,
0.0641883835196495,
-0.14638729393482208,
-0.05833933874964714,
0.05401983857154846,
0.062481388449668884,
0.05240032821893692,
0.029850400984287262,
-0.04218863323330879,
-0.003524737199768424,
0.014145088382065296,
0.002964230254292488,
0.030765097588300705,
0.05703667551279068,
0.007511008530855179,
-0.05976942181587219,
0.027505023404955864,
0.0806787759065628,
-0.015126354061067104,
0.009453770704567432,
0.041734904050827026,
0.04260653629899025,
-0.03255658224225044,
-0.09298111498355865,
0.015226377174258232,
0.013008004054427147,
-0.04547347500920296,
0.05444690212607384,
0.014326567761600018,
-0.02132064662873745,
0.0709841325879097,
-0.05982499569654465,
0.013375874608755112,
-0.06017357110977173,
-0.03855494409799576,
0.05731883645057678,
-0.018897645175457,
0.025363188236951828,
-0.018794134259223938,
0.015530409291386604,
0.048668958246707916,
0.10675892233848572,
0.0043125334195792675,
0.017574718222022057,
-0.02787109464406967,
0.02454221062362194,
-0.01429289486259222,
-0.05581431835889816,
-0.016332218423485756,
-0.02062552608549595,
0.0073871309868991375,
-0.0003061887691728771,
0.07111959904432297,
-0.06802674382925034,
0.04087105020880699,
-0.040678251534700394,
0.001412532408721745,
0.02983188070356846,
0.035503894090652466,
0.022176487371325493,
0.025035932660102844,
0.05974089726805687,
0.02498849853873253,
0.006908105220645666,
0.06353767216205597,
-0.04624948278069496,
-0.08749262988567352,
-0.10118742287158966,
-0.07043788582086563,
-0.054191578179597855,
-0.016607439145445824,
-0.03887477517127991,
-0.05183415859937668,
-0.014280775561928749,
0.040566302835941315,
0.004347957670688629,
-0.030440082773566246,
0.02455340512096882,
-0.0858471468091011,
0.05213356390595436,
0.05836126580834389,
-0.07076626271009445,
-4.441212348658457e-33,
0.003335493616759777,
0.008917424827814102,
0.024803543463349342,
0.06585274636745453,
0.01816857047379017,
0.058461643755435944,
0.004806427750736475,
-0.06678473949432373,
0.046445056796073914,
0.02402876690030098,
0.020199961960315704,
-0.004472393076866865,
-0.030951596796512604,
-0.008248488418757915,
0.06862668693065643,
0.016986947506666183,
0.00013617372314911336,
-0.08476556837558746,
0.022459037601947784,
0.03802654892206192,
0.019383171573281288,
-0.004352108109742403,
0.0797371044754982,
-0.04807722941040993,
0.03265354037284851,
-0.009914650581777096,
0.051323287189006805,
-0.03625532612204552,
0.06647301465272903,
-0.016597529873251915,
-0.033166319131851196,
0.07492852210998535,
0.04385330528020859,
0.025034843012690544,
-0.03850317746400833,
-0.09164230525493622,
0.02314591407775879,
0.01130207534879446,
0.1300845742225647,
-0.1056521087884903,
0.03306112438440323,
0.04526384547352791,
-0.0033274602610617876,
0.012972603552043438,
0.019256679341197014,
0.049399182200431824,
-0.005801274906843901,
0.055781371891498566,
0.07853976637125015,
-0.06372667104005814,
-0.060133714228868484,
-0.03407815471291542,
-0.014761089347302914,
-0.05048350989818573,
0.007893471047282219,
0.00010157359065487981,
-0.012113901786506176,
0.033975642174482346,
-0.011006742715835571,
-0.13753587007522583,
-0.004860358312726021,
-0.038436613976955414,
0.10241542011499405,
-0.039534565061330795,
-0.03223138302564621,
-0.02067141979932785,
-0.07928138971328735,
-0.010025128722190857,
-0.003325817873701453,
-0.009069417603313923,
0.028585901483893394,
0.023499084636569023,
-0.00384455150924623,
0.046674493700265884,
-0.04994983971118927,
-0.07038915157318115,
0.06627695262432098,
-0.006441944744437933,
0.05678124353289604,
0.06857018917798996,
-0.07781276851892471,
0.07304982095956802,
0.003636347595602274,
-0.0741579532623291,
0.07048200815916061,
-0.07882662117481232,
-0.018421925604343414,
-0.011390311643481255,
0.011103265918791294,
-0.04541472718119621,
0.016984956339001656,
-0.014623771421611309,
0.18891210854053497,
-0.012594951316714287,
-0.0117254126816988,
-4.4660076525815384e-8,
-0.10355056822299957,
-0.04773631691932678,
-0.020255587995052338,
0.04270014539361,
0.038952555507421494,
0.01855882816016674,
-0.022676050662994385,
0.004095102660357952,
0.10451725125312805,
-0.050214797258377075,
0.013977864757180214,
-0.023371802642941475,
-0.02354433946311474,
-0.0035199348349124193,
-0.07577875256538391,
0.01745492033660412,
-0.037251632660627365,
-0.059136293828487396,
0.06672878563404083,
-0.015000791288912296,
-0.001474551623687148,
-0.01959846355021,
0.07742898166179657,
0.06847964227199554,
-0.03932153806090355,
0.10525093227624893,
0.029373154044151306,
-0.03352539613842964,
0.043382640928030014,
-0.0566745288670063,
-0.10591446608304977,
-0.042745739221572876,
0.10109002143144608,
0.007372519467025995,
0.12235168367624283,
-0.021056294441223145,
0.02319800667464733,
0.05826887488365173,
0.07665584981441498,
-0.00917151477187872,
0.04041142761707306,
-0.070745550096035,
-0.0004321435699239373,
0.046017780900001526,
0.014693120494484901,
0.010691926814615726,
-0.02474253810942173,
-0.03636029735207558,
0.03172617405653,
0.039978329092264175,
0.056114040315151215,
-0.01835818402469158,
-0.029112515971064568,
-0.027329623699188232,
0.028978385031223297,
0.09989938884973526,
-0.04692481830716133,
-0.00966749805957079,
-0.03617115691304207,
0.07617470622062683,
0.04145881533622742,
0.010009152814745903,
-0.13196761906147003,
0.0503971204161644
] | null | null | null | null | null | null | null |
[
-0.02911803126335144,
0.037376970052719116,
-0.04163074493408203,
0.04422905668616295,
-0.057396579533815384,
-0.08649532496929169,
-0.04553626477718353,
0.035119686275720596,
-0.010409527458250523,
-0.032586902379989624,
-0.015690632164478302,
-0.0139740239828825,
0.06775438040494919,
-0.11928816884756088,
0.03054289147257805,
-0.013440012000501156,
0.04768167436122894,
0.06282630562782288,
-0.04141145944595337,
-0.09491078555583954,
-0.07635887712240219,
-0.0961746796965599,
-0.056294068694114685,
-0.030154194682836533,
0.013940542936325073,
0.05649643391370773,
-0.0025504541117697954,
0.02678699418902397,
-0.02707396261394024,
0.014286170713603497,
0.03912580385804176,
-0.032381005585193634,
-0.046210531145334244,
0.018427282571792603,
0.02742816135287285,
-0.0014047193108126521,
-0.10234275460243225,
-0.08051951974630356,
-0.0606723427772522,
-0.0021076244302093983,
-0.020536305382847786,
0.07898344099521637,
0.03256813436746597,
0.0041548158042132854,
0.02512722834944725,
0.04652932286262512,
0.0695328414440155,
-0.07221151888370514,
-0.01883157156407833,
-0.050145212560892105,
-0.053697630763053894,
0.00223797676153481,
0.023065179586410522,
0.06050039082765579,
-0.07540462166070938,
0.06857407093048096,
0.03449932485818863,
-0.05489936098456383,
0.009301611222326756,
0.014777159318327904,
0.008451850153505802,
-0.08219987154006958,
-0.02081172913312912,
-0.06695997714996338,
-0.0051896641962230206,
0.0024277782067656517,
-0.03482739254832268,
0.06103763356804848,
0.062093306332826614,
0.016633333638310432,
0.034931253641843796,
0.011121522635221481,
0.06828127801418304,
0.0018760106759145856,
-0.012929026037454605,
-0.07217292487621307,
0.0011719107860699296,
-0.06550177931785583,
0.00715978816151619,
0.0341840535402298,
0.023352136835455894,
-0.04302491620182991,
0.0009935460984706879,
-0.0811925157904625,
-0.0693565383553505,
0.09121299535036087,
0.05655838921666145,
0.02005620114505291,
-0.04611869156360626,
-0.027034513652324677,
0.09641669690608978,
0.05435677245259285,
-0.043094076216220856,
0.01821667142212391,
-0.049051884561777115,
0.006970653310418129,
0.05911208316683769,
0.055859122425317764,
-0.010510893538594246,
-0.022744275629520416,
0.09245706349611282,
-0.0032995580695569515,
0.07938534766435623,
0.10028388351202011,
-0.04528798162937164,
-0.0387866236269474,
0.017913440242409706,
0.03395603224635124,
-0.029614625498652458,
-0.04919935762882233,
-0.02986348234117031,
0.0004809699021279812,
-0.07175212353467941,
-0.016081586480140686,
0.06842844933271408,
-0.016193782910704613,
-0.0718466117978096,
-0.00929146260023117,
-0.023357881233096123,
-0.042181774973869324,
0.012945481576025486,
0.01539169903844595,
-0.023014705628156662,
0.025077559053897858,
0.0594659224152565,
0.01231609471142292,
-0.09750831872224808,
4.0812752437527034e-33,
-0.02248770371079445,
0.02314932271838188,
-0.019358793273568153,
-0.05680713430047035,
-0.030767284333705902,
-0.03490327298641205,
-0.01219982374459505,
0.04704425483942032,
-0.009175659157335758,
-0.005272203590720892,
0.17910312116146088,
-0.07190117985010147,
-0.027748657390475273,
-0.038045432418584824,
0.0641883835196495,
-0.14638729393482208,
-0.05833933874964714,
0.05401983857154846,
0.062481388449668884,
0.05240032821893692,
0.029850400984287262,
-0.04218863323330879,
-0.003524737199768424,
0.014145088382065296,
0.002964230254292488,
0.030765097588300705,
0.05703667551279068,
0.007511008530855179,
-0.05976942181587219,
0.027505023404955864,
0.0806787759065628,
-0.015126354061067104,
0.009453770704567432,
0.041734904050827026,
0.04260653629899025,
-0.03255658224225044,
-0.09298111498355865,
0.015226377174258232,
0.013008004054427147,
-0.04547347500920296,
0.05444690212607384,
0.014326567761600018,
-0.02132064662873745,
0.0709841325879097,
-0.05982499569654465,
0.013375874608755112,
-0.06017357110977173,
-0.03855494409799576,
0.05731883645057678,
-0.018897645175457,
0.025363188236951828,
-0.018794134259223938,
0.015530409291386604,
0.048668958246707916,
0.10675892233848572,
0.0043125334195792675,
0.017574718222022057,
-0.02787109464406967,
0.02454221062362194,
-0.01429289486259222,
-0.05581431835889816,
-0.016332218423485756,
-0.02062552608549595,
0.0073871309868991375,
-0.0003061887691728771,
0.07111959904432297,
-0.06802674382925034,
0.04087105020880699,
-0.040678251534700394,
0.001412532408721745,
0.02983188070356846,
0.035503894090652466,
0.022176487371325493,
0.025035932660102844,
0.05974089726805687,
0.02498849853873253,
0.006908105220645666,
0.06353767216205597,
-0.04624948278069496,
-0.08749262988567352,
-0.10118742287158966,
-0.07043788582086563,
-0.054191578179597855,
-0.016607439145445824,
-0.03887477517127991,
-0.05183415859937668,
-0.014280775561928749,
0.040566302835941315,
0.004347957670688629,
-0.030440082773566246,
0.02455340512096882,
-0.0858471468091011,
0.05213356390595436,
0.05836126580834389,
-0.07076626271009445,
-4.441212348658457e-33,
0.003335493616759777,
0.008917424827814102,
0.024803543463349342,
0.06585274636745453,
0.01816857047379017,
0.058461643755435944,
0.004806427750736475,
-0.06678473949432373,
0.046445056796073914,
0.02402876690030098,
0.020199961960315704,
-0.004472393076866865,
-0.030951596796512604,
-0.008248488418757915,
0.06862668693065643,
0.016986947506666183,
0.00013617372314911336,
-0.08476556837558746,
0.022459037601947784,
0.03802654892206192,
0.019383171573281288,
-0.004352108109742403,
0.0797371044754982,
-0.04807722941040993,
0.03265354037284851,
-0.009914650581777096,
0.051323287189006805,
-0.03625532612204552,
0.06647301465272903,
-0.016597529873251915,
-0.033166319131851196,
0.07492852210998535,
0.04385330528020859,
0.025034843012690544,
-0.03850317746400833,
-0.09164230525493622,
0.02314591407775879,
0.01130207534879446,
0.1300845742225647,
-0.1056521087884903,
0.03306112438440323,
0.04526384547352791,
-0.0033274602610617876,
0.012972603552043438,
0.019256679341197014,
0.049399182200431824,
-0.005801274906843901,
0.055781371891498566,
0.07853976637125015,
-0.06372667104005814,
-0.060133714228868484,
-0.03407815471291542,
-0.014761089347302914,
-0.05048350989818573,
0.007893471047282219,
0.00010157359065487981,
-0.012113901786506176,
0.033975642174482346,
-0.011006742715835571,
-0.13753587007522583,
-0.004860358312726021,
-0.038436613976955414,
0.10241542011499405,
-0.039534565061330795,
-0.03223138302564621,
-0.02067141979932785,
-0.07928138971328735,
-0.010025128722190857,
-0.003325817873701453,
-0.009069417603313923,
0.028585901483893394,
0.023499084636569023,
-0.00384455150924623,
0.046674493700265884,
-0.04994983971118927,
-0.07038915157318115,
0.06627695262432098,
-0.006441944744437933,
0.05678124353289604,
0.06857018917798996,
-0.07781276851892471,
0.07304982095956802,
0.003636347595602274,
-0.0741579532623291,
0.07048200815916061,
-0.07882662117481232,
-0.018421925604343414,
-0.011390311643481255,
0.011103265918791294,
-0.04541472718119621,
0.016984956339001656,
-0.014623771421611309,
0.18891210854053497,
-0.012594951316714287,
-0.0117254126816988,
-4.4660076525815384e-8,
-0.10355056822299957,
-0.04773631691932678,
-0.020255587995052338,
0.04270014539361,
0.038952555507421494,
0.01855882816016674,
-0.022676050662994385,
0.004095102660357952,
0.10451725125312805,
-0.050214797258377075,
0.013977864757180214,
-0.023371802642941475,
-0.02354433946311474,
-0.0035199348349124193,
-0.07577875256538391,
0.01745492033660412,
-0.037251632660627365,
-0.059136293828487396,
0.06672878563404083,
-0.015000791288912296,
-0.001474551623687148,
-0.01959846355021,
0.07742898166179657,
0.06847964227199554,
-0.03932153806090355,
0.10525093227624893,
0.029373154044151306,
-0.03352539613842964,
0.043382640928030014,
-0.0566745288670063,
-0.10591446608304977,
-0.042745739221572876,
0.10109002143144608,
0.007372519467025995,
0.12235168367624283,
-0.021056294441223145,
0.02319800667464733,
0.05826887488365173,
0.07665584981441498,
-0.00917151477187872,
0.04041142761707306,
-0.070745550096035,
-0.0004321435699239373,
0.046017780900001526,
0.014693120494484901,
0.010691926814615726,
-0.02474253810942173,
-0.03636029735207558,
0.03172617405653,
0.039978329092264175,
0.056114040315151215,
-0.01835818402469158,
-0.029112515971064568,
-0.027329623699188232,
0.028978385031223297,
0.09989938884973526,
-0.04692481830716133,
-0.00966749805957079,
-0.03617115691304207,
0.07617470622062683,
0.04145881533622742,
0.010009152814745903,
-0.13196761906147003,
0.0503971204161644
] |
1402.3184
|
Ra\'ul Bustos-Mar\'un A
|
Ra\'ul A. Bustos-Mar\'un, Axel D. Dente, Eduardo A. Coronado, and
Horacio M. Pastawski
|
Tailoring optical fields emitted by nanometric sources
| null | null | null | null |
cond-mat.mes-hall physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Here we study a simple way of controlling the emitted fields of
sub-wavelength nanometric sources. The system consists of arrays of
nanoparticles (NPs) embedded in optical active media. The key concept is the
careful tuning of NP's damping factors, which changes the eigenmode's decay
rates of the whole array. This, at long time, leads to a locking of relative
phases and frequencies of individual localized-surfaces-plasmons (LSPs) and,
thus, controlls the emitted field. The amplitude of the LSP's oscillations can
be kept constant by embedding the system in optical active media. In the case
of full loss compensation, this implies that, not only the relative phases, but
also the amplitudes of the LSPs remain fixed, leading us, additionally, to
interpret the process as a new example of synchronization. The proposed
approach can be used as a general way of controlling and designing the
electromagnetic fields emitted by nanometric sources, which can find
applications in optoelectronic, nanoscale lithography and probing microscopy.
|
[
{
"created": "Thu, 13 Feb 2014 15:41:29 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Bustos-Marún",
"Raúl A.",
""
],
[
"Dente",
"Axel D.",
""
],
[
"Coronado",
"Eduardo A.",
""
],
[
"Pastawski",
"Horacio M.",
""
]
] |
[
0.01978166401386261,
0.003439620602875948,
0.000522230810020119,
0.04403465613722801,
0.055807601660490036,
-0.038462091237306595,
-0.010069435462355614,
-0.04757333919405937,
0.033392928540706635,
0.06111390143632889,
-0.04997928813099861,
0.024649830535054207,
-0.016784975305199623,
-0.1399005651473999,
0.07307614386081696,
0.09730172902345657,
0.008889215998351574,
0.013836663216352463,
0.03925812989473343,
0.061547864228487015,
0.057329654693603516,
-0.035095419734716415,
-0.028873277828097343,
-0.01659121736884117,
-0.11790350824594498,
0.039295393973588943,
-0.009813609533011913,
-0.01903281733393669,
0.018204955384135246,
-0.0328604131937027,
-0.014865674078464508,
0.009215896017849445,
-0.08609062433242798,
-0.0016451023984700441,
-0.09637949615716934,
0.00294933351688087,
0.09127777814865112,
0.00597044825553894,
-0.011295312084257603,
0.003064150922000408,
0.023435765877366066,
0.02664005570113659,
-0.09102974832057953,
-0.06261155009269714,
-0.0680626779794693,
-0.009660575538873672,
-0.0026141884736716747,
0.05232234299182892,
-0.10832805186510086,
-0.024875961244106293,
0.08428222686052322,
0.006955261807888746,
-0.00917756836861372,
0.051277291029691696,
0.07784745842218399,
0.11063772439956665,
0.06371701508760452,
0.00007183141133282334,
-0.03586841747164726,
0.014031481929123402,
-0.044980037957429886,
-0.053644340485334396,
-0.039944153279066086,
-0.024436118081212044,
0.05601765587925911,
-0.013622313737869263,
0.08511659502983093,
-0.028681406751275063,
-0.006873981095850468,
0.043804243206977844,
0.04468293488025665,
-0.05380511283874512,
0.051306236535310745,
0.004829505458474159,
0.033272936940193176,
0.06865395605564117,
0.036108896136283875,
0.077757328748703,
-0.011925652623176575,
0.039745353162288666,
0.021763820201158524,
0.006050929427146912,
-0.03392956405878067,
0.03745803236961365,
-0.020770268514752388,
0.017414523288607597,
-0.031622514128685,
-0.016056809574365616,
0.0015112697146832943,
-0.051945749670267105,
-0.08695877343416214,
-0.05217542499303818,
-0.007648765109479427,
-0.041833750903606415,
0.02271518111228943,
-0.030614426359534264,
0.0892886146903038,
0.033630918711423874,
0.031058238819241524,
0.013359381817281246,
0.08459118753671646,
-0.05164208635687828,
-0.03127758204936981,
0.0638442113995552,
-0.055763863027095795,
-0.04227788746356964,
0.06017500162124634,
0.07876981049776077,
-0.08658511191606522,
0.01803693175315857,
0.04520668834447861,
0.0633917897939682,
-0.025376664474606514,
0.047243691980838776,
-0.019838662818074226,
0.0446101538836956,
0.017923982813954353,
0.06740041077136993,
-0.04343055188655853,
-0.011759530752897263,
-0.022236645221710205,
0.05334876477718353,
-0.03341658040881157,
0.034161075949668884,
0.033196717500686646,
-0.042080800980329514,
-0.00451714126393199,
-5.105505328472248e-34,
0.06519917398691177,
0.04539742320775986,
-0.035155098885297775,
-0.008922412060201168,
0.04159708321094513,
-0.016177697107195854,
0.09818139672279358,
0.0843556821346283,
-0.01176584605127573,
-0.03461126610636711,
0.09178794920444489,
0.028938649222254753,
-0.016622468829154968,
0.004904527682811022,
0.07376033812761307,
-0.07149320095777512,
0.07206598669290543,
0.0018723176326602697,
0.0061120749451220036,
0.016052106395363808,
0.04681386426091194,
-0.06046653538942337,
-0.006527564488351345,
-0.012680727988481522,
-0.08190936595201492,
-0.06009384244680405,
-0.03673451393842697,
0.05065242946147919,
0.00034096758463419974,
0.00034156025503762066,
0.020433127880096436,
0.10769587010145187,
0.0427313894033432,
-0.02832307107746601,
0.10005498677492142,
-0.10011066496372223,
0.02010767161846161,
0.025220442563295364,
0.05181843414902687,
-0.02417413704097271,
-0.03263362869620323,
0.044348377734422684,
-0.018485065549612045,
0.02700246311724186,
-0.009003831073641777,
-0.04302754998207092,
-0.018658893182873726,
0.02468380145728588,
-0.0801902711391449,
0.0398445762693882,
-0.005566671956330538,
-0.06618393212556839,
0.002695605158805847,
-0.00002231314283562824,
0.09446186572313309,
-0.03157336264848709,
-0.03974150866270065,
-0.125735804438591,
-0.05585532635450363,
-0.07363631576299667,
0.039238329976797104,
-0.07984793186187744,
0.04805641621351242,
-0.0199495367705822,
-0.07343628257513046,
0.06079161912202835,
0.03401200473308563,
-0.0033311170991510153,
-0.015923259779810905,
0.012281731702387333,
0.023509135469794273,
0.15089480578899384,
0.010455644689500332,
-0.0026909075677394867,
-0.011019247584044933,
-0.00648058345541358,
0.0638323426246643,
0.01652241125702858,
0.026760760694742203,
0.058840494602918625,
0.04351635277271271,
-0.013464693911373615,
-0.09530564397573471,
0.01904400624334812,
-0.06964557617902756,
-0.026944968849420547,
-0.018208220601081848,
-0.0336935929954052,
-0.11453253775835037,
-0.09154459089040756,
0.03600836172699928,
-0.07458870857954025,
0.04308268800377846,
-0.07170020788908005,
-0.15278050303459167,
-1.659395232874921e-33,
0.06488564610481262,
-0.04799411818385124,
-0.0029082614928483963,
0.021695664152503014,
0.04631759226322174,
0.0741337314248085,
-0.06975257396697998,
0.06539031118154526,
-0.00038946798304095864,
0.031189560890197754,
-0.063217893242836,
-0.006315942853689194,
-0.07648595422506332,
-0.023420706391334534,
-0.0968092605471611,
0.02869613841176033,
0.015013555064797401,
-0.04263132065534592,
0.14177221059799194,
-0.07342428714036942,
-0.029638921841979027,
0.03419526293873787,
0.11322318762540817,
-0.005731408018618822,
0.07207293063402176,
-0.038843728601932526,
-0.04245554655790329,
0.02321701869368553,
-0.06620719283819199,
-0.03876452147960663,
-0.05770857259631157,
0.031815312802791595,
0.018389759585261345,
0.019204244017601013,
0.011507916264235973,
0.04860951751470566,
0.04633866250514984,
-0.014294355176389217,
0.037135373800992966,
-0.005542357452213764,
0.04281776770949364,
-0.02778577245771885,
-0.04931540787220001,
-0.03471972048282623,
0.05362195894122124,
0.03999105840921402,
-0.10146661847829819,
0.04619581997394562,
-0.10102666914463043,
-0.06961777061223984,
-0.026675056666135788,
-0.03627994656562805,
-0.05221576988697052,
0.004712601657956839,
-0.007526724599301815,
0.005609461106359959,
0.003426241222769022,
0.06331806629896164,
0.0705811083316803,
0.07196183502674103,
-0.0190263781696558,
-0.027468573302030563,
-0.05405672267079353,
0.021774865686893463,
0.000057774937886279076,
0.06674855947494507,
0.039352770894765854,
0.035512249916791916,
0.07580479234457016,
0.0034969027619808912,
0.03879928216338158,
-0.0015149401733651757,
-0.004524736199527979,
0.0029572336934506893,
0.037924524396657944,
-0.05038878321647644,
0.0027602699119597673,
-0.09793930500745773,
-0.09303165227174759,
0.012456436641514301,
0.01149370800703764,
0.04060157388448715,
-0.03096833825111389,
-0.008268390782177448,
-0.044667799025774,
0.04237927868962288,
0.0096870893612504,
0.013916028663516045,
-0.03904879838228226,
0.015678782016038895,
-0.010442175902426243,
0.04429224133491516,
0.0386178083717823,
-0.0061483909375965595,
0.08382590115070343,
-5.7224045946213664e-8,
0.12734027206897736,
0.0902526006102562,
-0.033312276005744934,
0.007762573659420013,
-0.02974194474518299,
-0.022377094253897667,
0.017252948135137558,
-0.07851555198431015,
0.07257964462041855,
-0.006723350379616022,
-0.018657997250556946,
-0.08927705138921738,
0.005406946875154972,
-0.042106982320547104,
0.03493945673108101,
0.005942834075540304,
0.003353644162416458,
-0.08538559079170227,
-0.039152856916189194,
-0.008349417708814144,
-0.007341466378420591,
0.061440639197826385,
0.03130397945642471,
0.02633293904364109,
0.04812365397810936,
-0.0500774048268795,
0.05731326341629028,
-0.07768220454454422,
-0.01168071199208498,
0.007370076607912779,
-0.054416265338659286,
-0.022747131064534187,
0.009811819531023502,
0.10037162154912949,
-0.08159592747688293,
0.012785677798092365,
-0.09187471121549606,
-0.027144646272063255,
0.01452748104929924,
0.049088574945926666,
-0.06459653377532959,
0.07954367250204086,
-0.06954354792833328,
0.00200855010189116,
0.017375193536281586,
0.02426939457654953,
-0.02074427902698517,
0.07602240145206451,
0.01866966113448143,
0.032835815101861954,
-0.019598018378019333,
-0.02295718528330326,
0.014343309216201305,
-0.07081980258226395,
-0.06905420869588852,
-0.045825302600860596,
-0.06459742784500122,
-0.0320722721517086,
0.02028334140777588,
0.01882641203701496,
-0.010192937217652798,
0.008524017408490181,
-0.04740903526544571,
0.03880225121974945
] | null | null | null | null | null | null | null |
[
0.01978166401386261,
0.003439620602875948,
0.000522230810020119,
0.04403465613722801,
0.055807601660490036,
-0.038462091237306595,
-0.010069435462355614,
-0.04757333919405937,
0.033392928540706635,
0.06111390143632889,
-0.04997928813099861,
0.024649830535054207,
-0.016784975305199623,
-0.1399005651473999,
0.07307614386081696,
0.09730172902345657,
0.008889215998351574,
0.013836663216352463,
0.03925812989473343,
0.061547864228487015,
0.057329654693603516,
-0.035095419734716415,
-0.028873277828097343,
-0.01659121736884117,
-0.11790350824594498,
0.039295393973588943,
-0.009813609533011913,
-0.01903281733393669,
0.018204955384135246,
-0.0328604131937027,
-0.014865674078464508,
0.009215896017849445,
-0.08609062433242798,
-0.0016451023984700441,
-0.09637949615716934,
0.00294933351688087,
0.09127777814865112,
0.00597044825553894,
-0.011295312084257603,
0.003064150922000408,
0.023435765877366066,
0.02664005570113659,
-0.09102974832057953,
-0.06261155009269714,
-0.0680626779794693,
-0.009660575538873672,
-0.0026141884736716747,
0.05232234299182892,
-0.10832805186510086,
-0.024875961244106293,
0.08428222686052322,
0.006955261807888746,
-0.00917756836861372,
0.051277291029691696,
0.07784745842218399,
0.11063772439956665,
0.06371701508760452,
0.00007183141133282334,
-0.03586841747164726,
0.014031481929123402,
-0.044980037957429886,
-0.053644340485334396,
-0.039944153279066086,
-0.024436118081212044,
0.05601765587925911,
-0.013622313737869263,
0.08511659502983093,
-0.028681406751275063,
-0.006873981095850468,
0.043804243206977844,
0.04468293488025665,
-0.05380511283874512,
0.051306236535310745,
0.004829505458474159,
0.033272936940193176,
0.06865395605564117,
0.036108896136283875,
0.077757328748703,
-0.011925652623176575,
0.039745353162288666,
0.021763820201158524,
0.006050929427146912,
-0.03392956405878067,
0.03745803236961365,
-0.020770268514752388,
0.017414523288607597,
-0.031622514128685,
-0.016056809574365616,
0.0015112697146832943,
-0.051945749670267105,
-0.08695877343416214,
-0.05217542499303818,
-0.007648765109479427,
-0.041833750903606415,
0.02271518111228943,
-0.030614426359534264,
0.0892886146903038,
0.033630918711423874,
0.031058238819241524,
0.013359381817281246,
0.08459118753671646,
-0.05164208635687828,
-0.03127758204936981,
0.0638442113995552,
-0.055763863027095795,
-0.04227788746356964,
0.06017500162124634,
0.07876981049776077,
-0.08658511191606522,
0.01803693175315857,
0.04520668834447861,
0.0633917897939682,
-0.025376664474606514,
0.047243691980838776,
-0.019838662818074226,
0.0446101538836956,
0.017923982813954353,
0.06740041077136993,
-0.04343055188655853,
-0.011759530752897263,
-0.022236645221710205,
0.05334876477718353,
-0.03341658040881157,
0.034161075949668884,
0.033196717500686646,
-0.042080800980329514,
-0.00451714126393199,
-5.105505328472248e-34,
0.06519917398691177,
0.04539742320775986,
-0.035155098885297775,
-0.008922412060201168,
0.04159708321094513,
-0.016177697107195854,
0.09818139672279358,
0.0843556821346283,
-0.01176584605127573,
-0.03461126610636711,
0.09178794920444489,
0.028938649222254753,
-0.016622468829154968,
0.004904527682811022,
0.07376033812761307,
-0.07149320095777512,
0.07206598669290543,
0.0018723176326602697,
0.0061120749451220036,
0.016052106395363808,
0.04681386426091194,
-0.06046653538942337,
-0.006527564488351345,
-0.012680727988481522,
-0.08190936595201492,
-0.06009384244680405,
-0.03673451393842697,
0.05065242946147919,
0.00034096758463419974,
0.00034156025503762066,
0.020433127880096436,
0.10769587010145187,
0.0427313894033432,
-0.02832307107746601,
0.10005498677492142,
-0.10011066496372223,
0.02010767161846161,
0.025220442563295364,
0.05181843414902687,
-0.02417413704097271,
-0.03263362869620323,
0.044348377734422684,
-0.018485065549612045,
0.02700246311724186,
-0.009003831073641777,
-0.04302754998207092,
-0.018658893182873726,
0.02468380145728588,
-0.0801902711391449,
0.0398445762693882,
-0.005566671956330538,
-0.06618393212556839,
0.002695605158805847,
-0.00002231314283562824,
0.09446186572313309,
-0.03157336264848709,
-0.03974150866270065,
-0.125735804438591,
-0.05585532635450363,
-0.07363631576299667,
0.039238329976797104,
-0.07984793186187744,
0.04805641621351242,
-0.0199495367705822,
-0.07343628257513046,
0.06079161912202835,
0.03401200473308563,
-0.0033311170991510153,
-0.015923259779810905,
0.012281731702387333,
0.023509135469794273,
0.15089480578899384,
0.010455644689500332,
-0.0026909075677394867,
-0.011019247584044933,
-0.00648058345541358,
0.0638323426246643,
0.01652241125702858,
0.026760760694742203,
0.058840494602918625,
0.04351635277271271,
-0.013464693911373615,
-0.09530564397573471,
0.01904400624334812,
-0.06964557617902756,
-0.026944968849420547,
-0.018208220601081848,
-0.0336935929954052,
-0.11453253775835037,
-0.09154459089040756,
0.03600836172699928,
-0.07458870857954025,
0.04308268800377846,
-0.07170020788908005,
-0.15278050303459167,
-1.659395232874921e-33,
0.06488564610481262,
-0.04799411818385124,
-0.0029082614928483963,
0.021695664152503014,
0.04631759226322174,
0.0741337314248085,
-0.06975257396697998,
0.06539031118154526,
-0.00038946798304095864,
0.031189560890197754,
-0.063217893242836,
-0.006315942853689194,
-0.07648595422506332,
-0.023420706391334534,
-0.0968092605471611,
0.02869613841176033,
0.015013555064797401,
-0.04263132065534592,
0.14177221059799194,
-0.07342428714036942,
-0.029638921841979027,
0.03419526293873787,
0.11322318762540817,
-0.005731408018618822,
0.07207293063402176,
-0.038843728601932526,
-0.04245554655790329,
0.02321701869368553,
-0.06620719283819199,
-0.03876452147960663,
-0.05770857259631157,
0.031815312802791595,
0.018389759585261345,
0.019204244017601013,
0.011507916264235973,
0.04860951751470566,
0.04633866250514984,
-0.014294355176389217,
0.037135373800992966,
-0.005542357452213764,
0.04281776770949364,
-0.02778577245771885,
-0.04931540787220001,
-0.03471972048282623,
0.05362195894122124,
0.03999105840921402,
-0.10146661847829819,
0.04619581997394562,
-0.10102666914463043,
-0.06961777061223984,
-0.026675056666135788,
-0.03627994656562805,
-0.05221576988697052,
0.004712601657956839,
-0.007526724599301815,
0.005609461106359959,
0.003426241222769022,
0.06331806629896164,
0.0705811083316803,
0.07196183502674103,
-0.0190263781696558,
-0.027468573302030563,
-0.05405672267079353,
0.021774865686893463,
0.000057774937886279076,
0.06674855947494507,
0.039352770894765854,
0.035512249916791916,
0.07580479234457016,
0.0034969027619808912,
0.03879928216338158,
-0.0015149401733651757,
-0.004524736199527979,
0.0029572336934506893,
0.037924524396657944,
-0.05038878321647644,
0.0027602699119597673,
-0.09793930500745773,
-0.09303165227174759,
0.012456436641514301,
0.01149370800703764,
0.04060157388448715,
-0.03096833825111389,
-0.008268390782177448,
-0.044667799025774,
0.04237927868962288,
0.0096870893612504,
0.013916028663516045,
-0.03904879838228226,
0.015678782016038895,
-0.010442175902426243,
0.04429224133491516,
0.0386178083717823,
-0.0061483909375965595,
0.08382590115070343,
-5.7224045946213664e-8,
0.12734027206897736,
0.0902526006102562,
-0.033312276005744934,
0.007762573659420013,
-0.02974194474518299,
-0.022377094253897667,
0.017252948135137558,
-0.07851555198431015,
0.07257964462041855,
-0.006723350379616022,
-0.018657997250556946,
-0.08927705138921738,
0.005406946875154972,
-0.042106982320547104,
0.03493945673108101,
0.005942834075540304,
0.003353644162416458,
-0.08538559079170227,
-0.039152856916189194,
-0.008349417708814144,
-0.007341466378420591,
0.061440639197826385,
0.03130397945642471,
0.02633293904364109,
0.04812365397810936,
-0.0500774048268795,
0.05731326341629028,
-0.07768220454454422,
-0.01168071199208498,
0.007370076607912779,
-0.054416265338659286,
-0.022747131064534187,
0.009811819531023502,
0.10037162154912949,
-0.08159592747688293,
0.012785677798092365,
-0.09187471121549606,
-0.027144646272063255,
0.01452748104929924,
0.049088574945926666,
-0.06459653377532959,
0.07954367250204086,
-0.06954354792833328,
0.00200855010189116,
0.017375193536281586,
0.02426939457654953,
-0.02074427902698517,
0.07602240145206451,
0.01866966113448143,
0.032835815101861954,
-0.019598018378019333,
-0.02295718528330326,
0.014343309216201305,
-0.07081980258226395,
-0.06905420869588852,
-0.045825302600860596,
-0.06459742784500122,
-0.0320722721517086,
0.02028334140777588,
0.01882641203701496,
-0.010192937217652798,
0.008524017408490181,
-0.04740903526544571,
0.03880225121974945
] |
1402.3190
|
Pablo Echenique-Robba
|
Pablo Echenique-Robba
|
Heating the coffee by looking at it. Or why quantum measurements are
physical processes
|
10 pages, 1 figure
| null | null | null |
quant-ph physics.hist-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Using a very simple Gedankenexperiment, I remind the reader that (contrary to
what happens in classical mechanics) the energy of a quantum system is
inevitably increased just by performing (some) textbook measurements on it. As
a direct conclusion, this means that some measurements require the expenditure
of a finite amount of energy to be carried out. I also argue that this makes it
very difficult to regard measurements as disembodied, immaterial, informational
operations, and it forces us to look at them as physical processes just like
any other one.
|
[
{
"created": "Thu, 13 Feb 2014 15:52:12 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Echenique-Robba",
"Pablo",
""
]
] |
[
-0.01267213374376297,
0.04805990308523178,
-0.013583582825958729,
0.052847616374492645,
-0.03748093545436859,
-0.07378368079662323,
0.024623533710837364,
-0.008886980824172497,
0.1320153921842575,
0.07863776385784149,
-0.040109552443027496,
0.007166737224906683,
-0.03810294345021248,
-0.010353834368288517,
-0.022597182542085648,
-0.08222648501396179,
0.08018139749765396,
0.014447116293013096,
-0.05527855455875397,
-0.015414579771459103,
0.01856340654194355,
-0.044431090354919434,
0.05128675326704979,
-0.011281762272119522,
0.054006438702344894,
-0.0648718774318695,
-0.01867745816707611,
-0.025510568171739578,
0.005391604267060757,
0.008416570723056793,
0.03117169626057148,
0.027745254337787628,
0.0023138965480029583,
0.0179134551435709,
0.026343245059251785,
0.09112966805696487,
0.029574589803814888,
-0.016626760363578796,
0.005404170602560043,
0.005753144156187773,
-0.014837530441582203,
0.0544079951941967,
-0.05829373002052307,
0.09243195503950119,
-0.03541965037584305,
-0.021029647439718246,
0.02832426130771637,
-0.13998162746429443,
-0.07657913118600845,
-0.04511880502104759,
-0.040324028581380844,
0.06795022636651993,
0.08877227455377579,
-0.007241345942020416,
0.0297461599111557,
-0.0005766581161879003,
0.043589185923337936,
-0.030576109886169434,
-0.058165889233350754,
-0.05993465334177017,
-0.04100533947348595,
-0.02339763753116131,
-0.08432506024837494,
-0.026980871334671974,
0.02603592351078987,
0.011682355776429176,
0.03135918453335762,
0.03052568808197975,
-0.00994928926229477,
0.031592901796102524,
-0.03678909316658974,
0.03185218945145607,
-0.007522926665842533,
-0.031383659690618515,
0.011895335279405117,
-0.12190444022417068,
-0.07075327634811401,
0.07826758921146393,
0.06093364953994751,
0.04321591183543205,
0.0038821811322122812,
-0.07120316475629807,
0.014689572155475616,
-0.01207705494016409,
0.07194748520851135,
0.05539007484912872,
-0.01326332613825798,
-0.006489892955869436,
0.016665449365973473,
-0.12562142312526703,
-0.07166040688753128,
-0.10270299762487411,
-0.057502344250679016,
0.049576498568058014,
0.09220763295888901,
-0.005041381344199181,
0.03388718515634537,
-0.06151492893695831,
0.008630126714706421,
0.015506824478507042,
0.05736576020717621,
0.052615921944379807,
0.017222190275788307,
0.10447321087121964,
-0.04642602056264877,
-0.03985410928726196,
-0.0033403118140995502,
0.069051094353199,
0.04808485880494118,
0.03536213934421539,
0.06172356754541397,
-0.04447537660598755,
0.05182557553052902,
-0.0019279519328847528,
-0.00025090956478379667,
-0.023326918482780457,
0.031114615499973297,
0.10619120299816132,
-0.004684841260313988,
0.02055465057492256,
0.0013539234641939402,
-0.05353694036602974,
-0.009368575178086758,
0.008277609944343567,
0.0035497897770255804,
0.02202165499329567,
-0.009470358490943909,
2.081753888791971e-34,
-0.027474230155348778,
-0.020762372761964798,
0.038768041878938675,
0.07450176775455475,
-0.027264880016446114,
0.034209176898002625,
-0.07162986695766449,
-0.039322379976511,
0.08756938576698303,
-0.02044365182518959,
0.038079164922237396,
0.10472028702497482,
0.004618239589035511,
0.06631767004728317,
0.03386595472693443,
0.05231466144323349,
-0.08393983542919159,
0.05800436809659004,
0.1224965900182724,
-0.06835617870092392,
-0.022781571373343468,
-0.056528136134147644,
0.008051324635744095,
-0.020585276186466217,
0.03942588344216347,
-0.020812539383769035,
0.04015715420246124,
0.01528891734778881,
-0.03620206192135811,
-0.0032190876081585884,
-0.05795309320092201,
0.01829575188457966,
-0.024701423943042755,
-0.028276018798351288,
-0.05384400859475136,
-0.009632362052798271,
0.04229915142059326,
0.04102303832769394,
-0.032899800688028336,
-0.045941974967718124,
0.04601109027862549,
-0.01734064891934395,
0.0627267062664032,
-0.014865393750369549,
-0.005094324238598347,
0.007221483625471592,
0.03941643610596657,
0.010616750456392765,
-0.010784677229821682,
-0.059123631566762924,
0.010856913402676582,
-0.0720999538898468,
-0.008118284866213799,
-0.015412809327244759,
-0.016341250389814377,
-0.03025747276842594,
0.015895020216703415,
-0.05050857737660408,
0.03133927658200264,
0.035465873777866364,
-0.07392172515392303,
0.0050012338906526566,
0.03703079745173454,
0.03394407406449318,
0.035073138773441315,
0.03531579300761223,
-0.11112601310014725,
0.024047205224633217,
-0.028426598757505417,
0.0480099618434906,
-0.07527832686901093,
0.01960541307926178,
0.015030697919428349,
0.002108608605340123,
0.14173638820648193,
0.028636856004595757,
0.014484073966741562,
-0.05332036316394806,
-0.05917002633213997,
0.05302811041474342,
0.060600511729717255,
-0.10369277745485306,
0.000042865740397246554,
0.02358929067850113,
-0.02138151042163372,
-0.050997957587242126,
-0.07248787581920624,
-0.09502677619457245,
-0.04688078910112381,
0.03607344627380371,
0.01140685472637415,
0.01657763496041298,
-0.00605852110311389,
0.029381172731518745,
-0.1191643550992012,
-3.609800622685208e-33,
-0.09810604155063629,
-0.0395660363137722,
-0.06041580066084862,
0.020156027749180794,
0.04861864820122719,
0.019722500815987587,
-0.07705558091402054,
-0.09593845158815384,
-0.056875281035900116,
-0.0560443177819252,
-0.018209975212812424,
0.0030747749842703342,
-0.08049321174621582,
0.014285208657383919,
-0.06545751541852951,
0.04885576292872429,
0.035584546625614166,
-0.007355336099863052,
0.03275834023952484,
-0.0540861114859581,
-0.004400919191539288,
0.006274497136473656,
0.05641239136457443,
-0.07819046080112457,
0.045313041657209396,
0.05930386856198311,
0.051112350076436996,
-0.006004017777740955,
0.009790817275643349,
-0.011099369265139103,
-0.05526190623641014,
-0.10539840161800385,
-0.010471316985785961,
-0.00865490734577179,
-0.0415862500667572,
0.06290733814239502,
0.0885671004652977,
0.1323007494211197,
-0.024263640865683556,
-0.023418599739670753,
-0.08299589157104492,
0.03443603962659836,
-0.033333417028188705,
0.030166085809469223,
0.04965762794017792,
-0.08361472934484482,
-0.03420057147741318,
-0.03685767203569412,
-0.03373802825808525,
0.03211797773838043,
0.09788800030946732,
0.07652471959590912,
-0.0016835988499224186,
0.0018474875250831246,
-0.08377347886562347,
0.05541729927062988,
-0.025163600221276283,
0.03462666645646095,
0.040091294795274734,
0.06662856042385101,
-0.029366640374064445,
-0.02984914928674698,
-0.0349404402077198,
0.07984494417905807,
-0.0001765966007951647,
0.0388212613761425,
-0.02566634677350521,
0.03279336541891098,
0.0627349391579628,
-0.10023809224367142,
-0.04342903569340706,
-0.04574635252356529,
-0.07695379108190536,
0.04065844416618347,
0.023810703307390213,
0.0853777602314949,
0.04638981819152832,
-0.1190207228064537,
-0.02319115772843361,
0.03964895009994507,
-0.02825193852186203,
-0.022976502776145935,
-0.01216520182788372,
-0.12755721807479858,
-0.01836707629263401,
-0.021375898271799088,
-0.007217945531010628,
-0.06976038217544556,
0.014174816198647022,
-0.04136592522263527,
0.028837481513619423,
-0.02023409865796566,
-0.04859470948576927,
-0.014216721057891846,
-0.005414357874542475,
-5.43361515781271e-8,
0.034632761031389236,
-0.005826078820973635,
0.05194656178355217,
-0.048967596143484116,
0.034761372953653336,
-0.005208262708038092,
0.026484055444598198,
0.048078473657369614,
-0.052030377089977264,
0.0022995825856924057,
0.10133340209722519,
-0.01947794109582901,
-0.046252015978097916,
0.08847509324550629,
0.09628407657146454,
0.054967205971479416,
0.03208416327834129,
-0.04947524145245552,
-0.043206993490457535,
-0.05942961946129799,
0.10114438831806183,
-0.014627430588006973,
-0.03375639393925667,
0.004613787401467562,
-0.021966468542814255,
-0.0471247173845768,
-0.012443780899047852,
0.010036306455731392,
0.0129799610003829,
0.01286377850919962,
-0.036651983857154846,
0.06802677363157272,
0.05384353548288345,
0.056787099689245224,
-0.06408198922872543,
-0.06424339860677719,
-0.0977075919508934,
-0.026727059856057167,
-0.03026377223432064,
0.008305106312036514,
-0.04962664470076561,
0.03233546018600464,
0.008215460926294327,
0.07637623697519302,
-0.01698019914329052,
-0.001649535377509892,
-0.09357199817895889,
0.014851623214781284,
0.037658777087926865,
0.07409166544675827,
0.04869983345270157,
0.04230692982673645,
0.05225439369678497,
-0.05611593648791313,
-0.06337232142686844,
0.03867679089307785,
-0.02476169541478157,
-0.059380628168582916,
-0.08420629054307938,
0.027628518640995026,
0.0894891768693924,
-0.02825658768415451,
-0.0534883476793766,
0.005466347560286522
] | null | null | null | null | null | null | null |
[
-0.01267213374376297,
0.04805990308523178,
-0.013583582825958729,
0.052847616374492645,
-0.03748093545436859,
-0.07378368079662323,
0.024623533710837364,
-0.008886980824172497,
0.1320153921842575,
0.07863776385784149,
-0.040109552443027496,
0.007166737224906683,
-0.03810294345021248,
-0.010353834368288517,
-0.022597182542085648,
-0.08222648501396179,
0.08018139749765396,
0.014447116293013096,
-0.05527855455875397,
-0.015414579771459103,
0.01856340654194355,
-0.044431090354919434,
0.05128675326704979,
-0.011281762272119522,
0.054006438702344894,
-0.0648718774318695,
-0.01867745816707611,
-0.025510568171739578,
0.005391604267060757,
0.008416570723056793,
0.03117169626057148,
0.027745254337787628,
0.0023138965480029583,
0.0179134551435709,
0.026343245059251785,
0.09112966805696487,
0.029574589803814888,
-0.016626760363578796,
0.005404170602560043,
0.005753144156187773,
-0.014837530441582203,
0.0544079951941967,
-0.05829373002052307,
0.09243195503950119,
-0.03541965037584305,
-0.021029647439718246,
0.02832426130771637,
-0.13998162746429443,
-0.07657913118600845,
-0.04511880502104759,
-0.040324028581380844,
0.06795022636651993,
0.08877227455377579,
-0.007241345942020416,
0.0297461599111557,
-0.0005766581161879003,
0.043589185923337936,
-0.030576109886169434,
-0.058165889233350754,
-0.05993465334177017,
-0.04100533947348595,
-0.02339763753116131,
-0.08432506024837494,
-0.026980871334671974,
0.02603592351078987,
0.011682355776429176,
0.03135918453335762,
0.03052568808197975,
-0.00994928926229477,
0.031592901796102524,
-0.03678909316658974,
0.03185218945145607,
-0.007522926665842533,
-0.031383659690618515,
0.011895335279405117,
-0.12190444022417068,
-0.07075327634811401,
0.07826758921146393,
0.06093364953994751,
0.04321591183543205,
0.0038821811322122812,
-0.07120316475629807,
0.014689572155475616,
-0.01207705494016409,
0.07194748520851135,
0.05539007484912872,
-0.01326332613825798,
-0.006489892955869436,
0.016665449365973473,
-0.12562142312526703,
-0.07166040688753128,
-0.10270299762487411,
-0.057502344250679016,
0.049576498568058014,
0.09220763295888901,
-0.005041381344199181,
0.03388718515634537,
-0.06151492893695831,
0.008630126714706421,
0.015506824478507042,
0.05736576020717621,
0.052615921944379807,
0.017222190275788307,
0.10447321087121964,
-0.04642602056264877,
-0.03985410928726196,
-0.0033403118140995502,
0.069051094353199,
0.04808485880494118,
0.03536213934421539,
0.06172356754541397,
-0.04447537660598755,
0.05182557553052902,
-0.0019279519328847528,
-0.00025090956478379667,
-0.023326918482780457,
0.031114615499973297,
0.10619120299816132,
-0.004684841260313988,
0.02055465057492256,
0.0013539234641939402,
-0.05353694036602974,
-0.009368575178086758,
0.008277609944343567,
0.0035497897770255804,
0.02202165499329567,
-0.009470358490943909,
2.081753888791971e-34,
-0.027474230155348778,
-0.020762372761964798,
0.038768041878938675,
0.07450176775455475,
-0.027264880016446114,
0.034209176898002625,
-0.07162986695766449,
-0.039322379976511,
0.08756938576698303,
-0.02044365182518959,
0.038079164922237396,
0.10472028702497482,
0.004618239589035511,
0.06631767004728317,
0.03386595472693443,
0.05231466144323349,
-0.08393983542919159,
0.05800436809659004,
0.1224965900182724,
-0.06835617870092392,
-0.022781571373343468,
-0.056528136134147644,
0.008051324635744095,
-0.020585276186466217,
0.03942588344216347,
-0.020812539383769035,
0.04015715420246124,
0.01528891734778881,
-0.03620206192135811,
-0.0032190876081585884,
-0.05795309320092201,
0.01829575188457966,
-0.024701423943042755,
-0.028276018798351288,
-0.05384400859475136,
-0.009632362052798271,
0.04229915142059326,
0.04102303832769394,
-0.032899800688028336,
-0.045941974967718124,
0.04601109027862549,
-0.01734064891934395,
0.0627267062664032,
-0.014865393750369549,
-0.005094324238598347,
0.007221483625471592,
0.03941643610596657,
0.010616750456392765,
-0.010784677229821682,
-0.059123631566762924,
0.010856913402676582,
-0.0720999538898468,
-0.008118284866213799,
-0.015412809327244759,
-0.016341250389814377,
-0.03025747276842594,
0.015895020216703415,
-0.05050857737660408,
0.03133927658200264,
0.035465873777866364,
-0.07392172515392303,
0.0050012338906526566,
0.03703079745173454,
0.03394407406449318,
0.035073138773441315,
0.03531579300761223,
-0.11112601310014725,
0.024047205224633217,
-0.028426598757505417,
0.0480099618434906,
-0.07527832686901093,
0.01960541307926178,
0.015030697919428349,
0.002108608605340123,
0.14173638820648193,
0.028636856004595757,
0.014484073966741562,
-0.05332036316394806,
-0.05917002633213997,
0.05302811041474342,
0.060600511729717255,
-0.10369277745485306,
0.000042865740397246554,
0.02358929067850113,
-0.02138151042163372,
-0.050997957587242126,
-0.07248787581920624,
-0.09502677619457245,
-0.04688078910112381,
0.03607344627380371,
0.01140685472637415,
0.01657763496041298,
-0.00605852110311389,
0.029381172731518745,
-0.1191643550992012,
-3.609800622685208e-33,
-0.09810604155063629,
-0.0395660363137722,
-0.06041580066084862,
0.020156027749180794,
0.04861864820122719,
0.019722500815987587,
-0.07705558091402054,
-0.09593845158815384,
-0.056875281035900116,
-0.0560443177819252,
-0.018209975212812424,
0.0030747749842703342,
-0.08049321174621582,
0.014285208657383919,
-0.06545751541852951,
0.04885576292872429,
0.035584546625614166,
-0.007355336099863052,
0.03275834023952484,
-0.0540861114859581,
-0.004400919191539288,
0.006274497136473656,
0.05641239136457443,
-0.07819046080112457,
0.045313041657209396,
0.05930386856198311,
0.051112350076436996,
-0.006004017777740955,
0.009790817275643349,
-0.011099369265139103,
-0.05526190623641014,
-0.10539840161800385,
-0.010471316985785961,
-0.00865490734577179,
-0.0415862500667572,
0.06290733814239502,
0.0885671004652977,
0.1323007494211197,
-0.024263640865683556,
-0.023418599739670753,
-0.08299589157104492,
0.03443603962659836,
-0.033333417028188705,
0.030166085809469223,
0.04965762794017792,
-0.08361472934484482,
-0.03420057147741318,
-0.03685767203569412,
-0.03373802825808525,
0.03211797773838043,
0.09788800030946732,
0.07652471959590912,
-0.0016835988499224186,
0.0018474875250831246,
-0.08377347886562347,
0.05541729927062988,
-0.025163600221276283,
0.03462666645646095,
0.040091294795274734,
0.06662856042385101,
-0.029366640374064445,
-0.02984914928674698,
-0.0349404402077198,
0.07984494417905807,
-0.0001765966007951647,
0.0388212613761425,
-0.02566634677350521,
0.03279336541891098,
0.0627349391579628,
-0.10023809224367142,
-0.04342903569340706,
-0.04574635252356529,
-0.07695379108190536,
0.04065844416618347,
0.023810703307390213,
0.0853777602314949,
0.04638981819152832,
-0.1190207228064537,
-0.02319115772843361,
0.03964895009994507,
-0.02825193852186203,
-0.022976502776145935,
-0.01216520182788372,
-0.12755721807479858,
-0.01836707629263401,
-0.021375898271799088,
-0.007217945531010628,
-0.06976038217544556,
0.014174816198647022,
-0.04136592522263527,
0.028837481513619423,
-0.02023409865796566,
-0.04859470948576927,
-0.014216721057891846,
-0.005414357874542475,
-5.43361515781271e-8,
0.034632761031389236,
-0.005826078820973635,
0.05194656178355217,
-0.048967596143484116,
0.034761372953653336,
-0.005208262708038092,
0.026484055444598198,
0.048078473657369614,
-0.052030377089977264,
0.0022995825856924057,
0.10133340209722519,
-0.01947794109582901,
-0.046252015978097916,
0.08847509324550629,
0.09628407657146454,
0.054967205971479416,
0.03208416327834129,
-0.04947524145245552,
-0.043206993490457535,
-0.05942961946129799,
0.10114438831806183,
-0.014627430588006973,
-0.03375639393925667,
0.004613787401467562,
-0.021966468542814255,
-0.0471247173845768,
-0.012443780899047852,
0.010036306455731392,
0.0129799610003829,
0.01286377850919962,
-0.036651983857154846,
0.06802677363157272,
0.05384353548288345,
0.056787099689245224,
-0.06408198922872543,
-0.06424339860677719,
-0.0977075919508934,
-0.026727059856057167,
-0.03026377223432064,
0.008305106312036514,
-0.04962664470076561,
0.03233546018600464,
0.008215460926294327,
0.07637623697519302,
-0.01698019914329052,
-0.001649535377509892,
-0.09357199817895889,
0.014851623214781284,
0.037658777087926865,
0.07409166544675827,
0.04869983345270157,
0.04230692982673645,
0.05225439369678497,
-0.05611593648791313,
-0.06337232142686844,
0.03867679089307785,
-0.02476169541478157,
-0.059380628168582916,
-0.08420629054307938,
0.027628518640995026,
0.0894891768693924,
-0.02825658768415451,
-0.0534883476793766,
0.005466347560286522
] |
1402.3192
|
Luis L. Sanchez. Soto
|
B. Stoklasa, L. Motka, J. Rehacek, Z. Hradil, and L. L. Sanchez-Soto
|
Wavefront sensing reveals optical coherence
|
Close to the accepted version in Nature Communications
|
Nat. Commun. 5:3275 (2014)
|
10.1038/ncomms4275
| null |
quant-ph physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Wavefront sensing is a set of techniques providing efficient means to
ascertain the shape of an optical wavefront or its deviation from an ideal
reference. Due to its wide dynamical range and high optical efficiency, the
Shack-Hartmann is nowadays the most widely used of these sensors. Here, we show
that it actually performs a simultaneous measurement of position and angular
spectrum of the incident radiation and, therefore, when combined with
tomographic techniques previously developed for quantum information processing,
the Shack-Hartmann can be instrumental in reconstructing the complete coherence
properties of the signal. We confirm these predictions with an experimental
characterization of partially coherent vortex beams, a case that cannot be
treated with the standard tools. This seems to indicate that classical methods
employed hitherto do not fully exploit the potential of the registered data.
|
[
{
"created": "Thu, 13 Feb 2014 16:01:29 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Stoklasa",
"B.",
""
],
[
"Motka",
"L.",
""
],
[
"Rehacek",
"J.",
""
],
[
"Hradil",
"Z.",
""
],
[
"Sanchez-Soto",
"L. L.",
""
]
] |
[
-0.03818677365779877,
-0.032417651265859604,
-0.09075789153575897,
-0.06017324700951576,
-0.029818281531333923,
0.0020299332682043314,
-0.024873971939086914,
-0.09505149722099304,
0.03748730570077896,
-0.02930028736591339,
-0.01587424799799919,
0.05286555737257004,
-0.010716118849813938,
-0.0641973689198494,
-0.033993106335401535,
-0.02631731517612934,
-0.00810619629919529,
-0.013430989347398281,
0.07246248424053192,
-0.024059485644102097,
-0.04345184564590454,
0.018255896866321564,
-0.0656074583530426,
0.015803199261426926,
0.08340651541948318,
0.06362159550189972,
0.041334301233291626,
-0.05596687272191048,
-0.02191207930445671,
0.04778709262609482,
0.04273950308561325,
0.10495144128799438,
-0.08822515606880188,
-0.026717497035861015,
0.003524139989167452,
-0.012608939781785011,
0.08210442960262299,
0.0398489274084568,
-0.020500268787145615,
0.02544020675122738,
0.04703313484787941,
0.0805886760354042,
-0.034341175109148026,
-0.02072591707110405,
-0.02415265329182148,
0.09088963270187378,
0.10249566286802292,
0.01588454470038414,
-0.0015875714598223567,
0.020070552825927734,
-0.029121603816747665,
0.014629422686994076,
-0.02784613147377968,
-0.055536191910505295,
0.026037948206067085,
0.11280974745750427,
0.039724428206682205,
-0.02512645535171032,
-0.023303234949707985,
0.00022730365162715316,
0.057045385241508484,
0.02565070055425167,
-0.0719609260559082,
0.008305530995130539,
0.07140570878982544,
-0.007819168269634247,
-0.014315868727862835,
0.0038441712968051434,
-0.00879741832613945,
-0.012927040457725525,
-0.023738324642181396,
0.051311954855918884,
0.043320126831531525,
-0.07075461000204086,
0.004646009299904108,
-0.000030144083211780526,
0.020195430144667625,
0.004384331405162811,
0.04911445081233978,
0.013408672995865345,
0.0057946303859353065,
0.01685207337141037,
0.01906498149037361,
0.014636627398431301,
0.050662145018577576,
0.08395738154649734,
-0.047128304839134216,
0.06361991167068481,
-0.0715314969420433,
-0.034863658249378204,
-0.07284017652273178,
-0.1822986900806427,
-0.06362275034189224,
-0.07924298197031021,
0.06368272751569748,
-0.036836493760347366,
0.01568666845560074,
-0.04378429800271988,
0.005508232396095991,
-0.010850354097783566,
0.0568566620349884,
-0.08945327997207642,
0.025090442970395088,
0.07208202034235,
-0.07063102722167969,
0.017637358978390694,
0.03286490589380264,
0.003524514613673091,
0.007693866267800331,
0.029716933146119118,
0.010263947769999504,
0.05194464698433876,
0.018745727837085724,
-0.07242011278867722,
0.04767543077468872,
-0.007544313557446003,
-0.04050097241997719,
0.06126190721988678,
0.06054689362645149,
-0.04410716891288757,
-0.03967248275876045,
-0.005642545409500599,
0.05272918939590454,
0.08691468834877014,
0.03602346405386925,
0.059188779443502426,
-0.050370682030916214,
1.254551081182857e-35,
0.033506643027067184,
0.11914990097284317,
0.015805790200829506,
0.0005412372993305326,
-0.06565117835998535,
-0.0148685984313488,
0.04763311892747879,
-0.044251032173633575,
0.026871707290410995,
0.08232558518648148,
0.03838033601641655,
0.07841628044843674,
0.024327529594302177,
-0.017736507579684258,
0.03804180026054382,
-0.05312827229499817,
0.010115619748830795,
0.040833730250597,
-0.09413588047027588,
0.027282116934657097,
0.04075988754630089,
0.010759182274341583,
-0.08370720595121384,
0.0023056224454194307,
-0.01502279844135046,
-0.011245343834161758,
0.016107311472296715,
0.03030637465417385,
-0.07643231749534607,
0.026589522138237953,
-0.02360430732369423,
0.07917040586471558,
-0.0029840695206075907,
-0.015889959409832954,
0.002039398765191436,
-0.09030282497406006,
-0.0058730230666697025,
0.01787012629210949,
-0.029223531484603882,
-0.0030654657166451216,
0.06289105117321014,
0.04342775046825409,
-0.016192421317100525,
0.020702697336673737,
0.00722475117072463,
-0.07389988005161285,
-0.10046469420194626,
0.03396398574113846,
0.05159144848585129,
0.033598486334085464,
-0.009576385840773582,
-0.11006882786750793,
-0.08819025009870529,
0.004531460348516703,
-0.00599297508597374,
-0.02240785025060177,
-0.04018539935350418,
-0.07039064168930054,
0.021134860813617706,
-0.04214177280664444,
-0.03347499296069145,
-0.06858599931001663,
0.018600696697831154,
-0.03133901581168175,
0.004256045911461115,
0.04523015022277832,
-0.06326733529567719,
-0.030645031481981277,
-0.03681754693388939,
0.07810938358306885,
-0.02756289206445217,
0.0042825667187571526,
0.017220130190253258,
0.004099646117538214,
0.07403206825256348,
0.02955341339111328,
0.012186521664261818,
0.1694442629814148,
0.020014526322484016,
0.027751758694648743,
0.053552791476249695,
-0.05283983796834946,
0.030590515583753586,
-0.003151710145175457,
-0.04499547928571701,
0.08529768884181976,
-0.02392611838877201,
-0.07485602796077728,
-0.09314407408237457,
-0.0009859323035925627,
0.006896803621202707,
0.017997339367866516,
0.014046374708414078,
-0.03685218468308449,
-0.12190625071525574,
-2.1420904985339924e-33,
-0.034965429455041885,
-0.028897730633616447,
-0.016643434762954712,
-0.028508203104138374,
-0.08193326741456985,
0.04281247407197952,
0.059274375438690186,
-0.008071830496191978,
-0.06621328741312027,
-0.07900556176900864,
-0.01979914866387844,
0.036251846700906754,
-0.03659689053893089,
0.03322078287601471,
0.0035589970648288727,
0.021493617445230484,
0.005199552979320288,
-0.04136700555682182,
0.05787596106529236,
-0.00949747022241354,
0.09441397339105606,
-0.09739706665277481,
0.015775704756379128,
-0.04206312075257301,
0.02982686646282673,
-0.01121287327259779,
0.11215515434741974,
-0.039124418050050735,
-0.049776770174503326,
-0.04687882587313652,
-0.0740404799580574,
-0.06829168647527695,
-0.0012333932099863887,
0.011375892907381058,
-0.0670800507068634,
0.044862713664770126,
-0.00023669959045946598,
-0.012433398514986038,
-0.0864805206656456,
-0.05517808720469475,
-0.020070897415280342,
0.04656687378883362,
0.000024387929443037137,
0.026363611221313477,
-0.03452756255865097,
-0.055249545723199844,
-0.04586707428097725,
0.033829301595687866,
-0.002651385497301817,
0.03966597467660904,
-0.02234203740954399,
0.06176045164465904,
0.057722173631191254,
0.05974670127034187,
-0.09936172515153885,
0.001878961455076933,
0.04259684309363365,
0.014042632654309273,
0.010642623528838158,
0.055174652487039566,
-0.05186672508716583,
0.04804494231939316,
-0.03389662131667137,
0.02920539490878582,
0.1279158741235733,
0.0102017130702734,
-0.04178536683320999,
0.0040659718215465546,
0.02236160635948181,
0.005915207788348198,
-0.0081565473228693,
-0.010307267308235168,
0.06659342348575592,
0.04542771726846695,
0.11920446157455444,
0.012428481131792068,
0.019932113587856293,
-0.07976318895816803,
-0.05223887413740158,
0.09689301252365112,
0.026612062007188797,
-0.03274480625987053,
-0.02033926732838154,
0.07272881269454956,
0.02797035314142704,
0.058625295758247375,
-0.022015603259205818,
-0.10248696058988571,
0.028583481907844543,
-0.03600606322288513,
0.05070880427956581,
0.029675014317035675,
-0.023577913641929626,
-0.1320032924413681,
0.1392969936132431,
-4.9561670323328144e-8,
-0.06651653349399567,
-0.007614954374730587,
-0.02662990428507328,
-0.016677364706993103,
-0.026070399209856987,
-0.0390634685754776,
0.02921096235513687,
0.005782510153949261,
0.013649355620145798,
-0.13642680644989014,
-0.02684667706489563,
-0.08530554175376892,
-0.03322489932179451,
-0.03621559962630272,
0.01292886957526207,
-0.042475637048482895,
0.010022846050560474,
-0.07768519967794418,
0.010301783680915833,
0.040218837559223175,
0.06614217162132263,
0.021322889253497124,
0.024162746965885162,
0.025613408535718918,
0.027356119826436043,
0.05276870355010033,
-0.020285019651055336,
0.03361669182777405,
-0.010877064429223537,
0.05205817148089409,
-0.007414551451802254,
-0.009309963323175907,
0.012286302633583546,
0.021846074610948563,
-0.11626268923282623,
0.0045089577324688435,
-0.04466778784990311,
0.059459395706653595,
-0.035924043506383896,
-0.023737628012895584,
-0.07160339504480362,
0.0845811516046524,
-0.018028978258371353,
0.023984311148524284,
0.052889399230480194,
0.0824657678604126,
0.07476364076137543,
-0.045531630516052246,
0.027156271040439606,
-0.01974339224398136,
-0.011673671193420887,
0.11150618642568588,
0.05906997248530388,
-0.015262767672538757,
-0.0426461435854435,
0.003145567374303937,
0.041245825588703156,
-0.08878033608198166,
0.0027927844785153866,
0.010774998925626278,
0.0407254695892334,
0.049478549510240555,
-0.06386131793260574,
0.019234202802181244
] | null | null | null | null | null | null | null |
[
-0.03818677365779877,
-0.032417651265859604,
-0.09075789153575897,
-0.06017324700951576,
-0.029818281531333923,
0.0020299332682043314,
-0.024873971939086914,
-0.09505149722099304,
0.03748730570077896,
-0.02930028736591339,
-0.01587424799799919,
0.05286555737257004,
-0.010716118849813938,
-0.0641973689198494,
-0.033993106335401535,
-0.02631731517612934,
-0.00810619629919529,
-0.013430989347398281,
0.07246248424053192,
-0.024059485644102097,
-0.04345184564590454,
0.018255896866321564,
-0.0656074583530426,
0.015803199261426926,
0.08340651541948318,
0.06362159550189972,
0.041334301233291626,
-0.05596687272191048,
-0.02191207930445671,
0.04778709262609482,
0.04273950308561325,
0.10495144128799438,
-0.08822515606880188,
-0.026717497035861015,
0.003524139989167452,
-0.012608939781785011,
0.08210442960262299,
0.0398489274084568,
-0.020500268787145615,
0.02544020675122738,
0.04703313484787941,
0.0805886760354042,
-0.034341175109148026,
-0.02072591707110405,
-0.02415265329182148,
0.09088963270187378,
0.10249566286802292,
0.01588454470038414,
-0.0015875714598223567,
0.020070552825927734,
-0.029121603816747665,
0.014629422686994076,
-0.02784613147377968,
-0.055536191910505295,
0.026037948206067085,
0.11280974745750427,
0.039724428206682205,
-0.02512645535171032,
-0.023303234949707985,
0.00022730365162715316,
0.057045385241508484,
0.02565070055425167,
-0.0719609260559082,
0.008305530995130539,
0.07140570878982544,
-0.007819168269634247,
-0.014315868727862835,
0.0038441712968051434,
-0.00879741832613945,
-0.012927040457725525,
-0.023738324642181396,
0.051311954855918884,
0.043320126831531525,
-0.07075461000204086,
0.004646009299904108,
-0.000030144083211780526,
0.020195430144667625,
0.004384331405162811,
0.04911445081233978,
0.013408672995865345,
0.0057946303859353065,
0.01685207337141037,
0.01906498149037361,
0.014636627398431301,
0.050662145018577576,
0.08395738154649734,
-0.047128304839134216,
0.06361991167068481,
-0.0715314969420433,
-0.034863658249378204,
-0.07284017652273178,
-0.1822986900806427,
-0.06362275034189224,
-0.07924298197031021,
0.06368272751569748,
-0.036836493760347366,
0.01568666845560074,
-0.04378429800271988,
0.005508232396095991,
-0.010850354097783566,
0.0568566620349884,
-0.08945327997207642,
0.025090442970395088,
0.07208202034235,
-0.07063102722167969,
0.017637358978390694,
0.03286490589380264,
0.003524514613673091,
0.007693866267800331,
0.029716933146119118,
0.010263947769999504,
0.05194464698433876,
0.018745727837085724,
-0.07242011278867722,
0.04767543077468872,
-0.007544313557446003,
-0.04050097241997719,
0.06126190721988678,
0.06054689362645149,
-0.04410716891288757,
-0.03967248275876045,
-0.005642545409500599,
0.05272918939590454,
0.08691468834877014,
0.03602346405386925,
0.059188779443502426,
-0.050370682030916214,
1.254551081182857e-35,
0.033506643027067184,
0.11914990097284317,
0.015805790200829506,
0.0005412372993305326,
-0.06565117835998535,
-0.0148685984313488,
0.04763311892747879,
-0.044251032173633575,
0.026871707290410995,
0.08232558518648148,
0.03838033601641655,
0.07841628044843674,
0.024327529594302177,
-0.017736507579684258,
0.03804180026054382,
-0.05312827229499817,
0.010115619748830795,
0.040833730250597,
-0.09413588047027588,
0.027282116934657097,
0.04075988754630089,
0.010759182274341583,
-0.08370720595121384,
0.0023056224454194307,
-0.01502279844135046,
-0.011245343834161758,
0.016107311472296715,
0.03030637465417385,
-0.07643231749534607,
0.026589522138237953,
-0.02360430732369423,
0.07917040586471558,
-0.0029840695206075907,
-0.015889959409832954,
0.002039398765191436,
-0.09030282497406006,
-0.0058730230666697025,
0.01787012629210949,
-0.029223531484603882,
-0.0030654657166451216,
0.06289105117321014,
0.04342775046825409,
-0.016192421317100525,
0.020702697336673737,
0.00722475117072463,
-0.07389988005161285,
-0.10046469420194626,
0.03396398574113846,
0.05159144848585129,
0.033598486334085464,
-0.009576385840773582,
-0.11006882786750793,
-0.08819025009870529,
0.004531460348516703,
-0.00599297508597374,
-0.02240785025060177,
-0.04018539935350418,
-0.07039064168930054,
0.021134860813617706,
-0.04214177280664444,
-0.03347499296069145,
-0.06858599931001663,
0.018600696697831154,
-0.03133901581168175,
0.004256045911461115,
0.04523015022277832,
-0.06326733529567719,
-0.030645031481981277,
-0.03681754693388939,
0.07810938358306885,
-0.02756289206445217,
0.0042825667187571526,
0.017220130190253258,
0.004099646117538214,
0.07403206825256348,
0.02955341339111328,
0.012186521664261818,
0.1694442629814148,
0.020014526322484016,
0.027751758694648743,
0.053552791476249695,
-0.05283983796834946,
0.030590515583753586,
-0.003151710145175457,
-0.04499547928571701,
0.08529768884181976,
-0.02392611838877201,
-0.07485602796077728,
-0.09314407408237457,
-0.0009859323035925627,
0.006896803621202707,
0.017997339367866516,
0.014046374708414078,
-0.03685218468308449,
-0.12190625071525574,
-2.1420904985339924e-33,
-0.034965429455041885,
-0.028897730633616447,
-0.016643434762954712,
-0.028508203104138374,
-0.08193326741456985,
0.04281247407197952,
0.059274375438690186,
-0.008071830496191978,
-0.06621328741312027,
-0.07900556176900864,
-0.01979914866387844,
0.036251846700906754,
-0.03659689053893089,
0.03322078287601471,
0.0035589970648288727,
0.021493617445230484,
0.005199552979320288,
-0.04136700555682182,
0.05787596106529236,
-0.00949747022241354,
0.09441397339105606,
-0.09739706665277481,
0.015775704756379128,
-0.04206312075257301,
0.02982686646282673,
-0.01121287327259779,
0.11215515434741974,
-0.039124418050050735,
-0.049776770174503326,
-0.04687882587313652,
-0.0740404799580574,
-0.06829168647527695,
-0.0012333932099863887,
0.011375892907381058,
-0.0670800507068634,
0.044862713664770126,
-0.00023669959045946598,
-0.012433398514986038,
-0.0864805206656456,
-0.05517808720469475,
-0.020070897415280342,
0.04656687378883362,
0.000024387929443037137,
0.026363611221313477,
-0.03452756255865097,
-0.055249545723199844,
-0.04586707428097725,
0.033829301595687866,
-0.002651385497301817,
0.03966597467660904,
-0.02234203740954399,
0.06176045164465904,
0.057722173631191254,
0.05974670127034187,
-0.09936172515153885,
0.001878961455076933,
0.04259684309363365,
0.014042632654309273,
0.010642623528838158,
0.055174652487039566,
-0.05186672508716583,
0.04804494231939316,
-0.03389662131667137,
0.02920539490878582,
0.1279158741235733,
0.0102017130702734,
-0.04178536683320999,
0.0040659718215465546,
0.02236160635948181,
0.005915207788348198,
-0.0081565473228693,
-0.010307267308235168,
0.06659342348575592,
0.04542771726846695,
0.11920446157455444,
0.012428481131792068,
0.019932113587856293,
-0.07976318895816803,
-0.05223887413740158,
0.09689301252365112,
0.026612062007188797,
-0.03274480625987053,
-0.02033926732838154,
0.07272881269454956,
0.02797035314142704,
0.058625295758247375,
-0.022015603259205818,
-0.10248696058988571,
0.028583481907844543,
-0.03600606322288513,
0.05070880427956581,
0.029675014317035675,
-0.023577913641929626,
-0.1320032924413681,
0.1392969936132431,
-4.9561670323328144e-8,
-0.06651653349399567,
-0.007614954374730587,
-0.02662990428507328,
-0.016677364706993103,
-0.026070399209856987,
-0.0390634685754776,
0.02921096235513687,
0.005782510153949261,
0.013649355620145798,
-0.13642680644989014,
-0.02684667706489563,
-0.08530554175376892,
-0.03322489932179451,
-0.03621559962630272,
0.01292886957526207,
-0.042475637048482895,
0.010022846050560474,
-0.07768519967794418,
0.010301783680915833,
0.040218837559223175,
0.06614217162132263,
0.021322889253497124,
0.024162746965885162,
0.025613408535718918,
0.027356119826436043,
0.05276870355010033,
-0.020285019651055336,
0.03361669182777405,
-0.010877064429223537,
0.05205817148089409,
-0.007414551451802254,
-0.009309963323175907,
0.012286302633583546,
0.021846074610948563,
-0.11626268923282623,
0.0045089577324688435,
-0.04466778784990311,
0.059459395706653595,
-0.035924043506383896,
-0.023737628012895584,
-0.07160339504480362,
0.0845811516046524,
-0.018028978258371353,
0.023984311148524284,
0.052889399230480194,
0.0824657678604126,
0.07476364076137543,
-0.045531630516052246,
0.027156271040439606,
-0.01974339224398136,
-0.011673671193420887,
0.11150618642568588,
0.05906997248530388,
-0.015262767672538757,
-0.0426461435854435,
0.003145567374303937,
0.041245825588703156,
-0.08878033608198166,
0.0027927844785153866,
0.010774998925626278,
0.0407254695892334,
0.049478549510240555,
-0.06386131793260574,
0.019234202802181244
] |
1402.3193
|
Christian Bauckhage
|
Christian Bauckhage
|
Characterizations and Kullback-Leibler Divergence of Gompertz
Distributions
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this note, we characterize the Gompertz distribution in terms of extreme
value distributions and point out that it implicitly models the interplay of
two antagonistic growth processes. In addition, we derive a closed form
expressions for the Kullback-Leibler divergence between two Gompertz
Distributions. Although the latter is rather easy to obtain, it seems not to
have been widely reported before.
|
[
{
"created": "Thu, 13 Feb 2014 16:02:03 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Bauckhage",
"Christian",
""
]
] |
[
-0.020861055701971054,
-0.08650770783424377,
0.05777982994914055,
-0.0069715059362351894,
0.000026607032850733958,
0.04061918705701828,
0.0010185311548411846,
0.03974701836705208,
0.04883292689919472,
-0.018112309277057648,
0.10390948504209518,
0.03830278664827347,
0.022715767845511436,
0.035435646772384644,
0.0038087067659944296,
-0.06649467349052429,
-0.050295643508434296,
-0.05370444804430008,
-0.023991335183382034,
0.07072898000478745,
0.01785319484770298,
0.02821108140051365,
-0.04337934032082558,
-0.045979563146829605,
0.011996843852102757,
-0.018654298037290573,
0.006633841898292303,
0.020949307829141617,
0.06726638227701187,
-0.01713876985013485,
0.046559032052755356,
0.020777646452188492,
-0.020874887704849243,
-0.005097797606140375,
0.06806257367134094,
-0.041728999465703964,
0.005566200241446495,
0.027106205001473427,
-0.01730373315513134,
0.04952133074402809,
0.00012817876995541155,
0.030006855726242065,
-0.05667082965373993,
0.0073340879753232,
0.027852755039930344,
0.0365714505314827,
-0.02169816754758358,
-0.027363676577806473,
-0.0802948921918869,
-0.013643994927406311,
0.044702526181936264,
0.042378976941108704,
-0.0132821099832654,
0.004156674724072218,
0.07763645052909851,
-0.007466566748917103,
-0.028296444565057755,
-0.024504447355866432,
-0.0025516734458506107,
0.012907219119369984,
0.036675672978162766,
0.036307159811258316,
-0.047839418053627014,
-0.030765851959586143,
0.036277562379837036,
-0.005662952084094286,
0.004484669771045446,
0.020845798775553703,
0.021888403221964836,
0.0856069028377533,
-0.08181603252887726,
0.004969493951648474,
-0.11417130380868912,
0.014293146319687366,
-0.01824810542166233,
-0.0055259824730455875,
-0.027585648000240326,
0.03753500431776047,
0.0005248039378784597,
-0.14586083590984344,
0.008520403876900673,
-0.013149412348866463,
-0.06401585042476654,
-0.09189990162849426,
-0.09681054949760437,
-0.014035521075129509,
-0.08689255267381668,
0.12970824539661407,
0.13819055259227753,
-0.006161217577755451,
-0.0023679989390075207,
0.010926609858870506,
-0.08621221780776978,
-0.0069734822027385235,
0.01898839883506298,
0.010666398331522942,
-0.012893390841782093,
-0.08607254922389984,
0.09967552125453949,
-0.00597559567540884,
0.012586529366672039,
-0.08946588635444641,
0.1027047410607338,
0.005248660687357187,
0.09523004293441772,
-0.09700309485197067,
-0.02923594042658806,
-0.014389322139322758,
0.05114545673131943,
0.07693109661340714,
-0.021079840138554573,
0.05527343973517418,
0.08572603762149811,
0.01692098379135132,
-0.04761899262666702,
0.014765636995434761,
0.050914183259010315,
0.02320912852883339,
-0.10200422257184982,
-0.07423846423625946,
0.057161930948495865,
0.03192155063152313,
-0.11335596442222595,
0.11382034420967102,
-0.04434121400117874,
-0.015880873426795006,
-0.01689930073916912,
1.2255028192421447e-33,
0.04252507910132408,
-0.10634780675172806,
0.025385910645127296,
-0.016974786296486855,
-0.012595975771546364,
0.036444127559661865,
-0.024111084640026093,
-0.05973505973815918,
-0.049794506281614304,
0.030276348814368248,
-0.02502797357738018,
0.1006401926279068,
-0.04635145515203476,
-0.01950579695403576,
-0.0170429814606905,
0.021598242223262787,
-0.0783572718501091,
0.03993230685591698,
0.05051928758621216,
-0.023573528975248337,
0.020792385563254356,
0.00031338821281678975,
0.0035468963906168938,
0.06304684281349182,
0.06035546585917473,
-0.020201141014695168,
0.02580566331744194,
-0.06370241194963455,
-0.08558778464794159,
-0.013334491290152073,
0.023291010409593582,
-0.0354037880897522,
-0.058689627796411514,
-0.09560851007699966,
0.013029302470386028,
-0.02345600351691246,
-0.040440477430820465,
0.036091748625040054,
-0.03896091505885124,
-0.03575460612773895,
-0.05204519256949425,
-0.051120009273290634,
-0.11616507917642593,
0.054070018231868744,
0.016979847103357315,
-0.059289902448654175,
0.0983172208070755,
0.010502967983484268,
0.04850307106971741,
-0.08251973241567612,
0.03460366651415825,
-0.0312957800924778,
-0.04080507531762123,
0.04878774657845497,
-0.028977151960134506,
0.11602521687746048,
0.02414696291089058,
0.05266093835234642,
-0.0219418928027153,
-0.024895306676626205,
0.013095036149024963,
0.05779382586479187,
-0.013338220305740833,
-0.0013051817659288645,
0.06781670451164246,
0.004148399457335472,
0.013900207355618477,
0.024024328216910362,
0.0071645560674369335,
0.022977856919169426,
0.10860342532396317,
0.001387985423207283,
-0.04435732215642929,
-0.11365193873643875,
-0.025466695427894592,
0.00926692970097065,
-0.015896067023277283,
0.022388223558664322,
-0.029910705983638763,
0.022730231285095215,
-0.07360619306564331,
-0.10727705806493759,
-0.0013752031372860074,
0.021961113438010216,
-0.028073029592633247,
-0.028286857530474663,
-0.01238974928855896,
-0.0002389719884376973,
-0.07340523600578308,
-0.014276190660893917,
-0.000006387750090652844,
-0.031010620296001434,
0.013670246116816998,
0.03519967570900917,
-0.02721373923122883,
-2.0681901074336722e-33,
-0.07782631367444992,
-0.011544182896614075,
-0.015712149441242218,
0.04353824257850647,
0.07498587667942047,
0.003489161841571331,
-0.028126848861575127,
0.092289499938488,
-0.008165309205651283,
-0.0563817098736763,
-0.059208281338214874,
0.022122884169220924,
0.030461600050330162,
0.03244064375758171,
0.05006107687950134,
-0.029679181054234505,
0.07895340025424957,
0.16597865521907806,
0.07609003782272339,
-0.04043678939342499,
-0.03143077343702316,
0.010999985039234161,
-0.0032555810175836086,
-0.018037984147667885,
-0.0026514152996242046,
0.07146760821342468,
-0.006402151193469763,
0.10707516968250275,
-0.13397826254367828,
0.059904783964157104,
0.022270919755101204,
0.009012209251523018,
-0.006688928231596947,
-0.019358251243829727,
0.020844286307692528,
-0.01600872352719307,
-0.017381086945533752,
0.09907680749893188,
-0.05268384888768196,
-0.04254193976521492,
-0.029236169531941414,
0.06995446979999542,
0.11119930446147919,
-0.03646893799304962,
0.08380971103906631,
0.05263965204358101,
0.014876458793878555,
-0.056060608476400375,
0.05161939561367035,
-0.01724478229880333,
-0.006384855601936579,
0.025374775752425194,
-0.09454144537448883,
0.14880935847759247,
-0.06185509264469147,
0.04953010007739067,
-0.03733024001121521,
-0.05000922083854675,
-0.0029956831131130457,
-0.023136433213949203,
-0.03541906923055649,
-0.08039457350969315,
-0.0010762393940240145,
0.004783608019351959,
-0.007056924514472485,
-0.045324549078941345,
-0.0703568235039711,
-0.06383021920919418,
0.027085598558187485,
-0.042699579149484634,
0.12008203566074371,
0.04530124366283417,
0.03301823139190674,
0.06721197813749313,
-0.06277702748775482,
0.033092159777879715,
0.0713648796081543,
-0.02069459855556488,
-0.024482721462845802,
-0.013265139423310757,
-0.06490981578826904,
0.1218477413058281,
0.0645812600851059,
0.06463726609945297,
-0.057574547827243805,
-0.04036737233400345,
-0.033723264932632446,
-0.016688158735632896,
0.08207901567220688,
-0.0009540426544845104,
-0.02583342231810093,
-0.01880025491118431,
-0.011210279539227486,
-0.04194238781929016,
0.022144606336951256,
-3.907880952169762e-8,
0.03100334294140339,
-0.0008360531064681709,
-0.06074327975511551,
-0.015688059851527214,
0.11186733096837997,
0.06020593270659447,
-0.01961544342339039,
0.035316549241542816,
-0.004334039520472288,
0.002875178586691618,
0.04696383327245712,
-0.031110666692256927,
0.049904171377420425,
-0.003405192866921425,
-0.016634711995720863,
0.05024982616305351,
-0.044337768107652664,
-0.01944127306342125,
0.0032954816706478596,
-0.08920878916978836,
0.006638550665229559,
0.05896613374352455,
0.05562632158398628,
0.007520242128521204,
-0.01868809200823307,
0.04141911119222641,
-0.038259606808423996,
-0.08549371361732483,
0.006434638053178787,
-0.0035068271681666374,
0.030357126146554947,
0.052241649478673935,
0.021216541528701782,
0.03503790870308876,
-0.03948499634861946,
0.015210725367069244,
-0.044964566826820374,
0.04242356866598129,
-0.001392481615766883,
0.05568255856633186,
-0.00467915553599596,
0.014621824957430363,
0.044034045189619064,
0.007545105181634426,
0.007324561011046171,
-0.017048995941877365,
0.01963859051465988,
-0.04134397953748703,
0.09842631965875626,
-0.04687481373548508,
0.023184238001704216,
0.013823751360177994,
0.0019998247735202312,
-0.026068665087223053,
0.014346512965857983,
-0.03668440133333206,
-0.0721239373087883,
-0.029589666053652763,
-0.03501100838184357,
-0.018731119111180305,
0.01565524935722351,
-0.05030026286840439,
-0.008907984010875225,
0.041649047285318375
] | null | null | null | null | null | null | null |
[
-0.020861055701971054,
-0.08650770783424377,
0.05777982994914055,
-0.0069715059362351894,
0.000026607032850733958,
0.04061918705701828,
0.0010185311548411846,
0.03974701836705208,
0.04883292689919472,
-0.018112309277057648,
0.10390948504209518,
0.03830278664827347,
0.022715767845511436,
0.035435646772384644,
0.0038087067659944296,
-0.06649467349052429,
-0.050295643508434296,
-0.05370444804430008,
-0.023991335183382034,
0.07072898000478745,
0.01785319484770298,
0.02821108140051365,
-0.04337934032082558,
-0.045979563146829605,
0.011996843852102757,
-0.018654298037290573,
0.006633841898292303,
0.020949307829141617,
0.06726638227701187,
-0.01713876985013485,
0.046559032052755356,
0.020777646452188492,
-0.020874887704849243,
-0.005097797606140375,
0.06806257367134094,
-0.041728999465703964,
0.005566200241446495,
0.027106205001473427,
-0.01730373315513134,
0.04952133074402809,
0.00012817876995541155,
0.030006855726242065,
-0.05667082965373993,
0.0073340879753232,
0.027852755039930344,
0.0365714505314827,
-0.02169816754758358,
-0.027363676577806473,
-0.0802948921918869,
-0.013643994927406311,
0.044702526181936264,
0.042378976941108704,
-0.0132821099832654,
0.004156674724072218,
0.07763645052909851,
-0.007466566748917103,
-0.028296444565057755,
-0.024504447355866432,
-0.0025516734458506107,
0.012907219119369984,
0.036675672978162766,
0.036307159811258316,
-0.047839418053627014,
-0.030765851959586143,
0.036277562379837036,
-0.005662952084094286,
0.004484669771045446,
0.020845798775553703,
0.021888403221964836,
0.0856069028377533,
-0.08181603252887726,
0.004969493951648474,
-0.11417130380868912,
0.014293146319687366,
-0.01824810542166233,
-0.0055259824730455875,
-0.027585648000240326,
0.03753500431776047,
0.0005248039378784597,
-0.14586083590984344,
0.008520403876900673,
-0.013149412348866463,
-0.06401585042476654,
-0.09189990162849426,
-0.09681054949760437,
-0.014035521075129509,
-0.08689255267381668,
0.12970824539661407,
0.13819055259227753,
-0.006161217577755451,
-0.0023679989390075207,
0.010926609858870506,
-0.08621221780776978,
-0.0069734822027385235,
0.01898839883506298,
0.010666398331522942,
-0.012893390841782093,
-0.08607254922389984,
0.09967552125453949,
-0.00597559567540884,
0.012586529366672039,
-0.08946588635444641,
0.1027047410607338,
0.005248660687357187,
0.09523004293441772,
-0.09700309485197067,
-0.02923594042658806,
-0.014389322139322758,
0.05114545673131943,
0.07693109661340714,
-0.021079840138554573,
0.05527343973517418,
0.08572603762149811,
0.01692098379135132,
-0.04761899262666702,
0.014765636995434761,
0.050914183259010315,
0.02320912852883339,
-0.10200422257184982,
-0.07423846423625946,
0.057161930948495865,
0.03192155063152313,
-0.11335596442222595,
0.11382034420967102,
-0.04434121400117874,
-0.015880873426795006,
-0.01689930073916912,
1.2255028192421447e-33,
0.04252507910132408,
-0.10634780675172806,
0.025385910645127296,
-0.016974786296486855,
-0.012595975771546364,
0.036444127559661865,
-0.024111084640026093,
-0.05973505973815918,
-0.049794506281614304,
0.030276348814368248,
-0.02502797357738018,
0.1006401926279068,
-0.04635145515203476,
-0.01950579695403576,
-0.0170429814606905,
0.021598242223262787,
-0.0783572718501091,
0.03993230685591698,
0.05051928758621216,
-0.023573528975248337,
0.020792385563254356,
0.00031338821281678975,
0.0035468963906168938,
0.06304684281349182,
0.06035546585917473,
-0.020201141014695168,
0.02580566331744194,
-0.06370241194963455,
-0.08558778464794159,
-0.013334491290152073,
0.023291010409593582,
-0.0354037880897522,
-0.058689627796411514,
-0.09560851007699966,
0.013029302470386028,
-0.02345600351691246,
-0.040440477430820465,
0.036091748625040054,
-0.03896091505885124,
-0.03575460612773895,
-0.05204519256949425,
-0.051120009273290634,
-0.11616507917642593,
0.054070018231868744,
0.016979847103357315,
-0.059289902448654175,
0.0983172208070755,
0.010502967983484268,
0.04850307106971741,
-0.08251973241567612,
0.03460366651415825,
-0.0312957800924778,
-0.04080507531762123,
0.04878774657845497,
-0.028977151960134506,
0.11602521687746048,
0.02414696291089058,
0.05266093835234642,
-0.0219418928027153,
-0.024895306676626205,
0.013095036149024963,
0.05779382586479187,
-0.013338220305740833,
-0.0013051817659288645,
0.06781670451164246,
0.004148399457335472,
0.013900207355618477,
0.024024328216910362,
0.0071645560674369335,
0.022977856919169426,
0.10860342532396317,
0.001387985423207283,
-0.04435732215642929,
-0.11365193873643875,
-0.025466695427894592,
0.00926692970097065,
-0.015896067023277283,
0.022388223558664322,
-0.029910705983638763,
0.022730231285095215,
-0.07360619306564331,
-0.10727705806493759,
-0.0013752031372860074,
0.021961113438010216,
-0.028073029592633247,
-0.028286857530474663,
-0.01238974928855896,
-0.0002389719884376973,
-0.07340523600578308,
-0.014276190660893917,
-0.000006387750090652844,
-0.031010620296001434,
0.013670246116816998,
0.03519967570900917,
-0.02721373923122883,
-2.0681901074336722e-33,
-0.07782631367444992,
-0.011544182896614075,
-0.015712149441242218,
0.04353824257850647,
0.07498587667942047,
0.003489161841571331,
-0.028126848861575127,
0.092289499938488,
-0.008165309205651283,
-0.0563817098736763,
-0.059208281338214874,
0.022122884169220924,
0.030461600050330162,
0.03244064375758171,
0.05006107687950134,
-0.029679181054234505,
0.07895340025424957,
0.16597865521907806,
0.07609003782272339,
-0.04043678939342499,
-0.03143077343702316,
0.010999985039234161,
-0.0032555810175836086,
-0.018037984147667885,
-0.0026514152996242046,
0.07146760821342468,
-0.006402151193469763,
0.10707516968250275,
-0.13397826254367828,
0.059904783964157104,
0.022270919755101204,
0.009012209251523018,
-0.006688928231596947,
-0.019358251243829727,
0.020844286307692528,
-0.01600872352719307,
-0.017381086945533752,
0.09907680749893188,
-0.05268384888768196,
-0.04254193976521492,
-0.029236169531941414,
0.06995446979999542,
0.11119930446147919,
-0.03646893799304962,
0.08380971103906631,
0.05263965204358101,
0.014876458793878555,
-0.056060608476400375,
0.05161939561367035,
-0.01724478229880333,
-0.006384855601936579,
0.025374775752425194,
-0.09454144537448883,
0.14880935847759247,
-0.06185509264469147,
0.04953010007739067,
-0.03733024001121521,
-0.05000922083854675,
-0.0029956831131130457,
-0.023136433213949203,
-0.03541906923055649,
-0.08039457350969315,
-0.0010762393940240145,
0.004783608019351959,
-0.007056924514472485,
-0.045324549078941345,
-0.0703568235039711,
-0.06383021920919418,
0.027085598558187485,
-0.042699579149484634,
0.12008203566074371,
0.04530124366283417,
0.03301823139190674,
0.06721197813749313,
-0.06277702748775482,
0.033092159777879715,
0.0713648796081543,
-0.02069459855556488,
-0.024482721462845802,
-0.013265139423310757,
-0.06490981578826904,
0.1218477413058281,
0.0645812600851059,
0.06463726609945297,
-0.057574547827243805,
-0.04036737233400345,
-0.033723264932632446,
-0.016688158735632896,
0.08207901567220688,
-0.0009540426544845104,
-0.02583342231810093,
-0.01880025491118431,
-0.011210279539227486,
-0.04194238781929016,
0.022144606336951256,
-3.907880952169762e-8,
0.03100334294140339,
-0.0008360531064681709,
-0.06074327975511551,
-0.015688059851527214,
0.11186733096837997,
0.06020593270659447,
-0.01961544342339039,
0.035316549241542816,
-0.004334039520472288,
0.002875178586691618,
0.04696383327245712,
-0.031110666692256927,
0.049904171377420425,
-0.003405192866921425,
-0.016634711995720863,
0.05024982616305351,
-0.044337768107652664,
-0.01944127306342125,
0.0032954816706478596,
-0.08920878916978836,
0.006638550665229559,
0.05896613374352455,
0.05562632158398628,
0.007520242128521204,
-0.01868809200823307,
0.04141911119222641,
-0.038259606808423996,
-0.08549371361732483,
0.006434638053178787,
-0.0035068271681666374,
0.030357126146554947,
0.052241649478673935,
0.021216541528701782,
0.03503790870308876,
-0.03948499634861946,
0.015210725367069244,
-0.044964566826820374,
0.04242356866598129,
-0.001392481615766883,
0.05568255856633186,
-0.00467915553599596,
0.014621824957430363,
0.044034045189619064,
0.007545105181634426,
0.007324561011046171,
-0.017048995941877365,
0.01963859051465988,
-0.04134397953748703,
0.09842631965875626,
-0.04687481373548508,
0.023184238001704216,
0.013823751360177994,
0.0019998247735202312,
-0.026068665087223053,
0.014346512965857983,
-0.03668440133333206,
-0.0721239373087883,
-0.029589666053652763,
-0.03501100838184357,
-0.018731119111180305,
0.01565524935722351,
-0.05030026286840439,
-0.008907984010875225,
0.041649047285318375
] |
1402.3198
|
Martin Kroll
|
Martin Kroll
|
A graph theoretic linkage attack on microdata in a metric space
|
24 pages, 15 figures
| null | null | null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Certain methods of analysis require the knowledge of the spatial distances
between entities whose data are stored in a microdata table. For instance, such
knowledge is necessary and sufficient to perform data mining tasks such as
nearest neighbour searches or clustering. However, when inter-record distances
are published in addition to the microdata for research purposes, the risk of
identity disclosure has to be taken into consideration again. In order to
tackle this problem, we introduce a flexible graph model for microdata in a
metric space and propose a linkage attack based on realistic assumptions of a
data snooper's background knowledge. This attack is based on the idea of
finding a maximum approximate common subgraph of two vertex-labelled and
edge-weighted graphs. By adapting a standard argument from algorithmic graph
theory to our setup, this task is transformed to the maximum clique detection
problem in a corresponding product graph. Using a toy example and experimental
results on simulated data show that publishing even approximate distances could
increase the risk of identity disclosure unreasonably.
|
[
{
"created": "Thu, 13 Feb 2014 16:20:50 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Kroll",
"Martin",
""
]
] |
[
-0.040118589997291565,
0.009477651678025723,
-0.04609829932451248,
-0.0719614326953888,
0.0942714735865593,
-0.0405561588704586,
0.0708753913640976,
-0.05768737569451332,
0.045029763132333755,
0.02298409305512905,
0.02564992569386959,
-0.011998211033642292,
0.15062831342220306,
0.03877296671271324,
-0.06497526913881302,
0.05971740558743477,
0.0507996566593647,
0.06547749042510986,
-0.026434721425175667,
-0.012232610955834389,
-0.011336234398186207,
-0.02173558622598648,
0.002780884737148881,
0.05292678624391556,
-0.03743043914437294,
-0.03855827823281288,
0.023225752636790276,
-0.02892126515507698,
-0.017335422337055206,
-0.006112479139119387,
0.04111680015921593,
0.009072118438780308,
0.06203324347734451,
0.04229452461004257,
0.012681949883699417,
-0.025798119604587555,
0.004007524810731411,
0.01813844032585621,
0.039659589529037476,
0.013810974545776844,
0.02382619120180607,
-0.009646975435316563,
-0.022588450461626053,
0.05489031597971916,
-0.1099536269903183,
0.06103206425905228,
-0.050971388816833496,
0.07725448161363602,
-0.0658223107457161,
-0.012927932664752007,
-0.1087251529097557,
-0.034915294498205185,
-0.09179525077342987,
-0.01841256208717823,
0.015464743599295616,
-0.15361857414245605,
-0.042224667966365814,
-0.024733010679483414,
0.07146680355072021,
0.08300504833459854,
0.06523492187261581,
-0.04490512236952782,
0.013330072164535522,
0.009182780049741268,
-0.0042832777835428715,
0.02243667282164097,
-0.02760365977883339,
0.05146949738264084,
-0.006424166262149811,
0.038008056581020355,
0.07518330216407776,
0.035414908081293106,
-0.1606021225452423,
0.03514684736728668,
0.051633723080158234,
0.1012406125664711,
-0.008752487599849701,
0.043919820338487625,
-0.045436274260282516,
-0.1261451244354248,
-0.05833971127867699,
0.02384033426642418,
0.03930716589093208,
0.003471278352662921,
0.05992842838168144,
0.012348159216344357,
0.04369731619954109,
-0.016187487170100212,
0.06809388846158981,
-0.012909479439258575,
-0.049842469394207,
0.04008563980460167,
0.04624256491661072,
-0.0197930708527565,
0.019077833741903305,
0.011206228286027908,
-0.004199664574116468,
0.0014017244102433324,
0.05191002041101456,
0.06092116981744766,
-0.08111613243818283,
0.042461130768060684,
0.04669012129306793,
-0.06307730823755264,
0.03529033809900284,
0.07322265952825546,
0.0036859032697975636,
-0.006024548783898354,
0.03074798174202442,
-0.034316692501306534,
0.012209740467369556,
0.09230166673660278,
-0.048254840075969696,
0.0638415515422821,
0.06067131832242012,
-0.07335532456636429,
0.08596448600292206,
0.032754093408584595,
-0.006270489655435085,
-0.023890012875199318,
0.035541947931051254,
0.03147956728935242,
0.026092728599905968,
-0.07900216430425644,
-0.059833165258169174,
0.0494224987924099,
-0.038073036819696426,
1.374747439113381e-33,
0.035493869334459305,
0.04335738718509674,
0.03420863673090935,
-0.029003607109189034,
-0.0005388468853197992,
-0.019081968814134598,
-0.0721249133348465,
0.062378570437431335,
0.002221156843006611,
0.07405496388673782,
-0.042859550565481186,
0.07805310189723969,
0.09504494071006775,
0.012330214492976665,
0.05572643131017685,
0.08105060458183289,
0.08359345048666,
0.0448431596159935,
0.005155153572559357,
-0.09672185033559799,
0.07773301750421524,
-0.098657988011837,
0.03176657110452652,
0.060237299650907516,
0.04113350808620453,
-0.01941499672830105,
-0.015307708643376827,
-0.037374839186668396,
0.10102872550487518,
0.007267954293638468,
-0.0964396595954895,
0.036199819296598434,
0.04444938525557518,
0.07982920855283737,
-0.016051016747951508,
0.03339682146906853,
-0.0004885790986008942,
-0.05061471089720726,
-0.04831385612487793,
-0.018475161865353584,
0.007940382696688175,
0.007796682417392731,
-0.015236550942063332,
-0.034259699285030365,
-0.013876673765480518,
0.052647799253463745,
-0.0919339507818222,
-0.041035246104002,
-0.019573839381337166,
-0.06936177611351013,
0.01207207702100277,
0.0029519996605813503,
-0.022138139232993126,
0.05281226336956024,
-0.05224677547812462,
-0.03209654986858368,
-0.017634298652410507,
-0.02533288672566414,
0.05163944885134697,
0.09686000645160675,
-0.013986301608383656,
0.012988775037229061,
0.056343670934438705,
0.01966632530093193,
-0.008499594405293465,
-0.03261781856417656,
-0.04010527953505516,
-0.016484208405017853,
0.06571710854768753,
0.007231089286506176,
0.0496869832277298,
0.013180645182728767,
-0.01354902982711792,
-0.024955078959465027,
-0.019257407635450363,
-0.07740051299333572,
-0.024609053507447243,
-0.0579560361802578,
-0.009832930751144886,
0.005411610938608646,
-0.0024246389511972666,
-0.08885648101568222,
0.05225461721420288,
-0.04873809590935707,
-0.12005701661109924,
-0.045768942683935165,
0.01388667430728674,
0.0008622672175988555,
-0.07074444741010666,
0.02966977283358574,
-0.060904618352651596,
-0.0011564975138753653,
-0.06292462348937988,
0.005745364353060722,
-0.026102721691131592,
-2.172727187394283e-33,
-0.06905864924192429,
-0.04229891300201416,
0.10503553599119186,
0.003959549590945244,
0.01811494678258896,
-0.09393127262592316,
-0.02670731209218502,
0.015760865062475204,
-0.035324834287166595,
0.01079237274825573,
-0.09912316501140594,
-0.09702727198600769,
0.04868074506521225,
-0.06360837072134018,
0.020077375695109367,
0.062164947390556335,
0.07694455236196518,
0.01587964966893196,
-0.07731268554925919,
0.037775542587041855,
0.029383203014731407,
0.01270205806940794,
-0.08579394966363907,
0.052703771740198135,
0.10994387418031693,
0.023000599816441536,
0.013392879627645016,
0.004692425951361656,
0.006889866199344397,
0.04298875853419304,
-0.055828433483839035,
-0.0022966391406953335,
-0.03715561330318451,
-0.08763374388217926,
-0.07926106452941895,
-0.0026944600977003574,
0.045637957751750946,
0.034678954631090164,
0.004750336520373821,
-0.03452615439891815,
-0.03572072088718414,
0.022872602567076683,
-0.10676994919776917,
-0.0005763706867583096,
-0.009929519146680832,
-0.011506536975502968,
-0.012334846891462803,
0.040214087814092636,
-0.03977391868829727,
0.0012401760322973132,
-0.01261300127953291,
-0.005707122851163149,
0.06709187477827072,
-0.041215162724256516,
-0.0547730028629303,
-0.01723642461001873,
-0.007632797583937645,
0.09455026686191559,
0.011027494445443153,
0.006513303145766258,
-0.0010873295832425356,
-0.014550374820828438,
-0.06134293973445892,
0.09052033722400665,
0.025889679789543152,
-0.045582208782434464,
-0.015670713037252426,
0.007149267941713333,
-0.06542961299419403,
0.01914927177131176,
0.026929456740617752,
-0.013181458227336407,
-0.05494946986436844,
0.0035113191697746515,
0.012227708473801613,
0.04797489941120148,
0.024488186463713646,
-0.048504386097192764,
-0.017633110284805298,
0.09711246192455292,
0.005982290953397751,
-0.006814511492848396,
0.08087211847305298,
0.014312857761979103,
0.041935164481401443,
0.006177423521876335,
0.028209447860717773,
-0.011455683037638664,
0.022117849439382553,
0.03459332510828972,
-0.041614830493927,
-0.07970281690359116,
-0.07510136812925339,
0.021845757961273193,
0.027232468128204346,
-4.0613180374293734e-8,
-0.07080187648534775,
-0.035787757486104965,
0.060473863035440445,
-0.017109276726841927,
0.0706549733877182,
0.06166798993945122,
-0.003289113286882639,
0.11375723779201508,
-0.08894886076450348,
0.02171282470226288,
0.09356024861335754,
-0.03140845522284508,
-0.011835820972919464,
0.05896417424082756,
-0.004933168645948172,
-0.0017908206209540367,
0.02867443487048149,
-0.09981054067611694,
-0.026159031316637993,
0.04260970652103424,
-0.10835814476013184,
0.05591413378715515,
-0.010498791001737118,
0.07671836763620377,
-0.011949778534471989,
-0.10378101468086243,
-0.036470625549554825,
0.011523213237524033,
0.02493954449892044,
0.04585710167884827,
-0.053392235189676285,
-0.05395849794149399,
0.09003373980522156,
0.05251370742917061,
-0.0032954963389784098,
0.13262657821178436,
-0.04141684249043465,
0.022125130519270897,
-0.08252258598804474,
-0.0000032648101750964997,
-0.017439795657992363,
-0.004395883996039629,
-0.012119668535888195,
-0.00513028260320425,
0.04729478433728218,
0.025684446096420288,
-0.011918964795768261,
0.0010883118957281113,
-0.030861956998705864,
-0.021357586607336998,
0.018190309405326843,
-0.07637223601341248,
-0.018134120851755142,
0.004417223855853081,
-0.018531806766986847,
0.027125321328639984,
-0.04343511536717415,
-0.05423601716756821,
0.08849385380744934,
-0.044398266822099686,
0.004148815292865038,
-0.07313521206378937,
0.000580751511733979,
-0.021590953692793846
] | null | null | null | null | null | null | null |
[
-0.040118589997291565,
0.009477651678025723,
-0.04609829932451248,
-0.0719614326953888,
0.0942714735865593,
-0.0405561588704586,
0.0708753913640976,
-0.05768737569451332,
0.045029763132333755,
0.02298409305512905,
0.02564992569386959,
-0.011998211033642292,
0.15062831342220306,
0.03877296671271324,
-0.06497526913881302,
0.05971740558743477,
0.0507996566593647,
0.06547749042510986,
-0.026434721425175667,
-0.012232610955834389,
-0.011336234398186207,
-0.02173558622598648,
0.002780884737148881,
0.05292678624391556,
-0.03743043914437294,
-0.03855827823281288,
0.023225752636790276,
-0.02892126515507698,
-0.017335422337055206,
-0.006112479139119387,
0.04111680015921593,
0.009072118438780308,
0.06203324347734451,
0.04229452461004257,
0.012681949883699417,
-0.025798119604587555,
0.004007524810731411,
0.01813844032585621,
0.039659589529037476,
0.013810974545776844,
0.02382619120180607,
-0.009646975435316563,
-0.022588450461626053,
0.05489031597971916,
-0.1099536269903183,
0.06103206425905228,
-0.050971388816833496,
0.07725448161363602,
-0.0658223107457161,
-0.012927932664752007,
-0.1087251529097557,
-0.034915294498205185,
-0.09179525077342987,
-0.01841256208717823,
0.015464743599295616,
-0.15361857414245605,
-0.042224667966365814,
-0.024733010679483414,
0.07146680355072021,
0.08300504833459854,
0.06523492187261581,
-0.04490512236952782,
0.013330072164535522,
0.009182780049741268,
-0.0042832777835428715,
0.02243667282164097,
-0.02760365977883339,
0.05146949738264084,
-0.006424166262149811,
0.038008056581020355,
0.07518330216407776,
0.035414908081293106,
-0.1606021225452423,
0.03514684736728668,
0.051633723080158234,
0.1012406125664711,
-0.008752487599849701,
0.043919820338487625,
-0.045436274260282516,
-0.1261451244354248,
-0.05833971127867699,
0.02384033426642418,
0.03930716589093208,
0.003471278352662921,
0.05992842838168144,
0.012348159216344357,
0.04369731619954109,
-0.016187487170100212,
0.06809388846158981,
-0.012909479439258575,
-0.049842469394207,
0.04008563980460167,
0.04624256491661072,
-0.0197930708527565,
0.019077833741903305,
0.011206228286027908,
-0.004199664574116468,
0.0014017244102433324,
0.05191002041101456,
0.06092116981744766,
-0.08111613243818283,
0.042461130768060684,
0.04669012129306793,
-0.06307730823755264,
0.03529033809900284,
0.07322265952825546,
0.0036859032697975636,
-0.006024548783898354,
0.03074798174202442,
-0.034316692501306534,
0.012209740467369556,
0.09230166673660278,
-0.048254840075969696,
0.0638415515422821,
0.06067131832242012,
-0.07335532456636429,
0.08596448600292206,
0.032754093408584595,
-0.006270489655435085,
-0.023890012875199318,
0.035541947931051254,
0.03147956728935242,
0.026092728599905968,
-0.07900216430425644,
-0.059833165258169174,
0.0494224987924099,
-0.038073036819696426,
1.374747439113381e-33,
0.035493869334459305,
0.04335738718509674,
0.03420863673090935,
-0.029003607109189034,
-0.0005388468853197992,
-0.019081968814134598,
-0.0721249133348465,
0.062378570437431335,
0.002221156843006611,
0.07405496388673782,
-0.042859550565481186,
0.07805310189723969,
0.09504494071006775,
0.012330214492976665,
0.05572643131017685,
0.08105060458183289,
0.08359345048666,
0.0448431596159935,
0.005155153572559357,
-0.09672185033559799,
0.07773301750421524,
-0.098657988011837,
0.03176657110452652,
0.060237299650907516,
0.04113350808620453,
-0.01941499672830105,
-0.015307708643376827,
-0.037374839186668396,
0.10102872550487518,
0.007267954293638468,
-0.0964396595954895,
0.036199819296598434,
0.04444938525557518,
0.07982920855283737,
-0.016051016747951508,
0.03339682146906853,
-0.0004885790986008942,
-0.05061471089720726,
-0.04831385612487793,
-0.018475161865353584,
0.007940382696688175,
0.007796682417392731,
-0.015236550942063332,
-0.034259699285030365,
-0.013876673765480518,
0.052647799253463745,
-0.0919339507818222,
-0.041035246104002,
-0.019573839381337166,
-0.06936177611351013,
0.01207207702100277,
0.0029519996605813503,
-0.022138139232993126,
0.05281226336956024,
-0.05224677547812462,
-0.03209654986858368,
-0.017634298652410507,
-0.02533288672566414,
0.05163944885134697,
0.09686000645160675,
-0.013986301608383656,
0.012988775037229061,
0.056343670934438705,
0.01966632530093193,
-0.008499594405293465,
-0.03261781856417656,
-0.04010527953505516,
-0.016484208405017853,
0.06571710854768753,
0.007231089286506176,
0.0496869832277298,
0.013180645182728767,
-0.01354902982711792,
-0.024955078959465027,
-0.019257407635450363,
-0.07740051299333572,
-0.024609053507447243,
-0.0579560361802578,
-0.009832930751144886,
0.005411610938608646,
-0.0024246389511972666,
-0.08885648101568222,
0.05225461721420288,
-0.04873809590935707,
-0.12005701661109924,
-0.045768942683935165,
0.01388667430728674,
0.0008622672175988555,
-0.07074444741010666,
0.02966977283358574,
-0.060904618352651596,
-0.0011564975138753653,
-0.06292462348937988,
0.005745364353060722,
-0.026102721691131592,
-2.172727187394283e-33,
-0.06905864924192429,
-0.04229891300201416,
0.10503553599119186,
0.003959549590945244,
0.01811494678258896,
-0.09393127262592316,
-0.02670731209218502,
0.015760865062475204,
-0.035324834287166595,
0.01079237274825573,
-0.09912316501140594,
-0.09702727198600769,
0.04868074506521225,
-0.06360837072134018,
0.020077375695109367,
0.062164947390556335,
0.07694455236196518,
0.01587964966893196,
-0.07731268554925919,
0.037775542587041855,
0.029383203014731407,
0.01270205806940794,
-0.08579394966363907,
0.052703771740198135,
0.10994387418031693,
0.023000599816441536,
0.013392879627645016,
0.004692425951361656,
0.006889866199344397,
0.04298875853419304,
-0.055828433483839035,
-0.0022966391406953335,
-0.03715561330318451,
-0.08763374388217926,
-0.07926106452941895,
-0.0026944600977003574,
0.045637957751750946,
0.034678954631090164,
0.004750336520373821,
-0.03452615439891815,
-0.03572072088718414,
0.022872602567076683,
-0.10676994919776917,
-0.0005763706867583096,
-0.009929519146680832,
-0.011506536975502968,
-0.012334846891462803,
0.040214087814092636,
-0.03977391868829727,
0.0012401760322973132,
-0.01261300127953291,
-0.005707122851163149,
0.06709187477827072,
-0.041215162724256516,
-0.0547730028629303,
-0.01723642461001873,
-0.007632797583937645,
0.09455026686191559,
0.011027494445443153,
0.006513303145766258,
-0.0010873295832425356,
-0.014550374820828438,
-0.06134293973445892,
0.09052033722400665,
0.025889679789543152,
-0.045582208782434464,
-0.015670713037252426,
0.007149267941713333,
-0.06542961299419403,
0.01914927177131176,
0.026929456740617752,
-0.013181458227336407,
-0.05494946986436844,
0.0035113191697746515,
0.012227708473801613,
0.04797489941120148,
0.024488186463713646,
-0.048504386097192764,
-0.017633110284805298,
0.09711246192455292,
0.005982290953397751,
-0.006814511492848396,
0.08087211847305298,
0.014312857761979103,
0.041935164481401443,
0.006177423521876335,
0.028209447860717773,
-0.011455683037638664,
0.022117849439382553,
0.03459332510828972,
-0.041614830493927,
-0.07970281690359116,
-0.07510136812925339,
0.021845757961273193,
0.027232468128204346,
-4.0613180374293734e-8,
-0.07080187648534775,
-0.035787757486104965,
0.060473863035440445,
-0.017109276726841927,
0.0706549733877182,
0.06166798993945122,
-0.003289113286882639,
0.11375723779201508,
-0.08894886076450348,
0.02171282470226288,
0.09356024861335754,
-0.03140845522284508,
-0.011835820972919464,
0.05896417424082756,
-0.004933168645948172,
-0.0017908206209540367,
0.02867443487048149,
-0.09981054067611694,
-0.026159031316637993,
0.04260970652103424,
-0.10835814476013184,
0.05591413378715515,
-0.010498791001737118,
0.07671836763620377,
-0.011949778534471989,
-0.10378101468086243,
-0.036470625549554825,
0.011523213237524033,
0.02493954449892044,
0.04585710167884827,
-0.053392235189676285,
-0.05395849794149399,
0.09003373980522156,
0.05251370742917061,
-0.0032954963389784098,
0.13262657821178436,
-0.04141684249043465,
0.022125130519270897,
-0.08252258598804474,
-0.0000032648101750964997,
-0.017439795657992363,
-0.004395883996039629,
-0.012119668535888195,
-0.00513028260320425,
0.04729478433728218,
0.025684446096420288,
-0.011918964795768261,
0.0010883118957281113,
-0.030861956998705864,
-0.021357586607336998,
0.018190309405326843,
-0.07637223601341248,
-0.018134120851755142,
0.004417223855853081,
-0.018531806766986847,
0.027125321328639984,
-0.04343511536717415,
-0.05423601716756821,
0.08849385380744934,
-0.044398266822099686,
0.004148815292865038,
-0.07313521206378937,
0.000580751511733979,
-0.021590953692793846
] |
1402.3199
|
Namit Chaturvedi
|
Namit Chaturvedi and Marcus Gelderie
|
Weak $\omega$-Regular Trace Languages
|
12 pages in main body, 4 pages in appendix, 2 figures
| null | null | null |
cs.FL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Mazurkiewicz traces describe concurrent behaviors of distributed systems.
Trace-closed word languages, which are "linearizations" of trace languages,
constitute a weaker notion of concurrency but still give us tools to
investigate the latter. In this vein, our contribution is twofold. Firstly, we
develop definitions that allow classification of $\omega$-regular trace
languages in terms of the corresponding trace-closed $\omega$-regular word
languages, capturing E-recognizable (reachability) and (deterministically)
B\"uchi recognizable languages. Secondly, we demonstrate the first
automata-theoretic result that shows the equivalence of $\omega$-regular
trace-closed word languages and Boolean combinations of deterministically
$I$-diamond B\"uchi recognizable trace-closed languages.
|
[
{
"created": "Thu, 13 Feb 2014 16:21:50 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Chaturvedi",
"Namit",
""
],
[
"Gelderie",
"Marcus",
""
]
] |
[
-0.04847971722483635,
-0.06337424367666245,
-0.05530358478426933,
-0.010700492188334465,
-0.010967016220092773,
0.03865671530365944,
0.10144101083278656,
-0.06308282911777496,
-0.03570098429918289,
0.01591837778687477,
0.014408928342163563,
-0.013929277658462524,
0.013082876801490784,
0.03759559243917465,
-0.02455415204167366,
-0.0036064519081264734,
0.0005468119634315372,
0.044166550040245056,
-0.0463014580309391,
0.016969528049230576,
0.007822860032320023,
0.04062598943710327,
-0.04522523656487465,
0.0190738458186388,
0.008037538267672062,
-0.0034510954283177853,
-0.044090788811445236,
-0.0047943806275725365,
0.031195474788546562,
-0.015480089001357555,
-0.03336094319820404,
-0.06495179235935211,
0.005465225782245398,
0.018072502687573433,
0.04104364290833473,
-0.011225777678191662,
0.010538608767092228,
-0.019357651472091675,
-0.05990102142095566,
-0.04309549555182457,
0.01083944272249937,
-0.01779310777783394,
-0.01711820252239704,
0.018543563783168793,
-0.0677790641784668,
-0.07788027822971344,
-0.021022146567702293,
0.06337495148181915,
-0.17535848915576935,
-0.020470483228564262,
-0.07469861209392548,
-0.041525840759277344,
-0.018843799829483032,
0.0281513798981905,
-0.014625282026827335,
-0.04276556149125099,
0.10416414588689804,
-0.0016403532354161143,
-0.07176942378282547,
-0.041472338140010834,
-0.03414791449904442,
-0.08164361864328384,
-0.05787825956940651,
0.03397636115550995,
0.022280920296907425,
0.02301935665309429,
-0.02748294733464718,
0.008144750259816647,
0.07552357763051987,
0.052859533578157425,
-0.06909900903701782,
-0.022420257329940796,
-0.041827935725450516,
0.05984456464648247,
0.03155820444226265,
-0.013661723583936691,
0.015933744609355927,
-0.0016375384293496609,
-0.03694027289748192,
0.012214263901114464,
-0.0645425021648407,
-0.04489974305033684,
-0.02792692370712757,
0.006221669260412455,
0.05515921488404274,
0.05932077392935753,
-0.06439778208732605,
0.04891451075673103,
0.017754927277565002,
0.013641459867358208,
-0.014632906764745712,
-0.015967853367328644,
0.05162927880883217,
0.032814428210258484,
-0.05973093956708908,
0.015158037655055523,
0.045453574508428574,
0.05492114648222923,
0.050759457051754,
0.03747691586613655,
-0.008096322417259216,
0.05014045163989067,
0.025672167539596558,
0.0001719366991892457,
-0.012283182702958584,
0.04943038523197174,
-0.03704086318612099,
-0.04216678813099861,
-0.03797503933310509,
-0.052634984254837036,
-0.027023036032915115,
-0.032156702131032944,
0.029046081006526947,
0.03803333640098572,
-0.002248793840408325,
0.01385409478098154,
-0.01264693308621645,
-0.022756075486540794,
0.06475672125816345,
-0.02509651705622673,
0.019672002643346786,
-0.03040320985019207,
0.05851319059729576,
-0.024621961638331413,
0.056061018258333206,
0.01906411163508892,
0.011465102434158325,
-1.5530646056743448e-33,
0.029969723895192146,
0.02133791148662567,
-0.09658139199018478,
-0.0601164735853672,
0.06809992343187332,
-0.044805821031332016,
-0.044285934418439865,
-0.05499450862407684,
-0.030793391168117523,
0.05502639338374138,
0.03466467186808586,
0.1332167237997055,
-0.023510757833719254,
0.04672001302242279,
0.06170327588915825,
0.047679755836725235,
0.0985017865896225,
0.012869521975517273,
0.01689322106540203,
-0.05412176251411438,
0.11409475654363632,
0.02896592952311039,
-0.0014645159244537354,
-0.007906879298388958,
0.026759592816233635,
-0.0562414713203907,
0.03918370231986046,
0.024448540061712265,
0.026228493079543114,
0.042425256222486496,
0.00012282319949008524,
-0.010134782642126083,
0.10883407294750214,
0.0987899899482727,
0.05544447898864746,
-0.02103148214519024,
-0.05016323924064636,
-0.047045908868312836,
-0.04448101297020912,
-0.10837564617395401,
0.02148076519370079,
0.01597193069756031,
-0.059544406831264496,
0.04036488011479378,
0.02921779453754425,
-0.11341459304094315,
-0.08904531598091125,
0.050055887550115585,
-0.016320087015628815,
-0.11641925573348999,
0.07420346885919571,
-0.01684492826461792,
-0.08391278982162476,
0.013024011626839638,
0.0698767602443695,
-0.0004634617071133107,
-0.029204048216342926,
0.09181088209152222,
-0.008284698240458965,
0.14036107063293457,
-0.019703926518559456,
0.06034759432077408,
0.04810798168182373,
0.027119852602481842,
0.020625390112400055,
0.007230684161186218,
-0.0281143207103014,
0.026107454672455788,
0.08609223365783691,
0.020447950810194016,
-0.011445811949670315,
-0.022608507424592972,
0.0075118956156075,
0.07640782743692398,
0.10027606785297394,
-0.07249050587415695,
-0.010995004326105118,
-0.13160163164138794,
0.009677181951701641,
-0.036488115787506104,
-0.005173102021217346,
-0.03621629625558853,
-0.07244667410850525,
0.010427274741232395,
-0.0693575069308281,
-0.07373017817735672,
-0.015732455998659134,
-0.008475610055029392,
-0.03235428035259247,
-0.03660845756530762,
-0.06743515282869339,
0.024026047438383102,
0.07247389853000641,
0.03637190908193588,
-0.0391257107257843,
-2.4960252354108598e-33,
-0.00881347618997097,
-0.03568069264292717,
-0.03991442546248436,
0.08483216911554337,
-0.07029997557401657,
-0.03964269533753395,
-0.03375981003046036,
-0.02004445344209671,
-0.031298890709877014,
-0.023374691605567932,
-0.00850251130759716,
0.005004633218050003,
0.053580448031425476,
0.0978924110531807,
0.11418263614177704,
-0.06322116404771805,
0.13222506642341614,
0.009055959060788155,
0.030178802087903023,
0.014392384327948093,
0.03812737017869949,
-0.017558159306645393,
-0.040287699550390244,
0.006798961665481329,
0.005112567450851202,
-0.040359143167734146,
-0.06249167025089264,
0.012101028114557266,
-0.05120275914669037,
0.051405761390924454,
0.006657341029495001,
-0.06349730491638184,
-0.02989465743303299,
-0.03987143561244011,
-0.013865546323359013,
-0.06324546039104462,
0.026328502222895622,
0.027051633223891258,
-0.0015632046852260828,
0.05583231896162033,
0.09285343438386917,
-0.06821495294570923,
-0.11084264516830444,
-0.029471004381775856,
0.03681846335530281,
-0.03262678533792496,
-0.11408955603837967,
0.06258909404277802,
-0.010995683260262012,
-0.1121683120727539,
0.08192240446805954,
0.006372765172272921,
0.10509028285741806,
-0.010944037698209286,
0.04157479107379913,
0.09145024418830872,
0.0441906675696373,
-0.028635632246732712,
0.018562903627753258,
-0.006036533508449793,
-0.04825783148407936,
-0.07140027731657028,
-0.009026635438203812,
0.04798787087202072,
0.1161070391535759,
-0.052321597933769226,
0.030976759269833565,
-0.08471301943063736,
-0.023518802598118782,
-0.046397894620895386,
0.038799479603767395,
0.0771801620721817,
-0.12273391336202621,
0.039300184696912766,
0.03939366340637207,
-0.022922100499272346,
-0.05595074221491814,
-0.044089220464229584,
-0.04048560559749603,
0.0004102420643903315,
-0.062141817063093185,
0.02656749077141285,
0.05618121474981308,
-0.01135420985519886,
-0.0011684444034472108,
-0.04961017146706581,
-0.06033529341220856,
-0.0673351138830185,
0.028384344652295113,
0.012362820096313953,
0.10195217281579971,
0.09232708066701889,
-0.04157841578125954,
-0.025789018720388412,
-0.06826964020729065,
-3.9553103903244846e-8,
-0.001378665678203106,
-0.0032006774563342333,
-0.005088347475975752,
0.04244324937462807,
0.03638095408678055,
-0.0018180597107857466,
-0.055338792502880096,
-0.051641639322042465,
0.04979179799556732,
0.014262797310948372,
0.02063520811498165,
0.09097170829772949,
-0.0557926781475544,
0.009784956462681293,
0.00826161541044712,
0.019569380208849907,
-0.04958007484674454,
-0.005747640039771795,
-0.004064270760864019,
0.019594568759202957,
0.05502234399318695,
-0.02888236567378044,
-0.009640905074775219,
0.045942485332489014,
-0.12554791569709778,
-0.005195654463022947,
-0.0002934229269158095,
0.046642448753118515,
0.04952498525381088,
0.07455333322286606,
0.053459156304597855,
0.009658072143793106,
0.0281317587941885,
-0.013775918632745743,
-0.00806286558508873,
0.09112440049648285,
-0.03346524015069008,
-0.06125004217028618,
0.006935058161616325,
0.04511637985706329,
0.07564957439899445,
-0.009942283853888512,
-0.04391748085618019,
0.05619245395064354,
0.12565985321998596,
-0.06397072970867157,
-0.06234561651945114,
-0.09264286607503891,
-0.05306099355220795,
-0.020302750170230865,
0.0005551432259380817,
0.00035884437966160476,
0.04189993813633919,
0.03320279344916344,
-0.006465740501880646,
0.04723542183637619,
0.027255496010184288,
-0.07116029411554337,
-0.03402062505483627,
0.04219337925314903,
0.042676396667957306,
0.01534930057823658,
0.05167238414287567,
-0.005201514344662428
] | null | null | null | null | null | null | null |
[
-0.04847971722483635,
-0.06337424367666245,
-0.05530358478426933,
-0.010700492188334465,
-0.010967016220092773,
0.03865671530365944,
0.10144101083278656,
-0.06308282911777496,
-0.03570098429918289,
0.01591837778687477,
0.014408928342163563,
-0.013929277658462524,
0.013082876801490784,
0.03759559243917465,
-0.02455415204167366,
-0.0036064519081264734,
0.0005468119634315372,
0.044166550040245056,
-0.0463014580309391,
0.016969528049230576,
0.007822860032320023,
0.04062598943710327,
-0.04522523656487465,
0.0190738458186388,
0.008037538267672062,
-0.0034510954283177853,
-0.044090788811445236,
-0.0047943806275725365,
0.031195474788546562,
-0.015480089001357555,
-0.03336094319820404,
-0.06495179235935211,
0.005465225782245398,
0.018072502687573433,
0.04104364290833473,
-0.011225777678191662,
0.010538608767092228,
-0.019357651472091675,
-0.05990102142095566,
-0.04309549555182457,
0.01083944272249937,
-0.01779310777783394,
-0.01711820252239704,
0.018543563783168793,
-0.0677790641784668,
-0.07788027822971344,
-0.021022146567702293,
0.06337495148181915,
-0.17535848915576935,
-0.020470483228564262,
-0.07469861209392548,
-0.041525840759277344,
-0.018843799829483032,
0.0281513798981905,
-0.014625282026827335,
-0.04276556149125099,
0.10416414588689804,
-0.0016403532354161143,
-0.07176942378282547,
-0.041472338140010834,
-0.03414791449904442,
-0.08164361864328384,
-0.05787825956940651,
0.03397636115550995,
0.022280920296907425,
0.02301935665309429,
-0.02748294733464718,
0.008144750259816647,
0.07552357763051987,
0.052859533578157425,
-0.06909900903701782,
-0.022420257329940796,
-0.041827935725450516,
0.05984456464648247,
0.03155820444226265,
-0.013661723583936691,
0.015933744609355927,
-0.0016375384293496609,
-0.03694027289748192,
0.012214263901114464,
-0.0645425021648407,
-0.04489974305033684,
-0.02792692370712757,
0.006221669260412455,
0.05515921488404274,
0.05932077392935753,
-0.06439778208732605,
0.04891451075673103,
0.017754927277565002,
0.013641459867358208,
-0.014632906764745712,
-0.015967853367328644,
0.05162927880883217,
0.032814428210258484,
-0.05973093956708908,
0.015158037655055523,
0.045453574508428574,
0.05492114648222923,
0.050759457051754,
0.03747691586613655,
-0.008096322417259216,
0.05014045163989067,
0.025672167539596558,
0.0001719366991892457,
-0.012283182702958584,
0.04943038523197174,
-0.03704086318612099,
-0.04216678813099861,
-0.03797503933310509,
-0.052634984254837036,
-0.027023036032915115,
-0.032156702131032944,
0.029046081006526947,
0.03803333640098572,
-0.002248793840408325,
0.01385409478098154,
-0.01264693308621645,
-0.022756075486540794,
0.06475672125816345,
-0.02509651705622673,
0.019672002643346786,
-0.03040320985019207,
0.05851319059729576,
-0.024621961638331413,
0.056061018258333206,
0.01906411163508892,
0.011465102434158325,
-1.5530646056743448e-33,
0.029969723895192146,
0.02133791148662567,
-0.09658139199018478,
-0.0601164735853672,
0.06809992343187332,
-0.044805821031332016,
-0.044285934418439865,
-0.05499450862407684,
-0.030793391168117523,
0.05502639338374138,
0.03466467186808586,
0.1332167237997055,
-0.023510757833719254,
0.04672001302242279,
0.06170327588915825,
0.047679755836725235,
0.0985017865896225,
0.012869521975517273,
0.01689322106540203,
-0.05412176251411438,
0.11409475654363632,
0.02896592952311039,
-0.0014645159244537354,
-0.007906879298388958,
0.026759592816233635,
-0.0562414713203907,
0.03918370231986046,
0.024448540061712265,
0.026228493079543114,
0.042425256222486496,
0.00012282319949008524,
-0.010134782642126083,
0.10883407294750214,
0.0987899899482727,
0.05544447898864746,
-0.02103148214519024,
-0.05016323924064636,
-0.047045908868312836,
-0.04448101297020912,
-0.10837564617395401,
0.02148076519370079,
0.01597193069756031,
-0.059544406831264496,
0.04036488011479378,
0.02921779453754425,
-0.11341459304094315,
-0.08904531598091125,
0.050055887550115585,
-0.016320087015628815,
-0.11641925573348999,
0.07420346885919571,
-0.01684492826461792,
-0.08391278982162476,
0.013024011626839638,
0.0698767602443695,
-0.0004634617071133107,
-0.029204048216342926,
0.09181088209152222,
-0.008284698240458965,
0.14036107063293457,
-0.019703926518559456,
0.06034759432077408,
0.04810798168182373,
0.027119852602481842,
0.020625390112400055,
0.007230684161186218,
-0.0281143207103014,
0.026107454672455788,
0.08609223365783691,
0.020447950810194016,
-0.011445811949670315,
-0.022608507424592972,
0.0075118956156075,
0.07640782743692398,
0.10027606785297394,
-0.07249050587415695,
-0.010995004326105118,
-0.13160163164138794,
0.009677181951701641,
-0.036488115787506104,
-0.005173102021217346,
-0.03621629625558853,
-0.07244667410850525,
0.010427274741232395,
-0.0693575069308281,
-0.07373017817735672,
-0.015732455998659134,
-0.008475610055029392,
-0.03235428035259247,
-0.03660845756530762,
-0.06743515282869339,
0.024026047438383102,
0.07247389853000641,
0.03637190908193588,
-0.0391257107257843,
-2.4960252354108598e-33,
-0.00881347618997097,
-0.03568069264292717,
-0.03991442546248436,
0.08483216911554337,
-0.07029997557401657,
-0.03964269533753395,
-0.03375981003046036,
-0.02004445344209671,
-0.031298890709877014,
-0.023374691605567932,
-0.00850251130759716,
0.005004633218050003,
0.053580448031425476,
0.0978924110531807,
0.11418263614177704,
-0.06322116404771805,
0.13222506642341614,
0.009055959060788155,
0.030178802087903023,
0.014392384327948093,
0.03812737017869949,
-0.017558159306645393,
-0.040287699550390244,
0.006798961665481329,
0.005112567450851202,
-0.040359143167734146,
-0.06249167025089264,
0.012101028114557266,
-0.05120275914669037,
0.051405761390924454,
0.006657341029495001,
-0.06349730491638184,
-0.02989465743303299,
-0.03987143561244011,
-0.013865546323359013,
-0.06324546039104462,
0.026328502222895622,
0.027051633223891258,
-0.0015632046852260828,
0.05583231896162033,
0.09285343438386917,
-0.06821495294570923,
-0.11084264516830444,
-0.029471004381775856,
0.03681846335530281,
-0.03262678533792496,
-0.11408955603837967,
0.06258909404277802,
-0.010995683260262012,
-0.1121683120727539,
0.08192240446805954,
0.006372765172272921,
0.10509028285741806,
-0.010944037698209286,
0.04157479107379913,
0.09145024418830872,
0.0441906675696373,
-0.028635632246732712,
0.018562903627753258,
-0.006036533508449793,
-0.04825783148407936,
-0.07140027731657028,
-0.009026635438203812,
0.04798787087202072,
0.1161070391535759,
-0.052321597933769226,
0.030976759269833565,
-0.08471301943063736,
-0.023518802598118782,
-0.046397894620895386,
0.038799479603767395,
0.0771801620721817,
-0.12273391336202621,
0.039300184696912766,
0.03939366340637207,
-0.022922100499272346,
-0.05595074221491814,
-0.044089220464229584,
-0.04048560559749603,
0.0004102420643903315,
-0.062141817063093185,
0.02656749077141285,
0.05618121474981308,
-0.01135420985519886,
-0.0011684444034472108,
-0.04961017146706581,
-0.06033529341220856,
-0.0673351138830185,
0.028384344652295113,
0.012362820096313953,
0.10195217281579971,
0.09232708066701889,
-0.04157841578125954,
-0.025789018720388412,
-0.06826964020729065,
-3.9553103903244846e-8,
-0.001378665678203106,
-0.0032006774563342333,
-0.005088347475975752,
0.04244324937462807,
0.03638095408678055,
-0.0018180597107857466,
-0.055338792502880096,
-0.051641639322042465,
0.04979179799556732,
0.014262797310948372,
0.02063520811498165,
0.09097170829772949,
-0.0557926781475544,
0.009784956462681293,
0.00826161541044712,
0.019569380208849907,
-0.04958007484674454,
-0.005747640039771795,
-0.004064270760864019,
0.019594568759202957,
0.05502234399318695,
-0.02888236567378044,
-0.009640905074775219,
0.045942485332489014,
-0.12554791569709778,
-0.005195654463022947,
-0.0002934229269158095,
0.046642448753118515,
0.04952498525381088,
0.07455333322286606,
0.053459156304597855,
0.009658072143793106,
0.0281317587941885,
-0.013775918632745743,
-0.00806286558508873,
0.09112440049648285,
-0.03346524015069008,
-0.06125004217028618,
0.006935058161616325,
0.04511637985706329,
0.07564957439899445,
-0.009942283853888512,
-0.04391748085618019,
0.05619245395064354,
0.12565985321998596,
-0.06397072970867157,
-0.06234561651945114,
-0.09264286607503891,
-0.05306099355220795,
-0.020302750170230865,
0.0005551432259380817,
0.00035884437966160476,
0.04189993813633919,
0.03320279344916344,
-0.006465740501880646,
0.04723542183637619,
0.027255496010184288,
-0.07116029411554337,
-0.03402062505483627,
0.04219337925314903,
0.042676396667957306,
0.01534930057823658,
0.05167238414287567,
-0.005201514344662428
] |
1402.3206
|
Abhijit Chavda
|
A. L. Chavda, L. K. Chavda
|
Relativistic theory of di-Holeums - quantized gravitational bound states
of two micro black holes
|
28 pages, no figures
| null | null | null |
physics.gen-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Klein-Gordon equation is solved for di-Holeums (gravitational bound
states of two micro black holes) for scalar and vector gravity in its static
limit. The relativistic models confirm the predictions of the nonrelativistic
Newtonian gravity model, correct to about six significant figures over almost
the entire sub-Planck domain. All three models possess a mass range devoid of
physics. This is interpreted as evidence that the universe must have more than
four dimensions. We show that the formation of Holeums is feasible both in the
sub-Planck mass and above-Planck mass ranges.
|
[
{
"created": "Wed, 5 Feb 2014 11:23:09 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Chavda",
"A. L.",
""
],
[
"Chavda",
"L. K.",
""
]
] |
[
-0.026439491659402847,
-0.06939097493886948,
0.005596003029495478,
0.08177714794874191,
-0.06534033268690109,
0.027325160801410675,
-0.08862853795289993,
0.002127570565789938,
0.04346895217895508,
-0.06852755695581436,
0.0030860411934554577,
-0.1129252016544342,
-0.07616487890481949,
0.05475132539868355,
-0.01714143343269825,
-0.05704759806394577,
0.05746086314320564,
0.03128490597009659,
-0.055302057415246964,
0.02535860426723957,
-0.01089564710855484,
0.005401087924838066,
0.014491312205791473,
0.03807965666055679,
-0.03586430847644806,
-0.024888530373573303,
0.05382583290338516,
0.003088994650170207,
-0.030963631346821785,
0.030145039781928062,
0.06840251386165619,
-0.02820175513625145,
0.04945078492164612,
-0.019401701167225838,
0.08201227337121964,
0.07652850449085236,
0.004068442620337009,
-0.01567946746945381,
-0.03220897912979126,
0.009849556721746922,
0.015782834962010384,
-0.0285466481000185,
0.04262816160917282,
0.0812113806605339,
0.11561410129070282,
-0.027758505195379257,
-0.02671773172914982,
0.032046668231487274,
0.028424933552742004,
-0.0925007238984108,
0.04740983992815018,
0.023810124024748802,
-0.012748319655656815,
0.04532180353999138,
0.048943981528282166,
-0.09597523510456085,
0.016995802521705627,
-0.07481616735458374,
0.015175353735685349,
-0.015671726316213608,
-0.0007634178036823869,
-0.005684848874807358,
-0.03817300871014595,
-0.03556665778160095,
-0.005013390444219112,
0.05461288243532181,
-0.10034063458442688,
-0.009580445475876331,
-0.08240868151187897,
0.1629069447517395,
-0.028206396847963333,
0.032493751496076584,
-0.09178993850946426,
-0.054416295140981674,
0.07413361221551895,
-0.0006047097849659622,
0.004798360634595156,
0.014524775557219982,
0.0927586629986763,
0.03711153566837311,
0.0245483610779047,
0.04191462695598602,
-0.03651677817106247,
-0.008923991583287716,
-0.007870374247431755,
-0.07356645911931992,
0.04905398562550545,
-0.044619981199502945,
0.0030937015544623137,
-0.05178019404411316,
-0.00011342971993144602,
0.009691745042800903,
-0.007703843992203474,
-0.08270783722400665,
-0.021069318056106567,
-0.018685635179281235,
-0.007409828715026379,
-0.007155048660933971,
0.05681873857975006,
-0.012670730240643024,
-0.0044848257675766945,
-0.04856957867741585,
0.013490461744368076,
0.11176400631666183,
0.03137734532356262,
0.05023074522614479,
-0.026938319206237793,
0.0700378343462944,
0.057948652654886246,
-0.04336940869688988,
0.08762098103761673,
-0.015527041628956795,
0.0067594279535114765,
-0.013220058754086494,
0.01579924114048481,
-0.046862028539180756,
0.08751142770051956,
0.046258050948381424,
-0.003530863905325532,
0.017131004482507706,
-0.07991407811641693,
0.04773297160863876,
0.039036624133586884,
-0.09700602293014526,
-0.052156828343868256,
0.05483685061335564,
-0.09858928620815277,
3.565113837596714e-33,
0.05330061912536621,
-0.010694311931729317,
0.00005237616642261855,
0.08271051943302155,
0.07542537897825241,
0.06820318102836609,
-0.01778620108962059,
0.038782257586717606,
0.03534778207540512,
-0.0015556687721982598,
-0.05332661047577858,
0.0016336431726813316,
0.009927785024046898,
0.024122893810272217,
0.02311493083834648,
0.03790482133626938,
0.0474625788629055,
0.0006696624332107604,
0.12227516621351242,
-0.017601370811462402,
0.013699987903237343,
-0.00873100757598877,
-0.008857033215463161,
-0.056000836193561554,
-0.00964309647679329,
0.0044994656927883625,
0.04974544048309326,
-0.02004886232316494,
-0.02057970128953457,
-0.04747193679213524,
-0.08373777568340302,
0.014004473574459553,
-0.01022711768746376,
0.003650532802566886,
-0.037293706089258194,
0.09046311676502228,
-0.011737970635294914,
0.018507402390241623,
-0.06717861443758011,
-0.10348960012197495,
-0.042533762753009796,
-0.06525452435016632,
-0.01683591492474079,
-0.11268492043018341,
0.019206518307328224,
0.051187604665756226,
0.11139616370201111,
-0.13494935631752014,
-0.03669033944606781,
0.04695611447095871,
0.10868725925683975,
0.06354888528585434,
-0.060577716678380966,
-0.016956685110926628,
0.004335219971835613,
-0.0301259383559227,
0.011251326650381088,
-0.027217181399464607,
-0.05028323084115982,
0.039380259811878204,
0.004487230442464352,
0.0361969992518425,
0.02056613378226757,
0.05155627056956291,
0.011978398077189922,
-0.06671278923749924,
-0.035639990121126175,
-0.03928069397807121,
-0.03319776430726051,
0.0544259212911129,
-0.03392171859741211,
0.07596387714147568,
0.041952989995479584,
-0.03723902255296707,
-0.0292971171438694,
-0.01958954520523548,
0.0371084101498127,
-0.035521429032087326,
0.026192383840680122,
-0.0014411353040486574,
-0.005837558768689632,
-0.06807439774274826,
0.01516036782413721,
0.018766051158308983,
-0.038629788905382156,
-0.008488321676850319,
-0.05135973170399666,
-0.00291618169285357,
0.025309525430202484,
-0.11762886494398117,
-0.06785354018211365,
-0.010307781398296356,
0.010523619130253792,
-0.04924824833869934,
-0.022165171802043915,
-5.4912006370113875e-33,
-0.019115367904305458,
0.009426909498870373,
-0.01903892122209072,
0.04184697940945625,
0.0258218664675951,
0.007801747880876064,
-0.02884877473115921,
0.012993518263101578,
-0.02275255136191845,
-0.08052928000688553,
0.06405941396951675,
-0.02291359379887581,
0.051069680601358414,
0.009356383234262466,
0.039212342351675034,
0.034579019993543625,
-0.05137326940894127,
0.006300329230725765,
-0.09146378934383392,
-0.015631243586540222,
0.08663222193717957,
-0.03925842419266701,
-0.008647184818983078,
-0.012879778631031513,
-0.01576211117208004,
-0.04386267438530922,
0.0762537494301796,
-0.018977414816617966,
-0.06073356419801712,
0.05505504459142685,
0.009991731494665146,
-0.037323616445064545,
-0.033283837139606476,
0.028167899698019028,
-0.004154534079134464,
-0.04591906815767288,
-0.014006799086928368,
0.08682901412248611,
-0.04273030906915665,
0.03328678384423256,
-0.0003697802603710443,
0.0662226751446724,
-0.029079245403409004,
0.03374476358294487,
-0.013061931356787682,
0.03700048103928566,
0.08859603106975555,
0.06317470222711563,
0.039029017090797424,
0.019335277378559113,
-0.09053538739681244,
-0.08693291246891022,
-0.03228377550840378,
0.03945043683052063,
-0.12361890822649002,
-0.0058188652619719505,
0.0008824113174341619,
-0.054680708795785904,
0.07162749022245407,
0.030532684177160263,
-0.03806724026799202,
-0.027075165882706642,
0.12759801745414734,
0.08295290172100067,
0.003984355367720127,
-0.039059706032276154,
-0.07010567933320999,
0.08151914179325104,
-0.05840640142560005,
0.004376863595098257,
-0.07382436841726303,
-0.08891286700963974,
0.05270987004041672,
0.049262382090091705,
-0.006455814931541681,
0.06510372459888458,
0.10270723700523376,
-0.010589578188955784,
0.08529356867074966,
-0.008075154386460781,
0.0880061537027359,
0.010584210976958275,
0.10955298691987991,
0.023716509342193604,
0.043489567935466766,
-0.04298758879303932,
0.045698024332523346,
-0.003189606126397848,
0.037648461759090424,
0.04710506647825241,
-0.09763224422931671,
0.05386330559849739,
0.08775515854358673,
0.008383200503885746,
-0.014461097307503223,
-4.779214535233223e-8,
0.010411783121526241,
0.05473989620804787,
-0.033951204270124435,
-0.011210527271032333,
-0.04065658524632454,
0.018884483724832535,
-0.025477714836597443,
-0.036145322024822235,
0.006163533311337233,
0.07686647772789001,
-0.02294590324163437,
-0.04050872474908829,
-0.16234086453914642,
0.05683550611138344,
-0.05993581935763359,
0.05599245801568031,
-0.027024123817682266,
-0.05864018574357033,
0.028860893100500107,
0.012224609963595867,
-0.060885485261678696,
0.016671717166900635,
0.018282249569892883,
-0.0401696152985096,
0.04844070225954056,
-0.0244175735861063,
0.015733549371361732,
0.029600106179714203,
-0.008247792720794678,
0.013579007238149643,
0.025087401270866394,
0.033078383654356,
-0.07048390060663223,
0.041242051869630814,
-0.026301423087716103,
-0.08671781420707703,
-0.04497646540403366,
0.05208791047334671,
-0.01588975079357624,
-0.03209332749247551,
-0.012318046763539314,
0.04440741986036301,
-0.049064308404922485,
-0.006299704313278198,
-0.016446949914097786,
0.06523319333791733,
-0.09464924037456512,
-0.0021876664832234383,
0.026425069198012352,
0.1359862983226776,
-0.06115785241127014,
0.08207634091377258,
-0.023870985954999924,
-0.022214720025658607,
-0.023627761751413345,
0.03358720242977142,
-0.023412371054291725,
0.054352086037397385,
-0.031711433082818985,
-0.03402052819728851,
0.027059920132160187,
-0.061727702617645264,
0.03674585372209549,
0.016496825963258743
] | null | null | null | null | null | null | null |
[
-0.026439491659402847,
-0.06939097493886948,
0.005596003029495478,
0.08177714794874191,
-0.06534033268690109,
0.027325160801410675,
-0.08862853795289993,
0.002127570565789938,
0.04346895217895508,
-0.06852755695581436,
0.0030860411934554577,
-0.1129252016544342,
-0.07616487890481949,
0.05475132539868355,
-0.01714143343269825,
-0.05704759806394577,
0.05746086314320564,
0.03128490597009659,
-0.055302057415246964,
0.02535860426723957,
-0.01089564710855484,
0.005401087924838066,
0.014491312205791473,
0.03807965666055679,
-0.03586430847644806,
-0.024888530373573303,
0.05382583290338516,
0.003088994650170207,
-0.030963631346821785,
0.030145039781928062,
0.06840251386165619,
-0.02820175513625145,
0.04945078492164612,
-0.019401701167225838,
0.08201227337121964,
0.07652850449085236,
0.004068442620337009,
-0.01567946746945381,
-0.03220897912979126,
0.009849556721746922,
0.015782834962010384,
-0.0285466481000185,
0.04262816160917282,
0.0812113806605339,
0.11561410129070282,
-0.027758505195379257,
-0.02671773172914982,
0.032046668231487274,
0.028424933552742004,
-0.0925007238984108,
0.04740983992815018,
0.023810124024748802,
-0.012748319655656815,
0.04532180353999138,
0.048943981528282166,
-0.09597523510456085,
0.016995802521705627,
-0.07481616735458374,
0.015175353735685349,
-0.015671726316213608,
-0.0007634178036823869,
-0.005684848874807358,
-0.03817300871014595,
-0.03556665778160095,
-0.005013390444219112,
0.05461288243532181,
-0.10034063458442688,
-0.009580445475876331,
-0.08240868151187897,
0.1629069447517395,
-0.028206396847963333,
0.032493751496076584,
-0.09178993850946426,
-0.054416295140981674,
0.07413361221551895,
-0.0006047097849659622,
0.004798360634595156,
0.014524775557219982,
0.0927586629986763,
0.03711153566837311,
0.0245483610779047,
0.04191462695598602,
-0.03651677817106247,
-0.008923991583287716,
-0.007870374247431755,
-0.07356645911931992,
0.04905398562550545,
-0.044619981199502945,
0.0030937015544623137,
-0.05178019404411316,
-0.00011342971993144602,
0.009691745042800903,
-0.007703843992203474,
-0.08270783722400665,
-0.021069318056106567,
-0.018685635179281235,
-0.007409828715026379,
-0.007155048660933971,
0.05681873857975006,
-0.012670730240643024,
-0.0044848257675766945,
-0.04856957867741585,
0.013490461744368076,
0.11176400631666183,
0.03137734532356262,
0.05023074522614479,
-0.026938319206237793,
0.0700378343462944,
0.057948652654886246,
-0.04336940869688988,
0.08762098103761673,
-0.015527041628956795,
0.0067594279535114765,
-0.013220058754086494,
0.01579924114048481,
-0.046862028539180756,
0.08751142770051956,
0.046258050948381424,
-0.003530863905325532,
0.017131004482507706,
-0.07991407811641693,
0.04773297160863876,
0.039036624133586884,
-0.09700602293014526,
-0.052156828343868256,
0.05483685061335564,
-0.09858928620815277,
3.565113837596714e-33,
0.05330061912536621,
-0.010694311931729317,
0.00005237616642261855,
0.08271051943302155,
0.07542537897825241,
0.06820318102836609,
-0.01778620108962059,
0.038782257586717606,
0.03534778207540512,
-0.0015556687721982598,
-0.05332661047577858,
0.0016336431726813316,
0.009927785024046898,
0.024122893810272217,
0.02311493083834648,
0.03790482133626938,
0.0474625788629055,
0.0006696624332107604,
0.12227516621351242,
-0.017601370811462402,
0.013699987903237343,
-0.00873100757598877,
-0.008857033215463161,
-0.056000836193561554,
-0.00964309647679329,
0.0044994656927883625,
0.04974544048309326,
-0.02004886232316494,
-0.02057970128953457,
-0.04747193679213524,
-0.08373777568340302,
0.014004473574459553,
-0.01022711768746376,
0.003650532802566886,
-0.037293706089258194,
0.09046311676502228,
-0.011737970635294914,
0.018507402390241623,
-0.06717861443758011,
-0.10348960012197495,
-0.042533762753009796,
-0.06525452435016632,
-0.01683591492474079,
-0.11268492043018341,
0.019206518307328224,
0.051187604665756226,
0.11139616370201111,
-0.13494935631752014,
-0.03669033944606781,
0.04695611447095871,
0.10868725925683975,
0.06354888528585434,
-0.060577716678380966,
-0.016956685110926628,
0.004335219971835613,
-0.0301259383559227,
0.011251326650381088,
-0.027217181399464607,
-0.05028323084115982,
0.039380259811878204,
0.004487230442464352,
0.0361969992518425,
0.02056613378226757,
0.05155627056956291,
0.011978398077189922,
-0.06671278923749924,
-0.035639990121126175,
-0.03928069397807121,
-0.03319776430726051,
0.0544259212911129,
-0.03392171859741211,
0.07596387714147568,
0.041952989995479584,
-0.03723902255296707,
-0.0292971171438694,
-0.01958954520523548,
0.0371084101498127,
-0.035521429032087326,
0.026192383840680122,
-0.0014411353040486574,
-0.005837558768689632,
-0.06807439774274826,
0.01516036782413721,
0.018766051158308983,
-0.038629788905382156,
-0.008488321676850319,
-0.05135973170399666,
-0.00291618169285357,
0.025309525430202484,
-0.11762886494398117,
-0.06785354018211365,
-0.010307781398296356,
0.010523619130253792,
-0.04924824833869934,
-0.022165171802043915,
-5.4912006370113875e-33,
-0.019115367904305458,
0.009426909498870373,
-0.01903892122209072,
0.04184697940945625,
0.0258218664675951,
0.007801747880876064,
-0.02884877473115921,
0.012993518263101578,
-0.02275255136191845,
-0.08052928000688553,
0.06405941396951675,
-0.02291359379887581,
0.051069680601358414,
0.009356383234262466,
0.039212342351675034,
0.034579019993543625,
-0.05137326940894127,
0.006300329230725765,
-0.09146378934383392,
-0.015631243586540222,
0.08663222193717957,
-0.03925842419266701,
-0.008647184818983078,
-0.012879778631031513,
-0.01576211117208004,
-0.04386267438530922,
0.0762537494301796,
-0.018977414816617966,
-0.06073356419801712,
0.05505504459142685,
0.009991731494665146,
-0.037323616445064545,
-0.033283837139606476,
0.028167899698019028,
-0.004154534079134464,
-0.04591906815767288,
-0.014006799086928368,
0.08682901412248611,
-0.04273030906915665,
0.03328678384423256,
-0.0003697802603710443,
0.0662226751446724,
-0.029079245403409004,
0.03374476358294487,
-0.013061931356787682,
0.03700048103928566,
0.08859603106975555,
0.06317470222711563,
0.039029017090797424,
0.019335277378559113,
-0.09053538739681244,
-0.08693291246891022,
-0.03228377550840378,
0.03945043683052063,
-0.12361890822649002,
-0.0058188652619719505,
0.0008824113174341619,
-0.054680708795785904,
0.07162749022245407,
0.030532684177160263,
-0.03806724026799202,
-0.027075165882706642,
0.12759801745414734,
0.08295290172100067,
0.003984355367720127,
-0.039059706032276154,
-0.07010567933320999,
0.08151914179325104,
-0.05840640142560005,
0.004376863595098257,
-0.07382436841726303,
-0.08891286700963974,
0.05270987004041672,
0.049262382090091705,
-0.006455814931541681,
0.06510372459888458,
0.10270723700523376,
-0.010589578188955784,
0.08529356867074966,
-0.008075154386460781,
0.0880061537027359,
0.010584210976958275,
0.10955298691987991,
0.023716509342193604,
0.043489567935466766,
-0.04298758879303932,
0.045698024332523346,
-0.003189606126397848,
0.037648461759090424,
0.04710506647825241,
-0.09763224422931671,
0.05386330559849739,
0.08775515854358673,
0.008383200503885746,
-0.014461097307503223,
-4.779214535233223e-8,
0.010411783121526241,
0.05473989620804787,
-0.033951204270124435,
-0.011210527271032333,
-0.04065658524632454,
0.018884483724832535,
-0.025477714836597443,
-0.036145322024822235,
0.006163533311337233,
0.07686647772789001,
-0.02294590324163437,
-0.04050872474908829,
-0.16234086453914642,
0.05683550611138344,
-0.05993581935763359,
0.05599245801568031,
-0.027024123817682266,
-0.05864018574357033,
0.028860893100500107,
0.012224609963595867,
-0.060885485261678696,
0.016671717166900635,
0.018282249569892883,
-0.0401696152985096,
0.04844070225954056,
-0.0244175735861063,
0.015733549371361732,
0.029600106179714203,
-0.008247792720794678,
0.013579007238149643,
0.025087401270866394,
0.033078383654356,
-0.07048390060663223,
0.041242051869630814,
-0.026301423087716103,
-0.08671781420707703,
-0.04497646540403366,
0.05208791047334671,
-0.01588975079357624,
-0.03209332749247551,
-0.012318046763539314,
0.04440741986036301,
-0.049064308404922485,
-0.006299704313278198,
-0.016446949914097786,
0.06523319333791733,
-0.09464924037456512,
-0.0021876664832234383,
0.026425069198012352,
0.1359862983226776,
-0.06115785241127014,
0.08207634091377258,
-0.023870985954999924,
-0.022214720025658607,
-0.023627761751413345,
0.03358720242977142,
-0.023412371054291725,
0.054352086037397385,
-0.031711433082818985,
-0.03402052819728851,
0.027059920132160187,
-0.061727702617645264,
0.03674585372209549,
0.016496825963258743
] |
1402.3207
|
Marco Minissale
|
M. Minissale, E. Congiu, S. Baouche, H. Chaabouni, A. Moudens, F.
Dulieu, M. Accolla, S. Cazaux, G. Manico and V. Pirronello
|
Quantum tunneling of oxygen atoms on very cold surfaces
|
13 pages, 4 figures
|
PRL 111, 053201 (2013)
|
10.1103/PhysRevLett.111.053201
| null |
cond-mat.mtrl-sci astro-ph.CO physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Any evolving system can change of state via thermal mechanisms (hopping a
barrier) or via quantum tunneling. Most of the time, efficient classical
mechanisms dominate at high temperatures. This is why an increase of the
temperature can initiate the chemistry. We present here an experimental
investigation of O-atom diffusion and reactivity on water ice. We explore the
6-25 K temperature range at sub-monolayer surface coverages. We derive the
diffusion temperature law and observe the transition from quantum to classical
diffusion. Despite of the high mass of O, quantum tunneling is efficient even
at 6 K. As a consequence, the solid-state astrochemistry of cold regions should
be reconsidered and should include the possibility of forming larger organic
molecules than previously expected.
|
[
{
"created": "Thu, 13 Feb 2014 16:36:12 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Minissale",
"M.",
""
],
[
"Congiu",
"E.",
""
],
[
"Baouche",
"S.",
""
],
[
"Chaabouni",
"H.",
""
],
[
"Moudens",
"A.",
""
],
[
"Dulieu",
"F.",
""
],
[
"Accolla",
"M.",
""
],
[
"Cazaux",
"S.",
""
],
[
"Manico",
"G.",
""
],
[
"Pirronello",
"V.",
""
]
] |
[
-0.07439637929201126,
-0.023168394342064857,
0.02178785391151905,
0.07304725795984268,
0.02252170816063881,
0.007130321115255356,
0.01474827155470848,
0.004647120367735624,
0.03588664531707764,
0.057830363512039185,
-0.07620443403720856,
-0.06855214387178421,
-0.07346231490373611,
-0.0019061453640460968,
0.07322319597005844,
0.01073454599827528,
-0.0068164910189807415,
-0.01705350913107395,
-0.04494473338127136,
-0.026845069602131844,
-0.09052292257547379,
-0.06237265467643738,
-0.03801882266998291,
-0.005833876319229603,
0.022551288828253746,
0.07121922075748444,
0.05674226954579353,
0.008738864213228226,
0.05424216389656067,
0.0988430380821228,
0.022033624351024628,
0.01365948561578989,
-0.0596269816160202,
0.028062965720891953,
0.015013099648058414,
-0.01634969562292099,
-0.062192853540182114,
-0.06786921620368958,
-0.04025295004248619,
-0.06416220963001251,
-0.00034002051688730717,
-0.00014378111518453807,
-0.021794354543089867,
0.034515462815761566,
0.0010375174460932612,
-0.0038981554098427296,
0.06541676819324493,
0.017441561445593834,
0.008085600100457668,
-0.07011542469263077,
-0.021441172808408737,
0.003562011057510972,
-0.05208839476108551,
0.08786569535732269,
-0.06415354460477829,
0.05606039613485336,
-0.001593786058947444,
0.03653069585561752,
-0.03662431985139847,
-0.028566211462020874,
-0.026590824127197266,
0.057224374264478683,
-0.004883403889834881,
0.04922431334853172,
0.05048178881406784,
-0.008362061344087124,
-0.01044081337749958,
0.008227523416280746,
0.00627337908372283,
0.02236776053905487,
-0.02352185733616352,
0.05994657427072525,
-0.008611975237727165,
-0.04428129270672798,
0.04452058672904968,
-0.09135101735591888,
-0.043011847883462906,
0.01185404323041439,
0.052914928644895554,
-0.06933163106441498,
-0.002076731063425541,
-0.04948203265666962,
-0.0019296911777928472,
0.006943123880773783,
-0.08087632060050964,
-0.027601223438978195,
0.09011676162481308,
-0.05233820155262947,
0.03460324555635452,
-0.07545047998428345,
-0.03798152133822441,
0.025859469547867775,
-0.054179783910512924,
-0.08239910751581192,
0.003784643951803446,
0.04853008687496185,
0.06679435074329376,
-0.000035840155760524794,
0.06146625801920891,
-0.04161551594734192,
0.01714102178812027,
0.00873260572552681,
-0.0545811802148819,
0.019416268914937973,
0.06364773213863373,
0.014948741532862186,
0.11862371861934662,
-0.00863889791071415,
-0.03085176646709442,
0.10207927972078323,
0.03791956230998039,
-0.02781110443174839,
0.015927815809845924,
-0.03076641447842121,
-0.01839672587811947,
-0.045506224036216736,
-0.07702060043811798,
0.04493365064263344,
-0.05174241214990616,
0.04600066319108009,
-0.07853640615940094,
0.09179724752902985,
-0.06284785270690918,
0.04093056172132492,
-0.041788894683122635,
0.04406937211751938,
-0.030359404161572456,
-1.0929001688071788e-33,
0.09724787622690201,
-0.03118014894425869,
-0.015185332857072353,
0.013709195889532566,
0.04468260332942009,
-0.08903682976961136,
0.03397496044635773,
-0.0620880052447319,
-0.07520762830972672,
0.028264155611395836,
-0.02166215516626835,
-0.0207136832177639,
-0.0465298667550087,
0.0000021304570054780925,
0.0578964501619339,
0.057418156415224075,
-0.022738927975296974,
-0.03427477926015854,
-0.012316467240452766,
0.09867988526821136,
-0.03248699754476547,
-0.015307573601603508,
-0.0037928344681859016,
0.056189510971307755,
-0.017095986753702164,
0.04680643975734711,
0.03287256509065628,
-0.09339369833469391,
0.028291523456573486,
-0.023933039978146553,
-0.0064679295755922794,
-0.0505671501159668,
-0.1430826187133789,
0.061129361391067505,
0.08985041081905365,
0.03462238609790802,
-0.04230824112892151,
0.02757963351905346,
0.00761636346578598,
-0.06195519119501114,
0.02869395725429058,
-0.11147874593734741,
0.03475622832775116,
-0.03263597935438156,
-0.0014688477385789156,
0.03530661389231682,
0.004196117632091045,
-0.0253377053886652,
-0.007870775647461414,
0.001048366422764957,
0.028440965339541435,
-0.014074856415390968,
-0.010213925503194332,
0.0040800608694553375,
0.053355857729911804,
-0.08510029315948486,
0.05855170264840126,
-0.01515369862318039,
0.03671630471944809,
-0.002137748058885336,
-0.04582337662577629,
0.018366428092122078,
-0.01772400178015232,
0.05418212711811066,
-0.023912429809570312,
0.10675651580095291,
-0.05878961458802223,
0.05745380371809006,
-0.01422357652336359,
0.036888375878334045,
-0.02919144183397293,
0.062370385974645615,
0.0915379449725151,
-0.0028037645388394594,
0.023166276514530182,
0.05816168710589409,
0.01337229460477829,
-0.11334527283906937,
0.0656326413154602,
-0.0376143716275692,
0.021552909165620804,
-0.02182680554687977,
0.01600969210267067,
-0.04991292208433151,
-0.10832273960113525,
-0.06966132670640945,
-0.065858393907547,
-0.007703874725848436,
-0.03104850836098194,
0.1445491909980774,
0.02846997231245041,
-0.11874102801084518,
0.07765641808509827,
0.000886268331669271,
-0.04086437076330185,
-3.110384868240651e-33,
0.015926962718367577,
-0.046810876578092575,
0.03400815650820732,
-0.02668887935578823,
0.02074519172310829,
0.02787545509636402,
-0.010140973143279552,
0.05245603248476982,
0.044023673981428146,
0.018480224534869194,
0.018158217892050743,
0.04883221164345741,
0.04901527240872383,
-0.077254518866539,
-0.019569609314203262,
-0.05046525225043297,
-0.020334724336862564,
0.07071610540151596,
0.12387441098690033,
-0.0037121116183698177,
-0.05698403716087341,
0.030451947823166847,
-0.0015113415429368615,
0.0015528553631156683,
-0.015302561223506927,
-0.018121223896741867,
0.06832337379455566,
0.0026513049378991127,
0.02557145059108734,
0.013704916462302208,
-0.0462615005671978,
0.0023079116363078356,
-0.043063919991254807,
0.01293102465569973,
-0.0761207714676857,
0.092645063996315,
0.02827794849872589,
-0.005470286589115858,
-0.09219621866941452,
-0.026953812688589096,
-0.017869366332888603,
-0.184339702129364,
0.003921133000403643,
0.05653151869773865,
0.08929846435785294,
0.032585062086582184,
-0.14891596138477325,
0.02846485935151577,
-0.04837169125676155,
-0.04103413224220276,
0.03821565955877304,
-0.009369375184178352,
0.022728942334651947,
-0.03489145264029503,
-0.001767024165019393,
0.0773278996348381,
-0.06389074772596359,
0.02096685953438282,
0.03779502958059311,
-0.07640837132930756,
0.06342951208353043,
-0.08426786959171295,
0.06622293591499329,
0.015556547790765762,
-0.07468472421169281,
-0.06611496210098267,
-0.06891936808824539,
0.05888495221734047,
-0.009839384816586971,
-0.03540300205349922,
0.040232203900814056,
-0.03123956173658371,
0.06985589116811752,
-0.03753222897648811,
0.05998004227876663,
-0.042988069355487823,
0.0736173465847969,
-0.06199660897254944,
0.056690555065870285,
0.03443785384297371,
-0.023674188181757927,
0.10785631090402603,
-0.00796282198280096,
-0.03752657026052475,
0.10162822157144547,
-0.02157745324075222,
-0.02246580272912979,
-0.03073100931942463,
-0.006495092064142227,
-0.007197484374046326,
-0.018048452213406563,
-0.09539175033569336,
0.031721532344818115,
-0.05570785701274872,
0.01653311401605606,
-4.434852840518033e-8,
0.07044535875320435,
0.012771829031407833,
0.11467297375202179,
0.04536909610033035,
0.014130488969385624,
0.08049597591161728,
0.04525427892804146,
0.042153507471084595,
-0.029750104993581772,
0.008254271000623703,
-0.02941008284687996,
0.04889020696282387,
0.05365919694304466,
0.04318154230713844,
0.004626994952559471,
0.019439002498984337,
-0.0008428874425590038,
-0.07566142082214355,
-0.008317289873957634,
-0.06688661128282547,
-0.019886689260601997,
-0.018100813031196594,
0.058845724910497665,
0.050888705998659134,
-0.02613976038992405,
0.02076399326324463,
0.012277685105800629,
-0.04659534618258476,
-0.02494150772690773,
-0.04782024398446083,
-0.13219985365867615,
-0.007060251664370298,
0.06669695675373077,
0.09530925750732422,
0.03038208745419979,
-0.041675761342048645,
-0.01823401264846325,
0.024611487984657288,
-0.008007386699318886,
-0.03548503294587135,
-0.01845003478229046,
0.04957335814833641,
0.005534202326089144,
0.012183385901153088,
-0.03512211889028549,
0.0016945989336818457,
-0.0725739598274231,
0.04194504767656326,
0.004578937776386738,
0.07051900774240494,
0.06708037108182907,
0.002062457147985697,
-0.07669249922037125,
-0.012844886630773544,
-0.056764934211969376,
0.022637927904725075,
-0.08129117637872696,
-0.03601285070180893,
-0.03710551932454109,
0.06158754602074623,
-0.01709323562681675,
-0.029097162187099457,
-0.02328506112098694,
0.01720370538532734
] | null | null | null | null | null | null | null |
[
-0.07439637929201126,
-0.023168394342064857,
0.02178785391151905,
0.07304725795984268,
0.02252170816063881,
0.007130321115255356,
0.01474827155470848,
0.004647120367735624,
0.03588664531707764,
0.057830363512039185,
-0.07620443403720856,
-0.06855214387178421,
-0.07346231490373611,
-0.0019061453640460968,
0.07322319597005844,
0.01073454599827528,
-0.0068164910189807415,
-0.01705350913107395,
-0.04494473338127136,
-0.026845069602131844,
-0.09052292257547379,
-0.06237265467643738,
-0.03801882266998291,
-0.005833876319229603,
0.022551288828253746,
0.07121922075748444,
0.05674226954579353,
0.008738864213228226,
0.05424216389656067,
0.0988430380821228,
0.022033624351024628,
0.01365948561578989,
-0.0596269816160202,
0.028062965720891953,
0.015013099648058414,
-0.01634969562292099,
-0.062192853540182114,
-0.06786921620368958,
-0.04025295004248619,
-0.06416220963001251,
-0.00034002051688730717,
-0.00014378111518453807,
-0.021794354543089867,
0.034515462815761566,
0.0010375174460932612,
-0.0038981554098427296,
0.06541676819324493,
0.017441561445593834,
0.008085600100457668,
-0.07011542469263077,
-0.021441172808408737,
0.003562011057510972,
-0.05208839476108551,
0.08786569535732269,
-0.06415354460477829,
0.05606039613485336,
-0.001593786058947444,
0.03653069585561752,
-0.03662431985139847,
-0.028566211462020874,
-0.026590824127197266,
0.057224374264478683,
-0.004883403889834881,
0.04922431334853172,
0.05048178881406784,
-0.008362061344087124,
-0.01044081337749958,
0.008227523416280746,
0.00627337908372283,
0.02236776053905487,
-0.02352185733616352,
0.05994657427072525,
-0.008611975237727165,
-0.04428129270672798,
0.04452058672904968,
-0.09135101735591888,
-0.043011847883462906,
0.01185404323041439,
0.052914928644895554,
-0.06933163106441498,
-0.002076731063425541,
-0.04948203265666962,
-0.0019296911777928472,
0.006943123880773783,
-0.08087632060050964,
-0.027601223438978195,
0.09011676162481308,
-0.05233820155262947,
0.03460324555635452,
-0.07545047998428345,
-0.03798152133822441,
0.025859469547867775,
-0.054179783910512924,
-0.08239910751581192,
0.003784643951803446,
0.04853008687496185,
0.06679435074329376,
-0.000035840155760524794,
0.06146625801920891,
-0.04161551594734192,
0.01714102178812027,
0.00873260572552681,
-0.0545811802148819,
0.019416268914937973,
0.06364773213863373,
0.014948741532862186,
0.11862371861934662,
-0.00863889791071415,
-0.03085176646709442,
0.10207927972078323,
0.03791956230998039,
-0.02781110443174839,
0.015927815809845924,
-0.03076641447842121,
-0.01839672587811947,
-0.045506224036216736,
-0.07702060043811798,
0.04493365064263344,
-0.05174241214990616,
0.04600066319108009,
-0.07853640615940094,
0.09179724752902985,
-0.06284785270690918,
0.04093056172132492,
-0.041788894683122635,
0.04406937211751938,
-0.030359404161572456,
-1.0929001688071788e-33,
0.09724787622690201,
-0.03118014894425869,
-0.015185332857072353,
0.013709195889532566,
0.04468260332942009,
-0.08903682976961136,
0.03397496044635773,
-0.0620880052447319,
-0.07520762830972672,
0.028264155611395836,
-0.02166215516626835,
-0.0207136832177639,
-0.0465298667550087,
0.0000021304570054780925,
0.0578964501619339,
0.057418156415224075,
-0.022738927975296974,
-0.03427477926015854,
-0.012316467240452766,
0.09867988526821136,
-0.03248699754476547,
-0.015307573601603508,
-0.0037928344681859016,
0.056189510971307755,
-0.017095986753702164,
0.04680643975734711,
0.03287256509065628,
-0.09339369833469391,
0.028291523456573486,
-0.023933039978146553,
-0.0064679295755922794,
-0.0505671501159668,
-0.1430826187133789,
0.061129361391067505,
0.08985041081905365,
0.03462238609790802,
-0.04230824112892151,
0.02757963351905346,
0.00761636346578598,
-0.06195519119501114,
0.02869395725429058,
-0.11147874593734741,
0.03475622832775116,
-0.03263597935438156,
-0.0014688477385789156,
0.03530661389231682,
0.004196117632091045,
-0.0253377053886652,
-0.007870775647461414,
0.001048366422764957,
0.028440965339541435,
-0.014074856415390968,
-0.010213925503194332,
0.0040800608694553375,
0.053355857729911804,
-0.08510029315948486,
0.05855170264840126,
-0.01515369862318039,
0.03671630471944809,
-0.002137748058885336,
-0.04582337662577629,
0.018366428092122078,
-0.01772400178015232,
0.05418212711811066,
-0.023912429809570312,
0.10675651580095291,
-0.05878961458802223,
0.05745380371809006,
-0.01422357652336359,
0.036888375878334045,
-0.02919144183397293,
0.062370385974645615,
0.0915379449725151,
-0.0028037645388394594,
0.023166276514530182,
0.05816168710589409,
0.01337229460477829,
-0.11334527283906937,
0.0656326413154602,
-0.0376143716275692,
0.021552909165620804,
-0.02182680554687977,
0.01600969210267067,
-0.04991292208433151,
-0.10832273960113525,
-0.06966132670640945,
-0.065858393907547,
-0.007703874725848436,
-0.03104850836098194,
0.1445491909980774,
0.02846997231245041,
-0.11874102801084518,
0.07765641808509827,
0.000886268331669271,
-0.04086437076330185,
-3.110384868240651e-33,
0.015926962718367577,
-0.046810876578092575,
0.03400815650820732,
-0.02668887935578823,
0.02074519172310829,
0.02787545509636402,
-0.010140973143279552,
0.05245603248476982,
0.044023673981428146,
0.018480224534869194,
0.018158217892050743,
0.04883221164345741,
0.04901527240872383,
-0.077254518866539,
-0.019569609314203262,
-0.05046525225043297,
-0.020334724336862564,
0.07071610540151596,
0.12387441098690033,
-0.0037121116183698177,
-0.05698403716087341,
0.030451947823166847,
-0.0015113415429368615,
0.0015528553631156683,
-0.015302561223506927,
-0.018121223896741867,
0.06832337379455566,
0.0026513049378991127,
0.02557145059108734,
0.013704916462302208,
-0.0462615005671978,
0.0023079116363078356,
-0.043063919991254807,
0.01293102465569973,
-0.0761207714676857,
0.092645063996315,
0.02827794849872589,
-0.005470286589115858,
-0.09219621866941452,
-0.026953812688589096,
-0.017869366332888603,
-0.184339702129364,
0.003921133000403643,
0.05653151869773865,
0.08929846435785294,
0.032585062086582184,
-0.14891596138477325,
0.02846485935151577,
-0.04837169125676155,
-0.04103413224220276,
0.03821565955877304,
-0.009369375184178352,
0.022728942334651947,
-0.03489145264029503,
-0.001767024165019393,
0.0773278996348381,
-0.06389074772596359,
0.02096685953438282,
0.03779502958059311,
-0.07640837132930756,
0.06342951208353043,
-0.08426786959171295,
0.06622293591499329,
0.015556547790765762,
-0.07468472421169281,
-0.06611496210098267,
-0.06891936808824539,
0.05888495221734047,
-0.009839384816586971,
-0.03540300205349922,
0.040232203900814056,
-0.03123956173658371,
0.06985589116811752,
-0.03753222897648811,
0.05998004227876663,
-0.042988069355487823,
0.0736173465847969,
-0.06199660897254944,
0.056690555065870285,
0.03443785384297371,
-0.023674188181757927,
0.10785631090402603,
-0.00796282198280096,
-0.03752657026052475,
0.10162822157144547,
-0.02157745324075222,
-0.02246580272912979,
-0.03073100931942463,
-0.006495092064142227,
-0.007197484374046326,
-0.018048452213406563,
-0.09539175033569336,
0.031721532344818115,
-0.05570785701274872,
0.01653311401605606,
-4.434852840518033e-8,
0.07044535875320435,
0.012771829031407833,
0.11467297375202179,
0.04536909610033035,
0.014130488969385624,
0.08049597591161728,
0.04525427892804146,
0.042153507471084595,
-0.029750104993581772,
0.008254271000623703,
-0.02941008284687996,
0.04889020696282387,
0.05365919694304466,
0.04318154230713844,
0.004626994952559471,
0.019439002498984337,
-0.0008428874425590038,
-0.07566142082214355,
-0.008317289873957634,
-0.06688661128282547,
-0.019886689260601997,
-0.018100813031196594,
0.058845724910497665,
0.050888705998659134,
-0.02613976038992405,
0.02076399326324463,
0.012277685105800629,
-0.04659534618258476,
-0.02494150772690773,
-0.04782024398446083,
-0.13219985365867615,
-0.007060251664370298,
0.06669695675373077,
0.09530925750732422,
0.03038208745419979,
-0.041675761342048645,
-0.01823401264846325,
0.024611487984657288,
-0.008007386699318886,
-0.03548503294587135,
-0.01845003478229046,
0.04957335814833641,
0.005534202326089144,
0.012183385901153088,
-0.03512211889028549,
0.0016945989336818457,
-0.0725739598274231,
0.04194504767656326,
0.004578937776386738,
0.07051900774240494,
0.06708037108182907,
0.002062457147985697,
-0.07669249922037125,
-0.012844886630773544,
-0.056764934211969376,
0.022637927904725075,
-0.08129117637872696,
-0.03601285070180893,
-0.03710551932454109,
0.06158754602074623,
-0.01709323562681675,
-0.029097162187099457,
-0.02328506112098694,
0.01720370538532734
] |
1402.3209
|
Zenghui Yang
|
Zeng-hui Yang, John R. Trail, Aurora Pribram-Jones, Kieron Burke,
Richard J. Needs, Carsten A. Ullrich
|
Exact and approximate Kohn-Sham potentials in ensemble
density-functional theory
|
9 pages, 13 figures
|
Phys. Rev. A 90, 042501 (2014)
|
10.1103/PhysRevA.90.042501
| null |
physics.chem-ph cond-mat.mtrl-sci physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We construct exact Kohn-Sham potentials for the ensemble density-functional
theory (EDFT) from the ground and excited states of helium. The
exchange-correlation (XC) potential is compared with the quasi-local-density
approximation and both single determinant and symmetry eigenstate
ghost-corrected exact exchange approximations. Symmetry eigenstate
Hartree-exchange recovers distinctive features of the exact XC potential and is
used to calculate the correlation potential. Unlike the exact case, excitation
energies calculated from these approximations depend on ensemble weight, and it
is shown that only the symmetry eigenstate method produces an ensemble
derivative discontinuity. Differences in asymptotic and near-ground-state
behavior of exact and approximate XC potentials are discussed in the context of
producing accurate optical gaps.
|
[
{
"created": "Thu, 13 Feb 2014 16:37:55 GMT",
"version": "v1"
},
{
"created": "Mon, 1 Sep 2014 15:10:30 GMT",
"version": "v2"
}
] |
2014-10-08
|
[
[
"Yang",
"Zeng-hui",
""
],
[
"Trail",
"John R.",
""
],
[
"Pribram-Jones",
"Aurora",
""
],
[
"Burke",
"Kieron",
""
],
[
"Needs",
"Richard J.",
""
],
[
"Ullrich",
"Carsten A.",
""
]
] |
[
-0.05119548738002777,
-0.056972723454236984,
0.002643691375851631,
0.06015590950846672,
0.057595591992139816,
0.010715692304074764,
0.012312600389122963,
-0.020383724942803383,
0.008783457800745964,
0.02153812348842621,
-0.057467877864837646,
-0.031044330447912216,
-0.09958316385746002,
-0.021596634760499,
0.06601586937904358,
-0.03410739079117775,
0.024183232337236404,
-0.04998309165239334,
0.0047734444960951805,
0.06089487299323082,
0.02190661057829857,
-0.04616105183959007,
-0.0019436355214565992,
-0.01076322142034769,
0.05870576202869415,
-0.029549360275268555,
0.04677903279662132,
0.018386613577604294,
-0.021211065351963043,
-0.052212491631507874,
0.0735933855175972,
-0.015122532844543457,
-0.04515950381755829,
-0.10014461725950241,
-0.019058844074606895,
0.04642823338508606,
0.03547326475381851,
-0.0073981196619570255,
0.017850324511528015,
-0.015395219437777996,
0.018706507980823517,
0.08172190934419632,
0.020798692479729652,
0.000286034366581589,
-0.027835018932819366,
-0.010424383915960789,
0.0625624731183052,
-0.07092325389385223,
-0.052710819989442825,
-0.07146400958299637,
0.09227412194013596,
0.07527478784322739,
-0.03596901893615723,
0.033917028456926346,
0.0010287037584930658,
0.13981947302818298,
0.052134640514850616,
-0.025762876495718956,
-0.01495102234184742,
-0.0684276819229126,
0.0004103531246073544,
0.03012789972126484,
0.006883533671498299,
0.010730848647654057,
0.12882497906684875,
-0.03784390166401863,
0.09664908051490784,
-0.060050979256629944,
0.030782343819737434,
0.01814236491918564,
-0.05815289914608002,
0.027957523241639137,
-0.053484365344047546,
0.032892823219299316,
0.0150382611900568,
0.01950557343661785,
0.010685143060982227,
-0.008865339681506157,
0.023450840264558792,
0.013852888718247414,
-0.03598567470908165,
0.07705848664045334,
-0.03957366198301315,
-0.09459180384874344,
0.03727887198328972,
0.0418776273727417,
-0.10426899045705795,
0.005400548689067364,
-0.03997382894158363,
-0.09286049008369446,
-0.04997427389025688,
-0.05970776081085205,
-0.051440075039863586,
-0.039120398461818695,
0.05172332748770714,
0.02966594137251377,
0.1071196049451828,
0.021195225417613983,
0.047155868262052536,
-0.009032972157001495,
0.028470713645219803,
0.02833373099565506,
-0.04437432065606117,
-0.06582508981227875,
-0.06409280747175217,
-0.04909224435687065,
0.05287428945302963,
0.08986829221248627,
-0.09818531572818756,
0.06394720077514648,
0.00917451549321413,
-0.11564791202545166,
0.028668491169810295,
-0.005142557434737682,
-0.12884855270385742,
0.0986550822854042,
-0.05133175849914551,
0.0128853190690279,
-0.018178550526499748,
0.06187378615140915,
-0.009774493984878063,
0.016218746080994606,
0.016655264422297478,
0.12427408993244171,
-0.06483237445354462,
0.01231284998357296,
-0.03520553931593895,
2.8580205574565064e-33,
0.06317264586687088,
-0.09222114831209183,
0.03759821876883507,
0.045541051775217056,
0.00408925162628293,
-0.025940775871276855,
0.06247229129076004,
-0.06962324678897858,
-0.07714923471212387,
0.05475129559636116,
-0.03753417730331421,
0.11920978128910065,
0.06957969814538956,
0.007909141480922699,
-0.08656024932861328,
0.057631053030490875,
-0.0097196064889431,
0.018078118562698364,
-0.02882503718137741,
-0.024701189249753952,
0.06394274532794952,
0.0342058390378952,
-0.008818634785711765,
0.046636808663606644,
-0.0997559204697609,
0.049383170902729034,
0.035199157893657684,
0.013889008201658726,
-0.043681979179382324,
0.0037105162627995014,
0.05468762665987015,
0.021725548431277275,
0.017957402393221855,
0.03817841038107872,
0.09894972294569016,
-0.014820389449596405,
-0.0012253469321876764,
-0.029053309932351112,
0.007289537228643894,
-0.07559741288423538,
-0.0001491592702222988,
0.010270871222019196,
-0.028572387993335724,
-0.035681817680597305,
-0.03607875481247902,
0.027363574132323265,
0.11499176919460297,
-0.07971179485321045,
-0.01683182455599308,
0.02495722658932209,
0.031097538769245148,
-0.02102060243487358,
-0.058609697967767715,
0.08027532696723938,
0.018535787239670753,
-0.022270267829298973,
0.04998799413442612,
-0.029983853921294212,
0.036472853273153305,
-0.04556042328476906,
0.010035752318799496,
0.04716024920344353,
0.015918763354420662,
-0.05656659975647926,
-0.035111915320158005,
0.014419467188417912,
-0.0739949569106102,
-0.049685992300510406,
-0.0006236225599423051,
-0.013204291462898254,
0.07595919072628021,
0.12575669586658478,
0.04406283423304558,
-0.07237369567155838,
0.08187054097652435,
0.003198593622073531,
-0.07319340854883194,
-0.048012636601924896,
-0.0044188168831169605,
-0.0013297037221491337,
0.032388363033533096,
-0.02966170199215412,
-0.04154660180211067,
0.0013173691695556045,
-0.10188201069831848,
-0.07414942979812622,
-0.0756564736366272,
0.01443872693926096,
-0.0676322877407074,
0.0015635963063687086,
-0.004640905652195215,
-0.09891503304243088,
0.05181222781538963,
-0.09918580204248428,
-0.030583547428250313,
-4.6832003504027025e-33,
0.027521906420588493,
0.006131487432867289,
0.011709853075444698,
-0.03069842793047428,
0.026915332302451134,
0.046421755105257034,
0.04053308442234993,
0.048867784440517426,
0.05504842847585678,
-0.02085256204009056,
0.033777352422475815,
0.023658230900764465,
-0.03965024650096893,
0.04628298059105873,
-0.013074158690869808,
0.014137191697955132,
-0.011539140716195107,
0.018641367554664612,
0.10139639675617218,
-0.022965000942349434,
-0.004173549357801676,
-0.06625570356845856,
0.019894810393452644,
0.013022109866142273,
-0.023441119119524956,
0.02888721413910389,
0.02105441503226757,
-0.0021514110267162323,
-0.05330897867679596,
0.05559881404042244,
0.035424210131168365,
0.029388271272182465,
-0.08317095786333084,
0.03589893877506256,
-0.11103420704603195,
-0.0282033272087574,
-0.04098370298743248,
0.019185315817594528,
-0.09347973018884659,
0.06169925630092621,
-0.04904651641845703,
-0.00825486984103918,
0.04813816398382187,
-0.05959780886769295,
0.05086618661880493,
-0.03951966390013695,
-0.07660695165395737,
0.004619618412107229,
-0.01460591983050108,
-0.020017072558403015,
-0.003460988635197282,
0.013372877612709999,
-0.08991622179746628,
0.043904323130846024,
-0.05499747022986412,
0.07806369662284851,
-0.0035094497725367546,
0.10306292027235031,
0.10200536251068115,
-0.05273975431919098,
0.012554967775940895,
0.0004561344685498625,
0.05308890342712402,
0.03992093354463577,
-0.06283457577228546,
-0.010239844210445881,
0.005247612949460745,
0.0020012888126075268,
0.06442205607891083,
0.054408665746450424,
0.025305621325969696,
-0.05903613567352295,
0.04472137615084648,
0.010659144259989262,
0.03693988174200058,
-0.057317476719617844,
0.04338612034916878,
-0.02788698673248291,
0.05660805478692055,
0.029402408748865128,
-0.01362715382128954,
-0.014430956915020943,
0.011749670840799809,
0.01581205613911152,
0.0940331518650055,
0.0313793420791626,
-0.04762459173798561,
0.03757355734705925,
-0.05970379710197449,
-0.0706576481461525,
0.029329029843211174,
0.016995303332805634,
0.07892156392335892,
-0.0556723028421402,
0.09042873978614807,
-4.739486314520036e-8,
0.06629499047994614,
-0.03605422377586365,
-0.007992093451321125,
0.0786035880446434,
-0.030844222754240036,
0.06805790215730667,
0.031072938814759254,
-0.048416923731565475,
0.018070384860038757,
-0.019501063972711563,
0.10460340231657028,
-0.08204188197851181,
0.027418090030550957,
-0.07470148801803589,
0.0458577536046505,
-0.00698337284848094,
-0.003524750703945756,
0.07925350219011307,
-0.05129535496234894,
0.011979389004409313,
-0.0012735399650409818,
0.024639535695314407,
0.016155056655406952,
-0.06548972427845001,
-0.039813052862882614,
0.03082352690398693,
-0.03763117641210556,
-0.06971187144517899,
0.02219969779253006,
0.030525829643011093,
-0.03692049905657768,
0.01970006339251995,
0.046217430382966995,
0.017644261941313744,
-0.016279026865959167,
0.05304616689682007,
-0.009163339622318745,
0.03465896099805832,
-0.08949927985668182,
0.012925256043672562,
-0.05415579304099083,
-0.050564054399728775,
0.05092434212565422,
-0.004381515085697174,
0.06468959152698517,
0.05739150196313858,
0.005091821309179068,
0.007586917839944363,
0.010737395845353603,
-0.00674480153247714,
-0.03385031968355179,
0.021936558187007904,
-0.11354786157608032,
0.025787193328142166,
-0.03360934555530548,
-0.03786652535200119,
-0.10854896157979965,
-0.03516151383519173,
-0.05273306742310524,
0.03427494689822197,
0.031413450837135315,
-0.016534527763724327,
-0.08258143067359924,
0.019092729315161705
] | null | null | null | null | null | null | null |
[
-0.05119548738002777,
-0.056972723454236984,
0.002643691375851631,
0.06015590950846672,
0.057595591992139816,
0.010715692304074764,
0.012312600389122963,
-0.020383724942803383,
0.008783457800745964,
0.02153812348842621,
-0.057467877864837646,
-0.031044330447912216,
-0.09958316385746002,
-0.021596634760499,
0.06601586937904358,
-0.03410739079117775,
0.024183232337236404,
-0.04998309165239334,
0.0047734444960951805,
0.06089487299323082,
0.02190661057829857,
-0.04616105183959007,
-0.0019436355214565992,
-0.01076322142034769,
0.05870576202869415,
-0.029549360275268555,
0.04677903279662132,
0.018386613577604294,
-0.021211065351963043,
-0.052212491631507874,
0.0735933855175972,
-0.015122532844543457,
-0.04515950381755829,
-0.10014461725950241,
-0.019058844074606895,
0.04642823338508606,
0.03547326475381851,
-0.0073981196619570255,
0.017850324511528015,
-0.015395219437777996,
0.018706507980823517,
0.08172190934419632,
0.020798692479729652,
0.000286034366581589,
-0.027835018932819366,
-0.010424383915960789,
0.0625624731183052,
-0.07092325389385223,
-0.052710819989442825,
-0.07146400958299637,
0.09227412194013596,
0.07527478784322739,
-0.03596901893615723,
0.033917028456926346,
0.0010287037584930658,
0.13981947302818298,
0.052134640514850616,
-0.025762876495718956,
-0.01495102234184742,
-0.0684276819229126,
0.0004103531246073544,
0.03012789972126484,
0.006883533671498299,
0.010730848647654057,
0.12882497906684875,
-0.03784390166401863,
0.09664908051490784,
-0.060050979256629944,
0.030782343819737434,
0.01814236491918564,
-0.05815289914608002,
0.027957523241639137,
-0.053484365344047546,
0.032892823219299316,
0.0150382611900568,
0.01950557343661785,
0.010685143060982227,
-0.008865339681506157,
0.023450840264558792,
0.013852888718247414,
-0.03598567470908165,
0.07705848664045334,
-0.03957366198301315,
-0.09459180384874344,
0.03727887198328972,
0.0418776273727417,
-0.10426899045705795,
0.005400548689067364,
-0.03997382894158363,
-0.09286049008369446,
-0.04997427389025688,
-0.05970776081085205,
-0.051440075039863586,
-0.039120398461818695,
0.05172332748770714,
0.02966594137251377,
0.1071196049451828,
0.021195225417613983,
0.047155868262052536,
-0.009032972157001495,
0.028470713645219803,
0.02833373099565506,
-0.04437432065606117,
-0.06582508981227875,
-0.06409280747175217,
-0.04909224435687065,
0.05287428945302963,
0.08986829221248627,
-0.09818531572818756,
0.06394720077514648,
0.00917451549321413,
-0.11564791202545166,
0.028668491169810295,
-0.005142557434737682,
-0.12884855270385742,
0.0986550822854042,
-0.05133175849914551,
0.0128853190690279,
-0.018178550526499748,
0.06187378615140915,
-0.009774493984878063,
0.016218746080994606,
0.016655264422297478,
0.12427408993244171,
-0.06483237445354462,
0.01231284998357296,
-0.03520553931593895,
2.8580205574565064e-33,
0.06317264586687088,
-0.09222114831209183,
0.03759821876883507,
0.045541051775217056,
0.00408925162628293,
-0.025940775871276855,
0.06247229129076004,
-0.06962324678897858,
-0.07714923471212387,
0.05475129559636116,
-0.03753417730331421,
0.11920978128910065,
0.06957969814538956,
0.007909141480922699,
-0.08656024932861328,
0.057631053030490875,
-0.0097196064889431,
0.018078118562698364,
-0.02882503718137741,
-0.024701189249753952,
0.06394274532794952,
0.0342058390378952,
-0.008818634785711765,
0.046636808663606644,
-0.0997559204697609,
0.049383170902729034,
0.035199157893657684,
0.013889008201658726,
-0.043681979179382324,
0.0037105162627995014,
0.05468762665987015,
0.021725548431277275,
0.017957402393221855,
0.03817841038107872,
0.09894972294569016,
-0.014820389449596405,
-0.0012253469321876764,
-0.029053309932351112,
0.007289537228643894,
-0.07559741288423538,
-0.0001491592702222988,
0.010270871222019196,
-0.028572387993335724,
-0.035681817680597305,
-0.03607875481247902,
0.027363574132323265,
0.11499176919460297,
-0.07971179485321045,
-0.01683182455599308,
0.02495722658932209,
0.031097538769245148,
-0.02102060243487358,
-0.058609697967767715,
0.08027532696723938,
0.018535787239670753,
-0.022270267829298973,
0.04998799413442612,
-0.029983853921294212,
0.036472853273153305,
-0.04556042328476906,
0.010035752318799496,
0.04716024920344353,
0.015918763354420662,
-0.05656659975647926,
-0.035111915320158005,
0.014419467188417912,
-0.0739949569106102,
-0.049685992300510406,
-0.0006236225599423051,
-0.013204291462898254,
0.07595919072628021,
0.12575669586658478,
0.04406283423304558,
-0.07237369567155838,
0.08187054097652435,
0.003198593622073531,
-0.07319340854883194,
-0.048012636601924896,
-0.0044188168831169605,
-0.0013297037221491337,
0.032388363033533096,
-0.02966170199215412,
-0.04154660180211067,
0.0013173691695556045,
-0.10188201069831848,
-0.07414942979812622,
-0.0756564736366272,
0.01443872693926096,
-0.0676322877407074,
0.0015635963063687086,
-0.004640905652195215,
-0.09891503304243088,
0.05181222781538963,
-0.09918580204248428,
-0.030583547428250313,
-4.6832003504027025e-33,
0.027521906420588493,
0.006131487432867289,
0.011709853075444698,
-0.03069842793047428,
0.026915332302451134,
0.046421755105257034,
0.04053308442234993,
0.048867784440517426,
0.05504842847585678,
-0.02085256204009056,
0.033777352422475815,
0.023658230900764465,
-0.03965024650096893,
0.04628298059105873,
-0.013074158690869808,
0.014137191697955132,
-0.011539140716195107,
0.018641367554664612,
0.10139639675617218,
-0.022965000942349434,
-0.004173549357801676,
-0.06625570356845856,
0.019894810393452644,
0.013022109866142273,
-0.023441119119524956,
0.02888721413910389,
0.02105441503226757,
-0.0021514110267162323,
-0.05330897867679596,
0.05559881404042244,
0.035424210131168365,
0.029388271272182465,
-0.08317095786333084,
0.03589893877506256,
-0.11103420704603195,
-0.0282033272087574,
-0.04098370298743248,
0.019185315817594528,
-0.09347973018884659,
0.06169925630092621,
-0.04904651641845703,
-0.00825486984103918,
0.04813816398382187,
-0.05959780886769295,
0.05086618661880493,
-0.03951966390013695,
-0.07660695165395737,
0.004619618412107229,
-0.01460591983050108,
-0.020017072558403015,
-0.003460988635197282,
0.013372877612709999,
-0.08991622179746628,
0.043904323130846024,
-0.05499747022986412,
0.07806369662284851,
-0.0035094497725367546,
0.10306292027235031,
0.10200536251068115,
-0.05273975431919098,
0.012554967775940895,
0.0004561344685498625,
0.05308890342712402,
0.03992093354463577,
-0.06283457577228546,
-0.010239844210445881,
0.005247612949460745,
0.0020012888126075268,
0.06442205607891083,
0.054408665746450424,
0.025305621325969696,
-0.05903613567352295,
0.04472137615084648,
0.010659144259989262,
0.03693988174200058,
-0.057317476719617844,
0.04338612034916878,
-0.02788698673248291,
0.05660805478692055,
0.029402408748865128,
-0.01362715382128954,
-0.014430956915020943,
0.011749670840799809,
0.01581205613911152,
0.0940331518650055,
0.0313793420791626,
-0.04762459173798561,
0.03757355734705925,
-0.05970379710197449,
-0.0706576481461525,
0.029329029843211174,
0.016995303332805634,
0.07892156392335892,
-0.0556723028421402,
0.09042873978614807,
-4.739486314520036e-8,
0.06629499047994614,
-0.03605422377586365,
-0.007992093451321125,
0.0786035880446434,
-0.030844222754240036,
0.06805790215730667,
0.031072938814759254,
-0.048416923731565475,
0.018070384860038757,
-0.019501063972711563,
0.10460340231657028,
-0.08204188197851181,
0.027418090030550957,
-0.07470148801803589,
0.0458577536046505,
-0.00698337284848094,
-0.003524750703945756,
0.07925350219011307,
-0.05129535496234894,
0.011979389004409313,
-0.0012735399650409818,
0.024639535695314407,
0.016155056655406952,
-0.06548972427845001,
-0.039813052862882614,
0.03082352690398693,
-0.03763117641210556,
-0.06971187144517899,
0.02219969779253006,
0.030525829643011093,
-0.03692049905657768,
0.01970006339251995,
0.046217430382966995,
0.017644261941313744,
-0.016279026865959167,
0.05304616689682007,
-0.009163339622318745,
0.03465896099805832,
-0.08949927985668182,
0.012925256043672562,
-0.05415579304099083,
-0.050564054399728775,
0.05092434212565422,
-0.004381515085697174,
0.06468959152698517,
0.05739150196313858,
0.005091821309179068,
0.007586917839944363,
0.010737395845353603,
-0.00674480153247714,
-0.03385031968355179,
0.021936558187007904,
-0.11354786157608032,
0.025787193328142166,
-0.03360934555530548,
-0.03786652535200119,
-0.10854896157979965,
-0.03516151383519173,
-0.05273306742310524,
0.03427494689822197,
0.031413450837135315,
-0.016534527763724327,
-0.08258143067359924,
0.019092729315161705
] |
1402.3210
|
Philip Schniter
|
Sundeep Rangan and Philip Schniter and Alyson K. Fletcher and Subrata
Sarkar
|
On the Convergence of Approximate Message Passing with Arbitrary
Matrices
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Approximate message passing (AMP) methods and their variants have attracted
considerable recent attention for the problem of estimating a random vector
$\mathbf{x}$ observed through a linear transform $\mathbf{A}$. In the case of
large i.i.d. zero-mean Gaussian $\mathbf{A}$, the methods exhibit fast
convergence with precise analytic characterizations on the algorithm behavior.
However, the convergence of AMP under general transforms $\mathbf{A}$ is not
fully understood. In this paper, we provide sufficient conditions for the
convergence of a damped version of the generalized AMP (GAMP) algorithm in the
case of quadratic cost functions (i.e., Gaussian likelihood and prior). It is
shown that, with sufficient damping, the algorithm is guaranteed to converge,
although the amount of damping grows with peak-to-average ratio of the squared
singular values of the transforms $\mathbf{A}$. This result explains the good
performance of AMP on i.i.d. Gaussian transforms $\mathbf{A}$, but also their
difficulties with ill-conditioned or non-zero-mean transforms $\mathbf{A}$. A
related sufficient condition is then derived for the local stability of the
damped GAMP method under general cost functions, assuming certain strict
convexity conditions.
|
[
{
"created": "Thu, 13 Feb 2014 16:42:30 GMT",
"version": "v1"
},
{
"created": "Mon, 5 Dec 2016 16:21:11 GMT",
"version": "v2"
},
{
"created": "Fri, 2 Mar 2018 14:31:02 GMT",
"version": "v3"
}
] |
2018-03-05
|
[
[
"Rangan",
"Sundeep",
""
],
[
"Schniter",
"Philip",
""
],
[
"Fletcher",
"Alyson K.",
""
],
[
"Sarkar",
"Subrata",
""
]
] |
[
-0.03515447676181793,
-0.04000059515237808,
0.0976746454834938,
-0.03187815099954605,
-0.03563376143574715,
-0.06382328271865845,
0.00816219300031662,
-0.059605199843645096,
0.05849799886345863,
0.048191431909799576,
0.023933405056595802,
0.10732729732990265,
0.07960445433855057,
-0.06782229244709015,
-0.055649518966674805,
-0.006260700989514589,
0.135549858212471,
0.052889131009578705,
0.013750878162682056,
0.014625751413404942,
0.0009208531701005995,
0.08151930570602417,
0.016094187274575233,
-0.04446673020720482,
0.09349926561117172,
-0.03435531258583069,
0.003231727285310626,
-0.0027922820299863815,
0.019288891926407814,
-0.006353842094540596,
-0.011111808940768242,
-0.025310305878520012,
-0.0575992576777935,
-0.033000700175762177,
-0.11985163390636444,
0.08597863465547562,
0.019201645627617836,
0.022549813613295555,
0.01055100653320551,
0.07452715188264847,
-0.012834185734391212,
0.05401358753442764,
-0.030727889388799667,
-0.03637932240962982,
0.03886624425649643,
-0.04366903752088547,
0.04387538135051727,
-0.05807850509881973,
0.019116315990686417,
-0.00117025850340724,
0.05021534487605095,
0.006515519693493843,
-0.026448220014572144,
0.007454322651028633,
-0.004485668148845434,
-0.11216212809085846,
0.0013013258576393127,
0.0089504923671484,
0.011505240574479103,
0.13113093376159668,
-0.051770299673080444,
-0.06554020196199417,
0.019139287993311882,
-0.05206867307424545,
-0.046494219452142715,
0.03736845403909683,
0.06218317151069641,
-0.04533037170767784,
-0.02194376103579998,
0.07909730821847916,
-0.11251016706228256,
0.05718601867556572,
-0.057776495814323425,
0.06741102039813995,
0.004324833396822214,
0.021548818796873093,
0.04909106716513634,
0.02478359080851078,
0.00641760416328907,
-0.032745327800512314,
0.0766255334019661,
-0.05042530223727226,
-0.038169506937265396,
-0.1034482941031456,
0.05069960653781891,
-0.010520340874791145,
-0.04310745745897293,
0.03308248892426491,
0.06987817585468292,
-0.037898141890764236,
0.0412004292011261,
-0.029621368274092674,
-0.07388810068368912,
0.007066293619573116,
-0.001862041186541319,
-0.07997793704271317,
-0.0038231993094086647,
0.003384757786989212,
0.05967371538281441,
0.05314505845308304,
0.021893374621868134,
-0.007140701171010733,
0.06379719823598862,
-0.06028859689831734,
0.03975454345345497,
-0.07087002694606781,
0.023306986317038536,
0.054937299340963364,
-0.010676955804228783,
-0.05307265371084213,
-0.04217023029923439,
0.03509426489472389,
0.010664263740181923,
0.06724878400564194,
-0.04969874396920204,
-0.026094762608408928,
0.05500660464167595,
-0.011048856191337109,
-0.06807693094015121,
-0.0024231672286987305,
-0.006003256421536207,
-0.016744153574109077,
0.049382101744413376,
0.05932071432471275,
0.009031803347170353,
0.10840267688035965,
-0.05563274398446083,
-7.765500270879309e-34,
-0.04685690253973007,
0.0745716542005539,
0.012332452461123466,
-0.0231621116399765,
-0.04147230461239815,
0.08128196001052856,
0.017030267044901848,
0.015973446890711784,
0.022281933575868607,
0.010995318181812763,
-0.010560146532952785,
0.0792505294084549,
-0.008090931922197342,
-0.00024208202376030385,
0.04548751935362816,
0.013303125277161598,
-0.025126442313194275,
-0.04533758759498596,
0.06616183370351791,
-0.06827917695045471,
0.09844546765089035,
-0.07686908543109894,
0.03332880884408951,
-0.010155456140637398,
-0.05920776352286339,
0.01201787032186985,
0.069190114736557,
-0.05638384446501732,
0.012959171086549759,
0.007207376416772604,
-0.09519872069358826,
0.01630834862589836,
-0.004363321233540773,
-0.027451224625110626,
-0.022424902766942978,
-0.08065563440322876,
0.06616927683353424,
-0.07281361520290375,
-0.025928903371095657,
-0.003802310209721327,
-0.10888068377971649,
0.043924812227487564,
0.0010692582000046968,
-0.05092727392911911,
-0.08187533169984818,
-0.04986076429486275,
0.07419133931398392,
0.03411740064620972,
0.09621050953865051,
-0.11088302731513977,
-0.0025994887109845877,
-0.04331262782216072,
-0.10377282649278641,
0.09720014035701752,
0.017207302153110504,
-0.008726892992854118,
-0.009853244759142399,
-0.009523180313408375,
-0.011157039552927017,
0.06555800884962082,
-0.000014555909729097039,
0.020113948732614517,
0.01593485102057457,
-0.03021065518260002,
0.009566222317516804,
-0.0245254784822464,
-0.008684493601322174,
-0.004321788903325796,
0.004716725088655949,
-0.04586995393037796,
0.09499771147966385,
-0.014672060497105122,
-0.02580392174422741,
-0.06312642246484756,
0.002829392906278372,
-0.01337425597012043,
0.03300122171640396,
-0.03629926219582558,
-0.04319993034005165,
0.05050547793507576,
-0.07446950674057007,
0.04107561707496643,
0.007502871099859476,
-0.03673125058412552,
0.024270541965961456,
0.009983784519135952,
0.0019926452077925205,
-0.04675225540995598,
-0.13884416222572327,
-0.0841839462518692,
-0.13214989006519318,
0.09267769008874893,
-0.03203072398900986,
0.005546255968511105,
0.0345553494989872,
-1.1303414087552957e-33,
-0.01929100975394249,
0.06003216654062271,
0.05983681604266167,
0.10151489824056625,
0.04379969835281372,
-0.06753749400377274,
-0.04431316256523132,
-0.02984767034649849,
-0.008128714747726917,
-0.047397710382938385,
-0.08690723776817322,
-0.03915153443813324,
-0.04161081463098526,
-0.003217733930796385,
0.11236697435379028,
-0.02720937877893448,
0.01527939923107624,
0.01770329847931862,
-0.021288180723786354,
-0.05354920029640198,
0.02605287916958332,
0.051710180938243866,
0.018315864726901054,
-0.03137006610631943,
-0.019817104563117027,
0.001254647271707654,
-0.02682012878358364,
0.12373507022857666,
-0.029033370316028595,
-0.04190194234251976,
-0.10030166804790497,
0.006238990463316441,
-0.01284407451748848,
-0.005810680333524942,
-0.0011698701418936253,
0.10769322514533997,
0.05997735634446144,
0.11229395121335983,
0.01026846468448639,
0.0877494066953659,
0.0372055247426033,
0.07117187976837158,
0.01263182982802391,
-0.021777551621198654,
0.07121866196393967,
-0.004110155161470175,
-0.027133729308843613,
-0.0008115510572679341,
0.017199186608195305,
0.06485941261053085,
0.022640474140644073,
-0.027825765311717987,
-0.04825403541326523,
0.08540859073400497,
-0.059155430644750595,
0.01993405632674694,
-0.017783142626285553,
0.00988020934164524,
0.00019208491721656173,
0.019397882744669914,
-0.02115727588534355,
-0.00006603384099435061,
-0.04920395836234093,
-0.05817941948771477,
-0.0320298969745636,
0.038952458649873734,
0.07265203446149826,
-0.033071089535951614,
0.04615629464387894,
0.006291055586189032,
0.015294799581170082,
-0.07200784236192703,
-0.02373531460762024,
0.0279066264629364,
-0.004468418192118406,
0.006492159329354763,
0.037475649267435074,
-0.03782511129975319,
-0.06507213413715363,
-0.06740549206733704,
0.0808165892958641,
0.06634089350700378,
-0.0016635690117254853,
-0.02013404294848442,
0.03894827142357826,
0.043837666511535645,
0.04076685011386871,
-0.03362763673067093,
0.03721749037504196,
-0.030073413625359535,
-0.028580790385603905,
0.029727492481470108,
0.046354565769433975,
-0.013608553446829319,
-0.06286699324846268,
-5.33504511679439e-8,
-0.037609346210956573,
-0.03917326778173447,
-0.011980874463915825,
-0.04730150103569031,
0.12542465329170227,
0.0014107601018622518,
-0.05938054993748665,
0.0036540755536407232,
-0.045555733144283295,
-0.08671475946903229,
0.02033097855746746,
-0.06636807322502136,
-0.01366505865007639,
-0.003444197354838252,
-0.057041604071855545,
0.01744058169424534,
-0.07153286784887314,
-0.05412619560956955,
-0.014033205807209015,
-0.002173422370105982,
-0.062118370085954666,
0.045399658381938934,
-0.051276110112667084,
0.039049986749887466,
0.02588651143014431,
-0.05668769031763077,
0.010014449246227741,
-0.017573995515704155,
0.0626295804977417,
0.030916104093194008,
-0.08738590031862259,
0.04259403049945831,
0.03861762583255768,
0.002993895672261715,
-0.0069724032655358315,
0.010683109052479267,
0.11271987110376358,
-0.01973530277609825,
-0.012661178596317768,
-0.001973828300833702,
0.04071314260363579,
0.07181903719902039,
-0.01118423230946064,
-0.011454497464001179,
0.04273463413119316,
-0.0020872147288173437,
-0.006076388992369175,
-0.037576086819171906,
0.030610281974077225,
0.05516911298036575,
0.07149363309144974,
0.01114217471331358,
-0.002113051014021039,
0.06321929395198822,
0.025477880612015724,
-0.10804366320371628,
0.011579965241253376,
-0.12189629673957825,
0.0751861110329628,
0.04186301678419113,
0.04406125843524933,
0.0237165167927742,
-0.09100276976823807,
-0.0003337873495183885
] | null | null | null | null | null | null | null |
[
-0.03515447676181793,
-0.04000059515237808,
0.0976746454834938,
-0.03187815099954605,
-0.03563376143574715,
-0.06382328271865845,
0.00816219300031662,
-0.059605199843645096,
0.05849799886345863,
0.048191431909799576,
0.023933405056595802,
0.10732729732990265,
0.07960445433855057,
-0.06782229244709015,
-0.055649518966674805,
-0.006260700989514589,
0.135549858212471,
0.052889131009578705,
0.013750878162682056,
0.014625751413404942,
0.0009208531701005995,
0.08151930570602417,
0.016094187274575233,
-0.04446673020720482,
0.09349926561117172,
-0.03435531258583069,
0.003231727285310626,
-0.0027922820299863815,
0.019288891926407814,
-0.006353842094540596,
-0.011111808940768242,
-0.025310305878520012,
-0.0575992576777935,
-0.033000700175762177,
-0.11985163390636444,
0.08597863465547562,
0.019201645627617836,
0.022549813613295555,
0.01055100653320551,
0.07452715188264847,
-0.012834185734391212,
0.05401358753442764,
-0.030727889388799667,
-0.03637932240962982,
0.03886624425649643,
-0.04366903752088547,
0.04387538135051727,
-0.05807850509881973,
0.019116315990686417,
-0.00117025850340724,
0.05021534487605095,
0.006515519693493843,
-0.026448220014572144,
0.007454322651028633,
-0.004485668148845434,
-0.11216212809085846,
0.0013013258576393127,
0.0089504923671484,
0.011505240574479103,
0.13113093376159668,
-0.051770299673080444,
-0.06554020196199417,
0.019139287993311882,
-0.05206867307424545,
-0.046494219452142715,
0.03736845403909683,
0.06218317151069641,
-0.04533037170767784,
-0.02194376103579998,
0.07909730821847916,
-0.11251016706228256,
0.05718601867556572,
-0.057776495814323425,
0.06741102039813995,
0.004324833396822214,
0.021548818796873093,
0.04909106716513634,
0.02478359080851078,
0.00641760416328907,
-0.032745327800512314,
0.0766255334019661,
-0.05042530223727226,
-0.038169506937265396,
-0.1034482941031456,
0.05069960653781891,
-0.010520340874791145,
-0.04310745745897293,
0.03308248892426491,
0.06987817585468292,
-0.037898141890764236,
0.0412004292011261,
-0.029621368274092674,
-0.07388810068368912,
0.007066293619573116,
-0.001862041186541319,
-0.07997793704271317,
-0.0038231993094086647,
0.003384757786989212,
0.05967371538281441,
0.05314505845308304,
0.021893374621868134,
-0.007140701171010733,
0.06379719823598862,
-0.06028859689831734,
0.03975454345345497,
-0.07087002694606781,
0.023306986317038536,
0.054937299340963364,
-0.010676955804228783,
-0.05307265371084213,
-0.04217023029923439,
0.03509426489472389,
0.010664263740181923,
0.06724878400564194,
-0.04969874396920204,
-0.026094762608408928,
0.05500660464167595,
-0.011048856191337109,
-0.06807693094015121,
-0.0024231672286987305,
-0.006003256421536207,
-0.016744153574109077,
0.049382101744413376,
0.05932071432471275,
0.009031803347170353,
0.10840267688035965,
-0.05563274398446083,
-7.765500270879309e-34,
-0.04685690253973007,
0.0745716542005539,
0.012332452461123466,
-0.0231621116399765,
-0.04147230461239815,
0.08128196001052856,
0.017030267044901848,
0.015973446890711784,
0.022281933575868607,
0.010995318181812763,
-0.010560146532952785,
0.0792505294084549,
-0.008090931922197342,
-0.00024208202376030385,
0.04548751935362816,
0.013303125277161598,
-0.025126442313194275,
-0.04533758759498596,
0.06616183370351791,
-0.06827917695045471,
0.09844546765089035,
-0.07686908543109894,
0.03332880884408951,
-0.010155456140637398,
-0.05920776352286339,
0.01201787032186985,
0.069190114736557,
-0.05638384446501732,
0.012959171086549759,
0.007207376416772604,
-0.09519872069358826,
0.01630834862589836,
-0.004363321233540773,
-0.027451224625110626,
-0.022424902766942978,
-0.08065563440322876,
0.06616927683353424,
-0.07281361520290375,
-0.025928903371095657,
-0.003802310209721327,
-0.10888068377971649,
0.043924812227487564,
0.0010692582000046968,
-0.05092727392911911,
-0.08187533169984818,
-0.04986076429486275,
0.07419133931398392,
0.03411740064620972,
0.09621050953865051,
-0.11088302731513977,
-0.0025994887109845877,
-0.04331262782216072,
-0.10377282649278641,
0.09720014035701752,
0.017207302153110504,
-0.008726892992854118,
-0.009853244759142399,
-0.009523180313408375,
-0.011157039552927017,
0.06555800884962082,
-0.000014555909729097039,
0.020113948732614517,
0.01593485102057457,
-0.03021065518260002,
0.009566222317516804,
-0.0245254784822464,
-0.008684493601322174,
-0.004321788903325796,
0.004716725088655949,
-0.04586995393037796,
0.09499771147966385,
-0.014672060497105122,
-0.02580392174422741,
-0.06312642246484756,
0.002829392906278372,
-0.01337425597012043,
0.03300122171640396,
-0.03629926219582558,
-0.04319993034005165,
0.05050547793507576,
-0.07446950674057007,
0.04107561707496643,
0.007502871099859476,
-0.03673125058412552,
0.024270541965961456,
0.009983784519135952,
0.0019926452077925205,
-0.04675225540995598,
-0.13884416222572327,
-0.0841839462518692,
-0.13214989006519318,
0.09267769008874893,
-0.03203072398900986,
0.005546255968511105,
0.0345553494989872,
-1.1303414087552957e-33,
-0.01929100975394249,
0.06003216654062271,
0.05983681604266167,
0.10151489824056625,
0.04379969835281372,
-0.06753749400377274,
-0.04431316256523132,
-0.02984767034649849,
-0.008128714747726917,
-0.047397710382938385,
-0.08690723776817322,
-0.03915153443813324,
-0.04161081463098526,
-0.003217733930796385,
0.11236697435379028,
-0.02720937877893448,
0.01527939923107624,
0.01770329847931862,
-0.021288180723786354,
-0.05354920029640198,
0.02605287916958332,
0.051710180938243866,
0.018315864726901054,
-0.03137006610631943,
-0.019817104563117027,
0.001254647271707654,
-0.02682012878358364,
0.12373507022857666,
-0.029033370316028595,
-0.04190194234251976,
-0.10030166804790497,
0.006238990463316441,
-0.01284407451748848,
-0.005810680333524942,
-0.0011698701418936253,
0.10769322514533997,
0.05997735634446144,
0.11229395121335983,
0.01026846468448639,
0.0877494066953659,
0.0372055247426033,
0.07117187976837158,
0.01263182982802391,
-0.021777551621198654,
0.07121866196393967,
-0.004110155161470175,
-0.027133729308843613,
-0.0008115510572679341,
0.017199186608195305,
0.06485941261053085,
0.022640474140644073,
-0.027825765311717987,
-0.04825403541326523,
0.08540859073400497,
-0.059155430644750595,
0.01993405632674694,
-0.017783142626285553,
0.00988020934164524,
0.00019208491721656173,
0.019397882744669914,
-0.02115727588534355,
-0.00006603384099435061,
-0.04920395836234093,
-0.05817941948771477,
-0.0320298969745636,
0.038952458649873734,
0.07265203446149826,
-0.033071089535951614,
0.04615629464387894,
0.006291055586189032,
0.015294799581170082,
-0.07200784236192703,
-0.02373531460762024,
0.0279066264629364,
-0.004468418192118406,
0.006492159329354763,
0.037475649267435074,
-0.03782511129975319,
-0.06507213413715363,
-0.06740549206733704,
0.0808165892958641,
0.06634089350700378,
-0.0016635690117254853,
-0.02013404294848442,
0.03894827142357826,
0.043837666511535645,
0.04076685011386871,
-0.03362763673067093,
0.03721749037504196,
-0.030073413625359535,
-0.028580790385603905,
0.029727492481470108,
0.046354565769433975,
-0.013608553446829319,
-0.06286699324846268,
-5.33504511679439e-8,
-0.037609346210956573,
-0.03917326778173447,
-0.011980874463915825,
-0.04730150103569031,
0.12542465329170227,
0.0014107601018622518,
-0.05938054993748665,
0.0036540755536407232,
-0.045555733144283295,
-0.08671475946903229,
0.02033097855746746,
-0.06636807322502136,
-0.01366505865007639,
-0.003444197354838252,
-0.057041604071855545,
0.01744058169424534,
-0.07153286784887314,
-0.05412619560956955,
-0.014033205807209015,
-0.002173422370105982,
-0.062118370085954666,
0.045399658381938934,
-0.051276110112667084,
0.039049986749887466,
0.02588651143014431,
-0.05668769031763077,
0.010014449246227741,
-0.017573995515704155,
0.0626295804977417,
0.030916104093194008,
-0.08738590031862259,
0.04259403049945831,
0.03861762583255768,
0.002993895672261715,
-0.0069724032655358315,
0.010683109052479267,
0.11271987110376358,
-0.01973530277609825,
-0.012661178596317768,
-0.001973828300833702,
0.04071314260363579,
0.07181903719902039,
-0.01118423230946064,
-0.011454497464001179,
0.04273463413119316,
-0.0020872147288173437,
-0.006076388992369175,
-0.037576086819171906,
0.030610281974077225,
0.05516911298036575,
0.07149363309144974,
0.01114217471331358,
-0.002113051014021039,
0.06321929395198822,
0.025477880612015724,
-0.10804366320371628,
0.011579965241253376,
-0.12189629673957825,
0.0751861110329628,
0.04186301678419113,
0.04406125843524933,
0.0237165167927742,
-0.09100276976823807,
-0.0003337873495183885
] |
1402.3211
|
Charles Camp Jr
|
Charles H. Camp Jr. (1), Young Jong Lee (1), John M. Heddleston (2),
Christopher M. Hartshorn (1), Angela R. Hight Walker (2), Jeremy N. Rich (3),
Justin D. Lathia (4), Marcus T. Cicerone (1) ((1) Biosystems and Biomaterials
Division, National Institute of Standards and Technology, Gaithersburg, MD,
USA, (2) Semiconductor and Dimensional Metrology Division, National Institute
of Standards and Technology, Gaithersburg, MD, USA, (3) Department of Stem
Cell Biology and Regenerative Medicine, Cleveland Clinic, Cleveland, OH, USA,
(4) Department of Cellular and Molecular Medicine, Cleveland Clinic,
Cleveland, OH, USA)
|
High-Speed Coherent Raman Fingerprint Imaging of Biological Tissues
|
22 pages (11 main, 11 supplemental), 9 figures (4 main, 5
supplemental; N.B.: reduced resolution for smaller file size-- contact author
for full resolution images). This paper was submitted to Nature Photonics on
October 2, 2013 (minor corrections applied). This version concatenates the
supplementary section to the end of the main text-- rather than a separate
file-- No document changes otherwise
| null |
10.1038/nphoton.2014.145
| null |
physics.optics physics.ins-det
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We have developed a coherent Raman imaging platform using broadband coherent
anti-Stokes Raman scattering (BCARS) that provides an unprecedented combination
of speed, sensitivity, and spectral breadth. The system utilizes a unique
configuration of laser sources that probes the Raman spectrum over 3,000
cm$^{-1}$ and generates an especially strong response in the typically weak
Raman "fingerprint" region through heterodyne amplification of the anti-Stokes
photons with a large nonresonant background (NRB) while maintaining high
spectral resolution of $<$ 13 cm$^{-1}$. For histology and pathology, this
system shows promise in highlighting major tissue components in a
non-destructive, label-free manner. We demonstrate high-speed chemical imaging
in two- and three-dimensional views of healthy murine liver and pancreas
tissues and interfaces between xenograft brain tumors and the surrounding
healthy brain matter.
|
[
{
"created": "Thu, 13 Feb 2014 16:47:26 GMT",
"version": "v1"
},
{
"created": "Sat, 15 Feb 2014 06:14:11 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Camp",
"Charles H.",
"Jr."
],
[
"Lee",
"Young Jong",
""
],
[
"Heddleston",
"John M.",
""
],
[
"Hartshorn",
"Christopher M.",
""
],
[
"Walker",
"Angela R. Hight",
""
],
[
"Rich",
"Jeremy N.",
""
],
[
"Lathia",
"Justin D.",
""
],
[
"Cicerone",
"Marcus T.",
""
]
] |
[
-0.006377824116498232,
-0.06464964896440506,
0.013660803437232971,
-0.02104422263801098,
0.006275408435612917,
-0.045478496700525284,
0.020193055272102356,
-0.07255762815475464,
0.010165349580347538,
-0.08392007648944855,
-0.018128659576177597,
-0.0443631075322628,
-0.07308387756347656,
0.026592105627059937,
-0.0232029240578413,
0.041289035230875015,
0.011671447195112705,
-0.04677855223417282,
0.0017612236551940441,
0.05373978987336159,
-0.03366849198937416,
-0.040206942707300186,
0.041094616055488586,
0.012072115205228329,
-0.030934369191527367,
-0.003555143717676401,
0.02517698146402836,
-0.05865143984556198,
0.006986018270254135,
0.03723163157701492,
0.11214138567447662,
0.001061885035596788,
-0.13482102751731873,
0.06964467465877533,
-0.023779096081852913,
-0.1241035908460617,
0.049367230385541916,
0.0386507548391819,
-0.06970847398042679,
-0.08289968222379684,
0.0993216335773468,
0.04185997694730759,
-0.02406592294573784,
0.047193743288517,
0.02080916054546833,
-0.07939430326223373,
-0.00609135115519166,
-0.1174854189157486,
0.03442675620317459,
-0.0328962542116642,
-0.011279047466814518,
-0.041947897523641586,
-0.023269305005669594,
-0.002973055001348257,
0.022903263568878174,
0.03695378452539444,
-0.02326939068734646,
-0.04458772391080856,
0.016866959631443024,
-0.04581497237086296,
0.006431340705603361,
0.01031487062573433,
0.03255952522158623,
-0.028223436325788498,
0.07095155119895935,
0.012469177134335041,
0.035149961709976196,
0.0222451314330101,
0.008651063777506351,
0.06677503883838654,
-0.05375614017248154,
0.008641374297440052,
0.0208296999335289,
0.0014852561289444566,
-0.08623677492141724,
-0.003186069894582033,
0.019385943189263344,
0.06794155389070511,
-0.001585650141350925,
-0.014276746660470963,
0.08485004305839539,
0.05179319158196449,
0.013324298895895481,
0.06428585946559906,
0.005586336832493544,
0.04349923133850098,
-0.01870761066675186,
0.0846681073307991,
-0.16412554681301117,
-0.0035976420622318983,
-0.038375355303287506,
-0.003289699787274003,
0.017349744215607643,
-0.093958280980587,
-0.06616982817649841,
-0.022834790870547295,
0.09495821595191956,
-0.05311046540737152,
0.006559475790709257,
0.05530761927366257,
0.04264850914478302,
0.017445413395762444,
-0.02896304614841938,
0.026817206293344498,
-0.09490381181240082,
-0.06899646669626236,
-0.019573524594306946,
0.06666907668113708,
0.004797919187694788,
0.0377235971391201,
0.13843896985054016,
0.011733097955584526,
-0.04375206679105759,
0.0013058667536824942,
0.002537741558626294,
0.05292753130197525,
-0.017726724967360497,
0.05491519346833229,
-0.006127039901912212,
0.019977755844593048,
-0.08215250819921494,
0.03362744301557541,
-0.05939885601401329,
-0.007925288751721382,
0.06892593950033188,
0.0005961913266219199,
-0.020575471222400665,
1.2465893511859734e-33,
0.06689158827066422,
0.027792178094387054,
0.04101195186376572,
0.021493207663297653,
0.05290864780545235,
-0.04131085425615311,
-0.0068267700262367725,
-0.021434810012578964,
-0.010219303891062737,
0.044764187186956406,
0.020457956939935684,
0.02951711229979992,
0.015726037323474884,
0.05140033736824989,
-0.016996512189507484,
-0.043224360793828964,
-0.039357662200927734,
0.0637657567858696,
-0.04461391642689705,
-0.08253040164709091,
-0.030772142112255096,
-0.05330434441566467,
0.014932265505194664,
-0.03792520985007286,
-0.019613413140177727,
0.006855728104710579,
-0.13093741238117218,
0.07151567935943604,
0.10032981634140015,
0.016171978786587715,
-0.09363149106502533,
0.04847441613674164,
0.07370311766862869,
-0.01966661959886551,
0.022735504433512688,
-0.04988792538642883,
0.021888544782996178,
-0.022471008822321892,
0.025661198422312737,
0.05560610815882683,
0.06850719451904297,
-0.019078416749835014,
0.020104777067899704,
0.024213876575231552,
0.01244785264134407,
-0.014252732507884502,
-0.08382456004619598,
0.061977047473192215,
0.021934185177087784,
-0.04161657392978668,
-0.04526791721582413,
-0.04285094141960144,
0.010404311120510101,
-0.026074443012475967,
0.034493446350097656,
0.030796395614743233,
0.03150690719485283,
-0.022282501682639122,
0.00739806704223156,
-0.032970089465379715,
0.11325056850910187,
-0.05300821736454964,
-0.06895577907562256,
0.03692964091897011,
-0.06531204283237457,
0.03934142366051674,
-0.02036134898662567,
0.027797576040029526,
0.013330173678696156,
0.03212326765060425,
-0.05384067818522453,
0.052346695214509964,
0.1076817438006401,
-0.05104668810963631,
0.10005456954240799,
0.08751470595598221,
-0.0180944986641407,
0.10154756158590317,
-0.029616504907608032,
0.12090044468641281,
-0.02173471637070179,
0.047849979251623154,
-0.044456347823143005,
-0.05618349835276604,
0.009161361493170261,
0.0358700193464756,
-0.05170825496315956,
0.003490356495603919,
-0.05296944081783295,
-0.08818550407886505,
-0.040642257779836655,
0.017993932589888573,
-0.02552184648811817,
-0.10849755257368088,
-0.1263556033372879,
-1.752297306485291e-33,
0.0344446562230587,
-0.03489340841770172,
0.009242983534932137,
0.01490442268550396,
0.04459960386157036,
0.06715314090251923,
0.0719103291630745,
0.022019868716597557,
0.06762021034955978,
-0.016931965947151184,
0.07022088766098022,
0.01937761902809143,
0.02868458442389965,
-0.08978362381458282,
0.022886844351887703,
-0.05264808610081673,
-0.09192752093076706,
0.02211661823093891,
0.010674051009118557,
-0.06424714624881744,
-0.04518044739961624,
0.019492633640766144,
0.06551526486873627,
0.059857092797756195,
0.02218633145093918,
-0.011818968690931797,
0.011275633238255978,
-0.05389014631509781,
-0.0007704930030740798,
0.032864049077034,
0.02813965454697609,
-0.005929926875978708,
-0.017199881374835968,
-0.11872906982898712,
-0.04533430561423302,
0.017207538709044456,
0.035365719348192215,
-0.06878123432397842,
-0.04029109328985214,
0.04494268819689751,
-0.014639047905802727,
-0.030798930674791336,
0.019605526700615883,
0.042740996927022934,
0.000506138545460999,
0.035047296434640884,
-0.09564143419265747,
-0.043717868626117706,
0.06841382384300232,
0.009743577800691128,
-0.03870304301381111,
0.02826104685664177,
-0.031848613172769547,
0.050984203815460205,
0.04863816499710083,
-0.0023730951361358166,
-0.09716707468032837,
-0.003910024184733629,
0.08043213933706284,
0.032562293112277985,
-0.07498838007450104,
-0.01981138437986374,
-0.04006214067339897,
0.0014725647633895278,
0.002230411395430565,
0.0630669891834259,
0.0208639707416296,
0.07526808232069016,
0.036263495683670044,
-0.02898676134645939,
0.009830639697611332,
0.005282057449221611,
-0.036602336913347244,
0.11934506893157959,
0.03219785541296005,
0.022053951397538185,
0.0018559858435764909,
-0.04636584594845772,
0.005979806650429964,
0.05824035778641701,
0.07270724326372147,
0.008989661931991577,
-0.05024131014943123,
0.0028366772457957268,
0.14238566160202026,
0.019188744947314262,
-0.024900825694203377,
-0.02966458722949028,
-0.07958775758743286,
-0.06756817549467087,
0.0774172767996788,
0.012642604298889637,
-0.030924247577786446,
-0.07895238697528839,
0.017079301178455353,
-4.535840858466145e-8,
0.01625647582113743,
-0.05514737591147423,
0.009719033725559711,
-0.03712792322039604,
-0.03674473240971565,
-0.0735553503036499,
0.01717117428779602,
0.006248640362173319,
0.020757107064127922,
-0.02057558298110962,
0.013040179386734962,
-0.1335643231868744,
-0.062153950333595276,
0.0004195916117168963,
-0.01575005054473877,
0.042399730533361435,
0.017324866726994514,
-0.03901118040084839,
-0.049411285668611526,
-0.08238949626684189,
-0.04036219045519829,
0.05277760326862335,
0.03213333338499069,
-0.09637323766946793,
0.03555958345532417,
-0.00046572551946155727,
-0.022412175312638283,
0.05602298676967621,
-0.0423068143427372,
0.026504352688789368,
-0.009787854738533497,
-0.048003144562244415,
-0.023130478337407112,
0.09230305254459381,
-0.05041627213358879,
-0.019585734233260155,
0.01082134060561657,
0.03596123307943344,
-0.05361960455775261,
0.0699928030371666,
-0.0296676866710186,
0.028722567483782768,
-0.11182641237974167,
-0.0003193977754563093,
-0.0037546041421592236,
0.04979121312499046,
0.05093447118997574,
0.06852434575557709,
-0.09002326428890228,
0.03433917090296745,
0.03836274892091751,
0.016485324129462242,
0.029541131108999252,
0.04595503211021423,
-0.005091057159006596,
-0.023638946935534477,
-0.003353735664859414,
0.0018149730749428272,
-0.00041975764906965196,
0.07887423038482666,
0.1035778596997261,
0.021307848393917084,
0.04324400797486305,
0.014725221320986748
] | null | null | null | null | null | null | null |
[
-0.006377824116498232,
-0.06464964896440506,
0.013660803437232971,
-0.02104422263801098,
0.006275408435612917,
-0.045478496700525284,
0.020193055272102356,
-0.07255762815475464,
0.010165349580347538,
-0.08392007648944855,
-0.018128659576177597,
-0.0443631075322628,
-0.07308387756347656,
0.026592105627059937,
-0.0232029240578413,
0.041289035230875015,
0.011671447195112705,
-0.04677855223417282,
0.0017612236551940441,
0.05373978987336159,
-0.03366849198937416,
-0.040206942707300186,
0.041094616055488586,
0.012072115205228329,
-0.030934369191527367,
-0.003555143717676401,
0.02517698146402836,
-0.05865143984556198,
0.006986018270254135,
0.03723163157701492,
0.11214138567447662,
0.001061885035596788,
-0.13482102751731873,
0.06964467465877533,
-0.023779096081852913,
-0.1241035908460617,
0.049367230385541916,
0.0386507548391819,
-0.06970847398042679,
-0.08289968222379684,
0.0993216335773468,
0.04185997694730759,
-0.02406592294573784,
0.047193743288517,
0.02080916054546833,
-0.07939430326223373,
-0.00609135115519166,
-0.1174854189157486,
0.03442675620317459,
-0.0328962542116642,
-0.011279047466814518,
-0.041947897523641586,
-0.023269305005669594,
-0.002973055001348257,
0.022903263568878174,
0.03695378452539444,
-0.02326939068734646,
-0.04458772391080856,
0.016866959631443024,
-0.04581497237086296,
0.006431340705603361,
0.01031487062573433,
0.03255952522158623,
-0.028223436325788498,
0.07095155119895935,
0.012469177134335041,
0.035149961709976196,
0.0222451314330101,
0.008651063777506351,
0.06677503883838654,
-0.05375614017248154,
0.008641374297440052,
0.0208296999335289,
0.0014852561289444566,
-0.08623677492141724,
-0.003186069894582033,
0.019385943189263344,
0.06794155389070511,
-0.001585650141350925,
-0.014276746660470963,
0.08485004305839539,
0.05179319158196449,
0.013324298895895481,
0.06428585946559906,
0.005586336832493544,
0.04349923133850098,
-0.01870761066675186,
0.0846681073307991,
-0.16412554681301117,
-0.0035976420622318983,
-0.038375355303287506,
-0.003289699787274003,
0.017349744215607643,
-0.093958280980587,
-0.06616982817649841,
-0.022834790870547295,
0.09495821595191956,
-0.05311046540737152,
0.006559475790709257,
0.05530761927366257,
0.04264850914478302,
0.017445413395762444,
-0.02896304614841938,
0.026817206293344498,
-0.09490381181240082,
-0.06899646669626236,
-0.019573524594306946,
0.06666907668113708,
0.004797919187694788,
0.0377235971391201,
0.13843896985054016,
0.011733097955584526,
-0.04375206679105759,
0.0013058667536824942,
0.002537741558626294,
0.05292753130197525,
-0.017726724967360497,
0.05491519346833229,
-0.006127039901912212,
0.019977755844593048,
-0.08215250819921494,
0.03362744301557541,
-0.05939885601401329,
-0.007925288751721382,
0.06892593950033188,
0.0005961913266219199,
-0.020575471222400665,
1.2465893511859734e-33,
0.06689158827066422,
0.027792178094387054,
0.04101195186376572,
0.021493207663297653,
0.05290864780545235,
-0.04131085425615311,
-0.0068267700262367725,
-0.021434810012578964,
-0.010219303891062737,
0.044764187186956406,
0.020457956939935684,
0.02951711229979992,
0.015726037323474884,
0.05140033736824989,
-0.016996512189507484,
-0.043224360793828964,
-0.039357662200927734,
0.0637657567858696,
-0.04461391642689705,
-0.08253040164709091,
-0.030772142112255096,
-0.05330434441566467,
0.014932265505194664,
-0.03792520985007286,
-0.019613413140177727,
0.006855728104710579,
-0.13093741238117218,
0.07151567935943604,
0.10032981634140015,
0.016171978786587715,
-0.09363149106502533,
0.04847441613674164,
0.07370311766862869,
-0.01966661959886551,
0.022735504433512688,
-0.04988792538642883,
0.021888544782996178,
-0.022471008822321892,
0.025661198422312737,
0.05560610815882683,
0.06850719451904297,
-0.019078416749835014,
0.020104777067899704,
0.024213876575231552,
0.01244785264134407,
-0.014252732507884502,
-0.08382456004619598,
0.061977047473192215,
0.021934185177087784,
-0.04161657392978668,
-0.04526791721582413,
-0.04285094141960144,
0.010404311120510101,
-0.026074443012475967,
0.034493446350097656,
0.030796395614743233,
0.03150690719485283,
-0.022282501682639122,
0.00739806704223156,
-0.032970089465379715,
0.11325056850910187,
-0.05300821736454964,
-0.06895577907562256,
0.03692964091897011,
-0.06531204283237457,
0.03934142366051674,
-0.02036134898662567,
0.027797576040029526,
0.013330173678696156,
0.03212326765060425,
-0.05384067818522453,
0.052346695214509964,
0.1076817438006401,
-0.05104668810963631,
0.10005456954240799,
0.08751470595598221,
-0.0180944986641407,
0.10154756158590317,
-0.029616504907608032,
0.12090044468641281,
-0.02173471637070179,
0.047849979251623154,
-0.044456347823143005,
-0.05618349835276604,
0.009161361493170261,
0.0358700193464756,
-0.05170825496315956,
0.003490356495603919,
-0.05296944081783295,
-0.08818550407886505,
-0.040642257779836655,
0.017993932589888573,
-0.02552184648811817,
-0.10849755257368088,
-0.1263556033372879,
-1.752297306485291e-33,
0.0344446562230587,
-0.03489340841770172,
0.009242983534932137,
0.01490442268550396,
0.04459960386157036,
0.06715314090251923,
0.0719103291630745,
0.022019868716597557,
0.06762021034955978,
-0.016931965947151184,
0.07022088766098022,
0.01937761902809143,
0.02868458442389965,
-0.08978362381458282,
0.022886844351887703,
-0.05264808610081673,
-0.09192752093076706,
0.02211661823093891,
0.010674051009118557,
-0.06424714624881744,
-0.04518044739961624,
0.019492633640766144,
0.06551526486873627,
0.059857092797756195,
0.02218633145093918,
-0.011818968690931797,
0.011275633238255978,
-0.05389014631509781,
-0.0007704930030740798,
0.032864049077034,
0.02813965454697609,
-0.005929926875978708,
-0.017199881374835968,
-0.11872906982898712,
-0.04533430561423302,
0.017207538709044456,
0.035365719348192215,
-0.06878123432397842,
-0.04029109328985214,
0.04494268819689751,
-0.014639047905802727,
-0.030798930674791336,
0.019605526700615883,
0.042740996927022934,
0.000506138545460999,
0.035047296434640884,
-0.09564143419265747,
-0.043717868626117706,
0.06841382384300232,
0.009743577800691128,
-0.03870304301381111,
0.02826104685664177,
-0.031848613172769547,
0.050984203815460205,
0.04863816499710083,
-0.0023730951361358166,
-0.09716707468032837,
-0.003910024184733629,
0.08043213933706284,
0.032562293112277985,
-0.07498838007450104,
-0.01981138437986374,
-0.04006214067339897,
0.0014725647633895278,
0.002230411395430565,
0.0630669891834259,
0.0208639707416296,
0.07526808232069016,
0.036263495683670044,
-0.02898676134645939,
0.009830639697611332,
0.005282057449221611,
-0.036602336913347244,
0.11934506893157959,
0.03219785541296005,
0.022053951397538185,
0.0018559858435764909,
-0.04636584594845772,
0.005979806650429964,
0.05824035778641701,
0.07270724326372147,
0.008989661931991577,
-0.05024131014943123,
0.0028366772457957268,
0.14238566160202026,
0.019188744947314262,
-0.024900825694203377,
-0.02966458722949028,
-0.07958775758743286,
-0.06756817549467087,
0.0774172767996788,
0.012642604298889637,
-0.030924247577786446,
-0.07895238697528839,
0.017079301178455353,
-4.535840858466145e-8,
0.01625647582113743,
-0.05514737591147423,
0.009719033725559711,
-0.03712792322039604,
-0.03674473240971565,
-0.0735553503036499,
0.01717117428779602,
0.006248640362173319,
0.020757107064127922,
-0.02057558298110962,
0.013040179386734962,
-0.1335643231868744,
-0.062153950333595276,
0.0004195916117168963,
-0.01575005054473877,
0.042399730533361435,
0.017324866726994514,
-0.03901118040084839,
-0.049411285668611526,
-0.08238949626684189,
-0.04036219045519829,
0.05277760326862335,
0.03213333338499069,
-0.09637323766946793,
0.03555958345532417,
-0.00046572551946155727,
-0.022412175312638283,
0.05602298676967621,
-0.0423068143427372,
0.026504352688789368,
-0.009787854738533497,
-0.048003144562244415,
-0.023130478337407112,
0.09230305254459381,
-0.05041627213358879,
-0.019585734233260155,
0.01082134060561657,
0.03596123307943344,
-0.05361960455775261,
0.0699928030371666,
-0.0296676866710186,
0.028722567483782768,
-0.11182641237974167,
-0.0003193977754563093,
-0.0037546041421592236,
0.04979121312499046,
0.05093447118997574,
0.06852434575557709,
-0.09002326428890228,
0.03433917090296745,
0.03836274892091751,
0.016485324129462242,
0.029541131108999252,
0.04595503211021423,
-0.005091057159006596,
-0.023638946935534477,
-0.003353735664859414,
0.0018149730749428272,
-0.00041975764906965196,
0.07887423038482666,
0.1035778596997261,
0.021307848393917084,
0.04324400797486305,
0.014725221320986748
] |
1402.3212
|
Daryl Janzen
|
Daryl Janzen
|
Einstein's cosmological considerations
|
53 pages. Submitted to Eur Phy J (H)
| null | null | null |
physics.hist-ph gr-qc
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The objective of this paper is not simply to present an historical overview
of Einstein's cosmological considerations, but to discuss the central role they
played in shaping the paradigm of relativistic cosmology. This, we'll show, was
a result of both his actions and, perhaps more importantly, his inactions.
Accordingly, discussion won't simply be restricted to Einstein's
considerations, as we'll analyse relevant contributions to the relativistic
expansion paradigm during the approximately twenty years following Slipher's
first redshift measurements in 1912. Our aim is to shed some light on why we
think some of the things we do, with the idea that a better understanding of
the reasoning that fundamentally influenced the common idea of our expanding
universe might help to resolve some of the significant problems that modern
cosmology now faces; and we eventually use this knowledge to probe the
foundations of the standard model. Much of the information we present,
including many of the historical details, we expect will be news to modern
practitioners.
|
[
{
"created": "Thu, 13 Feb 2014 16:52:59 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Janzen",
"Daryl",
""
]
] |
[
-0.03746935352683067,
-0.04332885146141052,
0.01658056490123272,
0.06763577461242676,
0.0061476631090044975,
0.0482308454811573,
-0.03227797523140907,
0.041937410831451416,
-0.019155491143465042,
-0.12602990865707397,
0.010943472385406494,
-0.0031570233404636383,
-0.0909322127699852,
0.02768309786915779,
-0.017708713188767433,
-0.06527899950742722,
0.0020931377075612545,
0.021400809288024902,
-0.07240337878465652,
-0.04569541662931442,
-0.08095791190862656,
0.017466815188527107,
-0.03744100406765938,
0.04424376040697098,
-0.03197960555553436,
-0.02556709386408329,
0.014565043151378632,
-0.04522388055920601,
-0.016654711216688156,
0.053528785705566406,
0.0017190556973218918,
-0.0038966939318925142,
-0.0005283113569021225,
-0.008737956173717976,
0.07236244529485703,
0.014654014259576797,
0.057248249650001526,
-0.029975438490509987,
0.016192978248000145,
0.002877887338399887,
0.06224468722939491,
0.0024624872021377087,
0.014391988515853882,
0.07027922570705414,
0.0157383531332016,
-0.024055467918515205,
0.0014535095542669296,
0.00774910394102335,
-0.06779877096414566,
0.030679618939757347,
-0.000036257519241189584,
0.04450847953557968,
-0.004647795110940933,
-0.023359840735793114,
0.07792666554450989,
-0.002668666420504451,
-0.027178961783647537,
-0.055874116718769073,
0.03042709268629551,
-0.0909382551908493,
0.019920339807868004,
-0.028601549565792084,
0.015638219192624092,
-0.029681209474802017,
-0.03793228417634964,
-0.032872118055820465,
-0.04585510864853859,
-0.033650875091552734,
-0.002039163839071989,
0.0814267173409462,
-0.04686195030808449,
0.08486050367355347,
-0.0014596807304769754,
-0.057085491716861725,
0.001954431179910898,
-0.11271079629659653,
0.043253060430288315,
0.035390354692935944,
0.054529909044504166,
-0.027805916965007782,
0.09269282966852188,
0.0357874296605587,
-0.06801340728998184,
-0.050653837621212006,
-0.004809138830751181,
-0.05795980244874954,
-0.030112212523818016,
-0.04729565232992172,
-0.0005431256722658873,
-0.07287482172250748,
0.021385909989476204,
-0.11332748830318451,
-0.0530632808804512,
-0.02233339473605156,
0.07930005341768265,
0.049014195799827576,
-0.029838159680366516,
-0.024230927228927612,
0.07994654774665833,
0.034089408814907074,
0.04884352535009384,
-0.0002486812009010464,
-0.021536797285079956,
0.09387437999248505,
0.012022284790873528,
-0.017276586964726448,
-0.07295107841491699,
-0.028935272246599197,
0.023772604763507843,
0.0005310636479407549,
0.09188125282526016,
-0.08398645371198654,
-0.030118517577648163,
-0.06667989492416382,
0.01901647076010704,
-0.057405151426792145,
0.04052643105387688,
0.08872087299823761,
-0.053598400205373764,
0.028209563344717026,
-0.03355517238378525,
0.067426897585392,
-0.0027538517024368048,
0.006498781964182854,
0.028984952718019485,
-0.05278299003839493,
-0.017295578494668007,
2.900847673747801e-33,
-0.018347766250371933,
0.008675769902765751,
-0.056210435926914215,
0.1353745460510254,
0.04272172227501869,
0.05318285897374153,
-0.06055154278874397,
0.07148750871419907,
0.015636323019862175,
-0.040250834077596664,
0.028912212699651718,
0.0662185400724411,
0.015302339568734169,
-0.03116016834974289,
-0.08257491886615753,
-0.0010995239717885852,
-0.016683189198374748,
0.05441348999738693,
0.07765399664640427,
-0.011491808108985424,
-0.05989699438214302,
0.02702123112976551,
-0.004088535439223051,
-0.012539083138108253,
-0.02203359454870224,
-0.0035335570573806763,
0.015939192846417427,
0.012197953648865223,
-0.05035197362303734,
-0.02165241912007332,
-0.05469899624586105,
0.018351657316088676,
-0.07011649757623672,
0.006215150933712721,
-0.061792027205228806,
0.01336275227367878,
-0.001533195492811501,
-0.0690060406923294,
-0.03219500929117203,
-0.09460143744945526,
0.04445573687553406,
0.030254488810896873,
-0.14538662135601044,
-0.1249614879488945,
0.03153453767299652,
0.019514622166752815,
0.05652519315481186,
0.024832015857100487,
0.08291716873645782,
0.034136027097702026,
0.028861790895462036,
-0.016946138814091682,
0.000860732514411211,
0.018266228958964348,
-0.020602410659193993,
-0.04825998842716217,
-0.08822179585695267,
0.013373243622481823,
0.05523957684636116,
0.024650635197758675,
0.016140464693307877,
-0.01031093392521143,
0.052919238805770874,
0.03297584131360054,
0.017356904223561287,
0.04122154042124748,
-0.02003047615289688,
-0.018939204514026642,
-0.04781986027956009,
0.030282560735940933,
-0.04358828067779541,
0.05029986798763275,
-0.03781748563051224,
-0.007870353758335114,
0.010413622483611107,
-0.006326879374682903,
0.007463585119694471,
0.0570082850754261,
0.023823782801628113,
-0.04034259915351868,
0.003269342239946127,
-0.023257631808519363,
0.05492248013615608,
-0.01529751904308796,
-0.009536434896290302,
-0.0023529583122581244,
-0.06597153097391129,
0.08040694147348404,
0.017494583502411842,
-0.06206746771931648,
0.02301962859928608,
0.05253386124968529,
0.03950922563672066,
-0.030482882633805275,
-0.08621421456336975,
-5.923525418724747e-33,
-0.015355221927165985,
-0.02642093598842621,
-0.06415762007236481,
0.004872933030128479,
-0.0060683367773890495,
-0.0146401422098279,
-0.0938679650425911,
0.031302955001592636,
-0.054341480135917664,
-0.07736498862504959,
0.05130677670240402,
-0.04127354547381401,
0.011866469867527485,
-0.0658869743347168,
0.007119296584278345,
0.019520191475749016,
-0.016699543222784996,
0.025717362761497498,
-0.06766560673713684,
-0.002665199339389801,
0.07715725153684616,
-0.07760981470346451,
-0.09186717122793198,
-0.015926385298371315,
-0.02766519971191883,
0.07856731116771698,
0.04092845320701599,
-0.027668839320540428,
-0.03218492493033409,
0.03560671582818031,
-0.03254999592900276,
-0.06919839233160019,
-0.04025696963071823,
-0.006831416394561529,
0.03382032737135887,
0.0483686737716198,
-0.023308709263801575,
0.09549257904291153,
-0.05014732852578163,
0.0407121516764164,
0.006580784916877747,
0.14623627066612244,
0.008075501769781113,
-0.06250423938035965,
-0.014576148241758347,
0.002136986469849944,
0.014211008325219154,
0.08882486075162888,
0.004755193833261728,
-0.004394853953272104,
0.030077146366238594,
-0.047455184161663055,
-0.0012319644447416067,
-0.016178404912352562,
-0.13566067814826965,
0.12026910483837128,
-0.010585587471723557,
-0.0035040625371038914,
-0.0002502098504919559,
0.0748237818479538,
-0.06422800570726395,
-0.013394050300121307,
0.003084962023422122,
0.005672576371580362,
0.03250010684132576,
-0.028094718232750893,
-0.036720503121614456,
0.005424961447715759,
-0.05344582349061966,
-0.011442814953625202,
0.03284168988466263,
-0.027692405506968498,
-0.06762541085481644,
0.03968416526913643,
-0.006524558179080486,
0.10563649237155914,
0.12299508601427078,
-0.06364520639181137,
0.043408166617155075,
0.04262499138712883,
-0.02421627566218376,
-0.05327950417995453,
0.1344738006591797,
0.05898979678750038,
0.04743333160877228,
-0.02854991890490055,
-0.06762086600065231,
-0.020398613065481186,
0.10407538712024689,
0.0021071485243737698,
-0.06641983985900879,
-0.1048317477107048,
0.001674650120548904,
-0.026104597374796867,
0.045235782861709595,
-5.5555794631345634e-8,
-0.06937223672866821,
0.09745795279741287,
-0.045902639627456665,
0.0891813188791275,
-0.005401520058512688,
0.043424587696790695,
0.02378188818693161,
0.008023999631404877,
-0.0937885046005249,
-0.0032611212227493525,
0.0027711051516234875,
-0.03647833690047264,
-0.01483673881739378,
0.11799951642751694,
0.03044414520263672,
0.05133717507123947,
-0.01766844280064106,
-0.04034465178847313,
-0.017034431919455528,
0.06792158633470535,
0.08250347524881363,
0.05142385885119438,
0.045188356190919876,
-0.06852415949106216,
-0.03050863742828369,
0.036710016429424286,
-0.014516103081405163,
0.11422146111726761,
-0.020231075584888458,
-0.10362119972705841,
0.03452873229980469,
0.016748104244470596,
-0.0024919656571000814,
0.04941564425826073,
-0.10136070102453232,
-0.007718506269156933,
0.01171070896089077,
0.0708840861916542,
-0.0157850980758667,
0.02550792507827282,
0.00146275304723531,
0.07893260568380356,
-0.06719627976417542,
0.059191737323999405,
-0.024848638102412224,
-0.0034964527003467083,
-0.0942097157239914,
-0.012629471719264984,
-0.11656292527914047,
0.08272702991962433,
0.020487401634454727,
0.0934005156159401,
-0.007847202010452747,
-0.03103146329522133,
0.008081377483904362,
-0.018854036927223206,
-0.05953964963555336,
0.041772253811359406,
-0.08514990657567978,
0.011538601480424404,
0.07214704155921936,
0.011977345682680607,
-0.06178443878889084,
0.047856688499450684
] | null | null | null | null | null | null | null |
[
-0.03746935352683067,
-0.04332885146141052,
0.01658056490123272,
0.06763577461242676,
0.0061476631090044975,
0.0482308454811573,
-0.03227797523140907,
0.041937410831451416,
-0.019155491143465042,
-0.12602990865707397,
0.010943472385406494,
-0.0031570233404636383,
-0.0909322127699852,
0.02768309786915779,
-0.017708713188767433,
-0.06527899950742722,
0.0020931377075612545,
0.021400809288024902,
-0.07240337878465652,
-0.04569541662931442,
-0.08095791190862656,
0.017466815188527107,
-0.03744100406765938,
0.04424376040697098,
-0.03197960555553436,
-0.02556709386408329,
0.014565043151378632,
-0.04522388055920601,
-0.016654711216688156,
0.053528785705566406,
0.0017190556973218918,
-0.0038966939318925142,
-0.0005283113569021225,
-0.008737956173717976,
0.07236244529485703,
0.014654014259576797,
0.057248249650001526,
-0.029975438490509987,
0.016192978248000145,
0.002877887338399887,
0.06224468722939491,
0.0024624872021377087,
0.014391988515853882,
0.07027922570705414,
0.0157383531332016,
-0.024055467918515205,
0.0014535095542669296,
0.00774910394102335,
-0.06779877096414566,
0.030679618939757347,
-0.000036257519241189584,
0.04450847953557968,
-0.004647795110940933,
-0.023359840735793114,
0.07792666554450989,
-0.002668666420504451,
-0.027178961783647537,
-0.055874116718769073,
0.03042709268629551,
-0.0909382551908493,
0.019920339807868004,
-0.028601549565792084,
0.015638219192624092,
-0.029681209474802017,
-0.03793228417634964,
-0.032872118055820465,
-0.04585510864853859,
-0.033650875091552734,
-0.002039163839071989,
0.0814267173409462,
-0.04686195030808449,
0.08486050367355347,
-0.0014596807304769754,
-0.057085491716861725,
0.001954431179910898,
-0.11271079629659653,
0.043253060430288315,
0.035390354692935944,
0.054529909044504166,
-0.027805916965007782,
0.09269282966852188,
0.0357874296605587,
-0.06801340728998184,
-0.050653837621212006,
-0.004809138830751181,
-0.05795980244874954,
-0.030112212523818016,
-0.04729565232992172,
-0.0005431256722658873,
-0.07287482172250748,
0.021385909989476204,
-0.11332748830318451,
-0.0530632808804512,
-0.02233339473605156,
0.07930005341768265,
0.049014195799827576,
-0.029838159680366516,
-0.024230927228927612,
0.07994654774665833,
0.034089408814907074,
0.04884352535009384,
-0.0002486812009010464,
-0.021536797285079956,
0.09387437999248505,
0.012022284790873528,
-0.017276586964726448,
-0.07295107841491699,
-0.028935272246599197,
0.023772604763507843,
0.0005310636479407549,
0.09188125282526016,
-0.08398645371198654,
-0.030118517577648163,
-0.06667989492416382,
0.01901647076010704,
-0.057405151426792145,
0.04052643105387688,
0.08872087299823761,
-0.053598400205373764,
0.028209563344717026,
-0.03355517238378525,
0.067426897585392,
-0.0027538517024368048,
0.006498781964182854,
0.028984952718019485,
-0.05278299003839493,
-0.017295578494668007,
2.900847673747801e-33,
-0.018347766250371933,
0.008675769902765751,
-0.056210435926914215,
0.1353745460510254,
0.04272172227501869,
0.05318285897374153,
-0.06055154278874397,
0.07148750871419907,
0.015636323019862175,
-0.040250834077596664,
0.028912212699651718,
0.0662185400724411,
0.015302339568734169,
-0.03116016834974289,
-0.08257491886615753,
-0.0010995239717885852,
-0.016683189198374748,
0.05441348999738693,
0.07765399664640427,
-0.011491808108985424,
-0.05989699438214302,
0.02702123112976551,
-0.004088535439223051,
-0.012539083138108253,
-0.02203359454870224,
-0.0035335570573806763,
0.015939192846417427,
0.012197953648865223,
-0.05035197362303734,
-0.02165241912007332,
-0.05469899624586105,
0.018351657316088676,
-0.07011649757623672,
0.006215150933712721,
-0.061792027205228806,
0.01336275227367878,
-0.001533195492811501,
-0.0690060406923294,
-0.03219500929117203,
-0.09460143744945526,
0.04445573687553406,
0.030254488810896873,
-0.14538662135601044,
-0.1249614879488945,
0.03153453767299652,
0.019514622166752815,
0.05652519315481186,
0.024832015857100487,
0.08291716873645782,
0.034136027097702026,
0.028861790895462036,
-0.016946138814091682,
0.000860732514411211,
0.018266228958964348,
-0.020602410659193993,
-0.04825998842716217,
-0.08822179585695267,
0.013373243622481823,
0.05523957684636116,
0.024650635197758675,
0.016140464693307877,
-0.01031093392521143,
0.052919238805770874,
0.03297584131360054,
0.017356904223561287,
0.04122154042124748,
-0.02003047615289688,
-0.018939204514026642,
-0.04781986027956009,
0.030282560735940933,
-0.04358828067779541,
0.05029986798763275,
-0.03781748563051224,
-0.007870353758335114,
0.010413622483611107,
-0.006326879374682903,
0.007463585119694471,
0.0570082850754261,
0.023823782801628113,
-0.04034259915351868,
0.003269342239946127,
-0.023257631808519363,
0.05492248013615608,
-0.01529751904308796,
-0.009536434896290302,
-0.0023529583122581244,
-0.06597153097391129,
0.08040694147348404,
0.017494583502411842,
-0.06206746771931648,
0.02301962859928608,
0.05253386124968529,
0.03950922563672066,
-0.030482882633805275,
-0.08621421456336975,
-5.923525418724747e-33,
-0.015355221927165985,
-0.02642093598842621,
-0.06415762007236481,
0.004872933030128479,
-0.0060683367773890495,
-0.0146401422098279,
-0.0938679650425911,
0.031302955001592636,
-0.054341480135917664,
-0.07736498862504959,
0.05130677670240402,
-0.04127354547381401,
0.011866469867527485,
-0.0658869743347168,
0.007119296584278345,
0.019520191475749016,
-0.016699543222784996,
0.025717362761497498,
-0.06766560673713684,
-0.002665199339389801,
0.07715725153684616,
-0.07760981470346451,
-0.09186717122793198,
-0.015926385298371315,
-0.02766519971191883,
0.07856731116771698,
0.04092845320701599,
-0.027668839320540428,
-0.03218492493033409,
0.03560671582818031,
-0.03254999592900276,
-0.06919839233160019,
-0.04025696963071823,
-0.006831416394561529,
0.03382032737135887,
0.0483686737716198,
-0.023308709263801575,
0.09549257904291153,
-0.05014732852578163,
0.0407121516764164,
0.006580784916877747,
0.14623627066612244,
0.008075501769781113,
-0.06250423938035965,
-0.014576148241758347,
0.002136986469849944,
0.014211008325219154,
0.08882486075162888,
0.004755193833261728,
-0.004394853953272104,
0.030077146366238594,
-0.047455184161663055,
-0.0012319644447416067,
-0.016178404912352562,
-0.13566067814826965,
0.12026910483837128,
-0.010585587471723557,
-0.0035040625371038914,
-0.0002502098504919559,
0.0748237818479538,
-0.06422800570726395,
-0.013394050300121307,
0.003084962023422122,
0.005672576371580362,
0.03250010684132576,
-0.028094718232750893,
-0.036720503121614456,
0.005424961447715759,
-0.05344582349061966,
-0.011442814953625202,
0.03284168988466263,
-0.027692405506968498,
-0.06762541085481644,
0.03968416526913643,
-0.006524558179080486,
0.10563649237155914,
0.12299508601427078,
-0.06364520639181137,
0.043408166617155075,
0.04262499138712883,
-0.02421627566218376,
-0.05327950417995453,
0.1344738006591797,
0.05898979678750038,
0.04743333160877228,
-0.02854991890490055,
-0.06762086600065231,
-0.020398613065481186,
0.10407538712024689,
0.0021071485243737698,
-0.06641983985900879,
-0.1048317477107048,
0.001674650120548904,
-0.026104597374796867,
0.045235782861709595,
-5.5555794631345634e-8,
-0.06937223672866821,
0.09745795279741287,
-0.045902639627456665,
0.0891813188791275,
-0.005401520058512688,
0.043424587696790695,
0.02378188818693161,
0.008023999631404877,
-0.0937885046005249,
-0.0032611212227493525,
0.0027711051516234875,
-0.03647833690047264,
-0.01483673881739378,
0.11799951642751694,
0.03044414520263672,
0.05133717507123947,
-0.01766844280064106,
-0.04034465178847313,
-0.017034431919455528,
0.06792158633470535,
0.08250347524881363,
0.05142385885119438,
0.045188356190919876,
-0.06852415949106216,
-0.03050863742828369,
0.036710016429424286,
-0.014516103081405163,
0.11422146111726761,
-0.020231075584888458,
-0.10362119972705841,
0.03452873229980469,
0.016748104244470596,
-0.0024919656571000814,
0.04941564425826073,
-0.10136070102453232,
-0.007718506269156933,
0.01171070896089077,
0.0708840861916542,
-0.0157850980758667,
0.02550792507827282,
0.00146275304723531,
0.07893260568380356,
-0.06719627976417542,
0.059191737323999405,
-0.024848638102412224,
-0.0034964527003467083,
-0.0942097157239914,
-0.012629471719264984,
-0.11656292527914047,
0.08272702991962433,
0.020487401634454727,
0.0934005156159401,
-0.007847202010452747,
-0.03103146329522133,
0.008081377483904362,
-0.018854036927223206,
-0.05953964963555336,
0.041772253811359406,
-0.08514990657567978,
0.011538601480424404,
0.07214704155921936,
0.011977345682680607,
-0.06178443878889084,
0.047856688499450684
] |
1402.3213
|
Hamidreza Chitsaz
|
Aitor Aladren, Sasa Bodiroza, Hamidreza Chitsaz, J.J. Guerrero, Verena
Hafner, Kris Hauser, Aleksandar Jevtic, Moslem Kazemi, Bruno Lara, Gonzalo
Lopez-Nicolas, Peer Neubert, Peter Protzel, Laurel D. Riek, Niko Sunderhauf,
Chee Yap
|
Proceedings of the 1st Workshop on Robotics Challenges and Vision
(RCV2013)
|
http://compbio.cs.wayne.edu/robotics/rcv2013/proceedings-emb.pdf
| null | null | null |
cs.RO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Proceedings of the 1st Workshop on Robotics Challenges and Vision (RCV2013)
|
[
{
"created": "Thu, 13 Feb 2014 16:53:55 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Aladren",
"Aitor",
""
],
[
"Bodiroza",
"Sasa",
""
],
[
"Chitsaz",
"Hamidreza",
""
],
[
"Guerrero",
"J. J.",
""
],
[
"Hafner",
"Verena",
""
],
[
"Hauser",
"Kris",
""
],
[
"Jevtic",
"Aleksandar",
""
],
[
"Kazemi",
"Moslem",
""
],
[
"Lara",
"Bruno",
""
],
[
"Lopez-Nicolas",
"Gonzalo",
""
],
[
"Neubert",
"Peer",
""
],
[
"Protzel",
"Peter",
""
],
[
"Riek",
"Laurel D.",
""
],
[
"Sunderhauf",
"Niko",
""
],
[
"Yap",
"Chee",
""
]
] |
[
-0.04522813856601715,
-0.00688419071957469,
-0.0683237835764885,
-0.056277088820934296,
0.0817197784781456,
0.029569456353783607,
-0.049753542989492416,
-0.054956238716840744,
-0.045548975467681885,
0.04176945239305496,
0.056096017360687256,
-0.00910891592502594,
0.006107870489358902,
0.02420859970152378,
-0.008418101817369461,
0.013036468997597694,
-0.01045253872871399,
0.056275930255651474,
-0.021738305687904358,
0.04906878247857094,
0.031889721751213074,
-0.009002950973808765,
0.09586246311664581,
0.0014098789542913437,
-0.04380783066153526,
0.07997789978981018,
0.0024884711019694805,
-0.058711785823106766,
0.01736568473279476,
-0.0584733821451664,
0.011348606087267399,
-0.03373973071575165,
0.030254391953349113,
0.005362651310861111,
0.07883144170045853,
0.03537699952721596,
-0.0026974130887538195,
-0.009058135561645031,
-0.016650134697556496,
-0.05222790688276291,
-0.09579972922801971,
0.013805822469294071,
0.021326659247279167,
-0.03914489224553108,
0.08865611255168915,
0.1027173325419426,
0.030789757147431374,
-0.06310714781284332,
0.023801198229193687,
-0.031737927347421646,
-0.0477231964468956,
-0.10655470192432404,
0.02852759324014187,
-0.03980495035648346,
0.007336410228163004,
0.06337288022041321,
-0.10055872797966003,
-0.08777983486652374,
0.09854170680046082,
-0.03838692978024483,
0.11889778077602386,
-0.02459097094833851,
-0.049637459218502045,
0.0246103648096323,
-0.04170478507876396,
-0.009228800423443317,
-0.043846484273672104,
0.0026407719124108553,
0.00025729340268298984,
-0.0017223061295226216,
-0.043942686170339584,
0.06898711621761322,
0.09809587895870209,
-0.09806373715400696,
0.017566079273819923,
-0.019565610215067863,
0.0503380186855793,
-0.022746261209249496,
0.02965324930846691,
-0.0398876927793026,
0.009917876683175564,
-0.028463998809456825,
-0.03896164894104004,
0.05766122415661812,
0.01653292588889599,
-0.015400972217321396,
-0.05248718708753586,
0.030291736125946045,
0.004154396243393421,
0.010974287986755371,
-0.010981010273098946,
-0.06693834066390991,
-0.005668116267770529,
-0.051387492567300797,
-0.05169203132390976,
-0.10770104825496674,
0.015891101211309433,
-0.05952081456780434,
-0.018966957926750183,
0.05453573539853096,
0.01734582521021366,
-0.042147643864154816,
0.07580623030662537,
-0.005738181062042713,
-0.03729807958006859,
0.04625343903899193,
-0.02499413676559925,
0.032603371888399124,
0.04271615669131279,
-0.01731260120868683,
0.040589530020952225,
-0.07445305585861206,
0.038205478340387344,
0.03626995533704758,
-0.046862855553627014,
0.04066314920783043,
-0.02030995488166809,
-0.0286501944065094,
0.036313168704509735,
-0.019083073362708092,
-0.040410254150629044,
-0.08027519285678864,
0.03665320947766304,
-0.04601331055164337,
0.04736407846212387,
-0.006277966313064098,
0.003747291397303343,
-5.116750952318779e-33,
0.0003963957424275577,
0.006734076887369156,
-0.030934195965528488,
-0.012164425104856491,
0.08576124906539917,
0.032242510467767715,
0.02413512021303177,
0.014010605402290821,
-0.0294153094291687,
0.001593009103089571,
0.012569361366331577,
-0.04164370894432068,
-0.0543719120323658,
0.06992600113153458,
0.00560398306697607,
-0.18014447391033173,
0.019715240225195885,
0.026278728619217873,
-0.12566198408603668,
0.06488031148910522,
0.025635473430156708,
-0.02921762317419052,
0.04740092530846596,
-0.003874947549775243,
0.07330026477575302,
0.051294323056936264,
0.03688793256878853,
-0.05531672015786171,
0.06315276771783829,
0.04989578202366829,
-0.05728369951248169,
0.06543580442667007,
-0.03172415494918823,
0.12174317985773087,
0.0061050658114254475,
0.08411706984043121,
0.010434078983962536,
-0.06604184955358505,
-0.0064882985316216946,
-0.025546396151185036,
-0.010763878002762794,
0.03089071251451969,
-0.04985393211245537,
-0.06606784462928772,
-0.005174950230866671,
0.03969313204288483,
0.029469354078173637,
0.12465459853410721,
-0.057559527456760406,
0.0035221532452851534,
-0.0089383814483881,
0.035643190145492554,
-0.06828082352876663,
-0.08741244673728943,
0.06942754238843918,
-0.0414070188999176,
-0.009931824170053005,
0.005791668314486742,
-0.015689581632614136,
0.002485082019120455,
0.002455519512295723,
0.0533585287630558,
-0.023345012217760086,
0.03995926305651665,
0.028973471373319626,
-0.0038914894685149193,
0.03398725390434265,
0.02195102348923683,
0.10178864002227783,
-0.008413642644882202,
-0.015175082720816135,
0.006927970331162214,
0.031151287257671356,
-0.06528270244598389,
0.08210800588130951,
0.07421789318323135,
-0.04040175676345825,
0.028013184666633606,
0.026445947587490082,
0.023199044167995453,
-0.13579648733139038,
-0.00599201675504446,
-0.022985929623246193,
-0.054847750812768936,
-0.041979413479566574,
0.01639890857040882,
-0.011960314586758614,
-0.055241912603378296,
-0.06747119128704071,
-0.04836222156882286,
-0.018150312826037407,
-0.03315240889787674,
0.012742395512759686,
0.02476400136947632,
0.012550916522741318,
2.6952019165691498e-33,
-0.01106763631105423,
0.07047119736671448,
-0.012222884222865105,
0.03218986093997955,
-0.041137564927339554,
-0.025915715843439102,
0.05323013290762901,
0.009914006106555462,
-0.03891259431838989,
-0.014547910541296005,
-0.03122957982122898,
-0.031231611967086792,
-0.04211016371846199,
0.06146318465471268,
0.025240853428840637,
-0.053962621837854385,
0.03621765598654747,
-0.04288654029369354,
-0.00195315876044333,
0.02866269275546074,
0.07704222202301025,
0.047536008059978485,
-0.10268820822238922,
-0.0035099417436867952,
-0.03557994216680527,
0.10322781652212143,
0.06597020477056503,
-0.0014392886077985168,
-0.028430478647351265,
-0.023222530260682106,
-0.08415327966213226,
-0.009440802969038486,
-0.027797047048807144,
-0.026609621942043304,
0.021844586357474327,
0.04252141714096069,
-0.025162186473608017,
-0.021659931167960167,
-0.0223961491137743,
-0.0002561610017437488,
0.08359796553850174,
-0.03309553861618042,
-0.09883580356836319,
0.03172215819358826,
0.005082334857434034,
-0.08112915605306625,
-0.0006074854754842818,
0.030556749552488327,
-0.024215413257479668,
-0.02536565065383911,
-0.06478122621774673,
-0.01568065956234932,
0.021520985290408134,
-0.06365709006786346,
0.0070656477473676205,
0.011523568071424961,
-0.040446821600198746,
-0.009908534586429596,
0.1300021857023239,
0.0207113865762949,
0.011727138422429562,
-0.013019485399127007,
-0.09646601229906082,
0.1362907886505127,
0.021356377750635147,
-0.004181900527328253,
-0.017973780632019043,
0.041997794061899185,
0.02113843895494938,
0.027029089629650116,
0.06787514686584473,
0.005143791902810335,
0.10536367446184158,
-0.049831319600343704,
-0.027426425367593765,
-0.014857811853289604,
0.043616559356451035,
-0.0078039285726845264,
0.08213771134614944,
-0.018988827243447304,
0.006969464011490345,
-0.02672455832362175,
0.02986096777021885,
0.10877501219511032,
-0.020123368129134178,
0.11483634263277054,
-0.01425966341048479,
-0.05514770746231079,
0.020888786762952805,
0.06991223990917206,
-0.019598131999373436,
0.03403698280453682,
0.0641164556145668,
0.09350928664207458,
-0.048001620918512344,
-2.190060577333952e-8,
-0.08637597411870956,
0.03635235130786896,
-0.010742409154772758,
-0.05186307057738304,
0.01952788420021534,
0.03194150701165199,
0.06124149262905121,
0.02139577642083168,
-0.04870982468128204,
0.04145778715610504,
-0.014774462208151817,
0.009556500241160393,
-0.001962759532034397,
0.027810577303171158,
-0.03036491945385933,
0.07298176735639572,
-0.024203091859817505,
0.022521529346704483,
-0.03308397904038429,
-0.06555391103029251,
0.005987328942865133,
-0.07627630233764648,
0.06366889178752899,
0.07033192366361618,
-0.03304552286863327,
-0.00903504341840744,
-0.11650799214839935,
0.02020629495382309,
0.04478207230567932,
-0.048380639404058456,
-0.035057395696640015,
0.07663276791572571,
0.07659441977739334,
0.0228931475430727,
0.03143209591507912,
-0.02820594608783722,
-0.08201272785663605,
-0.004813001025468111,
-0.02728518471121788,
-0.0024987610522657633,
-0.013030368834733963,
0.06357772648334503,
-0.012340010143816471,
0.009309884160757065,
-0.03978923335671425,
0.09969719499349594,
-0.009694300591945648,
-0.0848352387547493,
-0.12104920297861099,
0.022206833586096764,
-0.07161137461662292,
-0.020133081823587418,
-0.0009447873453609645,
0.07787598669528961,
0.0383942611515522,
0.12064152210950851,
0.09548686444759369,
-0.11920928210020065,
0.0011057695373892784,
0.07184912264347076,
0.0008052036864683032,
0.046257227659225464,
-0.08100849390029907,
-0.03510797396302223
] | null | null | null | null | null | null | null |
[
-0.04522813856601715,
-0.00688419071957469,
-0.0683237835764885,
-0.056277088820934296,
0.0817197784781456,
0.029569456353783607,
-0.049753542989492416,
-0.054956238716840744,
-0.045548975467681885,
0.04176945239305496,
0.056096017360687256,
-0.00910891592502594,
0.006107870489358902,
0.02420859970152378,
-0.008418101817369461,
0.013036468997597694,
-0.01045253872871399,
0.056275930255651474,
-0.021738305687904358,
0.04906878247857094,
0.031889721751213074,
-0.009002950973808765,
0.09586246311664581,
0.0014098789542913437,
-0.04380783066153526,
0.07997789978981018,
0.0024884711019694805,
-0.058711785823106766,
0.01736568473279476,
-0.0584733821451664,
0.011348606087267399,
-0.03373973071575165,
0.030254391953349113,
0.005362651310861111,
0.07883144170045853,
0.03537699952721596,
-0.0026974130887538195,
-0.009058135561645031,
-0.016650134697556496,
-0.05222790688276291,
-0.09579972922801971,
0.013805822469294071,
0.021326659247279167,
-0.03914489224553108,
0.08865611255168915,
0.1027173325419426,
0.030789757147431374,
-0.06310714781284332,
0.023801198229193687,
-0.031737927347421646,
-0.0477231964468956,
-0.10655470192432404,
0.02852759324014187,
-0.03980495035648346,
0.007336410228163004,
0.06337288022041321,
-0.10055872797966003,
-0.08777983486652374,
0.09854170680046082,
-0.03838692978024483,
0.11889778077602386,
-0.02459097094833851,
-0.049637459218502045,
0.0246103648096323,
-0.04170478507876396,
-0.009228800423443317,
-0.043846484273672104,
0.0026407719124108553,
0.00025729340268298984,
-0.0017223061295226216,
-0.043942686170339584,
0.06898711621761322,
0.09809587895870209,
-0.09806373715400696,
0.017566079273819923,
-0.019565610215067863,
0.0503380186855793,
-0.022746261209249496,
0.02965324930846691,
-0.0398876927793026,
0.009917876683175564,
-0.028463998809456825,
-0.03896164894104004,
0.05766122415661812,
0.01653292588889599,
-0.015400972217321396,
-0.05248718708753586,
0.030291736125946045,
0.004154396243393421,
0.010974287986755371,
-0.010981010273098946,
-0.06693834066390991,
-0.005668116267770529,
-0.051387492567300797,
-0.05169203132390976,
-0.10770104825496674,
0.015891101211309433,
-0.05952081456780434,
-0.018966957926750183,
0.05453573539853096,
0.01734582521021366,
-0.042147643864154816,
0.07580623030662537,
-0.005738181062042713,
-0.03729807958006859,
0.04625343903899193,
-0.02499413676559925,
0.032603371888399124,
0.04271615669131279,
-0.01731260120868683,
0.040589530020952225,
-0.07445305585861206,
0.038205478340387344,
0.03626995533704758,
-0.046862855553627014,
0.04066314920783043,
-0.02030995488166809,
-0.0286501944065094,
0.036313168704509735,
-0.019083073362708092,
-0.040410254150629044,
-0.08027519285678864,
0.03665320947766304,
-0.04601331055164337,
0.04736407846212387,
-0.006277966313064098,
0.003747291397303343,
-5.116750952318779e-33,
0.0003963957424275577,
0.006734076887369156,
-0.030934195965528488,
-0.012164425104856491,
0.08576124906539917,
0.032242510467767715,
0.02413512021303177,
0.014010605402290821,
-0.0294153094291687,
0.001593009103089571,
0.012569361366331577,
-0.04164370894432068,
-0.0543719120323658,
0.06992600113153458,
0.00560398306697607,
-0.18014447391033173,
0.019715240225195885,
0.026278728619217873,
-0.12566198408603668,
0.06488031148910522,
0.025635473430156708,
-0.02921762317419052,
0.04740092530846596,
-0.003874947549775243,
0.07330026477575302,
0.051294323056936264,
0.03688793256878853,
-0.05531672015786171,
0.06315276771783829,
0.04989578202366829,
-0.05728369951248169,
0.06543580442667007,
-0.03172415494918823,
0.12174317985773087,
0.0061050658114254475,
0.08411706984043121,
0.010434078983962536,
-0.06604184955358505,
-0.0064882985316216946,
-0.025546396151185036,
-0.010763878002762794,
0.03089071251451969,
-0.04985393211245537,
-0.06606784462928772,
-0.005174950230866671,
0.03969313204288483,
0.029469354078173637,
0.12465459853410721,
-0.057559527456760406,
0.0035221532452851534,
-0.0089383814483881,
0.035643190145492554,
-0.06828082352876663,
-0.08741244673728943,
0.06942754238843918,
-0.0414070188999176,
-0.009931824170053005,
0.005791668314486742,
-0.015689581632614136,
0.002485082019120455,
0.002455519512295723,
0.0533585287630558,
-0.023345012217760086,
0.03995926305651665,
0.028973471373319626,
-0.0038914894685149193,
0.03398725390434265,
0.02195102348923683,
0.10178864002227783,
-0.008413642644882202,
-0.015175082720816135,
0.006927970331162214,
0.031151287257671356,
-0.06528270244598389,
0.08210800588130951,
0.07421789318323135,
-0.04040175676345825,
0.028013184666633606,
0.026445947587490082,
0.023199044167995453,
-0.13579648733139038,
-0.00599201675504446,
-0.022985929623246193,
-0.054847750812768936,
-0.041979413479566574,
0.01639890857040882,
-0.011960314586758614,
-0.055241912603378296,
-0.06747119128704071,
-0.04836222156882286,
-0.018150312826037407,
-0.03315240889787674,
0.012742395512759686,
0.02476400136947632,
0.012550916522741318,
2.6952019165691498e-33,
-0.01106763631105423,
0.07047119736671448,
-0.012222884222865105,
0.03218986093997955,
-0.041137564927339554,
-0.025915715843439102,
0.05323013290762901,
0.009914006106555462,
-0.03891259431838989,
-0.014547910541296005,
-0.03122957982122898,
-0.031231611967086792,
-0.04211016371846199,
0.06146318465471268,
0.025240853428840637,
-0.053962621837854385,
0.03621765598654747,
-0.04288654029369354,
-0.00195315876044333,
0.02866269275546074,
0.07704222202301025,
0.047536008059978485,
-0.10268820822238922,
-0.0035099417436867952,
-0.03557994216680527,
0.10322781652212143,
0.06597020477056503,
-0.0014392886077985168,
-0.028430478647351265,
-0.023222530260682106,
-0.08415327966213226,
-0.009440802969038486,
-0.027797047048807144,
-0.026609621942043304,
0.021844586357474327,
0.04252141714096069,
-0.025162186473608017,
-0.021659931167960167,
-0.0223961491137743,
-0.0002561610017437488,
0.08359796553850174,
-0.03309553861618042,
-0.09883580356836319,
0.03172215819358826,
0.005082334857434034,
-0.08112915605306625,
-0.0006074854754842818,
0.030556749552488327,
-0.024215413257479668,
-0.02536565065383911,
-0.06478122621774673,
-0.01568065956234932,
0.021520985290408134,
-0.06365709006786346,
0.0070656477473676205,
0.011523568071424961,
-0.040446821600198746,
-0.009908534586429596,
0.1300021857023239,
0.0207113865762949,
0.011727138422429562,
-0.013019485399127007,
-0.09646601229906082,
0.1362907886505127,
0.021356377750635147,
-0.004181900527328253,
-0.017973780632019043,
0.041997794061899185,
0.02113843895494938,
0.027029089629650116,
0.06787514686584473,
0.005143791902810335,
0.10536367446184158,
-0.049831319600343704,
-0.027426425367593765,
-0.014857811853289604,
0.043616559356451035,
-0.0078039285726845264,
0.08213771134614944,
-0.018988827243447304,
0.006969464011490345,
-0.02672455832362175,
0.02986096777021885,
0.10877501219511032,
-0.020123368129134178,
0.11483634263277054,
-0.01425966341048479,
-0.05514770746231079,
0.020888786762952805,
0.06991223990917206,
-0.019598131999373436,
0.03403698280453682,
0.0641164556145668,
0.09350928664207458,
-0.048001620918512344,
-2.190060577333952e-8,
-0.08637597411870956,
0.03635235130786896,
-0.010742409154772758,
-0.05186307057738304,
0.01952788420021534,
0.03194150701165199,
0.06124149262905121,
0.02139577642083168,
-0.04870982468128204,
0.04145778715610504,
-0.014774462208151817,
0.009556500241160393,
-0.001962759532034397,
0.027810577303171158,
-0.03036491945385933,
0.07298176735639572,
-0.024203091859817505,
0.022521529346704483,
-0.03308397904038429,
-0.06555391103029251,
0.005987328942865133,
-0.07627630233764648,
0.06366889178752899,
0.07033192366361618,
-0.03304552286863327,
-0.00903504341840744,
-0.11650799214839935,
0.02020629495382309,
0.04478207230567932,
-0.048380639404058456,
-0.035057395696640015,
0.07663276791572571,
0.07659441977739334,
0.0228931475430727,
0.03143209591507912,
-0.02820594608783722,
-0.08201272785663605,
-0.004813001025468111,
-0.02728518471121788,
-0.0024987610522657633,
-0.013030368834733963,
0.06357772648334503,
-0.012340010143816471,
0.009309884160757065,
-0.03978923335671425,
0.09969719499349594,
-0.009694300591945648,
-0.0848352387547493,
-0.12104920297861099,
0.022206833586096764,
-0.07161137461662292,
-0.020133081823587418,
-0.0009447873453609645,
0.07787598669528961,
0.0383942611515522,
0.12064152210950851,
0.09548686444759369,
-0.11920928210020065,
0.0011057695373892784,
0.07184912264347076,
0.0008052036864683032,
0.046257227659225464,
-0.08100849390029907,
-0.03510797396302223
] |
1402.3215
|
Chao-Kai Wen
|
Chao-Kai Wen and Kai-Kit Wong
|
Analysis of Compressed Sensing with Spatially-Coupled Orthogonal
Matrices
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Recent development in compressed sensing (CS) has revealed that the use of a
special design of measurement matrix, namely the spatially-coupled matrix, can
achieve the information-theoretic limit of CS. In this paper, we consider the
measurement matrix which consists of the spatially-coupled \emph{orthogonal}
matrices. One example of such matrices are the randomly selected discrete
Fourier transform (DFT) matrices. Such selection enjoys a less memory
complexity and a faster multiplication procedure. Our contributions are the
replica calculations to find the mean-square-error (MSE) of the Bayes-optimal
reconstruction for such setup. We illustrate that the reconstruction thresholds
under the spatially-coupled orthogonal and Gaussian ensembles are quite
different especially in the noisy cases. In particular, the spatially coupled
orthogonal matrices achieve the faster convergence rate, the lower measurement
rate, and the reduced MSE.
|
[
{
"created": "Thu, 13 Feb 2014 17:00:17 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Wen",
"Chao-Kai",
""
],
[
"Wong",
"Kai-Kit",
""
]
] |
[
-0.07176588475704193,
0.017426539212465286,
-0.03598165884613991,
0.054672952741384506,
-0.02275605872273445,
0.005113524850457907,
0.015626151114702225,
-0.08263576030731201,
0.0986861139535904,
0.012708786875009537,
-0.037738971412181854,
0.10815783590078354,
0.04035574942827225,
0.006740424316376448,
-0.06568489968776703,
-0.07466583698987961,
0.05484125390648842,
0.0946996808052063,
-0.03358660265803337,
0.03688475117087364,
0.06436407566070557,
-0.022562973201274872,
-0.013676966540515423,
-0.020627344027161598,
0.10384996980428696,
0.002197561552748084,
0.07669614255428314,
-0.03921496123075485,
-0.0042558819986879826,
0.04213402792811394,
-0.028360307216644287,
-0.027116484940052032,
-0.000322815147228539,
-0.08131232857704163,
-0.0010195726063102484,
-0.007057178765535355,
0.05336473882198334,
0.04086257517337799,
0.008640270680189133,
0.04941259324550629,
-0.008133677765727043,
0.07686379551887512,
-0.027916904538869858,
0.05873527750372887,
-0.06467925012111664,
-0.03909153863787651,
0.08511891961097717,
-0.0764620453119278,
-0.020373830571770668,
-0.0049267117865383625,
-0.02919461391866207,
0.11218038201332092,
-0.047105416655540466,
-0.0688062384724617,
-0.03532395511865616,
-0.029253019019961357,
-0.04269034042954445,
0.02357592061161995,
-0.027873612940311432,
0.01525696087628603,
0.0023352468851953745,
-0.034009240567684174,
0.0003172360302414745,
0.03219350427389145,
0.031140794977545738,
0.08811791241168976,
0.05787163972854614,
0.008666394278407097,
0.018613280728459358,
0.021524792537093163,
-0.12848179042339325,
0.042676832526922226,
0.01185244508087635,
0.018650781363248825,
0.02285800129175186,
-0.003383780363947153,
-0.07650817930698395,
-0.011674030683934689,
0.06256426870822906,
0.037127867341041565,
-0.0006633467855863273,
0.05505011975765228,
-0.035681795328855515,
-0.017801014706492424,
0.023673763498663902,
0.0015962087782099843,
-0.017061276361346245,
0.11272705346345901,
-0.031854476779699326,
-0.11532794684171677,
-0.04118211567401886,
-0.03202923387289047,
-0.056036245077848434,
0.01667259819805622,
-0.03443101420998573,
-0.03875698894262314,
0.02159520983695984,
0.05463022738695145,
0.05280439183115959,
0.029286563396453857,
0.03133135288953781,
-0.0084464056417346,
0.0075745657086372375,
0.06538018584251404,
-0.07252330332994461,
-0.10829410701990128,
0.00372013496235013,
-0.024908622726798058,
0.02276892587542534,
0.024360358715057373,
0.04598207026720047,
0.009445647709071636,
0.02665841206908226,
0.08369702845811844,
-0.015566169284284115,
0.0009478110587224364,
0.013669397681951523,
0.0890788659453392,
0.032822828739881516,
0.024899935349822044,
-0.043849870562553406,
-0.09076587855815887,
-0.010349198244512081,
0.040156494826078415,
0.060890890657901764,
0.1043585017323494,
-0.0865834653377533,
-1.367078164993731e-33,
0.007020921446382999,
0.09982025623321533,
0.03096451237797737,
0.028078490868210793,
-0.03226674348115921,
0.02161255106329918,
0.04737982526421547,
-0.040553268045186996,
0.040241796523332596,
0.11536392569541931,
-0.01968480460345745,
0.11262182146310806,
0.033616360276937485,
0.06463327258825302,
0.007018421310931444,
0.0479242242872715,
-0.021953942254185677,
0.06383562833070755,
0.00006848103657830507,
-0.11102388799190521,
0.06645449995994568,
0.017414845526218414,
0.028980940580368042,
-0.04367348924279213,
-0.04958733543753624,
-0.046969424933195114,
-0.0034733389038592577,
-0.006771289277821779,
-0.013978257775306702,
0.00919350329786539,
-0.12352201342582703,
0.006222333759069443,
0.03882219269871712,
-0.020283812656998634,
0.04769044741988182,
-0.04283483326435089,
0.10208407789468765,
-0.023849258199334145,
-0.05672764033079147,
-0.05503286421298981,
0.05513087287545204,
0.029160762205719948,
0.05551399290561676,
-0.07877121865749359,
-0.027735982090234756,
-0.04029732942581177,
-0.013460437767207623,
-0.03489638492465019,
0.03755800053477287,
-0.04730460047721863,
0.010894996114075184,
-0.07648123055696487,
-0.04420924931764603,
0.08610676229000092,
0.0415990836918354,
-0.016822511330246925,
-0.028205320239067078,
-0.08121907711029053,
0.03149282559752464,
0.08361994475126266,
-0.05127079412341118,
-0.027382493019104004,
0.059610459953546524,
-0.050125814974308014,
0.10369805991649628,
0.013784446753561497,
0.009806887246668339,
0.09009209275245667,
-0.0059833824634552,
-0.008668012917041779,
0.0811232253909111,
-0.048039332032203674,
-0.015578290447592735,
-0.04028952121734619,
0.02772965468466282,
-0.010676451958715916,
0.08619963377714157,
0.04999200627207756,
-0.0670928806066513,
-0.022135159000754356,
-0.04744531586766243,
-0.024384528398513794,
-0.06818472594022751,
-0.07808242738246918,
-0.06334484368562698,
0.04858601465821266,
-0.05377933382987976,
-0.07478665560483932,
-0.0722508653998375,
-0.048710618168115616,
-0.05147617682814598,
-0.00885862112045288,
0.015697071328759193,
-0.04473158344626427,
-0.08102867752313614,
-6.023839627065525e-34,
0.0031882161274552345,
0.03879007697105408,
0.056823842227458954,
-0.03248535096645355,
-0.015751557424664497,
-0.08895493298768997,
0.0004407168016768992,
-0.029278350993990898,
-0.0004812274419236928,
-0.04579273238778114,
-0.05449461191892624,
-0.06639207154512405,
0.04630157724022865,
0.0712248682975769,
0.016461066901683807,
0.04301203787326813,
0.023520713672041893,
-0.05313614010810852,
-0.0017059652600437403,
-0.09910355508327484,
-0.010332082398235798,
-0.044163379818201065,
0.08570026606321335,
0.003911868669092655,
0.0038179310504347086,
0.04491591081023216,
-0.004231621045619249,
0.08163037896156311,
0.015971777960658073,
-0.01307317242026329,
-0.04852473363280296,
0.003291347064077854,
-0.0774286612868309,
0.0031205140985548496,
-0.024447055533528328,
0.042254429310560226,
-0.00752260023728013,
0.038204971700906754,
-0.01986640878021717,
-0.004555699415504932,
-0.018270233646035194,
0.05842873454093933,
0.007150381337851286,
0.03189092129468918,
0.0789770632982254,
-0.08019928634166718,
0.04820803180336952,
-0.016359461471438408,
0.010674513876438141,
-0.012289776466786861,
0.02542109787464142,
0.07782598584890366,
-0.06897121667861938,
0.060292355716228485,
-0.044278547167778015,
0.05033496022224426,
-0.0353626124560833,
0.03989288955926895,
0.031435951590538025,
0.059466321021318436,
-0.019349349662661552,
-0.03492197394371033,
-0.07467210292816162,
0.020689750090241432,
-0.03537455201148987,
0.0686669573187828,
0.08773390203714371,
0.03797091916203499,
-0.007788335904479027,
0.13678281009197235,
-0.049848005175590515,
-0.02027127519249916,
0.030123157426714897,
0.05454007163643837,
0.06402646005153656,
-0.01335629541426897,
0.022207707166671753,
-0.007381734903901815,
-0.04984080046415329,
0.033810921013355255,
0.012948637828230858,
0.02681427262723446,
-0.06546109914779663,
0.00378789403475821,
0.02282569371163845,
0.037127066403627396,
0.0037276644725352526,
-0.05627823621034622,
0.04907500371336937,
-0.038378894329071045,
0.020878858864307404,
0.03758847713470459,
0.06498758494853973,
0.014572340995073318,
0.019945407286286354,
-4.984936197161005e-8,
-0.10795338451862335,
0.06034897267818451,
-0.04204891622066498,
-0.07547581940889359,
0.02650131657719612,
-0.07944958657026291,
-0.05076514557003975,
0.0428876057267189,
0.0013129138387739658,
-0.11692647635936737,
0.0641569122672081,
-0.09980729222297668,
-0.11203578859567642,
0.03002764843404293,
0.003946189768612385,
-0.04244643822312355,
-0.028553498908877373,
-0.036950793117284775,
0.0323624424636364,
-0.003770557465031743,
-0.03455111011862755,
0.005948759149760008,
0.012383610010147095,
0.037343841046094894,
0.015734123066067696,
-0.028637342154979706,
0.026756182312965393,
-0.023911191150546074,
0.11410809308290482,
0.11594021320343018,
-0.08544773608446121,
0.013851054944097996,
0.007813330739736557,
0.0007578129298053682,
-0.06011774018406868,
-0.01229005865752697,
-0.0034666883293539286,
0.0010072693694382906,
-0.03681552782654762,
-0.1359795480966568,
-0.017848046496510506,
-0.04176449030637741,
-0.010950494557619095,
0.022229032590985298,
0.03513146564364433,
0.03211464360356331,
0.03616081178188324,
-0.021911347284913063,
0.03689628839492798,
-0.021386684849858284,
-0.03170561417937279,
0.018246043473482132,
0.008626243099570274,
0.00214203167706728,
0.01693245954811573,
-0.0421052947640419,
-0.02315087802708149,
-0.05500752106308937,
0.0660509541630745,
0.024089692160487175,
-0.009687376208603382,
0.014811992645263672,
-0.1444024294614792,
0.026668423786759377
] | null | null | null | null | null | null | null |
[
-0.07176588475704193,
0.017426539212465286,
-0.03598165884613991,
0.054672952741384506,
-0.02275605872273445,
0.005113524850457907,
0.015626151114702225,
-0.08263576030731201,
0.0986861139535904,
0.012708786875009537,
-0.037738971412181854,
0.10815783590078354,
0.04035574942827225,
0.006740424316376448,
-0.06568489968776703,
-0.07466583698987961,
0.05484125390648842,
0.0946996808052063,
-0.03358660265803337,
0.03688475117087364,
0.06436407566070557,
-0.022562973201274872,
-0.013676966540515423,
-0.020627344027161598,
0.10384996980428696,
0.002197561552748084,
0.07669614255428314,
-0.03921496123075485,
-0.0042558819986879826,
0.04213402792811394,
-0.028360307216644287,
-0.027116484940052032,
-0.000322815147228539,
-0.08131232857704163,
-0.0010195726063102484,
-0.007057178765535355,
0.05336473882198334,
0.04086257517337799,
0.008640270680189133,
0.04941259324550629,
-0.008133677765727043,
0.07686379551887512,
-0.027916904538869858,
0.05873527750372887,
-0.06467925012111664,
-0.03909153863787651,
0.08511891961097717,
-0.0764620453119278,
-0.020373830571770668,
-0.0049267117865383625,
-0.02919461391866207,
0.11218038201332092,
-0.047105416655540466,
-0.0688062384724617,
-0.03532395511865616,
-0.029253019019961357,
-0.04269034042954445,
0.02357592061161995,
-0.027873612940311432,
0.01525696087628603,
0.0023352468851953745,
-0.034009240567684174,
0.0003172360302414745,
0.03219350427389145,
0.031140794977545738,
0.08811791241168976,
0.05787163972854614,
0.008666394278407097,
0.018613280728459358,
0.021524792537093163,
-0.12848179042339325,
0.042676832526922226,
0.01185244508087635,
0.018650781363248825,
0.02285800129175186,
-0.003383780363947153,
-0.07650817930698395,
-0.011674030683934689,
0.06256426870822906,
0.037127867341041565,
-0.0006633467855863273,
0.05505011975765228,
-0.035681795328855515,
-0.017801014706492424,
0.023673763498663902,
0.0015962087782099843,
-0.017061276361346245,
0.11272705346345901,
-0.031854476779699326,
-0.11532794684171677,
-0.04118211567401886,
-0.03202923387289047,
-0.056036245077848434,
0.01667259819805622,
-0.03443101420998573,
-0.03875698894262314,
0.02159520983695984,
0.05463022738695145,
0.05280439183115959,
0.029286563396453857,
0.03133135288953781,
-0.0084464056417346,
0.0075745657086372375,
0.06538018584251404,
-0.07252330332994461,
-0.10829410701990128,
0.00372013496235013,
-0.024908622726798058,
0.02276892587542534,
0.024360358715057373,
0.04598207026720047,
0.009445647709071636,
0.02665841206908226,
0.08369702845811844,
-0.015566169284284115,
0.0009478110587224364,
0.013669397681951523,
0.0890788659453392,
0.032822828739881516,
0.024899935349822044,
-0.043849870562553406,
-0.09076587855815887,
-0.010349198244512081,
0.040156494826078415,
0.060890890657901764,
0.1043585017323494,
-0.0865834653377533,
-1.367078164993731e-33,
0.007020921446382999,
0.09982025623321533,
0.03096451237797737,
0.028078490868210793,
-0.03226674348115921,
0.02161255106329918,
0.04737982526421547,
-0.040553268045186996,
0.040241796523332596,
0.11536392569541931,
-0.01968480460345745,
0.11262182146310806,
0.033616360276937485,
0.06463327258825302,
0.007018421310931444,
0.0479242242872715,
-0.021953942254185677,
0.06383562833070755,
0.00006848103657830507,
-0.11102388799190521,
0.06645449995994568,
0.017414845526218414,
0.028980940580368042,
-0.04367348924279213,
-0.04958733543753624,
-0.046969424933195114,
-0.0034733389038592577,
-0.006771289277821779,
-0.013978257775306702,
0.00919350329786539,
-0.12352201342582703,
0.006222333759069443,
0.03882219269871712,
-0.020283812656998634,
0.04769044741988182,
-0.04283483326435089,
0.10208407789468765,
-0.023849258199334145,
-0.05672764033079147,
-0.05503286421298981,
0.05513087287545204,
0.029160762205719948,
0.05551399290561676,
-0.07877121865749359,
-0.027735982090234756,
-0.04029732942581177,
-0.013460437767207623,
-0.03489638492465019,
0.03755800053477287,
-0.04730460047721863,
0.010894996114075184,
-0.07648123055696487,
-0.04420924931764603,
0.08610676229000092,
0.0415990836918354,
-0.016822511330246925,
-0.028205320239067078,
-0.08121907711029053,
0.03149282559752464,
0.08361994475126266,
-0.05127079412341118,
-0.027382493019104004,
0.059610459953546524,
-0.050125814974308014,
0.10369805991649628,
0.013784446753561497,
0.009806887246668339,
0.09009209275245667,
-0.0059833824634552,
-0.008668012917041779,
0.0811232253909111,
-0.048039332032203674,
-0.015578290447592735,
-0.04028952121734619,
0.02772965468466282,
-0.010676451958715916,
0.08619963377714157,
0.04999200627207756,
-0.0670928806066513,
-0.022135159000754356,
-0.04744531586766243,
-0.024384528398513794,
-0.06818472594022751,
-0.07808242738246918,
-0.06334484368562698,
0.04858601465821266,
-0.05377933382987976,
-0.07478665560483932,
-0.0722508653998375,
-0.048710618168115616,
-0.05147617682814598,
-0.00885862112045288,
0.015697071328759193,
-0.04473158344626427,
-0.08102867752313614,
-6.023839627065525e-34,
0.0031882161274552345,
0.03879007697105408,
0.056823842227458954,
-0.03248535096645355,
-0.015751557424664497,
-0.08895493298768997,
0.0004407168016768992,
-0.029278350993990898,
-0.0004812274419236928,
-0.04579273238778114,
-0.05449461191892624,
-0.06639207154512405,
0.04630157724022865,
0.0712248682975769,
0.016461066901683807,
0.04301203787326813,
0.023520713672041893,
-0.05313614010810852,
-0.0017059652600437403,
-0.09910355508327484,
-0.010332082398235798,
-0.044163379818201065,
0.08570026606321335,
0.003911868669092655,
0.0038179310504347086,
0.04491591081023216,
-0.004231621045619249,
0.08163037896156311,
0.015971777960658073,
-0.01307317242026329,
-0.04852473363280296,
0.003291347064077854,
-0.0774286612868309,
0.0031205140985548496,
-0.024447055533528328,
0.042254429310560226,
-0.00752260023728013,
0.038204971700906754,
-0.01986640878021717,
-0.004555699415504932,
-0.018270233646035194,
0.05842873454093933,
0.007150381337851286,
0.03189092129468918,
0.0789770632982254,
-0.08019928634166718,
0.04820803180336952,
-0.016359461471438408,
0.010674513876438141,
-0.012289776466786861,
0.02542109787464142,
0.07782598584890366,
-0.06897121667861938,
0.060292355716228485,
-0.044278547167778015,
0.05033496022224426,
-0.0353626124560833,
0.03989288955926895,
0.031435951590538025,
0.059466321021318436,
-0.019349349662661552,
-0.03492197394371033,
-0.07467210292816162,
0.020689750090241432,
-0.03537455201148987,
0.0686669573187828,
0.08773390203714371,
0.03797091916203499,
-0.007788335904479027,
0.13678281009197235,
-0.049848005175590515,
-0.02027127519249916,
0.030123157426714897,
0.05454007163643837,
0.06402646005153656,
-0.01335629541426897,
0.022207707166671753,
-0.007381734903901815,
-0.04984080046415329,
0.033810921013355255,
0.012948637828230858,
0.02681427262723446,
-0.06546109914779663,
0.00378789403475821,
0.02282569371163845,
0.037127066403627396,
0.0037276644725352526,
-0.05627823621034622,
0.04907500371336937,
-0.038378894329071045,
0.020878858864307404,
0.03758847713470459,
0.06498758494853973,
0.014572340995073318,
0.019945407286286354,
-4.984936197161005e-8,
-0.10795338451862335,
0.06034897267818451,
-0.04204891622066498,
-0.07547581940889359,
0.02650131657719612,
-0.07944958657026291,
-0.05076514557003975,
0.0428876057267189,
0.0013129138387739658,
-0.11692647635936737,
0.0641569122672081,
-0.09980729222297668,
-0.11203578859567642,
0.03002764843404293,
0.003946189768612385,
-0.04244643822312355,
-0.028553498908877373,
-0.036950793117284775,
0.0323624424636364,
-0.003770557465031743,
-0.03455111011862755,
0.005948759149760008,
0.012383610010147095,
0.037343841046094894,
0.015734123066067696,
-0.028637342154979706,
0.026756182312965393,
-0.023911191150546074,
0.11410809308290482,
0.11594021320343018,
-0.08544773608446121,
0.013851054944097996,
0.007813330739736557,
0.0007578129298053682,
-0.06011774018406868,
-0.01229005865752697,
-0.0034666883293539286,
0.0010072693694382906,
-0.03681552782654762,
-0.1359795480966568,
-0.017848046496510506,
-0.04176449030637741,
-0.010950494557619095,
0.022229032590985298,
0.03513146564364433,
0.03211464360356331,
0.03616081178188324,
-0.021911347284913063,
0.03689628839492798,
-0.021386684849858284,
-0.03170561417937279,
0.018246043473482132,
0.008626243099570274,
0.00214203167706728,
0.01693245954811573,
-0.0421052947640419,
-0.02315087802708149,
-0.05500752106308937,
0.0660509541630745,
0.024089692160487175,
-0.009687376208603382,
0.014811992645263672,
-0.1444024294614792,
0.026668423786759377
] |
1402.3217
|
Nana Shatashvili
|
V.I. Berezhiani, N.L. Shatashvili and N.L. Tsintsadze
|
Electromagnetic Solitons in Degenerate Relativistic Electron-Positron
Plasma
|
Accepted for publication in Physica Scripta
| null |
10.1088/0031-8949/90/6/068005
| null |
physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The existence of soliton-like electromagnetic (EM) distributions in a fully
degenerate electron-positron plasma is studied applying relativistic
hydrodynamic and Maxwell equations. For circularly polarized wave it is found
that the soliton solutions exist both in relativistic as well as
nonrelativistic degenerate plasmas. Plasma density in the region of soliton
pulse localization is reduced considerably. The possibility of plasma
cavitation is also shown.
|
[
{
"created": "Thu, 13 Feb 2014 17:01:02 GMT",
"version": "v1"
},
{
"created": "Sun, 23 Feb 2014 06:10:46 GMT",
"version": "v2"
},
{
"created": "Mon, 13 Apr 2015 17:45:43 GMT",
"version": "v3"
}
] |
2015-05-20
|
[
[
"Berezhiani",
"V. I.",
""
],
[
"Shatashvili",
"N. L.",
""
],
[
"Tsintsadze",
"N. L.",
""
]
] |
[
-0.0764145702123642,
-0.03365537151694298,
0.016231577843427658,
-0.01891445554792881,
-0.05521903559565544,
-0.011728440411388874,
-0.023301491513848305,
0.01219844538718462,
-0.029847780242562294,
-0.0982193648815155,
0.04400423541665077,
-0.07675086706876755,
-0.021840093657374382,
0.025673091411590576,
0.049148160964250565,
-0.07831272482872009,
0.021655632182955742,
-0.06833421438932419,
0.05194208770990372,
0.02533937431871891,
-0.07847948372364044,
-0.08307208120822906,
-0.008141527883708477,
-0.058010876178741455,
0.04696281626820564,
0.03838502988219261,
0.09902095049619675,
0.0007781485910527408,
-0.06065354868769646,
0.012416388839483261,
0.10009446740150452,
-0.003604269353672862,
-0.08245933800935745,
0.04325707256793976,
0.011950045824050903,
0.02587394416332245,
0.01473238319158554,
0.04358930513262749,
-0.013420823961496353,
0.017410729080438614,
0.004734136164188385,
-0.029374290257692337,
-0.07273279875516891,
-0.043756283819675446,
0.13853438198566437,
-0.09382010996341705,
0.048927851021289825,
-0.04610827565193176,
0.013136591762304306,
0.04399317130446434,
-0.008358691819012165,
0.046387165784835815,
-0.015056896954774857,
0.02333076484501362,
0.04828183725476265,
-0.066750168800354,
0.03037756308913231,
-0.013530260883271694,
0.03856419399380684,
-0.033461716026067734,
-0.039728689938783646,
0.02096136473119259,
-0.014629409648478031,
-0.02297225221991539,
-0.037424977868795395,
-0.08781334012746811,
0.020535456016659737,
0.009130666963756084,
-0.030623408034443855,
0.010389386676251888,
0.005172837059944868,
0.03521573916077614,
0.01875217817723751,
-0.032440390437841415,
-0.026601074263453484,
0.01407493744045496,
-0.026131989434361458,
0.010281268507242203,
-0.05021816864609718,
0.05848804861307144,
-0.0013109188294038177,
-0.006375622004270554,
-0.10863634943962097,
0.08029676228761673,
-0.021146327257156372,
0.05879488214850426,
-0.04133308306336403,
-0.09406714886426926,
-0.06553193181753159,
-0.043088313192129135,
-0.06569575518369675,
-0.1020144522190094,
0.02089730277657509,
-0.046648502349853516,
0.05455173924565315,
0.05148683860898018,
-0.015316909179091454,
0.0005048253224231303,
0.026172472164034843,
0.006165004801005125,
-0.02831757254898548,
-0.0841803029179573,
0.00868897046893835,
0.08462169766426086,
0.00586299505084753,
0.02864179201424122,
0.053720440715551376,
0.10049387067556381,
-0.05554058775305748,
0.04366336762905121,
0.03830508887767792,
-0.0004099438665434718,
-0.06166398897767067,
-0.039456889033317566,
-0.02950900048017502,
0.05532781407237053,
-0.02150578424334526,
-0.002896418794989586,
0.03757639229297638,
0.01720546744763851,
-0.033575449138879776,
0.007115211803466082,
0.023832697421312332,
0.09535619616508484,
0.007984167896211147,
0.043629005551338196,
0.04919563606381416,
5.528578418631659e-33,
0.0421207994222641,
-0.008001759648323059,
0.02161797508597374,
-0.03923086076974869,
-0.012417755089700222,
0.029534414410591125,
0.010784238576889038,
0.07906807214021683,
-0.004700100515037775,
-0.05240867659449577,
-0.0890464261174202,
0.11167792230844498,
0.04021329805254936,
-0.018519314005970955,
-0.06317300349473953,
-0.03455066308379173,
-0.05831582844257355,
0.022362148389220238,
-0.042749349027872086,
-0.007098233327269554,
0.02404775843024254,
0.017457833513617516,
-0.0058674016036093235,
-0.05683085694909096,
-0.03657549247145653,
-0.03447005897760391,
-0.02437649294734001,
0.02378101833164692,
-0.03670830652117729,
0.005739996675401926,
-0.02949484810233116,
0.05437676981091499,
0.05255234241485596,
0.027588915079832077,
0.030279796570539474,
0.05092144012451172,
-0.08411107957363129,
0.0633036196231842,
-0.02098787948489189,
0.01082543097436428,
-0.026791714131832123,
-0.015447423793375492,
-0.08291850239038467,
-0.04271721839904785,
0.07402559369802475,
-0.01734851859509945,
0.05826277285814285,
-0.061304692178964615,
-0.019288841634988785,
0.0023456490598618984,
0.040644679218530655,
0.029279271140694618,
-0.05080978944897652,
0.04196987301111221,
0.020846601575613022,
0.0019331747898831964,
0.04765840992331505,
0.027819368988275528,
-0.031256940215826035,
-0.028294626623392105,
0.02843105047941208,
0.011429606936872005,
0.011741465888917446,
-0.05017874017357826,
-0.052317067980766296,
-0.04185924306511879,
0.04505201801657677,
0.029613088816404343,
0.05884665250778198,
-0.053002260625362396,
0.03343655541539192,
0.05006929859519005,
-0.01447159331291914,
0.03263653814792633,
0.03834056854248047,
0.006565218325704336,
0.08903674781322479,
0.16930808126926422,
0.03701057285070419,
-0.07161921262741089,
0.018595630303025246,
-0.10587820410728455,
-0.00033264185185544193,
0.051225390285253525,
0.04420187696814537,
0.06516188383102417,
-0.05370696261525154,
-0.001530417357571423,
-0.033707357943058014,
-0.047623924911022186,
0.007414649706333876,
0.04617553576827049,
-0.02154008112847805,
-0.07428140193223953,
-0.035158298909664154,
-7.962197026299348e-33,
-0.04740816727280617,
0.017774062231183052,
-0.10483343154191971,
-0.02769363857805729,
0.0005285546649247408,
0.09339674562215805,
-0.04544942080974579,
0.07674997299909592,
-0.1233784407377243,
0.01206640899181366,
-0.04323156923055649,
-0.0211494117975235,
0.013903995044529438,
-0.06558403372764587,
-0.10258755832910538,
0.04720934480428696,
-0.015515520237386227,
0.07207325100898743,
0.027051106095314026,
-0.022655632346868515,
-0.06568631529808044,
0.029189148917794228,
0.10622825473546982,
-0.020407747477293015,
-0.023068001493811607,
-0.009364333003759384,
0.08605986088514328,
-0.016486814245581627,
-0.054711904376745224,
0.006784964352846146,
-0.06066018342971802,
-0.016503339633345604,
0.02219879999756813,
0.015687447041273117,
-0.0013292545918375254,
-0.021485822275280952,
-0.0049713486805558205,
0.007337403483688831,
0.02336862124502659,
-0.01255443599075079,
-0.02371535263955593,
0.0574294850230217,
0.08541028946638107,
0.06650228798389435,
0.04681873321533203,
0.08874962478876114,
0.019130835309624672,
-0.030929353088140488,
0.004950495902448893,
0.008909203112125397,
0.015328537672758102,
-0.04619193822145462,
0.05793388560414314,
0.020029816776514053,
-0.0740208551287651,
0.0356501080095768,
0.006109749432653189,
0.02969520352780819,
0.05138769373297691,
-0.014585895463824272,
-0.043459728360176086,
-0.044333525002002716,
0.1291072964668274,
0.03646911308169365,
0.03638256713747978,
-0.08634436875581741,
-0.027414526790380478,
0.08925686031579971,
-0.1008918359875679,
-0.018100690096616745,
0.047554340213537216,
-0.06185053661465645,
-0.06354431062936783,
0.0017672947142273188,
-0.00658803666010499,
0.01853865571320057,
0.053274787962436676,
-0.0157890897244215,
0.01113033015280962,
-0.07253410667181015,
0.04891554266214371,
0.0425025075674057,
-0.05306831747293472,
-0.032923873513936996,
0.04593035206198692,
-0.007805247325450182,
0.020860711112618446,
-0.09183330088853836,
0.001595260458998382,
0.08532644808292389,
0.025046557188034058,
0.06375956535339355,
0.016436148434877396,
-0.047048285603523254,
0.12719804048538208,
-4.239924322746447e-8,
0.11860854923725128,
0.02433098293840885,
-0.09358719736337662,
0.07271025329828262,
0.02596934325993061,
-0.009443093091249466,
-0.1031537652015686,
-0.0333251915872097,
0.05055015906691551,
-0.008883870206773281,
-0.04683348163962364,
0.039739057421684265,
-0.0741727277636528,
-0.010887199081480503,
-0.020090803503990173,
0.03194341063499451,
0.014642477966845036,
-0.027794519439339638,
0.01789265312254429,
0.09855667501688004,
0.056944895535707474,
0.016768520697951317,
0.016597257927060127,
0.03318953141570091,
-0.02651241421699524,
0.046899475157260895,
0.05235142633318901,
-0.09120573103427887,
0.007005293387919664,
-0.03176511451601982,
-0.09159325808286667,
-0.030643625184893608,
-0.022360099479556084,
-0.05100919306278229,
-0.06408505886793137,
-0.059693463146686554,
-0.05929548665881157,
-0.028472626581788063,
-0.06715431064367294,
-0.006460565607994795,
-0.017414039000868797,
0.008255897089838982,
0.01985671930015087,
-0.046268969774246216,
-0.030257059261202812,
0.11237908154726028,
-0.060990676283836365,
-0.027229633182287216,
-0.03825872018933296,
0.054016031324863434,
-0.031238185241818428,
-0.03504258021712303,
0.027560312300920486,
-0.11012464761734009,
-0.12116537988185883,
0.05179396644234657,
-0.0311052817851305,
0.0004996366333216429,
0.07787929475307465,
-0.06426051259040833,
0.056907739490270615,
0.09873505681753159,
-0.00498235784471035,
0.09283452481031418
] | null | null | null | null | null | null | null |
[
-0.0764145702123642,
-0.03365537151694298,
0.016231577843427658,
-0.01891445554792881,
-0.05521903559565544,
-0.011728440411388874,
-0.023301491513848305,
0.01219844538718462,
-0.029847780242562294,
-0.0982193648815155,
0.04400423541665077,
-0.07675086706876755,
-0.021840093657374382,
0.025673091411590576,
0.049148160964250565,
-0.07831272482872009,
0.021655632182955742,
-0.06833421438932419,
0.05194208770990372,
0.02533937431871891,
-0.07847948372364044,
-0.08307208120822906,
-0.008141527883708477,
-0.058010876178741455,
0.04696281626820564,
0.03838502988219261,
0.09902095049619675,
0.0007781485910527408,
-0.06065354868769646,
0.012416388839483261,
0.10009446740150452,
-0.003604269353672862,
-0.08245933800935745,
0.04325707256793976,
0.011950045824050903,
0.02587394416332245,
0.01473238319158554,
0.04358930513262749,
-0.013420823961496353,
0.017410729080438614,
0.004734136164188385,
-0.029374290257692337,
-0.07273279875516891,
-0.043756283819675446,
0.13853438198566437,
-0.09382010996341705,
0.048927851021289825,
-0.04610827565193176,
0.013136591762304306,
0.04399317130446434,
-0.008358691819012165,
0.046387165784835815,
-0.015056896954774857,
0.02333076484501362,
0.04828183725476265,
-0.066750168800354,
0.03037756308913231,
-0.013530260883271694,
0.03856419399380684,
-0.033461716026067734,
-0.039728689938783646,
0.02096136473119259,
-0.014629409648478031,
-0.02297225221991539,
-0.037424977868795395,
-0.08781334012746811,
0.020535456016659737,
0.009130666963756084,
-0.030623408034443855,
0.010389386676251888,
0.005172837059944868,
0.03521573916077614,
0.01875217817723751,
-0.032440390437841415,
-0.026601074263453484,
0.01407493744045496,
-0.026131989434361458,
0.010281268507242203,
-0.05021816864609718,
0.05848804861307144,
-0.0013109188294038177,
-0.006375622004270554,
-0.10863634943962097,
0.08029676228761673,
-0.021146327257156372,
0.05879488214850426,
-0.04133308306336403,
-0.09406714886426926,
-0.06553193181753159,
-0.043088313192129135,
-0.06569575518369675,
-0.1020144522190094,
0.02089730277657509,
-0.046648502349853516,
0.05455173924565315,
0.05148683860898018,
-0.015316909179091454,
0.0005048253224231303,
0.026172472164034843,
0.006165004801005125,
-0.02831757254898548,
-0.0841803029179573,
0.00868897046893835,
0.08462169766426086,
0.00586299505084753,
0.02864179201424122,
0.053720440715551376,
0.10049387067556381,
-0.05554058775305748,
0.04366336762905121,
0.03830508887767792,
-0.0004099438665434718,
-0.06166398897767067,
-0.039456889033317566,
-0.02950900048017502,
0.05532781407237053,
-0.02150578424334526,
-0.002896418794989586,
0.03757639229297638,
0.01720546744763851,
-0.033575449138879776,
0.007115211803466082,
0.023832697421312332,
0.09535619616508484,
0.007984167896211147,
0.043629005551338196,
0.04919563606381416,
5.528578418631659e-33,
0.0421207994222641,
-0.008001759648323059,
0.02161797508597374,
-0.03923086076974869,
-0.012417755089700222,
0.029534414410591125,
0.010784238576889038,
0.07906807214021683,
-0.004700100515037775,
-0.05240867659449577,
-0.0890464261174202,
0.11167792230844498,
0.04021329805254936,
-0.018519314005970955,
-0.06317300349473953,
-0.03455066308379173,
-0.05831582844257355,
0.022362148389220238,
-0.042749349027872086,
-0.007098233327269554,
0.02404775843024254,
0.017457833513617516,
-0.0058674016036093235,
-0.05683085694909096,
-0.03657549247145653,
-0.03447005897760391,
-0.02437649294734001,
0.02378101833164692,
-0.03670830652117729,
0.005739996675401926,
-0.02949484810233116,
0.05437676981091499,
0.05255234241485596,
0.027588915079832077,
0.030279796570539474,
0.05092144012451172,
-0.08411107957363129,
0.0633036196231842,
-0.02098787948489189,
0.01082543097436428,
-0.026791714131832123,
-0.015447423793375492,
-0.08291850239038467,
-0.04271721839904785,
0.07402559369802475,
-0.01734851859509945,
0.05826277285814285,
-0.061304692178964615,
-0.019288841634988785,
0.0023456490598618984,
0.040644679218530655,
0.029279271140694618,
-0.05080978944897652,
0.04196987301111221,
0.020846601575613022,
0.0019331747898831964,
0.04765840992331505,
0.027819368988275528,
-0.031256940215826035,
-0.028294626623392105,
0.02843105047941208,
0.011429606936872005,
0.011741465888917446,
-0.05017874017357826,
-0.052317067980766296,
-0.04185924306511879,
0.04505201801657677,
0.029613088816404343,
0.05884665250778198,
-0.053002260625362396,
0.03343655541539192,
0.05006929859519005,
-0.01447159331291914,
0.03263653814792633,
0.03834056854248047,
0.006565218325704336,
0.08903674781322479,
0.16930808126926422,
0.03701057285070419,
-0.07161921262741089,
0.018595630303025246,
-0.10587820410728455,
-0.00033264185185544193,
0.051225390285253525,
0.04420187696814537,
0.06516188383102417,
-0.05370696261525154,
-0.001530417357571423,
-0.033707357943058014,
-0.047623924911022186,
0.007414649706333876,
0.04617553576827049,
-0.02154008112847805,
-0.07428140193223953,
-0.035158298909664154,
-7.962197026299348e-33,
-0.04740816727280617,
0.017774062231183052,
-0.10483343154191971,
-0.02769363857805729,
0.0005285546649247408,
0.09339674562215805,
-0.04544942080974579,
0.07674997299909592,
-0.1233784407377243,
0.01206640899181366,
-0.04323156923055649,
-0.0211494117975235,
0.013903995044529438,
-0.06558403372764587,
-0.10258755832910538,
0.04720934480428696,
-0.015515520237386227,
0.07207325100898743,
0.027051106095314026,
-0.022655632346868515,
-0.06568631529808044,
0.029189148917794228,
0.10622825473546982,
-0.020407747477293015,
-0.023068001493811607,
-0.009364333003759384,
0.08605986088514328,
-0.016486814245581627,
-0.054711904376745224,
0.006784964352846146,
-0.06066018342971802,
-0.016503339633345604,
0.02219879999756813,
0.015687447041273117,
-0.0013292545918375254,
-0.021485822275280952,
-0.0049713486805558205,
0.007337403483688831,
0.02336862124502659,
-0.01255443599075079,
-0.02371535263955593,
0.0574294850230217,
0.08541028946638107,
0.06650228798389435,
0.04681873321533203,
0.08874962478876114,
0.019130835309624672,
-0.030929353088140488,
0.004950495902448893,
0.008909203112125397,
0.015328537672758102,
-0.04619193822145462,
0.05793388560414314,
0.020029816776514053,
-0.0740208551287651,
0.0356501080095768,
0.006109749432653189,
0.02969520352780819,
0.05138769373297691,
-0.014585895463824272,
-0.043459728360176086,
-0.044333525002002716,
0.1291072964668274,
0.03646911308169365,
0.03638256713747978,
-0.08634436875581741,
-0.027414526790380478,
0.08925686031579971,
-0.1008918359875679,
-0.018100690096616745,
0.047554340213537216,
-0.06185053661465645,
-0.06354431062936783,
0.0017672947142273188,
-0.00658803666010499,
0.01853865571320057,
0.053274787962436676,
-0.0157890897244215,
0.01113033015280962,
-0.07253410667181015,
0.04891554266214371,
0.0425025075674057,
-0.05306831747293472,
-0.032923873513936996,
0.04593035206198692,
-0.007805247325450182,
0.020860711112618446,
-0.09183330088853836,
0.001595260458998382,
0.08532644808292389,
0.025046557188034058,
0.06375956535339355,
0.016436148434877396,
-0.047048285603523254,
0.12719804048538208,
-4.239924322746447e-8,
0.11860854923725128,
0.02433098293840885,
-0.09358719736337662,
0.07271025329828262,
0.02596934325993061,
-0.009443093091249466,
-0.1031537652015686,
-0.0333251915872097,
0.05055015906691551,
-0.008883870206773281,
-0.04683348163962364,
0.039739057421684265,
-0.0741727277636528,
-0.010887199081480503,
-0.020090803503990173,
0.03194341063499451,
0.014642477966845036,
-0.027794519439339638,
0.01789265312254429,
0.09855667501688004,
0.056944895535707474,
0.016768520697951317,
0.016597257927060127,
0.03318953141570091,
-0.02651241421699524,
0.046899475157260895,
0.05235142633318901,
-0.09120573103427887,
0.007005293387919664,
-0.03176511451601982,
-0.09159325808286667,
-0.030643625184893608,
-0.022360099479556084,
-0.05100919306278229,
-0.06408505886793137,
-0.059693463146686554,
-0.05929548665881157,
-0.028472626581788063,
-0.06715431064367294,
-0.006460565607994795,
-0.017414039000868797,
0.008255897089838982,
0.01985671930015087,
-0.046268969774246216,
-0.030257059261202812,
0.11237908154726028,
-0.060990676283836365,
-0.027229633182287216,
-0.03825872018933296,
0.054016031324863434,
-0.031238185241818428,
-0.03504258021712303,
0.027560312300920486,
-0.11012464761734009,
-0.12116537988185883,
0.05179396644234657,
-0.0311052817851305,
0.0004996366333216429,
0.07787929475307465,
-0.06426051259040833,
0.056907739490270615,
0.09873505681753159,
-0.00498235784471035,
0.09283452481031418
] |
1402.3221
|
Kyle Beloy
|
K. Beloy
|
Hyperfine structure in $^{229g}$Th$^{3+}$ as a probe of the $^{229g}$Th
$\rightarrow$ $^{229m}$Th nuclear excitation energy
|
5 pages
|
Phys. Rev. Lett. 112, 062503 (2014)
|
10.1103/PhysRevLett.112.062503
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We identify a potential means to extract the $^{229g}$Th $\rightarrow$
$^{229m}$Th nuclear excitation energy from precision microwave spectroscopy of
the $5F_{5/2,7/2}$ hyperfine manifolds in the ion $^{229g}$Th$^{3+}$. The
hyperfine interaction mixes this ground fine structure doublet with states of
the nuclear isomer, introducing small but observable shifts to the hyperfine
sub-levels. We demonstrate how accurate atomic structure calculations may be
combined with measurement of the hyperfine intervals to quantify the effects of
this mixing. Further knowledge of the magnetic dipole decay rate of the isomer,
as recently reported, allows an indirect determination of the nuclear
excitation energy.
|
[
{
"created": "Thu, 13 Feb 2014 17:04:24 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Beloy",
"K.",
""
]
] |
[
-0.01888548582792282,
-0.02024051733314991,
0.030488841235637665,
0.05349022522568703,
-0.00931976456195116,
-0.07080873101949692,
0.010561446659266949,
0.00827956385910511,
-0.02472778595983982,
-0.0334339402616024,
0.06598208844661713,
-0.0393521711230278,
-0.048578135669231415,
-0.02816564030945301,
0.06521003693342209,
-0.0491366870701313,
-0.04388410598039627,
0.014062630943953991,
-0.01875000260770321,
0.03638084977865219,
-0.02400835044682026,
-0.03945121169090271,
0.03767901659011841,
-0.041258618235588074,
0.09063641726970673,
-0.01031515933573246,
0.007588922046124935,
0.010298107750713825,
0.050159767270088196,
-0.042273424565792084,
0.13772714138031006,
0.00013354516704566777,
-0.044081415981054306,
0.022876812145113945,
0.02813899703323841,
0.08405809104442596,
0.02628093957901001,
-0.00860847532749176,
-0.0007924500969238579,
-0.04783374443650246,
-0.05327199772000313,
0.004306857939809561,
0.03384579345583916,
0.07500511407852173,
-0.08967074006795883,
0.020722322165966034,
-0.002008552197366953,
-0.13856716454029083,
-0.08153343200683594,
0.017940150573849678,
0.019329240545630455,
0.02626643516123295,
0.005924175027757883,
0.019597060978412628,
0.02243787795305252,
0.0064567262306809425,
0.06300418823957443,
-0.022943733260035515,
-0.008135702461004257,
-0.010428380221128464,
0.005147914402186871,
-0.05600810796022415,
-0.046986669301986694,
-0.08163771033287048,
0.06692193448543549,
0.025911029428243637,
0.020365353673696518,
-0.045556873083114624,
0.021179182454943657,
-0.026264870539307594,
-0.034852445125579834,
-0.027007216587662697,
-0.03859570994973183,
-0.020349664613604546,
-0.046825725585222244,
0.023777693510055542,
-0.05848230794072151,
-0.010425204411149025,
0.04357226565480232,
-0.032698359340429306,
0.04613209143280983,
0.015267285518348217,
0.0005462361150421202,
-0.0662572905421257,
-0.0012313899351283908,
-0.009095490910112858,
0.022275041788816452,
-0.032741159200668335,
0.001534115057438612,
-0.02067996934056282,
0.014147138223052025,
0.008273899555206299,
-0.07684381306171417,
0.04996929317712784,
0.006442679557949305,
0.07455682754516602,
0.053512029349803925,
-0.03335548937320709,
0.0504617914557457,
0.06567106395959854,
0.13292568922042847,
0.011724460870027542,
-0.1160140112042427,
0.06516438722610474,
-0.0452706515789032,
-0.011000563390552998,
0.06069393828511238,
0.09332990646362305,
-0.11313870549201965,
0.010289328172802925,
0.055047642439603806,
0.02832612209022045,
-0.003142042551189661,
-0.03331313282251358,
0.007979451678693295,
0.03373531624674797,
0.07009463012218475,
0.06144660338759422,
0.005950257182121277,
-0.03967386484146118,
-0.0031978972256183624,
0.09191658347845078,
0.03713208809494972,
0.05191958323121071,
-0.0009012155351229012,
-0.002993531757965684,
-0.06235038489103317,
4.149730524614824e-33,
0.04103866592049599,
0.10877437889575958,
0.018590684980154037,
0.05329030379652977,
-0.018619731068611145,
-0.04167540743947029,
-0.04865315556526184,
-0.0951957181096077,
-0.01805044338107109,
0.06643155962228775,
-0.033476512879133224,
-0.01644723303616047,
0.08476240932941437,
-0.04677145928144455,
-0.08734405040740967,
-0.06295962631702423,
0.03283752501010895,
0.10676475614309311,
-0.003981283865869045,
-0.018984051421284676,
-0.0005573146045207977,
0.0354437492787838,
0.01839798502624035,
0.0018943691393360496,
0.012339728884398937,
0.09012654423713684,
-0.011184338480234146,
0.06658673286437988,
-0.0066784340888261795,
-0.009991573169827461,
0.02361631765961647,
0.04251331463456154,
-0.07439038902521133,
0.0022426787763834,
0.0840516984462738,
-0.01973910816013813,
0.00746791809797287,
0.03661825507879257,
-0.038157738745212555,
-0.016210829839110374,
0.07636319100856781,
-0.016859589144587517,
0.021709637716412544,
0.026556694880127907,
0.02425069734454155,
-0.016605259850621223,
-0.013798573985695839,
0.03935932368040085,
0.07129628956317902,
-0.005844583734869957,
-0.0651683434844017,
-0.008101330138742924,
-0.021404417231678963,
0.06164724752306938,
0.04619964584708214,
-0.005500448402017355,
0.09960131347179413,
0.02502899244427681,
0.008036211133003235,
0.04741920158267021,
0.062023796141147614,
0.032806433737277985,
0.028245819732546806,
-0.0017143816221505404,
-0.06562022119760513,
0.06483188271522522,
-0.072504922747612,
-0.018328899517655373,
0.0800611600279808,
0.054081566631793976,
-0.022000441327691078,
0.1362566351890564,
0.11544341593980789,
-0.03975962847471237,
0.04749126732349396,
-0.004285470582544804,
-0.05163271352648735,
-0.038924358785152435,
-0.0034928687382489443,
0.002495141001418233,
0.0004936728510074317,
0.006466854363679886,
0.012887714430689812,
0.0031120209023356438,
-0.11195603758096695,
-0.01163190882652998,
-0.09841819107532501,
-0.039168063551187515,
0.05052953213453293,
0.05229496210813522,
0.014196453616023064,
-0.0010467388201504946,
0.03889651596546173,
-0.09718949347734451,
-0.10853372514247894,
-4.0734670225273664e-33,
0.04774470999836922,
0.0252155140042305,
0.01947622559964657,
0.0012262614909559488,
-0.0069325459189713,
-0.014197205193340778,
-0.033374473452568054,
0.07821845263242722,
-0.07191123068332672,
0.032605476677417755,
0.13770520687103271,
-0.022607674822211266,
-0.10809509456157684,
-0.10467003285884857,
0.006288743112236261,
0.0071679069660604,
0.05053603649139404,
0.007069530431181192,
0.12629690766334534,
0.018750561401247978,
0.007296449970453978,
-0.08219971507787704,
0.008422882296144962,
0.09096089750528336,
0.019826609641313553,
0.05012867599725723,
0.0692489817738533,
-0.07437168806791306,
0.03731946274638176,
-0.03395344316959381,
-0.041629303246736526,
-0.02906320057809353,
0.02303062565624714,
-0.015034052543342113,
0.032852523028850555,
-0.00496112834662199,
-0.011708253063261509,
0.08673516660928726,
-0.06433988362550735,
-0.0035377703607082367,
-0.06345963478088379,
0.13485746085643768,
0.0020100667607039213,
0.0459778793156147,
0.031115658581256866,
-0.013423491269350052,
-0.015059547498822212,
-0.011371035128831863,
-0.00571080669760704,
-0.07537573575973511,
0.025181591510772705,
-0.08211840689182281,
-0.04057948663830757,
-0.019024355337023735,
-0.07653328031301498,
0.0002790387370623648,
-0.021213926374912262,
0.017066748812794685,
0.059342991560697556,
-0.01571550965309143,
-0.003706099698320031,
-0.0811961367726326,
0.04139203578233719,
-0.028323587030172348,
0.012236087583005428,
-0.027971887961030006,
-0.059291593730449677,
-0.043359894305467606,
0.0007252029026858509,
0.04337137192487717,
-0.0005032734479755163,
-0.07020361721515656,
0.0022047164384275675,
0.0018043246818706393,
0.0629681795835495,
-0.03075750172138214,
0.14153090119361877,
-0.03867558389902115,
0.04871327057480812,
-0.05641183629631996,
0.02903587743639946,
0.036798566579818726,
-0.0749465823173523,
-0.10082869976758957,
0.056417837738990784,
0.03554143011569977,
-0.0462859645485878,
0.006209800019860268,
-0.03712962567806244,
-0.07919062674045563,
-0.05414903536438942,
-0.0035365985240787268,
-0.0037745628505945206,
-0.011561524122953415,
0.0861019566655159,
-5.151835580363695e-8,
0.06990996748209,
-0.06778723001480103,
-0.12091867625713348,
0.017922816798090935,
-0.0173068605363369,
0.08810240030288696,
-0.02574528194963932,
-0.04341794177889824,
0.05281107500195503,
-0.026888158172369003,
0.03458675742149353,
0.006219507195055485,
-0.018006298691034317,
-0.029701296240091324,
0.028265099972486496,
-0.031988225877285004,
-0.045395560562610626,
0.019715309143066406,
-0.05197868123650551,
0.013580961152911186,
-0.017776135355234146,
0.055771537125110626,
0.027822135016322136,
-0.034266941249370575,
0.0047159986570477486,
0.05155114084482193,
0.0069585866294801235,
0.04121701046824455,
-0.006170041859149933,
-0.07850401848554611,
0.015310426242649555,
0.007687888573855162,
0.00503030838444829,
0.015835803002119064,
-0.040765758603811264,
0.08242861181497574,
-0.0877421498298645,
-0.021667834371328354,
-0.0365198478102684,
0.07539074867963791,
-0.09723123908042908,
-0.006085274275392294,
-0.02319454587996006,
0.014495073817670345,
-0.03892914950847626,
0.013130998238921165,
-0.09350787103176117,
0.023035911843180656,
-0.01979113556444645,
0.04196983575820923,
-0.0359225794672966,
0.03011813759803772,
-0.06545449048280716,
-0.06046689301729202,
-0.0821504145860672,
-0.014520804397761822,
-0.09601017832756042,
-0.010385381057858467,
-0.022456534206867218,
0.013291765935719013,
0.10293209552764893,
-0.0820656344294548,
-0.08243955671787262,
-0.05913826823234558
] | null | null | null | null | null | null | null |
[
-0.01888548582792282,
-0.02024051733314991,
0.030488841235637665,
0.05349022522568703,
-0.00931976456195116,
-0.07080873101949692,
0.010561446659266949,
0.00827956385910511,
-0.02472778595983982,
-0.0334339402616024,
0.06598208844661713,
-0.0393521711230278,
-0.048578135669231415,
-0.02816564030945301,
0.06521003693342209,
-0.0491366870701313,
-0.04388410598039627,
0.014062630943953991,
-0.01875000260770321,
0.03638084977865219,
-0.02400835044682026,
-0.03945121169090271,
0.03767901659011841,
-0.041258618235588074,
0.09063641726970673,
-0.01031515933573246,
0.007588922046124935,
0.010298107750713825,
0.050159767270088196,
-0.042273424565792084,
0.13772714138031006,
0.00013354516704566777,
-0.044081415981054306,
0.022876812145113945,
0.02813899703323841,
0.08405809104442596,
0.02628093957901001,
-0.00860847532749176,
-0.0007924500969238579,
-0.04783374443650246,
-0.05327199772000313,
0.004306857939809561,
0.03384579345583916,
0.07500511407852173,
-0.08967074006795883,
0.020722322165966034,
-0.002008552197366953,
-0.13856716454029083,
-0.08153343200683594,
0.017940150573849678,
0.019329240545630455,
0.02626643516123295,
0.005924175027757883,
0.019597060978412628,
0.02243787795305252,
0.0064567262306809425,
0.06300418823957443,
-0.022943733260035515,
-0.008135702461004257,
-0.010428380221128464,
0.005147914402186871,
-0.05600810796022415,
-0.046986669301986694,
-0.08163771033287048,
0.06692193448543549,
0.025911029428243637,
0.020365353673696518,
-0.045556873083114624,
0.021179182454943657,
-0.026264870539307594,
-0.034852445125579834,
-0.027007216587662697,
-0.03859570994973183,
-0.020349664613604546,
-0.046825725585222244,
0.023777693510055542,
-0.05848230794072151,
-0.010425204411149025,
0.04357226565480232,
-0.032698359340429306,
0.04613209143280983,
0.015267285518348217,
0.0005462361150421202,
-0.0662572905421257,
-0.0012313899351283908,
-0.009095490910112858,
0.022275041788816452,
-0.032741159200668335,
0.001534115057438612,
-0.02067996934056282,
0.014147138223052025,
0.008273899555206299,
-0.07684381306171417,
0.04996929317712784,
0.006442679557949305,
0.07455682754516602,
0.053512029349803925,
-0.03335548937320709,
0.0504617914557457,
0.06567106395959854,
0.13292568922042847,
0.011724460870027542,
-0.1160140112042427,
0.06516438722610474,
-0.0452706515789032,
-0.011000563390552998,
0.06069393828511238,
0.09332990646362305,
-0.11313870549201965,
0.010289328172802925,
0.055047642439603806,
0.02832612209022045,
-0.003142042551189661,
-0.03331313282251358,
0.007979451678693295,
0.03373531624674797,
0.07009463012218475,
0.06144660338759422,
0.005950257182121277,
-0.03967386484146118,
-0.0031978972256183624,
0.09191658347845078,
0.03713208809494972,
0.05191958323121071,
-0.0009012155351229012,
-0.002993531757965684,
-0.06235038489103317,
4.149730524614824e-33,
0.04103866592049599,
0.10877437889575958,
0.018590684980154037,
0.05329030379652977,
-0.018619731068611145,
-0.04167540743947029,
-0.04865315556526184,
-0.0951957181096077,
-0.01805044338107109,
0.06643155962228775,
-0.033476512879133224,
-0.01644723303616047,
0.08476240932941437,
-0.04677145928144455,
-0.08734405040740967,
-0.06295962631702423,
0.03283752501010895,
0.10676475614309311,
-0.003981283865869045,
-0.018984051421284676,
-0.0005573146045207977,
0.0354437492787838,
0.01839798502624035,
0.0018943691393360496,
0.012339728884398937,
0.09012654423713684,
-0.011184338480234146,
0.06658673286437988,
-0.0066784340888261795,
-0.009991573169827461,
0.02361631765961647,
0.04251331463456154,
-0.07439038902521133,
0.0022426787763834,
0.0840516984462738,
-0.01973910816013813,
0.00746791809797287,
0.03661825507879257,
-0.038157738745212555,
-0.016210829839110374,
0.07636319100856781,
-0.016859589144587517,
0.021709637716412544,
0.026556694880127907,
0.02425069734454155,
-0.016605259850621223,
-0.013798573985695839,
0.03935932368040085,
0.07129628956317902,
-0.005844583734869957,
-0.0651683434844017,
-0.008101330138742924,
-0.021404417231678963,
0.06164724752306938,
0.04619964584708214,
-0.005500448402017355,
0.09960131347179413,
0.02502899244427681,
0.008036211133003235,
0.04741920158267021,
0.062023796141147614,
0.032806433737277985,
0.028245819732546806,
-0.0017143816221505404,
-0.06562022119760513,
0.06483188271522522,
-0.072504922747612,
-0.018328899517655373,
0.0800611600279808,
0.054081566631793976,
-0.022000441327691078,
0.1362566351890564,
0.11544341593980789,
-0.03975962847471237,
0.04749126732349396,
-0.004285470582544804,
-0.05163271352648735,
-0.038924358785152435,
-0.0034928687382489443,
0.002495141001418233,
0.0004936728510074317,
0.006466854363679886,
0.012887714430689812,
0.0031120209023356438,
-0.11195603758096695,
-0.01163190882652998,
-0.09841819107532501,
-0.039168063551187515,
0.05052953213453293,
0.05229496210813522,
0.014196453616023064,
-0.0010467388201504946,
0.03889651596546173,
-0.09718949347734451,
-0.10853372514247894,
-4.0734670225273664e-33,
0.04774470999836922,
0.0252155140042305,
0.01947622559964657,
0.0012262614909559488,
-0.0069325459189713,
-0.014197205193340778,
-0.033374473452568054,
0.07821845263242722,
-0.07191123068332672,
0.032605476677417755,
0.13770520687103271,
-0.022607674822211266,
-0.10809509456157684,
-0.10467003285884857,
0.006288743112236261,
0.0071679069660604,
0.05053603649139404,
0.007069530431181192,
0.12629690766334534,
0.018750561401247978,
0.007296449970453978,
-0.08219971507787704,
0.008422882296144962,
0.09096089750528336,
0.019826609641313553,
0.05012867599725723,
0.0692489817738533,
-0.07437168806791306,
0.03731946274638176,
-0.03395344316959381,
-0.041629303246736526,
-0.02906320057809353,
0.02303062565624714,
-0.015034052543342113,
0.032852523028850555,
-0.00496112834662199,
-0.011708253063261509,
0.08673516660928726,
-0.06433988362550735,
-0.0035377703607082367,
-0.06345963478088379,
0.13485746085643768,
0.0020100667607039213,
0.0459778793156147,
0.031115658581256866,
-0.013423491269350052,
-0.015059547498822212,
-0.011371035128831863,
-0.00571080669760704,
-0.07537573575973511,
0.025181591510772705,
-0.08211840689182281,
-0.04057948663830757,
-0.019024355337023735,
-0.07653328031301498,
0.0002790387370623648,
-0.021213926374912262,
0.017066748812794685,
0.059342991560697556,
-0.01571550965309143,
-0.003706099698320031,
-0.0811961367726326,
0.04139203578233719,
-0.028323587030172348,
0.012236087583005428,
-0.027971887961030006,
-0.059291593730449677,
-0.043359894305467606,
0.0007252029026858509,
0.04337137192487717,
-0.0005032734479755163,
-0.07020361721515656,
0.0022047164384275675,
0.0018043246818706393,
0.0629681795835495,
-0.03075750172138214,
0.14153090119361877,
-0.03867558389902115,
0.04871327057480812,
-0.05641183629631996,
0.02903587743639946,
0.036798566579818726,
-0.0749465823173523,
-0.10082869976758957,
0.056417837738990784,
0.03554143011569977,
-0.0462859645485878,
0.006209800019860268,
-0.03712962567806244,
-0.07919062674045563,
-0.05414903536438942,
-0.0035365985240787268,
-0.0037745628505945206,
-0.011561524122953415,
0.0861019566655159,
-5.151835580363695e-8,
0.06990996748209,
-0.06778723001480103,
-0.12091867625713348,
0.017922816798090935,
-0.0173068605363369,
0.08810240030288696,
-0.02574528194963932,
-0.04341794177889824,
0.05281107500195503,
-0.026888158172369003,
0.03458675742149353,
0.006219507195055485,
-0.018006298691034317,
-0.029701296240091324,
0.028265099972486496,
-0.031988225877285004,
-0.045395560562610626,
0.019715309143066406,
-0.05197868123650551,
0.013580961152911186,
-0.017776135355234146,
0.055771537125110626,
0.027822135016322136,
-0.034266941249370575,
0.0047159986570477486,
0.05155114084482193,
0.0069585866294801235,
0.04121701046824455,
-0.006170041859149933,
-0.07850401848554611,
0.015310426242649555,
0.007687888573855162,
0.00503030838444829,
0.015835803002119064,
-0.040765758603811264,
0.08242861181497574,
-0.0877421498298645,
-0.021667834371328354,
-0.0365198478102684,
0.07539074867963791,
-0.09723123908042908,
-0.006085274275392294,
-0.02319454587996006,
0.014495073817670345,
-0.03892914950847626,
0.013130998238921165,
-0.09350787103176117,
0.023035911843180656,
-0.01979113556444645,
0.04196983575820923,
-0.0359225794672966,
0.03011813759803772,
-0.06545449048280716,
-0.06046689301729202,
-0.0821504145860672,
-0.014520804397761822,
-0.09601017832756042,
-0.010385381057858467,
-0.022456534206867218,
0.013291765935719013,
0.10293209552764893,
-0.0820656344294548,
-0.08243955671787262,
-0.05913826823234558
] |
1402.3225
|
Mohammad Hassan Lotfi
|
Mohammad Hassan Lotfi, George Kesidis, Saswati Sarkar
|
Market-Based Power Allocation for a Differentially Priced FDMA System
|
5 Pages, 2 Figures, Conference Publication
| null | null | null |
cs.IT cs.GT cs.NI math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we study the problem of differential pricing and QoS
assignment by a broadband data provider. In our model, the broadband data
provider decides on the power allocated to an end-user not only based on
parameters of the transmission medium, but also based on the price the user is
willing to pay. In addition, end-users bid the price that they are willing to
pay to the BTS based on their channel condition, the throughput they require,
and their belief about other users' parameters. We will characterize the
optimum power allocation by the BTS which turns out to be a modification of the
solution to the well-known water-filling problem. We also characterize the
optimum bidding strategy of end-users using the belief of each user about the
cell condition.
|
[
{
"created": "Thu, 13 Feb 2014 17:16:23 GMT",
"version": "v1"
},
{
"created": "Mon, 28 Apr 2014 17:09:58 GMT",
"version": "v2"
},
{
"created": "Tue, 30 Sep 2014 20:47:26 GMT",
"version": "v3"
}
] |
2014-10-02
|
[
[
"Lotfi",
"Mohammad Hassan",
""
],
[
"Kesidis",
"George",
""
],
[
"Sarkar",
"Saswati",
""
]
] |
[
-0.06193165481090546,
0.0748089998960495,
0.012176097370684147,
-0.03372242674231529,
-0.11675021052360535,
-0.04898569732904434,
0.09379513561725616,
0.059612080454826355,
0.03917380049824715,
0.07421017438173294,
-0.11022189259529114,
0.017900578677654266,
0.09557054936885834,
0.049449823796749115,
0.008800365030765533,
0.009454078041017056,
0.002872934564948082,
-0.020711304619908333,
-0.03619929403066635,
-0.006224766839295626,
0.0173465795814991,
-0.027601774781942368,
-0.044385842978954315,
-0.037271104753017426,
0.044038914144039154,
-0.06544140726327896,
0.09605053812265396,
0.0005279178731143475,
0.051298607140779495,
-0.006540729198604822,
-0.05480017885565758,
-0.028498118743300438,
0.034294504672288895,
-0.04477068781852722,
-0.0006396169774234295,
-0.07025416940450668,
-0.1307697743177414,
-0.07685668021440506,
-0.04689287394285202,
0.06226104870438576,
0.0036181332543492317,
-0.05266367271542549,
-0.09151764214038849,
0.10268327593803406,
0.009229205548763275,
0.030614346265792847,
0.009120505303144455,
0.1356453150510788,
0.02400023676455021,
-0.04410015419125557,
0.08150328695774078,
0.0024095920380204916,
-0.02384825237095356,
0.04262203723192215,
-0.09339205175638199,
-0.05091037601232529,
0.023735351860523224,
0.006387132219970226,
0.07929085940122604,
0.09804722666740417,
-0.05647110193967819,
-0.01844804920256138,
-0.04953784495592117,
0.07811817526817322,
0.05489060655236244,
0.0058889323845505714,
-0.027020586654543877,
0.09396520256996155,
-0.11024058610200882,
0.027871528640389442,
0.010157374665141106,
0.009509745053946972,
-0.01390906423330307,
-0.01877686008810997,
0.019322166219353676,
-0.07061635702848434,
0.04964224249124527,
0.026775427162647247,
-0.016806434839963913,
0.04145236685872078,
0.011673752218484879,
-0.07046925276517868,
-0.05058939754962921,
-0.02003951370716095,
0.041494905948638916,
-0.038225963711738586,
-0.01616036146879196,
-0.033900823444128036,
0.0368582159280777,
-0.10010721534490585,
-0.02609778568148613,
0.10020916163921356,
-0.015732157975435257,
0.03379254788160324,
0.03745894506573677,
0.05670754238963127,
0.009634604677557945,
-0.0766177698969841,
0.009797392413020134,
0.019044533371925354,
-0.0685562863945961,
0.00041696534026414156,
0.008407451212406158,
0.01148651447147131,
0.10224243253469467,
-0.05807458236813545,
-0.03411468118429184,
0.04627462476491928,
0.05518314242362976,
-0.02502593584358692,
-0.040262989699840546,
-0.03589118272066116,
-0.02269858494400978,
-0.005767985712736845,
-0.05687998607754707,
0.026371266692876816,
0.028550680726766586,
0.03941033035516739,
-0.03749839961528778,
-0.04027746617794037,
-0.052255503833293915,
-0.06627169251441956,
-0.03160180151462555,
-0.04316793009638786,
0.016423135995864868,
0.022348714992403984,
0.02463318407535553,
-1.291638151800322e-33,
-0.08226494491100311,
-0.04006465896964073,
-0.014951171353459358,
-0.07534340769052505,
0.025142071768641472,
0.018091833218932152,
0.005040720105171204,
0.022961236536502838,
-0.03550967201590538,
0.020183710381388664,
-0.015792042016983032,
0.019231494516134262,
-0.034869447350502014,
0.0341191366314888,
0.07348731905221939,
-0.05897612124681473,
-0.021324902772903442,
0.00003427570845815353,
0.04160754010081291,
-0.007947730831801891,
-0.013190257363021374,
-0.014519501477479935,
-0.015080424956977367,
-0.039111729711294174,
0.012909794226288795,
-0.025058340281248093,
0.017396872863173485,
-0.010543465614318848,
0.1170213371515274,
0.000898524303920567,
-0.010667577385902405,
-0.030186261981725693,
0.02522820234298706,
-0.00683250930160284,
-0.04002465307712555,
0.057088106870651245,
0.0030161659233272076,
-0.0008819333161227405,
0.0009028236963786185,
0.016100268810987473,
-0.005954217631369829,
0.013747494667768478,
-0.02348361164331436,
-0.03976460546255112,
-0.12072091549634933,
-0.05683821812272072,
0.053330350667238235,
-0.06001723185181618,
-0.060506757348775864,
0.021472236141562462,
-0.016627119854092598,
0.03779083490371704,
-0.06803825497627258,
0.032453201711177826,
0.03312579169869423,
-0.07046929746866226,
-0.020098524168133736,
0.012581889517605305,
0.0017227084608748555,
0.053866781294345856,
-0.03085527941584587,
-0.03446850925683975,
0.016420748084783554,
-0.01184193417429924,
-0.05915672704577446,
-0.019794201478362083,
0.02599821425974369,
-0.07277899980545044,
0.013040798716247082,
-0.028419742360711098,
-0.01818430982530117,
0.0019950263667851686,
0.04201959818601608,
-0.027823569253087044,
-0.056348174810409546,
0.04192519187927246,
0.022357171401381493,
0.07593201845884323,
-0.0061773876659572124,
-0.015009783208370209,
0.008627955801784992,
-0.026322098448872566,
0.07503023743629456,
0.04099569842219353,
0.047281235456466675,
-0.019702153280377388,
0.009797271341085434,
-0.03841576352715492,
-0.0789627954363823,
0.03542843088507652,
-0.03469568118453026,
0.07060718536376953,
-0.01955227367579937,
0.03815135359764099,
0.10215383023023605,
6.297337902827263e-35,
-0.059455446898937225,
0.09735606610774994,
-0.0029274350963532925,
0.033498018980026245,
0.04289330169558525,
0.0004251731443218887,
0.021358972415328026,
-0.08323774486780167,
0.08231703191995621,
0.04686252027750015,
-0.07817087322473526,
0.1038425862789154,
-0.02093345858156681,
-0.0506899431347847,
-0.05039060115814209,
-0.012711647897958755,
-0.04043913632631302,
-0.046077750623226166,
0.015737781301140785,
0.017711322754621506,
-0.08985897153615952,
0.07098063826560974,
-0.03509408235549927,
-0.011216594837605953,
0.05479210242629051,
0.029976872727274895,
-0.039609722793102264,
0.04280062019824982,
-0.01704840175807476,
0.009688504971563816,
-0.1083318367600441,
-0.13465817272663116,
-0.04113096743822098,
-0.09672776609659195,
-0.005528783891350031,
0.05256274342536926,
0.02728116884827614,
0.1978473961353302,
0.039818957448005676,
0.15113352239131927,
0.02651863731443882,
-0.06030450016260147,
0.04613417014479637,
-0.02860615961253643,
0.016128914430737495,
-0.06879575550556183,
-0.0009913818212226033,
-0.06395991891622543,
-0.041988540440797806,
-0.026935163885354996,
0.041995398700237274,
0.04885236173868179,
0.05352553352713585,
0.08303502202033997,
-0.06046384572982788,
-0.010567392222583294,
-0.024052327498793602,
0.09487178921699524,
0.043897099792957306,
0.018250416964292526,
0.08789616078138351,
0.021087147295475006,
0.027876965701580048,
0.048382923007011414,
-0.046759504824876785,
0.027005011215806007,
0.01277837622910738,
-0.055649012327194214,
-0.006582539528608322,
-0.017076393589377403,
-0.03741276636719704,
-0.05006442964076996,
0.04500604793429375,
-0.007458674721419811,
0.02948918007314205,
0.012757387943565845,
-0.08208485692739487,
0.03524310141801834,
0.02010340988636017,
0.028108123689889908,
-0.0001679398847045377,
0.19180898368358612,
-0.04255642741918564,
-0.01565902680158615,
-0.058407414704561234,
-0.10390035063028336,
0.1141456589102745,
-0.021974962204694748,
-0.0309495497494936,
-0.014938835985958576,
-0.046120453625917435,
-0.000856771832332015,
-0.06371649354696274,
0.012770297937095165,
-0.08789457380771637,
-4.4365375373445204e-8,
-0.01051564421504736,
-0.0715312510728836,
0.06064898520708084,
0.002948174951598048,
0.06742896139621735,
-0.05028301849961281,
0.055547405034303665,
0.01112701278179884,
-0.004959268495440483,
0.012993961572647095,
0.07898984104394913,
0.05521877855062485,
0.009926123544573784,
0.036451369524002075,
-0.0565185472369194,
0.05154196172952652,
-0.015774328261613846,
-0.03516682609915733,
-0.034783922135829926,
-0.012047740630805492,
0.028047259896993637,
0.08399001508951187,
-0.016650132834911346,
0.029931139200925827,
0.09018564969301224,
0.08234778791666031,
0.009772027842700481,
-0.027470212429761887,
0.021432144567370415,
0.03387269377708435,
0.0062342179007828236,
0.006612346041947603,
0.01743394136428833,
0.02435862459242344,
-0.00047443583025597036,
0.036789290606975555,
-0.0686216726899147,
-0.006640466395765543,
-0.050903186202049255,
0.018051359802484512,
0.029149292036890984,
0.0326005294919014,
-0.012896165251731873,
0.014535740949213505,
0.07643435895442963,
-0.0119631914421916,
-0.04324719309806824,
0.057753026485443115,
0.03300430625677109,
-0.006602983921766281,
0.040926434099674225,
0.012159588746726513,
-0.017872042953968048,
-0.04117867723107338,
0.06546711921691895,
-0.10452676564455032,
0.004537587985396385,
0.010616742074489594,
-0.02410000190138817,
0.03139251098036766,
-0.021098840981721878,
0.04052535071969032,
-0.0322614386677742,
0.037244413048028946
] | null | null | null | null | null | null | null |
[
-0.06193165481090546,
0.0748089998960495,
0.012176097370684147,
-0.03372242674231529,
-0.11675021052360535,
-0.04898569732904434,
0.09379513561725616,
0.059612080454826355,
0.03917380049824715,
0.07421017438173294,
-0.11022189259529114,
0.017900578677654266,
0.09557054936885834,
0.049449823796749115,
0.008800365030765533,
0.009454078041017056,
0.002872934564948082,
-0.020711304619908333,
-0.03619929403066635,
-0.006224766839295626,
0.0173465795814991,
-0.027601774781942368,
-0.044385842978954315,
-0.037271104753017426,
0.044038914144039154,
-0.06544140726327896,
0.09605053812265396,
0.0005279178731143475,
0.051298607140779495,
-0.006540729198604822,
-0.05480017885565758,
-0.028498118743300438,
0.034294504672288895,
-0.04477068781852722,
-0.0006396169774234295,
-0.07025416940450668,
-0.1307697743177414,
-0.07685668021440506,
-0.04689287394285202,
0.06226104870438576,
0.0036181332543492317,
-0.05266367271542549,
-0.09151764214038849,
0.10268327593803406,
0.009229205548763275,
0.030614346265792847,
0.009120505303144455,
0.1356453150510788,
0.02400023676455021,
-0.04410015419125557,
0.08150328695774078,
0.0024095920380204916,
-0.02384825237095356,
0.04262203723192215,
-0.09339205175638199,
-0.05091037601232529,
0.023735351860523224,
0.006387132219970226,
0.07929085940122604,
0.09804722666740417,
-0.05647110193967819,
-0.01844804920256138,
-0.04953784495592117,
0.07811817526817322,
0.05489060655236244,
0.0058889323845505714,
-0.027020586654543877,
0.09396520256996155,
-0.11024058610200882,
0.027871528640389442,
0.010157374665141106,
0.009509745053946972,
-0.01390906423330307,
-0.01877686008810997,
0.019322166219353676,
-0.07061635702848434,
0.04964224249124527,
0.026775427162647247,
-0.016806434839963913,
0.04145236685872078,
0.011673752218484879,
-0.07046925276517868,
-0.05058939754962921,
-0.02003951370716095,
0.041494905948638916,
-0.038225963711738586,
-0.01616036146879196,
-0.033900823444128036,
0.0368582159280777,
-0.10010721534490585,
-0.02609778568148613,
0.10020916163921356,
-0.015732157975435257,
0.03379254788160324,
0.03745894506573677,
0.05670754238963127,
0.009634604677557945,
-0.0766177698969841,
0.009797392413020134,
0.019044533371925354,
-0.0685562863945961,
0.00041696534026414156,
0.008407451212406158,
0.01148651447147131,
0.10224243253469467,
-0.05807458236813545,
-0.03411468118429184,
0.04627462476491928,
0.05518314242362976,
-0.02502593584358692,
-0.040262989699840546,
-0.03589118272066116,
-0.02269858494400978,
-0.005767985712736845,
-0.05687998607754707,
0.026371266692876816,
0.028550680726766586,
0.03941033035516739,
-0.03749839961528778,
-0.04027746617794037,
-0.052255503833293915,
-0.06627169251441956,
-0.03160180151462555,
-0.04316793009638786,
0.016423135995864868,
0.022348714992403984,
0.02463318407535553,
-1.291638151800322e-33,
-0.08226494491100311,
-0.04006465896964073,
-0.014951171353459358,
-0.07534340769052505,
0.025142071768641472,
0.018091833218932152,
0.005040720105171204,
0.022961236536502838,
-0.03550967201590538,
0.020183710381388664,
-0.015792042016983032,
0.019231494516134262,
-0.034869447350502014,
0.0341191366314888,
0.07348731905221939,
-0.05897612124681473,
-0.021324902772903442,
0.00003427570845815353,
0.04160754010081291,
-0.007947730831801891,
-0.013190257363021374,
-0.014519501477479935,
-0.015080424956977367,
-0.039111729711294174,
0.012909794226288795,
-0.025058340281248093,
0.017396872863173485,
-0.010543465614318848,
0.1170213371515274,
0.000898524303920567,
-0.010667577385902405,
-0.030186261981725693,
0.02522820234298706,
-0.00683250930160284,
-0.04002465307712555,
0.057088106870651245,
0.0030161659233272076,
-0.0008819333161227405,
0.0009028236963786185,
0.016100268810987473,
-0.005954217631369829,
0.013747494667768478,
-0.02348361164331436,
-0.03976460546255112,
-0.12072091549634933,
-0.05683821812272072,
0.053330350667238235,
-0.06001723185181618,
-0.060506757348775864,
0.021472236141562462,
-0.016627119854092598,
0.03779083490371704,
-0.06803825497627258,
0.032453201711177826,
0.03312579169869423,
-0.07046929746866226,
-0.020098524168133736,
0.012581889517605305,
0.0017227084608748555,
0.053866781294345856,
-0.03085527941584587,
-0.03446850925683975,
0.016420748084783554,
-0.01184193417429924,
-0.05915672704577446,
-0.019794201478362083,
0.02599821425974369,
-0.07277899980545044,
0.013040798716247082,
-0.028419742360711098,
-0.01818430982530117,
0.0019950263667851686,
0.04201959818601608,
-0.027823569253087044,
-0.056348174810409546,
0.04192519187927246,
0.022357171401381493,
0.07593201845884323,
-0.0061773876659572124,
-0.015009783208370209,
0.008627955801784992,
-0.026322098448872566,
0.07503023743629456,
0.04099569842219353,
0.047281235456466675,
-0.019702153280377388,
0.009797271341085434,
-0.03841576352715492,
-0.0789627954363823,
0.03542843088507652,
-0.03469568118453026,
0.07060718536376953,
-0.01955227367579937,
0.03815135359764099,
0.10215383023023605,
6.297337902827263e-35,
-0.059455446898937225,
0.09735606610774994,
-0.0029274350963532925,
0.033498018980026245,
0.04289330169558525,
0.0004251731443218887,
0.021358972415328026,
-0.08323774486780167,
0.08231703191995621,
0.04686252027750015,
-0.07817087322473526,
0.1038425862789154,
-0.02093345858156681,
-0.0506899431347847,
-0.05039060115814209,
-0.012711647897958755,
-0.04043913632631302,
-0.046077750623226166,
0.015737781301140785,
0.017711322754621506,
-0.08985897153615952,
0.07098063826560974,
-0.03509408235549927,
-0.011216594837605953,
0.05479210242629051,
0.029976872727274895,
-0.039609722793102264,
0.04280062019824982,
-0.01704840175807476,
0.009688504971563816,
-0.1083318367600441,
-0.13465817272663116,
-0.04113096743822098,
-0.09672776609659195,
-0.005528783891350031,
0.05256274342536926,
0.02728116884827614,
0.1978473961353302,
0.039818957448005676,
0.15113352239131927,
0.02651863731443882,
-0.06030450016260147,
0.04613417014479637,
-0.02860615961253643,
0.016128914430737495,
-0.06879575550556183,
-0.0009913818212226033,
-0.06395991891622543,
-0.041988540440797806,
-0.026935163885354996,
0.041995398700237274,
0.04885236173868179,
0.05352553352713585,
0.08303502202033997,
-0.06046384572982788,
-0.010567392222583294,
-0.024052327498793602,
0.09487178921699524,
0.043897099792957306,
0.018250416964292526,
0.08789616078138351,
0.021087147295475006,
0.027876965701580048,
0.048382923007011414,
-0.046759504824876785,
0.027005011215806007,
0.01277837622910738,
-0.055649012327194214,
-0.006582539528608322,
-0.017076393589377403,
-0.03741276636719704,
-0.05006442964076996,
0.04500604793429375,
-0.007458674721419811,
0.02948918007314205,
0.012757387943565845,
-0.08208485692739487,
0.03524310141801834,
0.02010340988636017,
0.028108123689889908,
-0.0001679398847045377,
0.19180898368358612,
-0.04255642741918564,
-0.01565902680158615,
-0.058407414704561234,
-0.10390035063028336,
0.1141456589102745,
-0.021974962204694748,
-0.0309495497494936,
-0.014938835985958576,
-0.046120453625917435,
-0.000856771832332015,
-0.06371649354696274,
0.012770297937095165,
-0.08789457380771637,
-4.4365375373445204e-8,
-0.01051564421504736,
-0.0715312510728836,
0.06064898520708084,
0.002948174951598048,
0.06742896139621735,
-0.05028301849961281,
0.055547405034303665,
0.01112701278179884,
-0.004959268495440483,
0.012993961572647095,
0.07898984104394913,
0.05521877855062485,
0.009926123544573784,
0.036451369524002075,
-0.0565185472369194,
0.05154196172952652,
-0.015774328261613846,
-0.03516682609915733,
-0.034783922135829926,
-0.012047740630805492,
0.028047259896993637,
0.08399001508951187,
-0.016650132834911346,
0.029931139200925827,
0.09018564969301224,
0.08234778791666031,
0.009772027842700481,
-0.027470212429761887,
0.021432144567370415,
0.03387269377708435,
0.0062342179007828236,
0.006612346041947603,
0.01743394136428833,
0.02435862459242344,
-0.00047443583025597036,
0.036789290606975555,
-0.0686216726899147,
-0.006640466395765543,
-0.050903186202049255,
0.018051359802484512,
0.029149292036890984,
0.0326005294919014,
-0.012896165251731873,
0.014535740949213505,
0.07643435895442963,
-0.0119631914421916,
-0.04324719309806824,
0.057753026485443115,
0.03300430625677109,
-0.006602983921766281,
0.040926434099674225,
0.012159588746726513,
-0.017872042953968048,
-0.04117867723107338,
0.06546711921691895,
-0.10452676564455032,
0.004537587985396385,
0.010616742074489594,
-0.02410000190138817,
0.03139251098036766,
-0.021098840981721878,
0.04052535071969032,
-0.0322614386677742,
0.037244413048028946
] |
1402.3226
|
Anderson M Amaral MSc.
|
Anderson M. Amaral, Edilson L. Falc\~ao-Filho, Cid B. de Ara\'ujo
|
Distinguishing orbital angular momenta and topological charge in optical
vortex beams
| null | null | null | null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this work we discuss how the classical orbital angular momentum (OAM) and
topological charge (TC) of optical beams with arbitrary spatial phase profiles
are related to the local winding density. An analysis for optical vortices (OV)
with non-cylindrical symmetry is presented and it is experimentally shown for
the first time that OAM and TC may have different values. The new approach also
provides a systematic way to determine the uncertainties in measurements of TC
and OAM of arbitrary OV.
|
[
{
"created": "Thu, 13 Feb 2014 17:21:39 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Amaral",
"Anderson M.",
""
],
[
"Falcão-Filho",
"Edilson L.",
""
],
[
"de Araújo",
"Cid B.",
""
]
] |
[
-0.038497477769851685,
0.023367585614323616,
-0.06351189315319061,
-0.033589936792850494,
-0.07904530316591263,
-0.029141945764422417,
0.028279082849621773,
-0.025402415543794632,
0.09705624729394913,
-0.06136522814631462,
0.05113779753446579,
0.023755373433232307,
-0.04879036173224449,
-0.07677879184484482,
0.007187472656369209,
-0.04797889292240143,
-0.02202136628329754,
-0.016035253182053566,
0.05724380165338516,
0.0586186945438385,
0.02048477903008461,
-0.02704424411058426,
-0.0026922430843114853,
-0.047807563096284866,
0.06723449379205704,
0.07668105512857437,
0.08710458874702454,
-0.00043582665966823697,
0.03508566692471504,
-0.04694516956806183,
0.06644933670759201,
0.06327223032712936,
-0.08934449404478073,
-0.04680036008358002,
0.03850049152970314,
-0.03808176890015602,
0.016638174653053284,
-0.0523017980158329,
-0.023744769394397736,
-0.01651010662317276,
0.1287609040737152,
0.053330570459365845,
0.06536805629730225,
-0.019229715690016747,
-0.018603811040520668,
0.08717004209756851,
0.07714200764894485,
-0.08081325143575668,
-0.07884223014116287,
-0.011286111548542976,
0.01379377394914627,
-0.017616216093301773,
-0.04723168909549713,
-0.041598327457904816,
-0.005149984732270241,
0.11542341858148575,
0.0658797025680542,
0.054183851927518845,
0.006015599239617586,
-0.0838203951716423,
0.03891553729772568,
0.01699376292526722,
-0.06162356585264206,
0.04039430245757103,
-0.019030099734663963,
-0.030137475579977036,
-0.012293942272663116,
0.06407218426465988,
0.022843915969133377,
-0.04432128369808197,
-0.03239663690328598,
0.10472531616687775,
-0.006549915298819542,
-0.02636890858411789,
0.0148806506767869,
0.06954312324523926,
0.006013792008161545,
-0.052904434502124786,
-0.002029064344242215,
-0.03207949548959732,
0.00036678090691566467,
-0.055472481995821,
-0.08857239782810211,
0.08237504214048386,
0.03951611369848251,
0.04087759926915169,
-0.08740487694740295,
-0.009623689576983452,
-0.07664109766483307,
-0.04510651156306267,
0.013741835951805115,
-0.04622069373726845,
-0.05569905787706375,
-0.13573046028614044,
0.07893089205026627,
0.01136819925159216,
0.0022958724293857813,
-0.0745142325758934,
0.010318099521100521,
-0.015165944583714008,
0.04056863859295845,
-0.045689549297094345,
0.02506370283663273,
0.04287530481815338,
-0.0843573734164238,
0.10159263759851456,
0.08548834919929504,
0.03741789236664772,
-0.03354353457689285,
0.015507939271628857,
0.01807544380426407,
-0.015355410985648632,
0.009437241591513157,
-0.11772005259990692,
0.0057798391208052635,
0.04892498999834061,
-0.057741377502679825,
0.05318252742290497,
0.013001654297113419,
0.027973603457212448,
-0.06257449835538864,
-0.002075501950457692,
-0.003773747244849801,
0.007959256879985332,
-0.010549377650022507,
0.02913823537528515,
0.006591929588466883,
-5.342182736021291e-36,
0.02132180891931057,
0.05414805933833122,
0.004923255182802677,
-0.08251020312309265,
-0.08222894370555878,
0.05761824920773506,
0.11191295087337494,
0.03522989898920059,
0.029948800802230835,
-0.006931887473911047,
0.01978905126452446,
0.024716438725590706,
0.012809976935386658,
-0.08665792644023895,
0.05031847208738327,
-0.0184149332344532,
0.04537305235862732,
0.0159902423620224,
-0.0173324104398489,
0.07970236241817474,
0.059492986649274826,
0.04531196132302284,
-0.05885760113596916,
0.013164062984287739,
-0.09565828740596771,
-0.00018138087762054056,
0.05163470283150673,
0.003411359852179885,
-0.11470814794301987,
0.01802443526685238,
0.06863315403461456,
0.10004659742116928,
0.003931179642677307,
0.0807763859629631,
0.061821598559617996,
-0.0040350500494241714,
-0.020387040451169014,
0.005333284381777048,
-0.028294751420617104,
-0.058416906744241714,
0.010328236036002636,
-0.013471960090100765,
-0.0331060029566288,
0.10108299553394318,
-0.012335476465523243,
0.009529613889753819,
0.012828228995203972,
-0.055192939937114716,
0.10548564046621323,
0.004692504648119211,
0.009266860783100128,
-0.03829892352223396,
-0.052351392805576324,
0.0391886867582798,
0.10283166915178299,
-0.04585425183176994,
-0.10465098172426224,
0.0013078699121251702,
-0.0011661348398774862,
-0.0970335528254509,
0.07564675807952881,
-0.06184203177690506,
0.00007244326843647286,
-0.09234178811311722,
-0.05583103746175766,
-0.029367951676249504,
-0.02658090367913246,
-0.07850876450538635,
0.004476091358810663,
0.013315573334693909,
0.0036058255936950445,
0.05982121825218201,
-0.05365884676575661,
-0.03094400279223919,
0.03203648328781128,
0.10161473602056503,
0.032372619956731796,
0.11529279500246048,
0.0384458526968956,
0.04592755809426308,
0.02714664675295353,
-0.054167333990335464,
-0.023046478629112244,
-0.003839888609945774,
0.04045361280441284,
0.068214550614357,
0.007818859070539474,
0.016988543793559074,
-0.08228714764118195,
0.004948563873767853,
0.08379598706960678,
-0.03277619928121567,
-0.023715443909168243,
0.025257520377635956,
-0.06605874747037888,
-1.985443937672422e-33,
-0.03783067315816879,
-0.006689912173897028,
-0.009610127657651901,
0.0059620533138513565,
-0.019212493672966957,
0.037020232528448105,
0.021706340834498405,
0.005198095925152302,
-0.05431447550654411,
-0.024698525667190552,
-0.002779297763481736,
0.09348127990961075,
0.007500622887164354,
-0.0345708504319191,
0.05959269404411316,
-0.034597840160131454,
0.004656355828046799,
-0.05128360539674759,
0.05271124839782715,
0.0338827520608902,
0.06642379611730576,
-0.028940744698047638,
0.043568987399339676,
-0.020347462967038155,
-0.012226639315485954,
0.03342106193304062,
-0.002361211460083723,
-0.10900989919900894,
0.0033774208277463913,
0.11001653224229813,
0.0412166565656662,
0.014163066633045673,
-0.05346008762717247,
0.06585615128278732,
-0.1132478341460228,
0.03858741745352745,
0.028125228360295296,
-0.029167061671614647,
-0.05007651448249817,
-0.03642968088388443,
-0.10129815340042114,
-0.015439027920365334,
0.07466109097003937,
-0.02288304641842842,
-0.020228061825037003,
-0.04696618765592575,
0.031516943126916885,
-0.007008368149399757,
-0.07829923927783966,
-0.009358333423733711,
-0.09050877392292023,
0.04906671866774559,
0.012561949901282787,
0.019963037222623825,
0.009318236261606216,
0.024986380711197853,
-0.01333575788885355,
-0.037897028028964996,
0.04182920977473259,
-0.004929178394377232,
-0.011364688165485859,
-0.015213795006275177,
0.045939862728118896,
0.00812448188662529,
-0.05251317843794823,
0.050385672599077225,
0.044084884226322174,
0.01762082800269127,
-0.04853364825248718,
0.09518231451511383,
-0.059191860258579254,
-0.011799469590187073,
-0.02199697680771351,
-0.02493671141564846,
0.034615978598594666,
0.004229277838021517,
0.10564372688531876,
-0.03414090350270271,
0.02580942027270794,
0.04111987724900246,
0.0155776496976614,
0.03772559389472008,
-0.02491186000406742,
-0.04503246396780014,
-0.007053620647639036,
-0.02330009639263153,
-0.08232185244560242,
0.0025899752508848906,
0.0006551981205120683,
0.051890384405851364,
-0.007981260307133198,
-0.011405082419514656,
-0.00948336347937584,
-0.07291314005851746,
0.07646366208791733,
-4.2361431695780993e-8,
-0.03483382612466812,
-0.04655469208955765,
0.046871159225702286,
0.020371899008750916,
-0.01034292671829462,
-0.0448446199297905,
-0.06302685290575027,
-0.0002019171806750819,
0.02066984958946705,
0.005783949978649616,
0.06701021641492844,
-0.0720842033624649,
-0.011503729969263077,
-0.08142901211977005,
0.015623368322849274,
0.026197997853159904,
0.015301097184419632,
-0.031884126365184784,
0.0007415240397676826,
0.04426049813628197,
0.005507633090019226,
0.023898174986243248,
-0.013400171883404255,
-0.02496912144124508,
-0.010951783508062363,
0.028657445684075356,
-0.03527897968888283,
-0.06805881857872009,
0.017447199672460556,
0.03281892463564873,
-0.006895714905112982,
-0.011165065690875053,
0.037541043013334274,
-0.03982244059443474,
-0.12670353055000305,
0.008647637441754341,
-0.020810145884752274,
0.005641404073685408,
-0.04531122371554375,
-0.03257807716727257,
-0.005840518977493048,
0.051652684807777405,
0.06573022902011871,
0.03577592223882675,
0.049140725284814835,
0.15838828682899475,
0.10681605339050293,
-0.003670685924589634,
-0.07504902780056,
-0.013117342256009579,
-0.11869743466377258,
0.06636106967926025,
-0.06678261607885361,
0.017969388514757156,
-0.08773431926965714,
0.01109619066119194,
0.03961434215307236,
-0.06567995250225067,
-0.020160211250185966,
-0.05731240287423134,
0.003347589634358883,
0.023154938593506813,
-0.04610922932624817,
-0.005764571484178305
] | null | null | null | null | null | null | null |
[
-0.038497477769851685,
0.023367585614323616,
-0.06351189315319061,
-0.033589936792850494,
-0.07904530316591263,
-0.029141945764422417,
0.028279082849621773,
-0.025402415543794632,
0.09705624729394913,
-0.06136522814631462,
0.05113779753446579,
0.023755373433232307,
-0.04879036173224449,
-0.07677879184484482,
0.007187472656369209,
-0.04797889292240143,
-0.02202136628329754,
-0.016035253182053566,
0.05724380165338516,
0.0586186945438385,
0.02048477903008461,
-0.02704424411058426,
-0.0026922430843114853,
-0.047807563096284866,
0.06723449379205704,
0.07668105512857437,
0.08710458874702454,
-0.00043582665966823697,
0.03508566692471504,
-0.04694516956806183,
0.06644933670759201,
0.06327223032712936,
-0.08934449404478073,
-0.04680036008358002,
0.03850049152970314,
-0.03808176890015602,
0.016638174653053284,
-0.0523017980158329,
-0.023744769394397736,
-0.01651010662317276,
0.1287609040737152,
0.053330570459365845,
0.06536805629730225,
-0.019229715690016747,
-0.018603811040520668,
0.08717004209756851,
0.07714200764894485,
-0.08081325143575668,
-0.07884223014116287,
-0.011286111548542976,
0.01379377394914627,
-0.017616216093301773,
-0.04723168909549713,
-0.041598327457904816,
-0.005149984732270241,
0.11542341858148575,
0.0658797025680542,
0.054183851927518845,
0.006015599239617586,
-0.0838203951716423,
0.03891553729772568,
0.01699376292526722,
-0.06162356585264206,
0.04039430245757103,
-0.019030099734663963,
-0.030137475579977036,
-0.012293942272663116,
0.06407218426465988,
0.022843915969133377,
-0.04432128369808197,
-0.03239663690328598,
0.10472531616687775,
-0.006549915298819542,
-0.02636890858411789,
0.0148806506767869,
0.06954312324523926,
0.006013792008161545,
-0.052904434502124786,
-0.002029064344242215,
-0.03207949548959732,
0.00036678090691566467,
-0.055472481995821,
-0.08857239782810211,
0.08237504214048386,
0.03951611369848251,
0.04087759926915169,
-0.08740487694740295,
-0.009623689576983452,
-0.07664109766483307,
-0.04510651156306267,
0.013741835951805115,
-0.04622069373726845,
-0.05569905787706375,
-0.13573046028614044,
0.07893089205026627,
0.01136819925159216,
0.0022958724293857813,
-0.0745142325758934,
0.010318099521100521,
-0.015165944583714008,
0.04056863859295845,
-0.045689549297094345,
0.02506370283663273,
0.04287530481815338,
-0.0843573734164238,
0.10159263759851456,
0.08548834919929504,
0.03741789236664772,
-0.03354353457689285,
0.015507939271628857,
0.01807544380426407,
-0.015355410985648632,
0.009437241591513157,
-0.11772005259990692,
0.0057798391208052635,
0.04892498999834061,
-0.057741377502679825,
0.05318252742290497,
0.013001654297113419,
0.027973603457212448,
-0.06257449835538864,
-0.002075501950457692,
-0.003773747244849801,
0.007959256879985332,
-0.010549377650022507,
0.02913823537528515,
0.006591929588466883,
-5.342182736021291e-36,
0.02132180891931057,
0.05414805933833122,
0.004923255182802677,
-0.08251020312309265,
-0.08222894370555878,
0.05761824920773506,
0.11191295087337494,
0.03522989898920059,
0.029948800802230835,
-0.006931887473911047,
0.01978905126452446,
0.024716438725590706,
0.012809976935386658,
-0.08665792644023895,
0.05031847208738327,
-0.0184149332344532,
0.04537305235862732,
0.0159902423620224,
-0.0173324104398489,
0.07970236241817474,
0.059492986649274826,
0.04531196132302284,
-0.05885760113596916,
0.013164062984287739,
-0.09565828740596771,
-0.00018138087762054056,
0.05163470283150673,
0.003411359852179885,
-0.11470814794301987,
0.01802443526685238,
0.06863315403461456,
0.10004659742116928,
0.003931179642677307,
0.0807763859629631,
0.061821598559617996,
-0.0040350500494241714,
-0.020387040451169014,
0.005333284381777048,
-0.028294751420617104,
-0.058416906744241714,
0.010328236036002636,
-0.013471960090100765,
-0.0331060029566288,
0.10108299553394318,
-0.012335476465523243,
0.009529613889753819,
0.012828228995203972,
-0.055192939937114716,
0.10548564046621323,
0.004692504648119211,
0.009266860783100128,
-0.03829892352223396,
-0.052351392805576324,
0.0391886867582798,
0.10283166915178299,
-0.04585425183176994,
-0.10465098172426224,
0.0013078699121251702,
-0.0011661348398774862,
-0.0970335528254509,
0.07564675807952881,
-0.06184203177690506,
0.00007244326843647286,
-0.09234178811311722,
-0.05583103746175766,
-0.029367951676249504,
-0.02658090367913246,
-0.07850876450538635,
0.004476091358810663,
0.013315573334693909,
0.0036058255936950445,
0.05982121825218201,
-0.05365884676575661,
-0.03094400279223919,
0.03203648328781128,
0.10161473602056503,
0.032372619956731796,
0.11529279500246048,
0.0384458526968956,
0.04592755809426308,
0.02714664675295353,
-0.054167333990335464,
-0.023046478629112244,
-0.003839888609945774,
0.04045361280441284,
0.068214550614357,
0.007818859070539474,
0.016988543793559074,
-0.08228714764118195,
0.004948563873767853,
0.08379598706960678,
-0.03277619928121567,
-0.023715443909168243,
0.025257520377635956,
-0.06605874747037888,
-1.985443937672422e-33,
-0.03783067315816879,
-0.006689912173897028,
-0.009610127657651901,
0.0059620533138513565,
-0.019212493672966957,
0.037020232528448105,
0.021706340834498405,
0.005198095925152302,
-0.05431447550654411,
-0.024698525667190552,
-0.002779297763481736,
0.09348127990961075,
0.007500622887164354,
-0.0345708504319191,
0.05959269404411316,
-0.034597840160131454,
0.004656355828046799,
-0.05128360539674759,
0.05271124839782715,
0.0338827520608902,
0.06642379611730576,
-0.028940744698047638,
0.043568987399339676,
-0.020347462967038155,
-0.012226639315485954,
0.03342106193304062,
-0.002361211460083723,
-0.10900989919900894,
0.0033774208277463913,
0.11001653224229813,
0.0412166565656662,
0.014163066633045673,
-0.05346008762717247,
0.06585615128278732,
-0.1132478341460228,
0.03858741745352745,
0.028125228360295296,
-0.029167061671614647,
-0.05007651448249817,
-0.03642968088388443,
-0.10129815340042114,
-0.015439027920365334,
0.07466109097003937,
-0.02288304641842842,
-0.020228061825037003,
-0.04696618765592575,
0.031516943126916885,
-0.007008368149399757,
-0.07829923927783966,
-0.009358333423733711,
-0.09050877392292023,
0.04906671866774559,
0.012561949901282787,
0.019963037222623825,
0.009318236261606216,
0.024986380711197853,
-0.01333575788885355,
-0.037897028028964996,
0.04182920977473259,
-0.004929178394377232,
-0.011364688165485859,
-0.015213795006275177,
0.045939862728118896,
0.00812448188662529,
-0.05251317843794823,
0.050385672599077225,
0.044084884226322174,
0.01762082800269127,
-0.04853364825248718,
0.09518231451511383,
-0.059191860258579254,
-0.011799469590187073,
-0.02199697680771351,
-0.02493671141564846,
0.034615978598594666,
0.004229277838021517,
0.10564372688531876,
-0.03414090350270271,
0.02580942027270794,
0.04111987724900246,
0.0155776496976614,
0.03772559389472008,
-0.02491186000406742,
-0.04503246396780014,
-0.007053620647639036,
-0.02330009639263153,
-0.08232185244560242,
0.0025899752508848906,
0.0006551981205120683,
0.051890384405851364,
-0.007981260307133198,
-0.011405082419514656,
-0.00948336347937584,
-0.07291314005851746,
0.07646366208791733,
-4.2361431695780993e-8,
-0.03483382612466812,
-0.04655469208955765,
0.046871159225702286,
0.020371899008750916,
-0.01034292671829462,
-0.0448446199297905,
-0.06302685290575027,
-0.0002019171806750819,
0.02066984958946705,
0.005783949978649616,
0.06701021641492844,
-0.0720842033624649,
-0.011503729969263077,
-0.08142901211977005,
0.015623368322849274,
0.026197997853159904,
0.015301097184419632,
-0.031884126365184784,
0.0007415240397676826,
0.04426049813628197,
0.005507633090019226,
0.023898174986243248,
-0.013400171883404255,
-0.02496912144124508,
-0.010951783508062363,
0.028657445684075356,
-0.03527897968888283,
-0.06805881857872009,
0.017447199672460556,
0.03281892463564873,
-0.006895714905112982,
-0.011165065690875053,
0.037541043013334274,
-0.03982244059443474,
-0.12670353055000305,
0.008647637441754341,
-0.020810145884752274,
0.005641404073685408,
-0.04531122371554375,
-0.03257807716727257,
-0.005840518977493048,
0.051652684807777405,
0.06573022902011871,
0.03577592223882675,
0.049140725284814835,
0.15838828682899475,
0.10681605339050293,
-0.003670685924589634,
-0.07504902780056,
-0.013117342256009579,
-0.11869743466377258,
0.06636106967926025,
-0.06678261607885361,
0.017969388514757156,
-0.08773431926965714,
0.01109619066119194,
0.03961434215307236,
-0.06567995250225067,
-0.020160211250185966,
-0.05731240287423134,
0.003347589634358883,
0.023154938593506813,
-0.04610922932624817,
-0.005764571484178305
] |
1402.3236
|
Dieter Bothe
|
Abdulaziz Ali and Dieter Bothe
|
A graph-theoretical approach for the computation of connected
iso-surfaces based on volumetric data
| null | null | null | null |
cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The existing combinatorial methods for iso-surface computation are efficient
for pure visualization purposes, but it is known that the resulting
iso-surfaces can have holes, and topological problems like missing or wrong
connectivity can appear. To avoid such problems, we introduce a
graph-theoretical method for the computation of iso-surfaces on cuboid meshes
in $\mathbb{R}^3$. The method for the generation of iso-surfaces employs
labeled cuboid graphs $G(V,E,\mathcal{F})$ such that $V$ is the set of vertices
of a cuboid $C\subset\mathbb{R}^3$, $E$ is the set of edges of $C$ and
$\mathcal{F}\,:\,V\rightarrow [0,1]$. The nodes of $G$ are weighted by the
values of $\mathcal{F}$ which represents the volumetric information, e.g.\ from
a Volume of Fluid method. Using a given iso-level $c\in (0,1)$, we first obtain
all iso-points, i.e.\ points where the value $c$ is attained by the
edge-interpolated $\mathcal{F}$-field. The iso-surface is then built from
iso-elements which are composed of triangles and are such that their polygonal
boundary has only iso-points as vertices. All vertices lie on the faces of a
single mesh cell.
We give a proof that the generated iso-surface is connected up to the
boundary of the domain and it can be decomposed into different oriented
components. Two different components may have discrete points or line segments
in common. The graph-theoretical method for the computation of iso-surfaces
developed in this paper enables to recover local information of the iso-surface
that can be used e.g.\ to compute discrete mean curvature and to solve surface
PDEs. Concerning the computational effort, the resulting algorithm is as
efficient as existing combinatorial methods.
|
[
{
"created": "Thu, 13 Feb 2014 17:58:51 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Ali",
"Abdulaziz",
""
],
[
"Bothe",
"Dieter",
""
]
] |
[
0.0034690797328948975,
-0.008764063939452171,
0.025280632078647614,
0.00732691865414381,
0.0012185912346467376,
-0.014503085985779762,
0.01074833981692791,
0.0007189721800386906,
0.05205269157886505,
-0.053023990243673325,
-0.06182774156332016,
-0.05402246490120888,
0.004234994295984507,
0.07759561389684677,
-0.017713071778416634,
-0.01675637811422348,
-0.018730970099568367,
0.04666104167699814,
-0.050891123712062836,
0.02371952496469021,
0.03829500079154968,
-0.03568042442202568,
-0.055576834827661514,
-0.04471805319190025,
0.0701974555850029,
-0.06092367321252823,
0.017496759071946144,
0.010165704414248466,
0.07990837097167969,
0.020668262615799904,
0.057070087641477585,
-0.053954578936100006,
0.02094966173171997,
0.0069886441342532635,
-0.0024175504222512245,
-0.053906459361314774,
-0.024705031886696815,
0.018225761130452156,
0.003792731324210763,
0.10909571498632431,
-0.01200117077678442,
0.05413258820772171,
0.04324416443705559,
0.0212584026157856,
0.03342122957110405,
0.005535907112061977,
-0.07146890461444855,
0.020807109773159027,
-0.01440416183322668,
-0.04680676758289337,
-0.004043977707624435,
-0.06851078569889069,
-0.03589557483792305,
-0.029766254127025604,
-0.023888923227787018,
-0.019763538613915443,
0.10574255883693695,
-0.04237563908100128,
0.02750261500477791,
-0.017548255622386932,
0.10306501388549805,
-0.04582441970705986,
-0.03722519427537918,
-0.014877313748002052,
-0.011017733253538609,
-0.02515473961830139,
0.00411316379904747,
-0.06005159020423889,
-0.0012725165579468012,
0.09488560259342194,
-0.007699343375861645,
0.048304539173841476,
-0.06323597580194473,
-0.008814113214612007,
0.03978223353624344,
0.027827803045511246,
0.0302706491202116,
0.06573961675167084,
-0.054648369550704956,
-0.024921907112002373,
0.011950939893722534,
0.076106958091259,
-0.04139398783445358,
0.04109657183289528,
-0.10959387570619583,
-0.02607540972530842,
-0.1378745585680008,
0.030347449705004692,
-0.006755028385668993,
0.04193147271871567,
-0.0458015501499176,
0.056676965206861496,
-0.13634894788265228,
-0.0173198152333498,
-0.000327696354361251,
-0.02474169060587883,
0.06430372595787048,
0.021861741319298744,
0.10659993439912796,
0.033116064965724945,
-0.01088784821331501,
-0.06781408190727234,
-0.006492629647254944,
-0.06304486095905304,
0.047652717679739,
0.055409207940101624,
0.04202062264084816,
0.01898108795285225,
-0.02906850166618824,
-0.03177519887685776,
-0.015301400795578957,
-0.03420674428343773,
-0.02009189873933792,
0.004728791769593954,
0.004846758674830198,
-0.047272078692913055,
0.05713455379009247,
-0.01001087948679924,
0.08637114614248276,
0.061260681599378586,
0.012776272371411324,
0.0139631237834692,
0.02451588399708271,
0.004832052625715733,
0.006068349350243807,
-0.03236469626426697,
0.0293901190161705,
-1.6646676923803436e-33,
0.00235543679445982,
0.0215914249420166,
0.021525956690311432,
0.029466459527611732,
0.013455134816467762,
0.10625854134559631,
0.02670825831592083,
-0.04420763999223709,
0.07632226496934891,
0.025586992502212524,
-0.16790547966957092,
0.05222908779978752,
-0.029360797256231308,
0.016959404572844505,
0.035352904349565506,
-0.022714586928486824,
0.01865927129983902,
0.0219581238925457,
-0.06798365712165833,
-0.021177267655730247,
0.09349623322486877,
-0.05718633159995079,
0.07961708307266235,
-0.035679224878549576,
-0.0157033558934927,
-0.004598838277161121,
-0.06379791349172592,
-0.050109900534152985,
-0.033865343779325485,
0.009711054153740406,
-0.034286633133888245,
0.062058836221694946,
-0.03355991467833519,
-0.013025746680796146,
-0.03895019739866257,
-0.0006539938622154295,
-0.007139113266021013,
-0.034604448825120926,
-0.10702057182788849,
-0.0414590984582901,
0.03530792519450188,
0.03236982226371765,
0.08605964481830597,
-0.07116831839084625,
0.006655516568571329,
0.08236139267683029,
-0.02987099438905716,
0.08686968684196472,
0.05329117178916931,
-0.020545145496726036,
0.004713831935077906,
0.06553849577903748,
-0.016443954780697823,
-0.0718909278512001,
0.006542325019836426,
-0.023000404238700867,
-0.02106463722884655,
-0.05483267456293106,
0.00993343349546194,
0.04472564160823822,
-0.013766494579613209,
0.05418296530842781,
0.023903140798211098,
-0.0034942065831273794,
-0.05443057045340538,
0.05685229226946831,
-0.033142466098070145,
-0.008849279023706913,
0.09204188734292984,
-0.033288247883319855,
-0.11920910328626633,
0.04759417846798897,
0.004409546032547951,
-0.06686925888061523,
-0.06106792762875557,
-0.030010847374796867,
-0.01807495579123497,
-0.08000191301107407,
0.04826798662543297,
-0.03070700541138649,
-0.12588956952095032,
0.0366373285651207,
0.02193942852318287,
-0.09900989383459091,
-0.016978809610009193,
-0.029279885813593864,
0.016928499564528465,
0.08443985879421234,
-0.015104266814887524,
-0.04303554445505142,
-0.03803184628486633,
0.01031380146741867,
-0.019780529662966728,
0.008850517682731152,
-0.0008056762162595987,
-1.2004089535879659e-33,
-0.02466338314116001,
-0.06325291097164154,
-0.00612577423453331,
-0.006253416649997234,
0.03468434885144234,
-0.004999049939215183,
-0.07616013288497925,
0.003440501634031534,
-0.04273508861660957,
-0.03396695852279663,
-0.047933097928762436,
0.04709189757704735,
-0.02086077444255352,
0.008208482526242733,
0.022225575521588326,
-0.012360644526779652,
-0.0724758431315422,
-0.10812534391880035,
-0.04578721150755882,
0.016171805560588837,
0.007989277131855488,
0.017528889700770378,
-0.07211394608020782,
0.005286408122628927,
-0.0700012743473053,
-0.002108961343765259,
-0.008068413473665714,
-0.05231218785047531,
0.025246789678931236,
0.1181933656334877,
0.017300361767411232,
-0.003536371747031808,
-0.020275449380278587,
0.03482822701334953,
0.05308319255709648,
0.056255921721458435,
0.03660379722714424,
0.048867855221033096,
0.0058951363898813725,
-0.044820431619882584,
-0.007192536722868681,
-0.030851470306515694,
-0.08282613009214401,
-0.008739338256418705,
0.02178303711116314,
0.0808049738407135,
0.04576641321182251,
-0.04358267784118652,
-0.11227186769247055,
0.04329492896795273,
-0.04593066871166229,
-0.04253020137548447,
-0.005398837849497795,
0.039211370050907135,
0.05142264813184738,
-0.006903612054884434,
-0.11665710061788559,
-0.04173282906413078,
0.0598849356174469,
-0.05219530686736107,
-0.06264261156320572,
-0.009792996570467949,
-0.01432874333113432,
0.07126934081315994,
-0.016802066937088966,
0.001030057086609304,
-0.01710931584239006,
-0.02756083570420742,
-0.053445685654878616,
0.12913191318511963,
0.0336952731013298,
0.019269391894340515,
0.06952773034572601,
-0.05382266640663147,
0.029699115082621574,
-0.004210321232676506,
0.03569067642092705,
0.042510099709033966,
-0.10437154769897461,
0.05189024284482002,
-0.020569870248436928,
0.05623174458742142,
0.04439740628004074,
0.058305852115154266,
0.09075350314378738,
-0.039900850504636765,
-0.009543383494019508,
0.02108808234333992,
0.03231769800186157,
0.04989800602197647,
0.026555055752396584,
0.0014214583206921816,
-0.049973297864198685,
0.018014298751950264,
0.031180959194898605,
-5.179742146310673e-8,
-0.025794818997383118,
0.01151163037866354,
0.043439313769340515,
-0.0673382580280304,
-0.017310816794633865,
-0.03201694414019585,
-0.01551123708486557,
0.14495819807052612,
-0.07769907265901566,
0.020404642447829247,
0.05521130934357643,
-0.05905652418732643,
-0.025099145248532295,
0.011734490282833576,
0.04696749523282051,
0.07304736971855164,
-0.0031834745313972235,
0.03301641717553139,
0.03514781966805458,
-0.010670647956430912,
-0.12350127846002579,
-0.01282860804349184,
0.024172555655241013,
-0.001858266070485115,
0.053198762238025665,
-0.02933249995112419,
-0.0809372216463089,
-0.02038397267460823,
0.04688291624188423,
0.004782738629728556,
0.07647019624710083,
0.014356695115566254,
0.049078188836574554,
0.1206851676106453,
0.04224433749914169,
0.05112558975815773,
-0.051231853663921356,
-0.007846649736166,
-0.10161405801773071,
-0.015005450695753098,
-0.013035307638347149,
0.058473702520132065,
0.02092532254755497,
-0.06095851957798004,
0.1736171543598175,
0.11844345927238464,
0.010839218273758888,
0.10104286670684814,
-0.04071291908621788,
0.011667519807815552,
-0.11224184930324554,
-0.0010428705718368292,
-0.06680859625339508,
0.04524737223982811,
0.09407392889261246,
0.023830842226743698,
-0.09837376326322556,
-0.02574346214532852,
0.05360917001962662,
0.017611172050237656,
-0.050364550203084946,
0.02132815681397915,
-0.024058377370238304,
-0.04277487099170685
] | null | null | null | null | null | null | null |
[
0.0034690797328948975,
-0.008764063939452171,
0.025280632078647614,
0.00732691865414381,
0.0012185912346467376,
-0.014503085985779762,
0.01074833981692791,
0.0007189721800386906,
0.05205269157886505,
-0.053023990243673325,
-0.06182774156332016,
-0.05402246490120888,
0.004234994295984507,
0.07759561389684677,
-0.017713071778416634,
-0.01675637811422348,
-0.018730970099568367,
0.04666104167699814,
-0.050891123712062836,
0.02371952496469021,
0.03829500079154968,
-0.03568042442202568,
-0.055576834827661514,
-0.04471805319190025,
0.0701974555850029,
-0.06092367321252823,
0.017496759071946144,
0.010165704414248466,
0.07990837097167969,
0.020668262615799904,
0.057070087641477585,
-0.053954578936100006,
0.02094966173171997,
0.0069886441342532635,
-0.0024175504222512245,
-0.053906459361314774,
-0.024705031886696815,
0.018225761130452156,
0.003792731324210763,
0.10909571498632431,
-0.01200117077678442,
0.05413258820772171,
0.04324416443705559,
0.0212584026157856,
0.03342122957110405,
0.005535907112061977,
-0.07146890461444855,
0.020807109773159027,
-0.01440416183322668,
-0.04680676758289337,
-0.004043977707624435,
-0.06851078569889069,
-0.03589557483792305,
-0.029766254127025604,
-0.023888923227787018,
-0.019763538613915443,
0.10574255883693695,
-0.04237563908100128,
0.02750261500477791,
-0.017548255622386932,
0.10306501388549805,
-0.04582441970705986,
-0.03722519427537918,
-0.014877313748002052,
-0.011017733253538609,
-0.02515473961830139,
0.00411316379904747,
-0.06005159020423889,
-0.0012725165579468012,
0.09488560259342194,
-0.007699343375861645,
0.048304539173841476,
-0.06323597580194473,
-0.008814113214612007,
0.03978223353624344,
0.027827803045511246,
0.0302706491202116,
0.06573961675167084,
-0.054648369550704956,
-0.024921907112002373,
0.011950939893722534,
0.076106958091259,
-0.04139398783445358,
0.04109657183289528,
-0.10959387570619583,
-0.02607540972530842,
-0.1378745585680008,
0.030347449705004692,
-0.006755028385668993,
0.04193147271871567,
-0.0458015501499176,
0.056676965206861496,
-0.13634894788265228,
-0.0173198152333498,
-0.000327696354361251,
-0.02474169060587883,
0.06430372595787048,
0.021861741319298744,
0.10659993439912796,
0.033116064965724945,
-0.01088784821331501,
-0.06781408190727234,
-0.006492629647254944,
-0.06304486095905304,
0.047652717679739,
0.055409207940101624,
0.04202062264084816,
0.01898108795285225,
-0.02906850166618824,
-0.03177519887685776,
-0.015301400795578957,
-0.03420674428343773,
-0.02009189873933792,
0.004728791769593954,
0.004846758674830198,
-0.047272078692913055,
0.05713455379009247,
-0.01001087948679924,
0.08637114614248276,
0.061260681599378586,
0.012776272371411324,
0.0139631237834692,
0.02451588399708271,
0.004832052625715733,
0.006068349350243807,
-0.03236469626426697,
0.0293901190161705,
-1.6646676923803436e-33,
0.00235543679445982,
0.0215914249420166,
0.021525956690311432,
0.029466459527611732,
0.013455134816467762,
0.10625854134559631,
0.02670825831592083,
-0.04420763999223709,
0.07632226496934891,
0.025586992502212524,
-0.16790547966957092,
0.05222908779978752,
-0.029360797256231308,
0.016959404572844505,
0.035352904349565506,
-0.022714586928486824,
0.01865927129983902,
0.0219581238925457,
-0.06798365712165833,
-0.021177267655730247,
0.09349623322486877,
-0.05718633159995079,
0.07961708307266235,
-0.035679224878549576,
-0.0157033558934927,
-0.004598838277161121,
-0.06379791349172592,
-0.050109900534152985,
-0.033865343779325485,
0.009711054153740406,
-0.034286633133888245,
0.062058836221694946,
-0.03355991467833519,
-0.013025746680796146,
-0.03895019739866257,
-0.0006539938622154295,
-0.007139113266021013,
-0.034604448825120926,
-0.10702057182788849,
-0.0414590984582901,
0.03530792519450188,
0.03236982226371765,
0.08605964481830597,
-0.07116831839084625,
0.006655516568571329,
0.08236139267683029,
-0.02987099438905716,
0.08686968684196472,
0.05329117178916931,
-0.020545145496726036,
0.004713831935077906,
0.06553849577903748,
-0.016443954780697823,
-0.0718909278512001,
0.006542325019836426,
-0.023000404238700867,
-0.02106463722884655,
-0.05483267456293106,
0.00993343349546194,
0.04472564160823822,
-0.013766494579613209,
0.05418296530842781,
0.023903140798211098,
-0.0034942065831273794,
-0.05443057045340538,
0.05685229226946831,
-0.033142466098070145,
-0.008849279023706913,
0.09204188734292984,
-0.033288247883319855,
-0.11920910328626633,
0.04759417846798897,
0.004409546032547951,
-0.06686925888061523,
-0.06106792762875557,
-0.030010847374796867,
-0.01807495579123497,
-0.08000191301107407,
0.04826798662543297,
-0.03070700541138649,
-0.12588956952095032,
0.0366373285651207,
0.02193942852318287,
-0.09900989383459091,
-0.016978809610009193,
-0.029279885813593864,
0.016928499564528465,
0.08443985879421234,
-0.015104266814887524,
-0.04303554445505142,
-0.03803184628486633,
0.01031380146741867,
-0.019780529662966728,
0.008850517682731152,
-0.0008056762162595987,
-1.2004089535879659e-33,
-0.02466338314116001,
-0.06325291097164154,
-0.00612577423453331,
-0.006253416649997234,
0.03468434885144234,
-0.004999049939215183,
-0.07616013288497925,
0.003440501634031534,
-0.04273508861660957,
-0.03396695852279663,
-0.047933097928762436,
0.04709189757704735,
-0.02086077444255352,
0.008208482526242733,
0.022225575521588326,
-0.012360644526779652,
-0.0724758431315422,
-0.10812534391880035,
-0.04578721150755882,
0.016171805560588837,
0.007989277131855488,
0.017528889700770378,
-0.07211394608020782,
0.005286408122628927,
-0.0700012743473053,
-0.002108961343765259,
-0.008068413473665714,
-0.05231218785047531,
0.025246789678931236,
0.1181933656334877,
0.017300361767411232,
-0.003536371747031808,
-0.020275449380278587,
0.03482822701334953,
0.05308319255709648,
0.056255921721458435,
0.03660379722714424,
0.048867855221033096,
0.0058951363898813725,
-0.044820431619882584,
-0.007192536722868681,
-0.030851470306515694,
-0.08282613009214401,
-0.008739338256418705,
0.02178303711116314,
0.0808049738407135,
0.04576641321182251,
-0.04358267784118652,
-0.11227186769247055,
0.04329492896795273,
-0.04593066871166229,
-0.04253020137548447,
-0.005398837849497795,
0.039211370050907135,
0.05142264813184738,
-0.006903612054884434,
-0.11665710061788559,
-0.04173282906413078,
0.0598849356174469,
-0.05219530686736107,
-0.06264261156320572,
-0.009792996570467949,
-0.01432874333113432,
0.07126934081315994,
-0.016802066937088966,
0.001030057086609304,
-0.01710931584239006,
-0.02756083570420742,
-0.053445685654878616,
0.12913191318511963,
0.0336952731013298,
0.019269391894340515,
0.06952773034572601,
-0.05382266640663147,
0.029699115082621574,
-0.004210321232676506,
0.03569067642092705,
0.042510099709033966,
-0.10437154769897461,
0.05189024284482002,
-0.020569870248436928,
0.05623174458742142,
0.04439740628004074,
0.058305852115154266,
0.09075350314378738,
-0.039900850504636765,
-0.009543383494019508,
0.02108808234333992,
0.03231769800186157,
0.04989800602197647,
0.026555055752396584,
0.0014214583206921816,
-0.049973297864198685,
0.018014298751950264,
0.031180959194898605,
-5.179742146310673e-8,
-0.025794818997383118,
0.01151163037866354,
0.043439313769340515,
-0.0673382580280304,
-0.017310816794633865,
-0.03201694414019585,
-0.01551123708486557,
0.14495819807052612,
-0.07769907265901566,
0.020404642447829247,
0.05521130934357643,
-0.05905652418732643,
-0.025099145248532295,
0.011734490282833576,
0.04696749523282051,
0.07304736971855164,
-0.0031834745313972235,
0.03301641717553139,
0.03514781966805458,
-0.010670647956430912,
-0.12350127846002579,
-0.01282860804349184,
0.024172555655241013,
-0.001858266070485115,
0.053198762238025665,
-0.02933249995112419,
-0.0809372216463089,
-0.02038397267460823,
0.04688291624188423,
0.004782738629728556,
0.07647019624710083,
0.014356695115566254,
0.049078188836574554,
0.1206851676106453,
0.04224433749914169,
0.05112558975815773,
-0.051231853663921356,
-0.007846649736166,
-0.10161405801773071,
-0.015005450695753098,
-0.013035307638347149,
0.058473702520132065,
0.02092532254755497,
-0.06095851957798004,
0.1736171543598175,
0.11844345927238464,
0.010839218273758888,
0.10104286670684814,
-0.04071291908621788,
0.011667519807815552,
-0.11224184930324554,
-0.0010428705718368292,
-0.06680859625339508,
0.04524737223982811,
0.09407392889261246,
0.023830842226743698,
-0.09837376326322556,
-0.02574346214532852,
0.05360917001962662,
0.017611172050237656,
-0.050364550203084946,
0.02132815681397915,
-0.024058377370238304,
-0.04277487099170685
] |
1402.3237
|
Ravishankar Sundararaman
|
Ravishankar Sundararaman, Kendra Letchworth-Weaver, and T A Arias
|
A recipe for free-energy functionals of polarizable molecular fluids
|
13 pages, 7 figures
|
J. Chem. Phys. 140, 144504 (2014)
|
10.1063/1.4870653
| null |
cond-mat.soft physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Classical density-functional theory is the most direct approach to
equilibrium structures and free energies of inhomogeneous liquids, but requires
the construction of an approximate free-energy functional for each liquid of
interest. We present a general recipe for constructing functionals for
small-molecular liquids based only on bulk experimental properties and ab
initio calculations of a single solvent molecule. This recipe combines the
exact free energy of the non-interacting system with fundamental measure theory
for the repulsive contribution and a weighted density functional for the
short-ranged attractive interactions. We add to these ingredients a weighted
polarization functional for the long-range correlations in both the rotational
and molecular-polarizability contributions to the dielectric response. We also
perform molecular dynamics calculations for the free energy of cavity formation
and the high-field dielectric response, and show that our free-energy
functional adequately describes these properties (which are key for accurate
solvation calculations) for all three solvents in our study: water, chloroform
and carbon tetrachloride.
|
[
{
"created": "Thu, 13 Feb 2014 18:00:09 GMT",
"version": "v1"
}
] |
2014-10-10
|
[
[
"Sundararaman",
"Ravishankar",
""
],
[
"Letchworth-Weaver",
"Kendra",
""
],
[
"Arias",
"T A",
""
]
] |
[
-0.03863001987338066,
-0.07108496129512787,
-0.04130321741104126,
0.0067651402205228806,
0.05990980938076973,
0.03602829948067665,
0.0637989491224289,
0.024724217131733894,
0.07083216309547424,
0.023107824847102165,
-0.05838358774781227,
-0.07639878243207932,
-0.0040507265366613865,
0.06711558997631073,
0.04272483289241791,
-0.03424984589219093,
-0.013996285386383533,
0.04702921211719513,
-0.04980747029185295,
0.020661575719714165,
0.0006889284122735262,
-0.06794881820678711,
0.034475453197956085,
-0.017428666353225708,
0.008280829526484013,
0.014098716899752617,
0.07579155266284943,
0.04416244849562645,
-0.035711728036403656,
0.011280656792223454,
0.07444604486227036,
0.00586946913972497,
-0.027551475912332535,
-0.044768981635570526,
-0.0007688738405704498,
0.047124650329351425,
0.01994141936302185,
-0.04487501084804535,
-0.06755725294351578,
-0.05297413468360901,
0.0003267146530561149,
0.09529644250869751,
0.03815213590860367,
0.04219688102602959,
-0.030558792874217033,
-0.0931626632809639,
0.10134900361299515,
-0.03957679122686386,
0.005571241024881601,
-0.08854511380195618,
0.05982685834169388,
0.045542117208242416,
-0.06267960369586945,
0.019545527175068855,
-0.04732804000377655,
0.03921119123697281,
-0.030820688232779503,
-0.019749119877815247,
0.02877698838710785,
-0.0003780993865802884,
-0.010213974863290787,
0.007017738185822964,
0.006336137652397156,
-0.0065300543792545795,
0.01510487962514162,
0.0007177834631875157,
0.02400834672152996,
0.047330405563116074,
-0.023029737174510956,
0.05919120833277702,
-0.11374994367361069,
0.009519836865365505,
0.013603209517896175,
0.037754517048597336,
0.05703000724315643,
-0.026307599619030952,
-0.04917491599917412,
0.0884418711066246,
-0.036006685346364975,
-0.011370735242962837,
-0.014764846302568913,
-0.10147222876548767,
-0.03726509213447571,
0.12367015331983566,
0.05582372844219208,
0.03141889348626137,
-0.023823071271181107,
-0.0488443560898304,
0.00261033046990633,
-0.061230678111314774,
-0.01264079287648201,
-0.0024176256265491247,
-0.09015129506587982,
-0.05857668071985245,
-0.029049642384052277,
0.005600578151643276,
0.08931324630975723,
-0.062357351183891296,
0.019776837900280952,
-0.004134329501539469,
-0.004361846949905157,
0.028082214295864105,
0.002822940470650792,
-0.03460906818509102,
-0.02050985023379326,
-0.04351741820573807,
0.07493667304515839,
0.08076073229312897,
0.01529545895755291,
0.059442371129989624,
-0.02006109617650509,
-0.020473308861255646,
0.03457952290773392,
0.08775842189788818,
-0.07167413085699081,
0.058834392577409744,
-0.08056627213954926,
-0.06375167518854141,
0.07952466607093811,
0.09076887369155884,
-0.0762806385755539,
-0.027020469307899475,
-0.006349645555019379,
0.0561155267059803,
-0.04471214860677719,
0.056338533759117126,
-0.07010457664728165,
9.350474405390694e-34,
0.010220227763056755,
-0.0020358257461339235,
0.0658244788646698,
0.06692285090684891,
-0.015583259984850883,
-0.08077936619520187,
-0.007064920384436846,
-0.0068533094599843025,
-0.07747403532266617,
-0.005723190028220415,
0.013755803927779198,
0.11660609394311905,
0.039930205792188644,
-0.027280617505311966,
-0.04856275022029877,
-0.002425232669338584,
-0.0025824543554335833,
0.046440016478300095,
0.003861026605591178,
-0.01081708911806345,
-0.05856022238731384,
0.06639129668474197,
0.0003281759563833475,
0.09868823736906052,
0.018620669841766357,
-0.023109877482056618,
-0.0636909082531929,
0.02423093654215336,
0.007566967513412237,
0.0006022415473125875,
-0.069978728890419,
0.07664699852466583,
-0.026184888556599617,
-0.007266602478921413,
-0.013532641343772411,
0.002576801460236311,
-0.06263362616300583,
0.01283436082303524,
0.007425488438457251,
0.018322668969631195,
-0.03141166642308235,
-0.00786620657891035,
0.04073895886540413,
-0.03326161205768585,
-0.07476329803466797,
-0.01281406544148922,
0.08768141269683838,
-0.057692814618349075,
0.05357544496655464,
-0.0165573600679636,
0.03324960172176361,
0.0319158174097538,
-0.03974166885018349,
0.04564019665122032,
-0.06791257858276367,
-0.024285119026899338,
0.05628219619393349,
0.08829589188098907,
-0.015657784417271614,
-0.00614599883556366,
-0.08689837157726288,
0.05501171573996544,
-0.004184553865343332,
-0.08093524724245071,
0.051949597895145416,
-0.015238787978887558,
-0.10468294471502304,
0.0019832428079098463,
0.08604733645915985,
-0.044811684638261795,
0.0551835335791111,
0.11317254602909088,
0.09253889322280884,
-0.013138851150870323,
0.10211008042097092,
0.10359954833984375,
0.01665141060948372,
-0.08121658116579056,
0.026424767449498177,
0.02517392300069332,
0.04198580980300903,
-0.03376661241054535,
0.0324641652405262,
-0.011516190133988857,
-0.11865313351154327,
-0.09818413108587265,
-0.0011601445730775595,
-0.03328469768166542,
-0.04898414760828018,
0.019210288301110268,
-0.017645981162786484,
0.014324592426419258,
0.04185238108038902,
-0.14282791316509247,
-0.046935074031353,
-3.725298085441282e-33,
-0.042938243597745895,
-0.03976152837276459,
-0.004248470067977905,
-0.002279833657667041,
0.040013428777456284,
0.04573136195540428,
-0.020844412967562675,
0.017174426466226578,
0.06004391983151436,
-0.048808734863996506,
0.1260652244091034,
-0.08702589571475983,
0.0025899114552885294,
0.03877650946378708,
-0.052210647612810135,
0.02216438762843609,
-0.05572550371289253,
0.017302874475717545,
0.09830780327320099,
0.026277702301740646,
0.003970068413764238,
0.03635735809803009,
0.08776059001684189,
0.052739664912223816,
-0.036169882863759995,
0.042512960731983185,
0.08004128187894821,
-0.0227036252617836,
-0.055632736533880234,
0.0639512687921524,
0.012386418879032135,
0.021966291591525078,
-0.008739560842514038,
0.007566811982542276,
-0.03722104802727699,
-0.0014739871257916093,
-0.03197138011455536,
0.0018511892994865775,
-0.0609411895275116,
0.03221001848578453,
0.034890830516815186,
-0.060359612107276917,
0.018082395195961,
-0.004730391316115856,
0.032391421496868134,
-0.02003059908747673,
-0.009937848895788193,
-0.05762767419219017,
0.004690518137067556,
-0.015035624615848064,
0.025083720684051514,
0.01719493791460991,
-0.006367939058691263,
0.0036737401969730854,
0.0057165659964084625,
0.0038029709830880165,
0.016711562871932983,
-0.01927795074880123,
0.05755273997783661,
-0.027235325425863266,
-0.030090929940342903,
0.007846680469810963,
-0.05838874354958534,
-0.024894073605537415,
-0.054252319037914276,
-0.010501188226044178,
-0.0322035513818264,
-0.07000169157981873,
0.059685979038476944,
-0.04779975861310959,
0.0028972201980650425,
-0.01743350736796856,
0.07922428846359253,
0.040859319269657135,
0.03370809555053711,
-0.01741837151348591,
0.09126731008291245,
-0.11498848348855972,
-0.08256658911705017,
-0.03359173610806465,
-0.009878944605588913,
0.07780051976442337,
-0.11923447996377945,
-0.13907776772975922,
0.012530800886452198,
-0.012064451351761818,
-0.03221992403268814,
-0.047160208225250244,
-0.01850895769894123,
-0.03462417051196098,
0.04625255614519119,
0.04436773806810379,
0.04317774251103401,
0.025676172226667404,
0.06911721080541611,
-4.361787730999822e-8,
0.07081583887338638,
-0.011886258609592915,
-0.018833955749869347,
0.05923857539892197,
-0.03083866834640503,
0.07661131024360657,
-0.014340456575155258,
-0.06489189714193344,
-0.013301536440849304,
0.00796955544501543,
0.0012331453617662191,
-0.04623367637395859,
0.04269583523273468,
0.0016321914736181498,
0.039778828620910645,
0.02036854438483715,
-0.0023989793844521046,
-0.0892879068851471,
-0.07625041157007217,
-0.018693048506975174,
0.04195743054151535,
0.04687555506825447,
-0.017841504886746407,
-0.004970485810190439,
0.007308795116841793,
-0.03910592570900917,
0.023119522258639336,
-0.08718764781951904,
-0.008251122198998928,
-0.04692156985402107,
-0.08143454045057297,
0.027512215077877045,
-0.03963002562522888,
0.11259336024522781,
-0.00031535528250969946,
0.07139712572097778,
-0.009575054980814457,
0.03628689423203468,
-0.10027448832988739,
0.08716980367898941,
-0.006394964177161455,
0.03550538048148155,
-0.10900899022817612,
0.015485808253288269,
0.004093581344932318,
0.021781519055366516,
-0.05255589261651039,
0.08537285774946213,
0.036518193781375885,
0.021926138550043106,
-0.061337657272815704,
0.03170916810631752,
-0.04343632981181145,
0.05320809409022331,
-0.05486302077770233,
0.02893589623272419,
-0.10744190216064453,
0.08246912807226181,
-0.01808338239789009,
-0.04004563391208649,
0.06410297006368637,
-0.07178293913602829,
-0.044191207736730576,
-0.030514609068632126
] | null | null | null | null | null | null | null |
[
-0.03863001987338066,
-0.07108496129512787,
-0.04130321741104126,
0.0067651402205228806,
0.05990980938076973,
0.03602829948067665,
0.0637989491224289,
0.024724217131733894,
0.07083216309547424,
0.023107824847102165,
-0.05838358774781227,
-0.07639878243207932,
-0.0040507265366613865,
0.06711558997631073,
0.04272483289241791,
-0.03424984589219093,
-0.013996285386383533,
0.04702921211719513,
-0.04980747029185295,
0.020661575719714165,
0.0006889284122735262,
-0.06794881820678711,
0.034475453197956085,
-0.017428666353225708,
0.008280829526484013,
0.014098716899752617,
0.07579155266284943,
0.04416244849562645,
-0.035711728036403656,
0.011280656792223454,
0.07444604486227036,
0.00586946913972497,
-0.027551475912332535,
-0.044768981635570526,
-0.0007688738405704498,
0.047124650329351425,
0.01994141936302185,
-0.04487501084804535,
-0.06755725294351578,
-0.05297413468360901,
0.0003267146530561149,
0.09529644250869751,
0.03815213590860367,
0.04219688102602959,
-0.030558792874217033,
-0.0931626632809639,
0.10134900361299515,
-0.03957679122686386,
0.005571241024881601,
-0.08854511380195618,
0.05982685834169388,
0.045542117208242416,
-0.06267960369586945,
0.019545527175068855,
-0.04732804000377655,
0.03921119123697281,
-0.030820688232779503,
-0.019749119877815247,
0.02877698838710785,
-0.0003780993865802884,
-0.010213974863290787,
0.007017738185822964,
0.006336137652397156,
-0.0065300543792545795,
0.01510487962514162,
0.0007177834631875157,
0.02400834672152996,
0.047330405563116074,
-0.023029737174510956,
0.05919120833277702,
-0.11374994367361069,
0.009519836865365505,
0.013603209517896175,
0.037754517048597336,
0.05703000724315643,
-0.026307599619030952,
-0.04917491599917412,
0.0884418711066246,
-0.036006685346364975,
-0.011370735242962837,
-0.014764846302568913,
-0.10147222876548767,
-0.03726509213447571,
0.12367015331983566,
0.05582372844219208,
0.03141889348626137,
-0.023823071271181107,
-0.0488443560898304,
0.00261033046990633,
-0.061230678111314774,
-0.01264079287648201,
-0.0024176256265491247,
-0.09015129506587982,
-0.05857668071985245,
-0.029049642384052277,
0.005600578151643276,
0.08931324630975723,
-0.062357351183891296,
0.019776837900280952,
-0.004134329501539469,
-0.004361846949905157,
0.028082214295864105,
0.002822940470650792,
-0.03460906818509102,
-0.02050985023379326,
-0.04351741820573807,
0.07493667304515839,
0.08076073229312897,
0.01529545895755291,
0.059442371129989624,
-0.02006109617650509,
-0.020473308861255646,
0.03457952290773392,
0.08775842189788818,
-0.07167413085699081,
0.058834392577409744,
-0.08056627213954926,
-0.06375167518854141,
0.07952466607093811,
0.09076887369155884,
-0.0762806385755539,
-0.027020469307899475,
-0.006349645555019379,
0.0561155267059803,
-0.04471214860677719,
0.056338533759117126,
-0.07010457664728165,
9.350474405390694e-34,
0.010220227763056755,
-0.0020358257461339235,
0.0658244788646698,
0.06692285090684891,
-0.015583259984850883,
-0.08077936619520187,
-0.007064920384436846,
-0.0068533094599843025,
-0.07747403532266617,
-0.005723190028220415,
0.013755803927779198,
0.11660609394311905,
0.039930205792188644,
-0.027280617505311966,
-0.04856275022029877,
-0.002425232669338584,
-0.0025824543554335833,
0.046440016478300095,
0.003861026605591178,
-0.01081708911806345,
-0.05856022238731384,
0.06639129668474197,
0.0003281759563833475,
0.09868823736906052,
0.018620669841766357,
-0.023109877482056618,
-0.0636909082531929,
0.02423093654215336,
0.007566967513412237,
0.0006022415473125875,
-0.069978728890419,
0.07664699852466583,
-0.026184888556599617,
-0.007266602478921413,
-0.013532641343772411,
0.002576801460236311,
-0.06263362616300583,
0.01283436082303524,
0.007425488438457251,
0.018322668969631195,
-0.03141166642308235,
-0.00786620657891035,
0.04073895886540413,
-0.03326161205768585,
-0.07476329803466797,
-0.01281406544148922,
0.08768141269683838,
-0.057692814618349075,
0.05357544496655464,
-0.0165573600679636,
0.03324960172176361,
0.0319158174097538,
-0.03974166885018349,
0.04564019665122032,
-0.06791257858276367,
-0.024285119026899338,
0.05628219619393349,
0.08829589188098907,
-0.015657784417271614,
-0.00614599883556366,
-0.08689837157726288,
0.05501171573996544,
-0.004184553865343332,
-0.08093524724245071,
0.051949597895145416,
-0.015238787978887558,
-0.10468294471502304,
0.0019832428079098463,
0.08604733645915985,
-0.044811684638261795,
0.0551835335791111,
0.11317254602909088,
0.09253889322280884,
-0.013138851150870323,
0.10211008042097092,
0.10359954833984375,
0.01665141060948372,
-0.08121658116579056,
0.026424767449498177,
0.02517392300069332,
0.04198580980300903,
-0.03376661241054535,
0.0324641652405262,
-0.011516190133988857,
-0.11865313351154327,
-0.09818413108587265,
-0.0011601445730775595,
-0.03328469768166542,
-0.04898414760828018,
0.019210288301110268,
-0.017645981162786484,
0.014324592426419258,
0.04185238108038902,
-0.14282791316509247,
-0.046935074031353,
-3.725298085441282e-33,
-0.042938243597745895,
-0.03976152837276459,
-0.004248470067977905,
-0.002279833657667041,
0.040013428777456284,
0.04573136195540428,
-0.020844412967562675,
0.017174426466226578,
0.06004391983151436,
-0.048808734863996506,
0.1260652244091034,
-0.08702589571475983,
0.0025899114552885294,
0.03877650946378708,
-0.052210647612810135,
0.02216438762843609,
-0.05572550371289253,
0.017302874475717545,
0.09830780327320099,
0.026277702301740646,
0.003970068413764238,
0.03635735809803009,
0.08776059001684189,
0.052739664912223816,
-0.036169882863759995,
0.042512960731983185,
0.08004128187894821,
-0.0227036252617836,
-0.055632736533880234,
0.0639512687921524,
0.012386418879032135,
0.021966291591525078,
-0.008739560842514038,
0.007566811982542276,
-0.03722104802727699,
-0.0014739871257916093,
-0.03197138011455536,
0.0018511892994865775,
-0.0609411895275116,
0.03221001848578453,
0.034890830516815186,
-0.060359612107276917,
0.018082395195961,
-0.004730391316115856,
0.032391421496868134,
-0.02003059908747673,
-0.009937848895788193,
-0.05762767419219017,
0.004690518137067556,
-0.015035624615848064,
0.025083720684051514,
0.01719493791460991,
-0.006367939058691263,
0.0036737401969730854,
0.0057165659964084625,
0.0038029709830880165,
0.016711562871932983,
-0.01927795074880123,
0.05755273997783661,
-0.027235325425863266,
-0.030090929940342903,
0.007846680469810963,
-0.05838874354958534,
-0.024894073605537415,
-0.054252319037914276,
-0.010501188226044178,
-0.0322035513818264,
-0.07000169157981873,
0.059685979038476944,
-0.04779975861310959,
0.0028972201980650425,
-0.01743350736796856,
0.07922428846359253,
0.040859319269657135,
0.03370809555053711,
-0.01741837151348591,
0.09126731008291245,
-0.11498848348855972,
-0.08256658911705017,
-0.03359173610806465,
-0.009878944605588913,
0.07780051976442337,
-0.11923447996377945,
-0.13907776772975922,
0.012530800886452198,
-0.012064451351761818,
-0.03221992403268814,
-0.047160208225250244,
-0.01850895769894123,
-0.03462417051196098,
0.04625255614519119,
0.04436773806810379,
0.04317774251103401,
0.025676172226667404,
0.06911721080541611,
-4.361787730999822e-8,
0.07081583887338638,
-0.011886258609592915,
-0.018833955749869347,
0.05923857539892197,
-0.03083866834640503,
0.07661131024360657,
-0.014340456575155258,
-0.06489189714193344,
-0.013301536440849304,
0.00796955544501543,
0.0012331453617662191,
-0.04623367637395859,
0.04269583523273468,
0.0016321914736181498,
0.039778828620910645,
0.02036854438483715,
-0.0023989793844521046,
-0.0892879068851471,
-0.07625041157007217,
-0.018693048506975174,
0.04195743054151535,
0.04687555506825447,
-0.017841504886746407,
-0.004970485810190439,
0.007308795116841793,
-0.03910592570900917,
0.023119522258639336,
-0.08718764781951904,
-0.008251122198998928,
-0.04692156985402107,
-0.08143454045057297,
0.027512215077877045,
-0.03963002562522888,
0.11259336024522781,
-0.00031535528250969946,
0.07139712572097778,
-0.009575054980814457,
0.03628689423203468,
-0.10027448832988739,
0.08716980367898941,
-0.006394964177161455,
0.03550538048148155,
-0.10900899022817612,
0.015485808253288269,
0.004093581344932318,
0.021781519055366516,
-0.05255589261651039,
0.08537285774946213,
0.036518193781375885,
0.021926138550043106,
-0.061337657272815704,
0.03170916810631752,
-0.04343632981181145,
0.05320809409022331,
-0.05486302077770233,
0.02893589623272419,
-0.10744190216064453,
0.08246912807226181,
-0.01808338239789009,
-0.04004563391208649,
0.06410297006368637,
-0.07178293913602829,
-0.044191207736730576,
-0.030514609068632126
] |
1402.3243
|
Manfred Cuntz
|
Satish Kumar, Manfred Cuntz and Zdzislaw E. Musielak
|
Fractal and Multifractal Analysis of the Rise of Oxygen in Earth's Early
Atmosphere
|
20 pages, 3 figures, 3 tables; Chaos, Solitons & Fractals (in press)
| null | null | null |
nlin.CD astro-ph.EP physics.ao-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The rise of oxygen in Earth's atmosphere that occurred 2.4 to 2.2 billion
years ago is known as the Earth's Great Oxidation, and its impact on the
development of life on Earth has been profound. Thereafter, the increase in
Earth's oxygen level persisted, though at a more gradual pace. The proposed
underlying mathematical models for these processes are based on physical
parameters whose values are currently not well-established owing to
uncertainties in geological and biological data. In this paper, a previously
developed model of Earth's atmosphere is modified by adding different strengths
of noise to account for the parameters' uncertainties. The effects of the noise
on the time variations of oxygen, carbon and methane for the early Earth are
investigated by using fractal and multifractal analysis. We show that the time
variations following the Great Oxidation cannot properly be described by a
single fractal dimension because they exhibit multifractal characteristics. The
obtained results demonstrate that the time series as obtained exhibit
multifractality caused by long-range time correlations.
|
[
{
"created": "Thu, 13 Feb 2014 18:24:27 GMT",
"version": "v1"
},
{
"created": "Sun, 20 Jul 2014 13:26:08 GMT",
"version": "v2"
},
{
"created": "Tue, 16 Dec 2014 16:34:23 GMT",
"version": "v3"
},
{
"created": "Tue, 9 Jun 2015 12:50:36 GMT",
"version": "v4"
}
] |
2015-06-10
|
[
[
"Kumar",
"Satish",
""
],
[
"Cuntz",
"Manfred",
""
],
[
"Musielak",
"Zdzislaw E.",
""
]
] |
[
-0.030360454693436623,
-0.014465471729636192,
0.08649180829524994,
0.04929007589817047,
0.057280443608760834,
-0.07136720418930054,
-0.06164954975247383,
0.01768510974943638,
0.08321971446275711,
-0.05164605751633644,
-0.031451329588890076,
-0.0744403600692749,
-0.029222611337900162,
0.017555871978402138,
-0.007339656352996826,
0.006619423162192106,
-0.058752886950969696,
-0.07835718244314194,
-0.025528673082590103,
-0.027783533558249474,
0.02959156595170498,
0.0414242222905159,
-0.043799128383398056,
0.040117811411619186,
0.010313592851161957,
-0.02289590984582901,
-0.03613538667559624,
0.060854874551296234,
-0.018627330660820007,
0.017443453893065453,
0.07171180844306946,
0.012177469208836555,
0.11290667951107025,
-0.02626059763133526,
-0.03191220015287399,
0.019920993596315384,
0.04814025014638901,
0.023394661024212837,
0.019111672416329384,
0.046382274478673935,
-0.06867021322250366,
0.007155124098062515,
0.0437547005712986,
0.06923051923513412,
-0.08831438422203064,
0.012116928584873676,
0.06235570088028908,
-0.10075455158948898,
-0.011175082996487617,
0.03136913850903511,
-0.004521975293755531,
0.02297642081975937,
-0.10028278082609177,
-0.019445249810814857,
0.04470037296414375,
-0.02081802487373352,
-0.0033981692977249622,
-0.07245202362537384,
0.0806916281580925,
-0.08525855094194412,
-0.014001766219735146,
-0.04343311861157417,
0.007049527484923601,
0.02687768079340458,
0.02761266939342022,
0.07111769914627075,
0.047296956181526184,
-0.03739529475569725,
-0.001479571801610291,
0.03950320556759834,
-0.14896975457668304,
0.09690959006547928,
-0.01610221341252327,
-0.073863685131073,
-0.09734173119068146,
0.015651188790798187,
0.009773598983883858,
-0.028703197836875916,
0.046105317771434784,
-0.04959104582667351,
0.020312855020165443,
0.02734970673918724,
-0.01810663938522339,
-0.09398378431797028,
-0.07067254930734634,
0.0030607813969254494,
0.0033388787414878607,
0.021702539175748825,
-0.0232565775513649,
-0.08763235807418823,
0.005738557782024145,
0.02812376245856285,
-0.013453640975058079,
0.06870812177658081,
0.04777441918849945,
0.07856951653957367,
0.04052583873271942,
0.04552953317761421,
0.10285241156816483,
-0.00557720148935914,
0.02376878820359707,
0.01814214326441288,
-0.08196669816970825,
0.03595219552516937,
0.06632422655820847,
0.03583012893795967,
0.007120228372514248,
0.029847387224435806,
0.006057090125977993,
0.07032542675733566,
-0.056674715131521225,
-0.035536035895347595,
-0.03613562136888504,
0.06252125650644302,
-0.002054376294836402,
-0.015259837731719017,
0.020965641364455223,
-0.017519962042570114,
-0.1374647617340088,
-0.0060040391981601715,
0.014533721841871738,
-0.01623174175620079,
-0.00457526370882988,
0.0010140672093257308,
0.002296772552654147,
-0.0753113403916359,
-0.0084153413772583,
-4.567085753112446e-34,
0.04231596738100052,
-0.023743363097310066,
-0.046293921768665314,
0.004857338964939117,
0.0011476268991827965,
-0.017850466072559357,
-0.09594259411096573,
-0.07631968706846237,
0.015301926992833614,
0.11989985406398773,
-0.038462333381175995,
0.009271152317523956,
-0.021074367687106133,
-0.011195133440196514,
-0.048806238919496536,
0.06611734628677368,
-0.021182790398597717,
-0.013449432328343391,
0.01802031509578228,
-0.0005679057212546468,
-0.03344477713108063,
-0.04873642325401306,
0.01800399273633957,
0.03914109244942665,
0.03655692934989929,
-0.01287168636918068,
0.08882627636194229,
0.03197634592652321,
0.003857829375192523,
-0.042487937957048416,
0.05698954686522484,
-0.0733746811747551,
-0.10817915946245193,
-0.01758430525660515,
0.06655678898096085,
-0.02494986541569233,
0.06125975027680397,
0.08898743987083435,
-0.02057330310344696,
-0.039313893765211105,
0.02033248543739319,
0.04561234638094902,
0.013252395205199718,
-0.06518784165382385,
0.07375510036945343,
0.027277950197458267,
0.07555372267961502,
0.010135224089026451,
0.01932477578520775,
0.0015655863098800182,
-0.07292924076318741,
-0.07957082241773605,
0.0224791057407856,
-0.019040804356336594,
0.04669395834207535,
0.035969097167253494,
0.02940777875483036,
-0.04207047075033188,
-0.013427969999611378,
0.09363740682601929,
-0.02563050016760826,
0.017363641411066055,
0.08170847594738007,
0.013153080828487873,
0.010509975254535675,
0.07815958559513092,
0.016635039821267128,
0.0218319371342659,
0.011415290646255016,
0.019939739257097244,
0.08135433495044708,
0.02807692065834999,
0.008043886162340641,
0.0026870009023696184,
-0.030361546203494072,
-0.05364043265581131,
0.024065067991614342,
0.001434141187928617,
-0.018003540113568306,
0.05372631549835205,
-0.0004992791218683124,
-0.12834814190864563,
0.03880081698298454,
-0.08478506654500961,
-0.05083229020237923,
-0.08211540430784225,
0.0035990478936582804,
0.07246637344360352,
-0.0364031083881855,
-0.009014989249408245,
-0.08464496582746506,
-0.03905703127384186,
0.10241013020277023,
-0.08670674264431,
-0.04987899214029312,
-1.5366335823727493e-33,
0.008655739016830921,
0.07583747059106827,
0.002954044844955206,
-0.031184207648038864,
-0.04959985241293907,
0.03800886124372482,
-0.05017862096428871,
0.1344529390335083,
0.024882828816771507,
0.003317971946671605,
0.04273113235831261,
0.0981086939573288,
0.05553368479013443,
-0.08336974680423737,
0.01999380998313427,
-0.02369767613708973,
-0.004951260052621365,
-0.057888440787792206,
-0.029335182160139084,
-0.0335630439221859,
-0.02605733647942543,
-0.09769907593727112,
-0.07437192648649216,
-0.08168935030698776,
0.007201753091067076,
0.08797946572303772,
-0.06617649644613266,
-0.023712128400802612,
-0.06730306893587112,
0.058111537247896194,
-0.12829911708831787,
0.013086022809147835,
0.056297700852155685,
-0.005000866949558258,
-0.04937325790524483,
0.013617847114801407,
0.00020806278917007148,
-0.026136035099625587,
-0.0060088783502578735,
-0.06893815845251083,
-0.04887793958187103,
0.08434788882732391,
0.05020163580775261,
-0.13267014920711517,
-0.05715849623084068,
-0.027249358594417572,
-0.04565418139100075,
0.03597896918654442,
0.0318053662776947,
-0.016067977994680405,
0.01625439152121544,
0.06213830038905144,
-0.022096723318099976,
0.0066251568496227264,
0.025707045570015907,
0.08238834142684937,
-0.0007951766601763666,
0.012644470669329166,
0.029761381447315216,
-0.05355994403362274,
-0.02528781071305275,
-0.06676361709833145,
0.08110935986042023,
-0.041040003299713135,
-0.006870297249406576,
0.011118677444756031,
-0.07267701625823975,
-0.07510469853878021,
-0.04252264276146889,
0.11647895723581314,
0.023264851421117783,
0.0266683679074049,
-0.03330208361148834,
-0.03260169178247452,
-0.03234054893255234,
-0.007226452697068453,
0.013053069822490215,
-0.002991745015606284,
-0.06504665315151215,
0.06485237926244736,
-0.02881786972284317,
-0.014124895446002483,
0.05985363572835922,
0.03403366729617119,
-0.029243774712085724,
-0.06981280446052551,
-0.0037892377004027367,
-0.0526878647506237,
0.04588320478796959,
-0.031872306019067764,
-0.0239552054554224,
-0.029528504237532616,
-0.004392625298351049,
0.03176576644182205,
0.01039967592805624,
-4.299037925648008e-8,
-0.04651150852441788,
0.026894642040133476,
0.07351813465356827,
-0.0010058247717097402,
0.021969055756926537,
0.05615181848406792,
0.08428677916526794,
0.016273075714707375,
0.007058580871671438,
-0.025866271927952766,
0.11673931032419205,
0.050028372555971146,
0.05558394640684128,
-0.005910313688218594,
0.0045281765051186085,
-0.05960014835000038,
-0.012176327407360077,
-0.005055685061961412,
0.010153292678296566,
0.010754378512501717,
0.018731452524662018,
0.01757185347378254,
-0.006951372139155865,
0.0298987478017807,
0.09266265481710434,
-0.021763108670711517,
-0.01069785375148058,
-0.003535943105816841,
-0.08516602218151093,
0.01623552292585373,
-0.008415707387030125,
0.012816564179956913,
0.044090088456869125,
-0.030318357050418854,
-0.07597476243972778,
-0.051594264805316925,
-0.036715876311063766,
0.05989450588822365,
-0.10060540586709976,
-0.028524626046419144,
-0.013114117085933685,
0.07942590117454529,
-0.0889948159456253,
-0.009757563471794128,
0.07572690397500992,
0.008798602968454361,
0.0517989881336689,
-0.057677578181028366,
0.07001786679029465,
0.06979522109031677,
0.06496596336364746,
0.06019959598779678,
-0.03823341429233551,
-0.06386979669332504,
0.059564411640167236,
0.05426366627216339,
-0.07581914961338043,
0.0352974608540535,
0.023910976946353912,
0.04104359820485115,
0.013486570678651333,
-0.0178129393607378,
-0.040841855108737946,
-0.06816326826810837
] | null | null | null | null | null | null | null |
[
-0.030360454693436623,
-0.014465471729636192,
0.08649180829524994,
0.04929007589817047,
0.057280443608760834,
-0.07136720418930054,
-0.06164954975247383,
0.01768510974943638,
0.08321971446275711,
-0.05164605751633644,
-0.031451329588890076,
-0.0744403600692749,
-0.029222611337900162,
0.017555871978402138,
-0.007339656352996826,
0.006619423162192106,
-0.058752886950969696,
-0.07835718244314194,
-0.025528673082590103,
-0.027783533558249474,
0.02959156595170498,
0.0414242222905159,
-0.043799128383398056,
0.040117811411619186,
0.010313592851161957,
-0.02289590984582901,
-0.03613538667559624,
0.060854874551296234,
-0.018627330660820007,
0.017443453893065453,
0.07171180844306946,
0.012177469208836555,
0.11290667951107025,
-0.02626059763133526,
-0.03191220015287399,
0.019920993596315384,
0.04814025014638901,
0.023394661024212837,
0.019111672416329384,
0.046382274478673935,
-0.06867021322250366,
0.007155124098062515,
0.0437547005712986,
0.06923051923513412,
-0.08831438422203064,
0.012116928584873676,
0.06235570088028908,
-0.10075455158948898,
-0.011175082996487617,
0.03136913850903511,
-0.004521975293755531,
0.02297642081975937,
-0.10028278082609177,
-0.019445249810814857,
0.04470037296414375,
-0.02081802487373352,
-0.0033981692977249622,
-0.07245202362537384,
0.0806916281580925,
-0.08525855094194412,
-0.014001766219735146,
-0.04343311861157417,
0.007049527484923601,
0.02687768079340458,
0.02761266939342022,
0.07111769914627075,
0.047296956181526184,
-0.03739529475569725,
-0.001479571801610291,
0.03950320556759834,
-0.14896975457668304,
0.09690959006547928,
-0.01610221341252327,
-0.073863685131073,
-0.09734173119068146,
0.015651188790798187,
0.009773598983883858,
-0.028703197836875916,
0.046105317771434784,
-0.04959104582667351,
0.020312855020165443,
0.02734970673918724,
-0.01810663938522339,
-0.09398378431797028,
-0.07067254930734634,
0.0030607813969254494,
0.0033388787414878607,
0.021702539175748825,
-0.0232565775513649,
-0.08763235807418823,
0.005738557782024145,
0.02812376245856285,
-0.013453640975058079,
0.06870812177658081,
0.04777441918849945,
0.07856951653957367,
0.04052583873271942,
0.04552953317761421,
0.10285241156816483,
-0.00557720148935914,
0.02376878820359707,
0.01814214326441288,
-0.08196669816970825,
0.03595219552516937,
0.06632422655820847,
0.03583012893795967,
0.007120228372514248,
0.029847387224435806,
0.006057090125977993,
0.07032542675733566,
-0.056674715131521225,
-0.035536035895347595,
-0.03613562136888504,
0.06252125650644302,
-0.002054376294836402,
-0.015259837731719017,
0.020965641364455223,
-0.017519962042570114,
-0.1374647617340088,
-0.0060040391981601715,
0.014533721841871738,
-0.01623174175620079,
-0.00457526370882988,
0.0010140672093257308,
0.002296772552654147,
-0.0753113403916359,
-0.0084153413772583,
-4.567085753112446e-34,
0.04231596738100052,
-0.023743363097310066,
-0.046293921768665314,
0.004857338964939117,
0.0011476268991827965,
-0.017850466072559357,
-0.09594259411096573,
-0.07631968706846237,
0.015301926992833614,
0.11989985406398773,
-0.038462333381175995,
0.009271152317523956,
-0.021074367687106133,
-0.011195133440196514,
-0.048806238919496536,
0.06611734628677368,
-0.021182790398597717,
-0.013449432328343391,
0.01802031509578228,
-0.0005679057212546468,
-0.03344477713108063,
-0.04873642325401306,
0.01800399273633957,
0.03914109244942665,
0.03655692934989929,
-0.01287168636918068,
0.08882627636194229,
0.03197634592652321,
0.003857829375192523,
-0.042487937957048416,
0.05698954686522484,
-0.0733746811747551,
-0.10817915946245193,
-0.01758430525660515,
0.06655678898096085,
-0.02494986541569233,
0.06125975027680397,
0.08898743987083435,
-0.02057330310344696,
-0.039313893765211105,
0.02033248543739319,
0.04561234638094902,
0.013252395205199718,
-0.06518784165382385,
0.07375510036945343,
0.027277950197458267,
0.07555372267961502,
0.010135224089026451,
0.01932477578520775,
0.0015655863098800182,
-0.07292924076318741,
-0.07957082241773605,
0.0224791057407856,
-0.019040804356336594,
0.04669395834207535,
0.035969097167253494,
0.02940777875483036,
-0.04207047075033188,
-0.013427969999611378,
0.09363740682601929,
-0.02563050016760826,
0.017363641411066055,
0.08170847594738007,
0.013153080828487873,
0.010509975254535675,
0.07815958559513092,
0.016635039821267128,
0.0218319371342659,
0.011415290646255016,
0.019939739257097244,
0.08135433495044708,
0.02807692065834999,
0.008043886162340641,
0.0026870009023696184,
-0.030361546203494072,
-0.05364043265581131,
0.024065067991614342,
0.001434141187928617,
-0.018003540113568306,
0.05372631549835205,
-0.0004992791218683124,
-0.12834814190864563,
0.03880081698298454,
-0.08478506654500961,
-0.05083229020237923,
-0.08211540430784225,
0.0035990478936582804,
0.07246637344360352,
-0.0364031083881855,
-0.009014989249408245,
-0.08464496582746506,
-0.03905703127384186,
0.10241013020277023,
-0.08670674264431,
-0.04987899214029312,
-1.5366335823727493e-33,
0.008655739016830921,
0.07583747059106827,
0.002954044844955206,
-0.031184207648038864,
-0.04959985241293907,
0.03800886124372482,
-0.05017862096428871,
0.1344529390335083,
0.024882828816771507,
0.003317971946671605,
0.04273113235831261,
0.0981086939573288,
0.05553368479013443,
-0.08336974680423737,
0.01999380998313427,
-0.02369767613708973,
-0.004951260052621365,
-0.057888440787792206,
-0.029335182160139084,
-0.0335630439221859,
-0.02605733647942543,
-0.09769907593727112,
-0.07437192648649216,
-0.08168935030698776,
0.007201753091067076,
0.08797946572303772,
-0.06617649644613266,
-0.023712128400802612,
-0.06730306893587112,
0.058111537247896194,
-0.12829911708831787,
0.013086022809147835,
0.056297700852155685,
-0.005000866949558258,
-0.04937325790524483,
0.013617847114801407,
0.00020806278917007148,
-0.026136035099625587,
-0.0060088783502578735,
-0.06893815845251083,
-0.04887793958187103,
0.08434788882732391,
0.05020163580775261,
-0.13267014920711517,
-0.05715849623084068,
-0.027249358594417572,
-0.04565418139100075,
0.03597896918654442,
0.0318053662776947,
-0.016067977994680405,
0.01625439152121544,
0.06213830038905144,
-0.022096723318099976,
0.0066251568496227264,
0.025707045570015907,
0.08238834142684937,
-0.0007951766601763666,
0.012644470669329166,
0.029761381447315216,
-0.05355994403362274,
-0.02528781071305275,
-0.06676361709833145,
0.08110935986042023,
-0.041040003299713135,
-0.006870297249406576,
0.011118677444756031,
-0.07267701625823975,
-0.07510469853878021,
-0.04252264276146889,
0.11647895723581314,
0.023264851421117783,
0.0266683679074049,
-0.03330208361148834,
-0.03260169178247452,
-0.03234054893255234,
-0.007226452697068453,
0.013053069822490215,
-0.002991745015606284,
-0.06504665315151215,
0.06485237926244736,
-0.02881786972284317,
-0.014124895446002483,
0.05985363572835922,
0.03403366729617119,
-0.029243774712085724,
-0.06981280446052551,
-0.0037892377004027367,
-0.0526878647506237,
0.04588320478796959,
-0.031872306019067764,
-0.0239552054554224,
-0.029528504237532616,
-0.004392625298351049,
0.03176576644182205,
0.01039967592805624,
-4.299037925648008e-8,
-0.04651150852441788,
0.026894642040133476,
0.07351813465356827,
-0.0010058247717097402,
0.021969055756926537,
0.05615181848406792,
0.08428677916526794,
0.016273075714707375,
0.007058580871671438,
-0.025866271927952766,
0.11673931032419205,
0.050028372555971146,
0.05558394640684128,
-0.005910313688218594,
0.0045281765051186085,
-0.05960014835000038,
-0.012176327407360077,
-0.005055685061961412,
0.010153292678296566,
0.010754378512501717,
0.018731452524662018,
0.01757185347378254,
-0.006951372139155865,
0.0298987478017807,
0.09266265481710434,
-0.021763108670711517,
-0.01069785375148058,
-0.003535943105816841,
-0.08516602218151093,
0.01623552292585373,
-0.008415707387030125,
0.012816564179956913,
0.044090088456869125,
-0.030318357050418854,
-0.07597476243972778,
-0.051594264805316925,
-0.036715876311063766,
0.05989450588822365,
-0.10060540586709976,
-0.028524626046419144,
-0.013114117085933685,
0.07942590117454529,
-0.0889948159456253,
-0.009757563471794128,
0.07572690397500992,
0.008798602968454361,
0.0517989881336689,
-0.057677578181028366,
0.07001786679029465,
0.06979522109031677,
0.06496596336364746,
0.06019959598779678,
-0.03823341429233551,
-0.06386979669332504,
0.059564411640167236,
0.05426366627216339,
-0.07581914961338043,
0.0352974608540535,
0.023910976946353912,
0.04104359820485115,
0.013486570678651333,
-0.0178129393607378,
-0.040841855108737946,
-0.06816326826810837
] |
1402.3247
|
Pol Blasco Moreno
|
Pol Blasco and Deniz Gunduz
|
Learning-Based Optimization of Cache Content in a Small Cell Base
Station
|
Accepted to IEEE ICC 2014, Sydney, Australia. Minor typos corrected.
Algorithm MCUCB corrected
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Optimal cache content placement in a wireless small cell base station (sBS)
with limited backhaul capacity is studied. The sBS has a large cache memory and
provides content-level selective offloading by delivering high data rate
contents to users in its coverage area. The goal of the sBS content controller
(CC) is to store the most popular contents in the sBS cache memory such that
the maximum amount of data can be fetched directly form the sBS, not relying on
the limited backhaul resources during peak traffic periods. If the popularity
profile is known in advance, the problem reduces to a knapsack problem.
However, it is assumed in this work that, the popularity profile of the files
is not known by the CC, and it can only observe the instantaneous demand for
the cached content. Hence, the cache content placement is optimised based on
the demand history. By refreshing the cache content at regular time intervals,
the CC tries to learn the popularity profile, while exploiting the limited
cache capacity in the best way possible. Three algorithms are studied for this
cache content placement problem, leading to different exploitation-exploration
trade-offs. We provide extensive numerical simulations in order to study the
time-evolution of these algorithms, and the impact of the system parameters,
such as the number of files, the number of users, the cache size, and the
skewness of the popularity profile, on the performance. It is shown that the
proposed algorithms quickly learn the popularity profile for a wide range of
system parameters.
|
[
{
"created": "Thu, 13 Feb 2014 18:40:37 GMT",
"version": "v1"
},
{
"created": "Fri, 21 Feb 2014 14:35:39 GMT",
"version": "v2"
}
] |
2014-02-24
|
[
[
"Blasco",
"Pol",
""
],
[
"Gunduz",
"Deniz",
""
]
] |
[
-0.016857804730534554,
0.030797548592090607,
-0.0616244338452816,
-0.008602673187851906,
-0.020763976499438286,
-0.06157218664884567,
0.02673707902431488,
0.026270931586623192,
0.004291621968150139,
0.08091903477907181,
-0.029433736577630043,
0.11703381687402725,
0.036654047667980194,
-0.05502183735370636,
-0.0135952802374959,
-0.0162062831223011,
0.11922936141490936,
-0.02973622828722,
-0.05070696771144867,
-0.06516477465629578,
-0.003733099205419421,
-0.01845158450305462,
0.03704793378710747,
-0.05013209581375122,
0.035131435841321945,
0.0376046746969223,
-0.013240867294371128,
0.004726538434624672,
0.036669518798589706,
-0.0009171708370558918,
0.011272134259343147,
0.00014967290917411447,
0.03684540465474129,
0.017788680270314217,
0.01576690934598446,
-0.01895051635801792,
-0.11992528289556503,
-0.02510564960539341,
0.006246225908398628,
0.01064814068377018,
-0.03952890262007713,
0.057032398879528046,
-0.07003069669008255,
0.11878202855587006,
-0.020964661613106728,
0.01652665063738823,
0.013487186282873154,
0.07126998901367188,
-0.04144866764545441,
-0.0035085997078567743,
0.02859104424715042,
-0.026788916438817978,
-0.0647546723484993,
0.06414470821619034,
-0.033763933926820755,
-0.026061436161398888,
-0.06551334261894226,
0.04276605322957039,
0.03624606505036354,
0.09337971359491348,
0.06463845819234848,
-0.10335996001958847,
0.041122447699308395,
-0.05034192278981209,
0.020420342683792114,
-0.051459722220897675,
0.06577667593955994,
0.03003883548080921,
0.006318854633718729,
-0.016566719859838486,
0.0069415676407516,
0.07498186826705933,
-0.017125213518738747,
0.05310274288058281,
0.0015841787680983543,
0.008175748400390148,
0.027942417189478874,
-0.003592895809561014,
-0.014191665686666965,
-0.06387259811162949,
0.008264954201877117,
0.010073077864944935,
0.012899810448288918,
-0.05042361468076706,
-0.035374417901039124,
-0.11116215586662292,
-0.019321205094456673,
0.012504927814006805,
0.05739618465304375,
-0.07981541007757187,
0.05026785656809807,
0.1461186408996582,
0.007002297323197126,
0.03443806618452072,
-0.0764409601688385,
-0.0021120160818099976,
0.00872599333524704,
0.02178698033094406,
0.03330961614847183,
0.04686424508690834,
0.010138756595551968,
0.08864104002714157,
0.06889262050390244,
0.03411954641342163,
0.08460456132888794,
-0.05729514732956886,
0.06927630305290222,
0.06333622336387634,
-0.03425926715135574,
0.006880541797727346,
-0.04133347049355507,
0.04668482020497322,
-0.028362680226564407,
-0.015428050421178341,
-0.018853336572647095,
0.02587132714688778,
0.013640521094202995,
0.011329138651490211,
-0.03716125339269638,
0.07247883826494217,
0.05598118528723717,
-0.07705625891685486,
0.01384125929325819,
-0.06299039721488953,
-0.01751876436173916,
0.00869874656200409,
0.011236902326345444,
2.5066886222117488e-33,
-0.06634461879730225,
0.008181166835129261,
-0.04814215749502182,
0.024165231734514236,
-0.0063349106349051,
-0.09219682216644287,
0.10441946238279343,
0.030279286205768585,
-0.03071928769350052,
0.0015500764129683375,
0.023070011287927628,
0.014109847135841846,
-0.061865802854299545,
-0.00953439250588417,
0.05874038115143776,
-0.022245725616812706,
-0.003347821533679962,
0.016564689576625824,
0.07654963433742523,
-0.04655866697430611,
0.041045065969228745,
-0.0587981715798378,
0.00009098990994971246,
-0.09155850857496262,
0.046116903424263,
0.008259652182459831,
0.07246598601341248,
-0.08221951127052307,
0.005053350701928139,
-0.009189318865537643,
0.09935558587312698,
-0.06764667481184006,
-0.0033197826705873013,
-0.04779879376292229,
0.015421628952026367,
0.01934610866010189,
0.006338729057461023,
-0.013644915074110031,
0.045307110995054245,
-0.012893838807940483,
-0.04708622768521309,
0.015575365163385868,
-0.027848180383443832,
-0.031929269433021545,
-0.10863438993692398,
-0.04539317265152931,
-0.005788764450699091,
-0.0013262868160381913,
-0.06050320714712143,
0.005211113952100277,
0.05578325688838959,
-0.025983260944485664,
0.011468823999166489,
0.03537803143262863,
-0.009989525191485882,
0.013689201325178146,
0.018091730773448944,
-0.012281672097742558,
0.07810657471418381,
0.1370597630739212,
0.04532349482178688,
-0.03898356109857559,
-0.018410872668027878,
0.03662661090493202,
-0.03038107603788376,
-0.05006761848926544,
0.07463052123785019,
0.0021663049701601267,
0.04445728287100792,
0.03569347411394119,
0.04739925637841225,
-0.022345494478940964,
0.0737684965133667,
-0.10715395957231522,
-0.015103035606443882,
-0.0001064877724274993,
-0.026369640603661537,
0.06199714168906212,
-0.0954219251871109,
-0.07955302298069,
0.04057076573371887,
-0.04248896241188049,
-0.008292298763990402,
0.008260239847004414,
-0.018514204770326614,
-0.08756329864263535,
0.021983474493026733,
-0.07731108367443085,
-0.0670488253235817,
0.031384218484163284,
-0.030170921236276627,
0.08196999132633209,
0.01773110218346119,
-0.022364290431141853,
0.00992986373603344,
-6.325623006055184e-34,
0.013442604802548885,
-0.03423503786325455,
-0.009529954753816128,
0.0333809033036232,
0.026147155091166496,
-0.00006658043275820091,
-0.07301351428031921,
-0.02751590497791767,
-0.08374393731355667,
-0.03544467315077782,
-0.08838354051113129,
-0.011770051904022694,
-0.02192225493490696,
0.012940416112542152,
0.012473173439502716,
0.020184209570288658,
0.00551034277305007,
-0.0871894583106041,
-0.0424606092274189,
0.050251610577106476,
-0.04909506067633629,
-0.02372712455689907,
-0.05661986768245697,
-0.019119122996926308,
0.03834929317235947,
0.033398523926734924,
-0.050557397305965424,
0.05535589158535004,
0.021195977926254272,
0.009775843471288681,
-0.07126984745264053,
-0.06354060769081116,
0.005392759572714567,
-0.08715444058179855,
0.0420248843729496,
0.012471694499254227,
0.03176229074597359,
0.11206454038619995,
-0.03137366101145744,
0.08089224994182587,
0.095734141767025,
-0.0016271817730739713,
-0.036142874509096146,
-0.061791952699422836,
0.028787648305296898,
-0.032789986580610275,
-0.04675321653485298,
0.023661822080612183,
-0.004938378464430571,
-0.011672338470816612,
0.08010265231132507,
-0.0356067456305027,
-0.033327460289001465,
0.010749601759016514,
0.0835898369550705,
0.09032407402992249,
-0.06574604660272598,
0.018351249396800995,
0.04693824052810669,
-0.03555794805288315,
0.09945229440927505,
-0.14525435864925385,
-0.03419766202569008,
-0.023618562147021294,
-0.029109682887792587,
-0.006106268148869276,
0.04941658675670624,
-0.06557078659534454,
-0.06034255772829056,
0.06776420772075653,
-0.025328518822789192,
0.008487045764923096,
0.06567700952291489,
-0.04041479527950287,
-0.052356574684381485,
0.061702970415353775,
0.09731319546699524,
0.023638838902115822,
-0.010460574179887772,
0.02142389863729477,
-0.08261070400476456,
0.14997565746307373,
-0.04112330079078674,
-0.0026341855991631746,
0.04195305332541466,
0.014905079267919064,
0.008442227728664875,
0.004262290429323912,
-0.051268793642520905,
-0.059582535177469254,
-0.00899612344801426,
-0.017666615545749664,
-0.013228190131485462,
0.020541854202747345,
-0.047691598534584045,
-4.2868549599006656e-8,
-0.09547249227762222,
-0.01891835406422615,
-0.025007357820868492,
0.025270774960517883,
0.06505272537469864,
-0.015147359110414982,
0.008538104593753815,
0.02941933646798134,
0.07717560231685638,
-0.03660816326737404,
0.12651382386684418,
-0.003032818902283907,
-0.028070097789168358,
0.03229861706495285,
-0.003614344634115696,
0.05228973552584648,
-0.0069381664507091045,
-0.14943459630012512,
-0.017711738124489784,
0.02652234025299549,
-0.03967989981174469,
0.0700681060552597,
0.07946637272834778,
0.0026392752770334482,
0.09702662378549576,
0.055234115570783615,
0.05844208598136902,
0.027928581461310387,
0.0995861291885376,
0.02224973402917385,
-0.0058794086799025536,
-0.017508087679743767,
-0.0019620999228209257,
-0.03187176212668419,
0.07769747823476791,
0.013774153776466846,
-0.05991341546177864,
-0.03825455158948898,
-0.02458064816892147,
0.03979259356856346,
0.07722780108451843,
-0.025017814710736275,
0.047155916690826416,
0.026403289288282394,
0.1167173981666565,
-0.03659701347351074,
-0.05473560094833374,
0.06253630667924881,
-0.005231434945017099,
-0.04152539744973183,
-0.0511852391064167,
-0.11082353442907333,
-0.048142049461603165,
-0.003005008911713958,
0.024072078987956047,
-0.020770572125911713,
0.026082992553710938,
0.05346350371837616,
0.07157415896654129,
0.026105303317308426,
0.013222705572843552,
0.012252286076545715,
-0.11597286909818649,
-0.0001910440478241071
] | null | null | null | null | null | null | null |
[
-0.016857804730534554,
0.030797548592090607,
-0.0616244338452816,
-0.008602673187851906,
-0.020763976499438286,
-0.06157218664884567,
0.02673707902431488,
0.026270931586623192,
0.004291621968150139,
0.08091903477907181,
-0.029433736577630043,
0.11703381687402725,
0.036654047667980194,
-0.05502183735370636,
-0.0135952802374959,
-0.0162062831223011,
0.11922936141490936,
-0.02973622828722,
-0.05070696771144867,
-0.06516477465629578,
-0.003733099205419421,
-0.01845158450305462,
0.03704793378710747,
-0.05013209581375122,
0.035131435841321945,
0.0376046746969223,
-0.013240867294371128,
0.004726538434624672,
0.036669518798589706,
-0.0009171708370558918,
0.011272134259343147,
0.00014967290917411447,
0.03684540465474129,
0.017788680270314217,
0.01576690934598446,
-0.01895051635801792,
-0.11992528289556503,
-0.02510564960539341,
0.006246225908398628,
0.01064814068377018,
-0.03952890262007713,
0.057032398879528046,
-0.07003069669008255,
0.11878202855587006,
-0.020964661613106728,
0.01652665063738823,
0.013487186282873154,
0.07126998901367188,
-0.04144866764545441,
-0.0035085997078567743,
0.02859104424715042,
-0.026788916438817978,
-0.0647546723484993,
0.06414470821619034,
-0.033763933926820755,
-0.026061436161398888,
-0.06551334261894226,
0.04276605322957039,
0.03624606505036354,
0.09337971359491348,
0.06463845819234848,
-0.10335996001958847,
0.041122447699308395,
-0.05034192278981209,
0.020420342683792114,
-0.051459722220897675,
0.06577667593955994,
0.03003883548080921,
0.006318854633718729,
-0.016566719859838486,
0.0069415676407516,
0.07498186826705933,
-0.017125213518738747,
0.05310274288058281,
0.0015841787680983543,
0.008175748400390148,
0.027942417189478874,
-0.003592895809561014,
-0.014191665686666965,
-0.06387259811162949,
0.008264954201877117,
0.010073077864944935,
0.012899810448288918,
-0.05042361468076706,
-0.035374417901039124,
-0.11116215586662292,
-0.019321205094456673,
0.012504927814006805,
0.05739618465304375,
-0.07981541007757187,
0.05026785656809807,
0.1461186408996582,
0.007002297323197126,
0.03443806618452072,
-0.0764409601688385,
-0.0021120160818099976,
0.00872599333524704,
0.02178698033094406,
0.03330961614847183,
0.04686424508690834,
0.010138756595551968,
0.08864104002714157,
0.06889262050390244,
0.03411954641342163,
0.08460456132888794,
-0.05729514732956886,
0.06927630305290222,
0.06333622336387634,
-0.03425926715135574,
0.006880541797727346,
-0.04133347049355507,
0.04668482020497322,
-0.028362680226564407,
-0.015428050421178341,
-0.018853336572647095,
0.02587132714688778,
0.013640521094202995,
0.011329138651490211,
-0.03716125339269638,
0.07247883826494217,
0.05598118528723717,
-0.07705625891685486,
0.01384125929325819,
-0.06299039721488953,
-0.01751876436173916,
0.00869874656200409,
0.011236902326345444,
2.5066886222117488e-33,
-0.06634461879730225,
0.008181166835129261,
-0.04814215749502182,
0.024165231734514236,
-0.0063349106349051,
-0.09219682216644287,
0.10441946238279343,
0.030279286205768585,
-0.03071928769350052,
0.0015500764129683375,
0.023070011287927628,
0.014109847135841846,
-0.061865802854299545,
-0.00953439250588417,
0.05874038115143776,
-0.022245725616812706,
-0.003347821533679962,
0.016564689576625824,
0.07654963433742523,
-0.04655866697430611,
0.041045065969228745,
-0.0587981715798378,
0.00009098990994971246,
-0.09155850857496262,
0.046116903424263,
0.008259652182459831,
0.07246598601341248,
-0.08221951127052307,
0.005053350701928139,
-0.009189318865537643,
0.09935558587312698,
-0.06764667481184006,
-0.0033197826705873013,
-0.04779879376292229,
0.015421628952026367,
0.01934610866010189,
0.006338729057461023,
-0.013644915074110031,
0.045307110995054245,
-0.012893838807940483,
-0.04708622768521309,
0.015575365163385868,
-0.027848180383443832,
-0.031929269433021545,
-0.10863438993692398,
-0.04539317265152931,
-0.005788764450699091,
-0.0013262868160381913,
-0.06050320714712143,
0.005211113952100277,
0.05578325688838959,
-0.025983260944485664,
0.011468823999166489,
0.03537803143262863,
-0.009989525191485882,
0.013689201325178146,
0.018091730773448944,
-0.012281672097742558,
0.07810657471418381,
0.1370597630739212,
0.04532349482178688,
-0.03898356109857559,
-0.018410872668027878,
0.03662661090493202,
-0.03038107603788376,
-0.05006761848926544,
0.07463052123785019,
0.0021663049701601267,
0.04445728287100792,
0.03569347411394119,
0.04739925637841225,
-0.022345494478940964,
0.0737684965133667,
-0.10715395957231522,
-0.015103035606443882,
-0.0001064877724274993,
-0.026369640603661537,
0.06199714168906212,
-0.0954219251871109,
-0.07955302298069,
0.04057076573371887,
-0.04248896241188049,
-0.008292298763990402,
0.008260239847004414,
-0.018514204770326614,
-0.08756329864263535,
0.021983474493026733,
-0.07731108367443085,
-0.0670488253235817,
0.031384218484163284,
-0.030170921236276627,
0.08196999132633209,
0.01773110218346119,
-0.022364290431141853,
0.00992986373603344,
-6.325623006055184e-34,
0.013442604802548885,
-0.03423503786325455,
-0.009529954753816128,
0.0333809033036232,
0.026147155091166496,
-0.00006658043275820091,
-0.07301351428031921,
-0.02751590497791767,
-0.08374393731355667,
-0.03544467315077782,
-0.08838354051113129,
-0.011770051904022694,
-0.02192225493490696,
0.012940416112542152,
0.012473173439502716,
0.020184209570288658,
0.00551034277305007,
-0.0871894583106041,
-0.0424606092274189,
0.050251610577106476,
-0.04909506067633629,
-0.02372712455689907,
-0.05661986768245697,
-0.019119122996926308,
0.03834929317235947,
0.033398523926734924,
-0.050557397305965424,
0.05535589158535004,
0.021195977926254272,
0.009775843471288681,
-0.07126984745264053,
-0.06354060769081116,
0.005392759572714567,
-0.08715444058179855,
0.0420248843729496,
0.012471694499254227,
0.03176229074597359,
0.11206454038619995,
-0.03137366101145744,
0.08089224994182587,
0.095734141767025,
-0.0016271817730739713,
-0.036142874509096146,
-0.061791952699422836,
0.028787648305296898,
-0.032789986580610275,
-0.04675321653485298,
0.023661822080612183,
-0.004938378464430571,
-0.011672338470816612,
0.08010265231132507,
-0.0356067456305027,
-0.033327460289001465,
0.010749601759016514,
0.0835898369550705,
0.09032407402992249,
-0.06574604660272598,
0.018351249396800995,
0.04693824052810669,
-0.03555794805288315,
0.09945229440927505,
-0.14525435864925385,
-0.03419766202569008,
-0.023618562147021294,
-0.029109682887792587,
-0.006106268148869276,
0.04941658675670624,
-0.06557078659534454,
-0.06034255772829056,
0.06776420772075653,
-0.025328518822789192,
0.008487045764923096,
0.06567700952291489,
-0.04041479527950287,
-0.052356574684381485,
0.061702970415353775,
0.09731319546699524,
0.023638838902115822,
-0.010460574179887772,
0.02142389863729477,
-0.08261070400476456,
0.14997565746307373,
-0.04112330079078674,
-0.0026341855991631746,
0.04195305332541466,
0.014905079267919064,
0.008442227728664875,
0.004262290429323912,
-0.051268793642520905,
-0.059582535177469254,
-0.00899612344801426,
-0.017666615545749664,
-0.013228190131485462,
0.020541854202747345,
-0.047691598534584045,
-4.2868549599006656e-8,
-0.09547249227762222,
-0.01891835406422615,
-0.025007357820868492,
0.025270774960517883,
0.06505272537469864,
-0.015147359110414982,
0.008538104593753815,
0.02941933646798134,
0.07717560231685638,
-0.03660816326737404,
0.12651382386684418,
-0.003032818902283907,
-0.028070097789168358,
0.03229861706495285,
-0.003614344634115696,
0.05228973552584648,
-0.0069381664507091045,
-0.14943459630012512,
-0.017711738124489784,
0.02652234025299549,
-0.03967989981174469,
0.0700681060552597,
0.07946637272834778,
0.0026392752770334482,
0.09702662378549576,
0.055234115570783615,
0.05844208598136902,
0.027928581461310387,
0.0995861291885376,
0.02224973402917385,
-0.0058794086799025536,
-0.017508087679743767,
-0.0019620999228209257,
-0.03187176212668419,
0.07769747823476791,
0.013774153776466846,
-0.05991341546177864,
-0.03825455158948898,
-0.02458064816892147,
0.03979259356856346,
0.07722780108451843,
-0.025017814710736275,
0.047155916690826416,
0.026403289288282394,
0.1167173981666565,
-0.03659701347351074,
-0.05473560094833374,
0.06253630667924881,
-0.005231434945017099,
-0.04152539744973183,
-0.0511852391064167,
-0.11082353442907333,
-0.048142049461603165,
-0.003005008911713958,
0.024072078987956047,
-0.020770572125911713,
0.026082992553710938,
0.05346350371837616,
0.07157415896654129,
0.026105303317308426,
0.013222705572843552,
0.012252286076545715,
-0.11597286909818649,
-0.0001910440478241071
] |
1402.3259
|
Wouter Bos
|
Wouter Bos (LMFA)
|
The temperature spectrum generated by frictional heating in isotropic
turbulence
| null | null |
10.1017/jfm.2014.93
| null |
physics.flu-dyn physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In every turbulent flow with non-zero viscosity, heat is generated by viscous
friction. This heat is then mixed by the velocity field. We consider how heat
fluctuations generated this way are injected and distributed over length scales
in isotropic turbulence. A triadic closure is derived and numerically
integrated. It is shown how the heat fluctuation spectrum depends on the
Reynolds and Prandtl numbers.
|
[
{
"created": "Thu, 13 Feb 2014 19:16:00 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Bos",
"Wouter",
"",
"LMFA"
]
] |
[
0.07209616154432297,
-0.02749922312796116,
0.04692629724740982,
0.07305977493524551,
0.005015844013541937,
0.020638711750507355,
-0.01506071537733078,
-0.06947717070579529,
0.1260850876569748,
-0.048790380358695984,
0.027415890246629715,
-0.06087196245789528,
-0.00609718170017004,
-0.036722332239151,
0.0359579473733902,
-0.011508629657328129,
-0.07634446024894714,
0.035181980580091476,
-0.047578826546669006,
-0.022302167490124702,
0.05331910401582718,
0.06278198212385178,
-0.11565054953098297,
0.04777364060282707,
0.029065454378724098,
-0.07193905860185623,
-0.038834910839796066,
0.02466205507516861,
-0.020883433520793915,
0.06154271215200424,
0.026648150756955147,
-0.0326821468770504,
-0.11044307798147202,
-0.0009123205672949553,
-0.025727810338139534,
-0.10072647035121918,
0.018507737666368484,
0.0814099907875061,
-0.09184859693050385,
0.13411514461040497,
-0.027461186051368713,
-0.012077193707227707,
0.07054116576910019,
0.00365492794662714,
-0.005398974288254976,
-0.04642663151025772,
-0.06305492669343948,
0.00007587959407828748,
-0.020170120522379875,
0.010509615764021873,
-0.00542379729449749,
0.0688268318772316,
-0.05845971405506134,
0.018583111464977264,
-0.01327247079461813,
0.01731479912996292,
0.020926395431160927,
-0.05205046758055687,
-0.03935917839407921,
-0.042885780334472656,
-0.0028004401829093695,
-0.030574705451726913,
-0.09900429844856262,
-0.0022641001269221306,
-0.04523975029587746,
-0.04521173611283302,
0.007257730700075626,
0.014069529250264168,
0.06336336582899094,
0.006799858529120684,
-0.051136452704668045,
0.006482308264821768,
-0.004256748128682375,
-0.0019437988521531224,
0.07252011448144913,
0.05515514686703682,
-0.06142387166619301,
0.018551984801888466,
-0.06333926320075989,
-0.019622547551989555,
0.05017390847206116,
0.0069162072613835335,
0.03463877737522125,
-0.009677515365183353,
-0.04624898359179497,
0.06656089425086975,
0.09170156717300415,
-0.01740722730755806,
0.026016199961304665,
0.017312856391072273,
-0.008300005458295345,
0.0661204382777214,
-0.0610484778881073,
-0.06183825433254242,
0.038148410618305206,
-0.009793493896722794,
0.02543439157307148,
0.010512063279747963,
0.05180530622601509,
-0.023636765778064728,
-0.005548973102122545,
-0.15964217483997345,
-0.0359736904501915,
0.1370122730731964,
0.08827312290668488,
0.1720885932445526,
0.03944259136915207,
-0.04621247947216034,
0.014273650012910366,
-0.020587017759680748,
-0.05196687951683998,
-0.04176284745335579,
-0.00346198002807796,
-0.0032078016083687544,
0.08368247002363205,
-0.026864370331168175,
-0.002257006010040641,
0.01099319476634264,
-0.0015802711714059114,
0.048430703580379486,
-0.007588448002934456,
0.028886929154396057,
-0.06536787748336792,
0.04872635751962662,
-0.014658866450190544,
-0.009520310908555984,
0.07159217447042465,
3.209863534278509e-35,
0.0014466196298599243,
-0.015246796421706676,
-0.030116723850369453,
0.05312966927886009,
0.030998030677437782,
0.008478357456624508,
-0.011332250200212002,
-0.06977597624063492,
-0.10490157455205917,
0.01055523008108139,
-0.020200107246637344,
0.06449992954730988,
-0.06104611977934837,
0.06439871340990067,
-0.029082661494612694,
-0.01973971724510193,
0.008589441888034344,
0.00795179046690464,
0.022759204730391502,
-0.021055858582258224,
0.04258812963962555,
0.04192258417606354,
0.007074164226651192,
0.0007454668520949781,
-0.03067139908671379,
0.014382556080818176,
0.011831944808363914,
0.011303406208753586,
-0.052720844745635986,
0.054963041096925735,
-0.044748738408088684,
-0.04056284576654434,
-0.0009299599914811552,
-0.008035651408135891,
-0.007392129395157099,
0.060588937252759933,
0.008583505637943745,
0.05106380209326744,
0.02942913956940174,
0.05297062173485756,
0.009157204069197178,
-0.020156923681497574,
-0.048954352736473083,
0.029653135687112808,
-0.046201422810554504,
-0.01018663588911295,
0.06286037713289261,
0.1543058454990387,
-0.04800194129347801,
-0.0601198635995388,
-0.019772564992308617,
0.021373333409428596,
0.041773632168769836,
-0.0003117259475402534,
0.02470075711607933,
-0.07996577024459839,
0.04151636362075806,
-0.012084289453923702,
-0.08578275889158249,
-0.03687797114253044,
-0.029339279979467392,
0.026714596897363663,
-0.05744289606809616,
-0.05762176960706711,
-0.016970038414001465,
0.06228305399417877,
0.036976080387830734,
-0.004723323043435812,
0.10660185664892197,
-0.08996570110321045,
0.0021571964025497437,
0.07741360366344452,
-0.027062121778726578,
0.04402177780866623,
0.015459120273590088,
-0.03787188231945038,
-0.029174046590924263,
-0.003789728507399559,
-0.054266661405563354,
0.10123397409915924,
-0.13602371513843536,
-0.0030605460051447153,
0.0013454206055030227,
-0.02675461769104004,
-0.025307781994342804,
-0.13367588818073273,
-0.01250214222818613,
0.03714169189333916,
-0.03894371911883354,
-0.01535568106919527,
-0.0666198804974556,
-0.024378826841711998,
0.07409197092056274,
0.08192700892686844,
0.034356147050857544,
-3.056011826030389e-33,
-0.01950693316757679,
0.011834769509732723,
0.039557602256536484,
0.09327901899814606,
-0.03742929548025131,
0.06665142625570297,
0.07721596956253052,
0.08983895182609558,
-0.023631243035197258,
-0.07931078225374222,
0.02788172848522663,
-0.029390599578619003,
-0.028466928750276566,
-0.038256142288446426,
0.05631175637245178,
-0.07354816049337387,
0.004179069772362709,
-0.0032968909945338964,
0.024517415091395378,
-0.011488285847008228,
0.03376027196645737,
-0.057010091841220856,
-0.042992185801267624,
0.009684179909527302,
0.0017174110980704427,
-0.06233314424753189,
0.0034173603635281324,
-0.002508060308173299,
-0.08636496216058731,
0.0066957538947463036,
0.055679745972156525,
-0.03427967429161072,
0.052716050297021866,
-0.004449726548045874,
0.042781706899404526,
0.046119820326566696,
0.056248947978019714,
0.054200880229473114,
0.027546295896172523,
-0.059065453708171844,
0.05517964065074921,
-0.023795008659362793,
0.005169418174773455,
-0.013207970187067986,
0.09412979334592819,
-0.029777538031339645,
-0.043347280472517014,
-0.04420847073197365,
0.031526606529951096,
-0.04634276032447815,
0.0015852408250793815,
-0.008087757043540478,
-0.020192496478557587,
0.07162272930145264,
-0.024752069264650345,
0.05762970820069313,
0.03712451830506325,
0.056576259434223175,
0.0879683718085289,
-0.030066732317209244,
-0.046832095831632614,
-0.04203484207391739,
-0.008162449114024639,
0.02185438573360443,
0.04062966629862785,
-0.006468154489994049,
-0.015147753991186619,
-0.055975235998630524,
-0.027291633188724518,
-0.022905461490154266,
0.030489027500152588,
0.020742643624544144,
-0.03764664754271507,
-0.006803279276937246,
-0.036691755056381226,
-0.01852337457239628,
0.016638239845633507,
-0.051508791744709015,
-0.03365578502416611,
0.17161935567855835,
-0.006840527057647705,
0.03229304030537605,
0.03831334412097931,
-0.002511946950107813,
0.050934016704559326,
-0.11018584668636322,
0.046995099633932114,
-0.05115602910518646,
-0.011980999261140823,
0.05295514687895775,
0.13513188064098358,
-0.049500178545713425,
0.016050484031438828,
-0.08974538743495941,
0.002530868863686919,
-4.005025999731515e-8,
0.057200755923986435,
-0.044591207057237625,
0.04335445538163185,
0.06728284060955048,
-0.07093022763729095,
0.044223736971616745,
-0.025767935439944267,
-0.05224160477519035,
0.014387785457074642,
0.03413815796375275,
0.08700422942638397,
0.04080432653427124,
0.03629065304994583,
0.03405006602406502,
0.014424671418964863,
-0.06994616985321045,
0.006578962784260511,
-0.02639971673488617,
0.04070955887436867,
-0.09063491970300674,
-0.008655915968120098,
0.05275017023086548,
-0.06222573295235634,
0.008783631958067417,
-0.0211261548101902,
0.031004104763269424,
-0.06732982397079468,
0.004101318772882223,
0.06912589073181152,
-0.029090816155076027,
-0.00009811140625970438,
-0.05823039263486862,
-0.06655620783567429,
0.018330363556742668,
-0.07011974602937698,
0.034993547946214676,
-0.03236802667379379,
0.08643311262130737,
-0.02356887236237526,
-0.08662054687738419,
0.026959562674164772,
-0.03921610489487648,
0.02887551859021187,
-0.057310618460178375,
0.0797014907002449,
0.0036408875603228807,
-0.0993068665266037,
-0.04776347428560257,
-0.028530366718769073,
0.07702145725488663,
0.05556254833936691,
0.04520213603973389,
0.03460347652435303,
0.02972850389778614,
-0.04057883471250534,
-0.0713580921292305,
-0.05107821151614189,
0.03559621050953865,
-0.05175508186221123,
-0.03874547779560089,
-0.03582828491926193,
-0.01469087041914463,
-0.024831747636198997,
-0.061970219016075134
] | null | null | null | null | null | null | null |
[
0.07209616154432297,
-0.02749922312796116,
0.04692629724740982,
0.07305977493524551,
0.005015844013541937,
0.020638711750507355,
-0.01506071537733078,
-0.06947717070579529,
0.1260850876569748,
-0.048790380358695984,
0.027415890246629715,
-0.06087196245789528,
-0.00609718170017004,
-0.036722332239151,
0.0359579473733902,
-0.011508629657328129,
-0.07634446024894714,
0.035181980580091476,
-0.047578826546669006,
-0.022302167490124702,
0.05331910401582718,
0.06278198212385178,
-0.11565054953098297,
0.04777364060282707,
0.029065454378724098,
-0.07193905860185623,
-0.038834910839796066,
0.02466205507516861,
-0.020883433520793915,
0.06154271215200424,
0.026648150756955147,
-0.0326821468770504,
-0.11044307798147202,
-0.0009123205672949553,
-0.025727810338139534,
-0.10072647035121918,
0.018507737666368484,
0.0814099907875061,
-0.09184859693050385,
0.13411514461040497,
-0.027461186051368713,
-0.012077193707227707,
0.07054116576910019,
0.00365492794662714,
-0.005398974288254976,
-0.04642663151025772,
-0.06305492669343948,
0.00007587959407828748,
-0.020170120522379875,
0.010509615764021873,
-0.00542379729449749,
0.0688268318772316,
-0.05845971405506134,
0.018583111464977264,
-0.01327247079461813,
0.01731479912996292,
0.020926395431160927,
-0.05205046758055687,
-0.03935917839407921,
-0.042885780334472656,
-0.0028004401829093695,
-0.030574705451726913,
-0.09900429844856262,
-0.0022641001269221306,
-0.04523975029587746,
-0.04521173611283302,
0.007257730700075626,
0.014069529250264168,
0.06336336582899094,
0.006799858529120684,
-0.051136452704668045,
0.006482308264821768,
-0.004256748128682375,
-0.0019437988521531224,
0.07252011448144913,
0.05515514686703682,
-0.06142387166619301,
0.018551984801888466,
-0.06333926320075989,
-0.019622547551989555,
0.05017390847206116,
0.0069162072613835335,
0.03463877737522125,
-0.009677515365183353,
-0.04624898359179497,
0.06656089425086975,
0.09170156717300415,
-0.01740722730755806,
0.026016199961304665,
0.017312856391072273,
-0.008300005458295345,
0.0661204382777214,
-0.0610484778881073,
-0.06183825433254242,
0.038148410618305206,
-0.009793493896722794,
0.02543439157307148,
0.010512063279747963,
0.05180530622601509,
-0.023636765778064728,
-0.005548973102122545,
-0.15964217483997345,
-0.0359736904501915,
0.1370122730731964,
0.08827312290668488,
0.1720885932445526,
0.03944259136915207,
-0.04621247947216034,
0.014273650012910366,
-0.020587017759680748,
-0.05196687951683998,
-0.04176284745335579,
-0.00346198002807796,
-0.0032078016083687544,
0.08368247002363205,
-0.026864370331168175,
-0.002257006010040641,
0.01099319476634264,
-0.0015802711714059114,
0.048430703580379486,
-0.007588448002934456,
0.028886929154396057,
-0.06536787748336792,
0.04872635751962662,
-0.014658866450190544,
-0.009520310908555984,
0.07159217447042465,
3.209863534278509e-35,
0.0014466196298599243,
-0.015246796421706676,
-0.030116723850369453,
0.05312966927886009,
0.030998030677437782,
0.008478357456624508,
-0.011332250200212002,
-0.06977597624063492,
-0.10490157455205917,
0.01055523008108139,
-0.020200107246637344,
0.06449992954730988,
-0.06104611977934837,
0.06439871340990067,
-0.029082661494612694,
-0.01973971724510193,
0.008589441888034344,
0.00795179046690464,
0.022759204730391502,
-0.021055858582258224,
0.04258812963962555,
0.04192258417606354,
0.007074164226651192,
0.0007454668520949781,
-0.03067139908671379,
0.014382556080818176,
0.011831944808363914,
0.011303406208753586,
-0.052720844745635986,
0.054963041096925735,
-0.044748738408088684,
-0.04056284576654434,
-0.0009299599914811552,
-0.008035651408135891,
-0.007392129395157099,
0.060588937252759933,
0.008583505637943745,
0.05106380209326744,
0.02942913956940174,
0.05297062173485756,
0.009157204069197178,
-0.020156923681497574,
-0.048954352736473083,
0.029653135687112808,
-0.046201422810554504,
-0.01018663588911295,
0.06286037713289261,
0.1543058454990387,
-0.04800194129347801,
-0.0601198635995388,
-0.019772564992308617,
0.021373333409428596,
0.041773632168769836,
-0.0003117259475402534,
0.02470075711607933,
-0.07996577024459839,
0.04151636362075806,
-0.012084289453923702,
-0.08578275889158249,
-0.03687797114253044,
-0.029339279979467392,
0.026714596897363663,
-0.05744289606809616,
-0.05762176960706711,
-0.016970038414001465,
0.06228305399417877,
0.036976080387830734,
-0.004723323043435812,
0.10660185664892197,
-0.08996570110321045,
0.0021571964025497437,
0.07741360366344452,
-0.027062121778726578,
0.04402177780866623,
0.015459120273590088,
-0.03787188231945038,
-0.029174046590924263,
-0.003789728507399559,
-0.054266661405563354,
0.10123397409915924,
-0.13602371513843536,
-0.0030605460051447153,
0.0013454206055030227,
-0.02675461769104004,
-0.025307781994342804,
-0.13367588818073273,
-0.01250214222818613,
0.03714169189333916,
-0.03894371911883354,
-0.01535568106919527,
-0.0666198804974556,
-0.024378826841711998,
0.07409197092056274,
0.08192700892686844,
0.034356147050857544,
-3.056011826030389e-33,
-0.01950693316757679,
0.011834769509732723,
0.039557602256536484,
0.09327901899814606,
-0.03742929548025131,
0.06665142625570297,
0.07721596956253052,
0.08983895182609558,
-0.023631243035197258,
-0.07931078225374222,
0.02788172848522663,
-0.029390599578619003,
-0.028466928750276566,
-0.038256142288446426,
0.05631175637245178,
-0.07354816049337387,
0.004179069772362709,
-0.0032968909945338964,
0.024517415091395378,
-0.011488285847008228,
0.03376027196645737,
-0.057010091841220856,
-0.042992185801267624,
0.009684179909527302,
0.0017174110980704427,
-0.06233314424753189,
0.0034173603635281324,
-0.002508060308173299,
-0.08636496216058731,
0.0066957538947463036,
0.055679745972156525,
-0.03427967429161072,
0.052716050297021866,
-0.004449726548045874,
0.042781706899404526,
0.046119820326566696,
0.056248947978019714,
0.054200880229473114,
0.027546295896172523,
-0.059065453708171844,
0.05517964065074921,
-0.023795008659362793,
0.005169418174773455,
-0.013207970187067986,
0.09412979334592819,
-0.029777538031339645,
-0.043347280472517014,
-0.04420847073197365,
0.031526606529951096,
-0.04634276032447815,
0.0015852408250793815,
-0.008087757043540478,
-0.020192496478557587,
0.07162272930145264,
-0.024752069264650345,
0.05762970820069313,
0.03712451830506325,
0.056576259434223175,
0.0879683718085289,
-0.030066732317209244,
-0.046832095831632614,
-0.04203484207391739,
-0.008162449114024639,
0.02185438573360443,
0.04062966629862785,
-0.006468154489994049,
-0.015147753991186619,
-0.055975235998630524,
-0.027291633188724518,
-0.022905461490154266,
0.030489027500152588,
0.020742643624544144,
-0.03764664754271507,
-0.006803279276937246,
-0.036691755056381226,
-0.01852337457239628,
0.016638239845633507,
-0.051508791744709015,
-0.03365578502416611,
0.17161935567855835,
-0.006840527057647705,
0.03229304030537605,
0.03831334412097931,
-0.002511946950107813,
0.050934016704559326,
-0.11018584668636322,
0.046995099633932114,
-0.05115602910518646,
-0.011980999261140823,
0.05295514687895775,
0.13513188064098358,
-0.049500178545713425,
0.016050484031438828,
-0.08974538743495941,
0.002530868863686919,
-4.005025999731515e-8,
0.057200755923986435,
-0.044591207057237625,
0.04335445538163185,
0.06728284060955048,
-0.07093022763729095,
0.044223736971616745,
-0.025767935439944267,
-0.05224160477519035,
0.014387785457074642,
0.03413815796375275,
0.08700422942638397,
0.04080432653427124,
0.03629065304994583,
0.03405006602406502,
0.014424671418964863,
-0.06994616985321045,
0.006578962784260511,
-0.02639971673488617,
0.04070955887436867,
-0.09063491970300674,
-0.008655915968120098,
0.05275017023086548,
-0.06222573295235634,
0.008783631958067417,
-0.0211261548101902,
0.031004104763269424,
-0.06732982397079468,
0.004101318772882223,
0.06912589073181152,
-0.029090816155076027,
-0.00009811140625970438,
-0.05823039263486862,
-0.06655620783567429,
0.018330363556742668,
-0.07011974602937698,
0.034993547946214676,
-0.03236802667379379,
0.08643311262130737,
-0.02356887236237526,
-0.08662054687738419,
0.026959562674164772,
-0.03921610489487648,
0.02887551859021187,
-0.057310618460178375,
0.0797014907002449,
0.0036408875603228807,
-0.0993068665266037,
-0.04776347428560257,
-0.028530366718769073,
0.07702145725488663,
0.05556254833936691,
0.04520213603973389,
0.03460347652435303,
0.02972850389778614,
-0.04057883471250534,
-0.0713580921292305,
-0.05107821151614189,
0.03559621050953865,
-0.05175508186221123,
-0.03874547779560089,
-0.03582828491926193,
-0.01469087041914463,
-0.024831747636198997,
-0.061970219016075134
] |
1402.3261
|
Didier Henrion
|
Jan Heller, Didier Henrion (LAAS, CTU/FEE), Tomas Pajdla
|
Hand-Eye and Robot-World Calibration by Global Polynomial Optimization
| null | null | null | null |
cs.CV math.OC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The need to relate measurements made by a camera to a different known
coordinate system arises in many engineering applications. Historically, it
appeared for the first time in the connection with cameras mounted on robotic
systems. This problem is commonly known as hand-eye calibration. In this paper,
we present several formulations of hand-eye calibration that lead to
multivariate polynomial optimization problems. We show that the method of
convex linear matrix inequality (LMI) relaxations can be used to effectively
solve these problems and to obtain globally optimal solutions. Further, we show
that the same approach can be used for the simultaneous hand-eye and
robot-world calibration. Finally, we validate the proposed solutions using both
synthetic and real datasets.
|
[
{
"created": "Thu, 13 Feb 2014 19:17:01 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Heller",
"Jan",
"",
"LAAS, CTU/FEE"
],
[
"Henrion",
"Didier",
"",
"LAAS, CTU/FEE"
],
[
"Pajdla",
"Tomas",
""
]
] |
[
0.0325191393494606,
-0.0308499988168478,
-0.04347914457321167,
-0.11683691293001175,
0.0268644280731678,
-0.031239673495292664,
0.06528014689683914,
-0.018231354653835297,
-0.03791646659374237,
0.086500383913517,
0.05214836448431015,
0.0059317066334187984,
0.07644279301166534,
0.05791863054037094,
-0.05402551591396332,
0.009411063976585865,
0.01005689799785614,
0.0024738835636526346,
-0.011762740090489388,
0.08821788430213928,
0.022507138550281525,
-0.03309321403503418,
-0.056747209280729294,
-0.05910272151231766,
0.04011228308081627,
0.012247963808476925,
0.07015936076641083,
-0.013371648266911507,
-0.0637202113866806,
0.03031730093061924,
-0.08999577164649963,
0.04678059741854668,
-0.0010890146950259805,
-0.10114716738462448,
0.005059021059423685,
0.05185142904520035,
-0.0007986837881617248,
-0.03542419150471687,
-0.003698185319080949,
-0.0024782035034149885,
0.0017269920790567994,
0.05553774535655975,
0.06595093011856079,
0.033034831285476685,
0.07238204777240753,
0.13720384240150452,
0.08465184271335602,
-0.03279726952314377,
0.058463532477617264,
-0.04034795984625816,
-0.0464603565633297,
-0.041197337210178375,
0.025656461715698242,
-0.053087472915649414,
-0.03099694289267063,
-0.05450354516506195,
-0.0011485208524391055,
0.010436799377202988,
0.061272308230400085,
0.02706862799823284,
0.03594491630792618,
0.00542563246563077,
-0.020980453118681908,
0.02305946685373783,
-0.024648897349834442,
0.018935551866889,
0.01868065632879734,
-0.03449561819434166,
-0.00319553236477077,
0.08095529675483704,
-0.08816845715045929,
0.0853700190782547,
0.07168719172477722,
-0.13437920808792114,
-0.02830156497657299,
-0.030270187184214592,
0.051233768463134766,
-0.03914152458310127,
0.04915214702486992,
-0.0016711901407688856,
0.09508737176656723,
0.024986909702420235,
-0.060571517795324326,
0.04069387912750244,
0.014186665415763855,
-0.01787703111767769,
0.010528342798352242,
0.034455303102731705,
0.12130764871835709,
-0.034455280750989914,
-0.028142021968960762,
-0.04892628267407417,
-0.10488592088222504,
-0.018642451614141464,
-0.09825359284877777,
-0.09786467999219894,
0.08008457720279694,
-0.03298918530344963,
0.01539052277803421,
0.04348451644182205,
-0.018341142684221268,
-0.050880953669548035,
0.055618345737457275,
0.036198973655700684,
0.015123740769922733,
0.013012802228331566,
0.023538006469607353,
0.039003971964120865,
0.00713230948895216,
-0.05140004679560661,
0.01998361572623253,
-0.04138406366109848,
-0.003047363366931677,
0.014869855716824532,
0.011003541760146618,
-0.00436376640573144,
0.03210708871483803,
0.028950391337275505,
0.061845455318689346,
-0.017587659880518913,
-0.06923887133598328,
-0.06486185640096664,
0.08799190074205399,
0.05761636421084404,
0.08194334805011749,
0.043150562793016434,
-0.009375753812491894,
1.3230709625768062e-33,
-0.03496341034770012,
0.03509725630283356,
0.025630516931414604,
-0.027159560471773148,
0.012682003900408745,
0.012993169017136097,
0.06240595504641533,
0.028309863060712814,
0.012846078723669052,
0.021836454048752785,
0.030979285016655922,
-0.011196507140994072,
-0.06386669725179672,
0.051555607467889786,
0.0981627032160759,
0.07123622298240662,
-0.0012440141290426254,
0.043208055198192596,
-0.052857425063848495,
0.08990532159805298,
-0.02112725004553795,
-0.11352281272411346,
-0.03374381735920906,
0.041027676314115524,
-0.011947676539421082,
-0.018417973071336746,
0.05486597865819931,
0.059758640825748444,
-0.03487611189484596,
-0.04610177129507065,
-0.010554631240665913,
0.04283273220062256,
0.01156693883240223,
0.0669073536992073,
-0.041102539747953415,
-0.007938608527183533,
0.013808061368763447,
-0.012855714187026024,
0.006107570603489876,
-0.01916857250034809,
0.04055071622133255,
0.1327977478504181,
0.06009909510612488,
-0.07516089081764221,
-0.03944237530231476,
-0.00878812000155449,
-0.048893172293901443,
0.1322769820690155,
-0.023108184337615967,
-0.05818916857242584,
-0.05856077000498772,
0.02023749053478241,
0.0007205774309113622,
-0.06906799972057343,
-0.033632680773735046,
-0.07615779340267181,
-0.0357314758002758,
-0.004137719981372356,
0.037615224719047546,
0.023336229845881462,
-0.07260419428348541,
-0.05046851560473442,
0.07722974568605423,
-0.04980813339352608,
0.00761224702000618,
0.0031370664946734905,
-0.049331847578287125,
0.016300072893500328,
0.03992278501391411,
0.023572638630867004,
-0.07868772000074387,
-0.09048653393983841,
0.028170377016067505,
-0.08053458482027054,
0.08266346156597137,
0.09022357314825058,
-0.024949170649051666,
0.03239281475543976,
0.002971943933516741,
0.0275284256786108,
-0.033057063817977905,
0.12402556091547012,
0.015199118293821812,
-0.035271041095256805,
-0.033172789961099625,
-0.04688354954123497,
-0.03662237897515297,
-0.00912199355661869,
-0.10718151181936264,
0.002306499984115362,
-0.10067152976989746,
0.005464035086333752,
-0.052836596965789795,
0.012602508068084717,
-0.00004417200761963613,
-1.5064192449592894e-33,
-0.029621707275509834,
-0.020954687148332596,
0.020212354138493538,
-0.02082776091992855,
-0.0705847442150116,
-0.0874120220541954,
0.025164563208818436,
-0.006658318918198347,
-0.0002868650190066546,
0.02793733961880207,
-0.0058111948892474174,
-0.07685170322656631,
-0.03320924937725067,
0.04190429300069809,
0.020815543830394745,
0.05752569064497948,
-0.050541818141937256,
-0.01044466532766819,
-0.03573891520500183,
-0.048439063131809235,
0.03272668272256851,
0.10514864325523376,
0.041354235261678696,
-0.03212058171629906,
0.03351892903447151,
0.021725086495280266,
-0.0033321892842650414,
0.02998245507478714,
-0.08053325116634369,
-0.03161957114934921,
-0.07445898652076721,
-0.041443876922130585,
-0.01715976744890213,
0.043745409697294235,
0.014847998507320881,
0.013610499911010265,
-0.11089842766523361,
-0.04677225649356842,
0.009981716983020306,
0.10569179803133011,
0.023352324962615967,
0.022206692025065422,
-0.02202014997601509,
-0.007525627035647631,
0.06544818729162216,
-0.029407063499093056,
0.025110526010394096,
-0.007436604704707861,
0.03315228968858719,
0.021094370633363724,
-0.0734701082110405,
0.052448246628046036,
-0.051563262939453125,
-0.03870825469493866,
-0.04500140622258186,
-0.03366074711084366,
-0.08652938902378082,
-0.0015866124304011464,
0.0860515609383583,
-0.03970658406615257,
-0.02306683547794819,
-0.09720054268836975,
-0.07897083461284637,
0.08206432312726974,
-0.02240816317498684,
0.05582474172115326,
0.06174749508500099,
0.03699972480535507,
0.04811044782400131,
0.04724770039319992,
0.0608648806810379,
0.004864823538810015,
0.09166967123746872,
0.023406416177749634,
-0.00034797913394868374,
0.0026451395824551582,
0.05185920000076294,
0.0329652801156044,
0.054915450513362885,
0.008665816858410835,
0.07479581236839294,
-0.041747789829969406,
0.10844488441944122,
0.15368647873401642,
-0.06701657176017761,
0.06111710146069527,
0.02810526266694069,
-0.01797018013894558,
0.06032908707857132,
-0.05248128995299339,
-0.01171915978193283,
-0.04706435278058052,
0.0025602979585528374,
0.0056799715384840965,
-0.018123172223567963,
-4.099360850773337e-8,
-0.12183980643749237,
0.004451166372746229,
-0.024335036054253578,
0.0008769787382334471,
-0.062445297837257385,
0.0021832759957760572,
0.02498280256986618,
0.023573387414216995,
-0.02401675283908844,
-0.004250452853739262,
0.04953578859567642,
-0.02954089641571045,
0.001170110423117876,
0.01751343160867691,
-0.09052149206399918,
0.010073605924844742,
0.0042701419442892075,
0.04446066543459892,
-0.03638731688261032,
-0.018249135464429855,
0.008154960349202156,
-0.04245155677199364,
0.04356567934155464,
0.06629239767789841,
0.006740789394825697,
-0.031332828104496,
-0.06998714059591293,
0.011150797829031944,
0.049903661012649536,
0.0030330426525324583,
-0.003233012044802308,
-0.03510747477412224,
0.035726599395275116,
0.015178494155406952,
0.00692375935614109,
-0.03430798277258873,
-0.08675050735473633,
-0.006586048286408186,
0.030825840309262276,
0.03666079416871071,
-0.05205807462334633,
0.041637346148490906,
-0.05225247144699097,
0.02429571934044361,
0.08250372856855392,
0.045982930809259415,
0.08525853604078293,
-0.04853607714176178,
-0.0558108426630497,
0.031086724251508713,
0.0005949793267063797,
0.049748148769140244,
-0.014988711103796959,
0.02718961238861084,
-0.01165950857102871,
-0.013433578424155712,
0.09557390213012695,
-0.07985127717256546,
-0.04544833302497864,
0.07322528958320618,
-0.06748135387897491,
0.0538594052195549,
-0.0790322944521904,
-0.043046075850725174
] | null | null | null | null | null | null | null |
[
0.0325191393494606,
-0.0308499988168478,
-0.04347914457321167,
-0.11683691293001175,
0.0268644280731678,
-0.031239673495292664,
0.06528014689683914,
-0.018231354653835297,
-0.03791646659374237,
0.086500383913517,
0.05214836448431015,
0.0059317066334187984,
0.07644279301166534,
0.05791863054037094,
-0.05402551591396332,
0.009411063976585865,
0.01005689799785614,
0.0024738835636526346,
-0.011762740090489388,
0.08821788430213928,
0.022507138550281525,
-0.03309321403503418,
-0.056747209280729294,
-0.05910272151231766,
0.04011228308081627,
0.012247963808476925,
0.07015936076641083,
-0.013371648266911507,
-0.0637202113866806,
0.03031730093061924,
-0.08999577164649963,
0.04678059741854668,
-0.0010890146950259805,
-0.10114716738462448,
0.005059021059423685,
0.05185142904520035,
-0.0007986837881617248,
-0.03542419150471687,
-0.003698185319080949,
-0.0024782035034149885,
0.0017269920790567994,
0.05553774535655975,
0.06595093011856079,
0.033034831285476685,
0.07238204777240753,
0.13720384240150452,
0.08465184271335602,
-0.03279726952314377,
0.058463532477617264,
-0.04034795984625816,
-0.0464603565633297,
-0.041197337210178375,
0.025656461715698242,
-0.053087472915649414,
-0.03099694289267063,
-0.05450354516506195,
-0.0011485208524391055,
0.010436799377202988,
0.061272308230400085,
0.02706862799823284,
0.03594491630792618,
0.00542563246563077,
-0.020980453118681908,
0.02305946685373783,
-0.024648897349834442,
0.018935551866889,
0.01868065632879734,
-0.03449561819434166,
-0.00319553236477077,
0.08095529675483704,
-0.08816845715045929,
0.0853700190782547,
0.07168719172477722,
-0.13437920808792114,
-0.02830156497657299,
-0.030270187184214592,
0.051233768463134766,
-0.03914152458310127,
0.04915214702486992,
-0.0016711901407688856,
0.09508737176656723,
0.024986909702420235,
-0.060571517795324326,
0.04069387912750244,
0.014186665415763855,
-0.01787703111767769,
0.010528342798352242,
0.034455303102731705,
0.12130764871835709,
-0.034455280750989914,
-0.028142021968960762,
-0.04892628267407417,
-0.10488592088222504,
-0.018642451614141464,
-0.09825359284877777,
-0.09786467999219894,
0.08008457720279694,
-0.03298918530344963,
0.01539052277803421,
0.04348451644182205,
-0.018341142684221268,
-0.050880953669548035,
0.055618345737457275,
0.036198973655700684,
0.015123740769922733,
0.013012802228331566,
0.023538006469607353,
0.039003971964120865,
0.00713230948895216,
-0.05140004679560661,
0.01998361572623253,
-0.04138406366109848,
-0.003047363366931677,
0.014869855716824532,
0.011003541760146618,
-0.00436376640573144,
0.03210708871483803,
0.028950391337275505,
0.061845455318689346,
-0.017587659880518913,
-0.06923887133598328,
-0.06486185640096664,
0.08799190074205399,
0.05761636421084404,
0.08194334805011749,
0.043150562793016434,
-0.009375753812491894,
1.3230709625768062e-33,
-0.03496341034770012,
0.03509725630283356,
0.025630516931414604,
-0.027159560471773148,
0.012682003900408745,
0.012993169017136097,
0.06240595504641533,
0.028309863060712814,
0.012846078723669052,
0.021836454048752785,
0.030979285016655922,
-0.011196507140994072,
-0.06386669725179672,
0.051555607467889786,
0.0981627032160759,
0.07123622298240662,
-0.0012440141290426254,
0.043208055198192596,
-0.052857425063848495,
0.08990532159805298,
-0.02112725004553795,
-0.11352281272411346,
-0.03374381735920906,
0.041027676314115524,
-0.011947676539421082,
-0.018417973071336746,
0.05486597865819931,
0.059758640825748444,
-0.03487611189484596,
-0.04610177129507065,
-0.010554631240665913,
0.04283273220062256,
0.01156693883240223,
0.0669073536992073,
-0.041102539747953415,
-0.007938608527183533,
0.013808061368763447,
-0.012855714187026024,
0.006107570603489876,
-0.01916857250034809,
0.04055071622133255,
0.1327977478504181,
0.06009909510612488,
-0.07516089081764221,
-0.03944237530231476,
-0.00878812000155449,
-0.048893172293901443,
0.1322769820690155,
-0.023108184337615967,
-0.05818916857242584,
-0.05856077000498772,
0.02023749053478241,
0.0007205774309113622,
-0.06906799972057343,
-0.033632680773735046,
-0.07615779340267181,
-0.0357314758002758,
-0.004137719981372356,
0.037615224719047546,
0.023336229845881462,
-0.07260419428348541,
-0.05046851560473442,
0.07722974568605423,
-0.04980813339352608,
0.00761224702000618,
0.0031370664946734905,
-0.049331847578287125,
0.016300072893500328,
0.03992278501391411,
0.023572638630867004,
-0.07868772000074387,
-0.09048653393983841,
0.028170377016067505,
-0.08053458482027054,
0.08266346156597137,
0.09022357314825058,
-0.024949170649051666,
0.03239281475543976,
0.002971943933516741,
0.0275284256786108,
-0.033057063817977905,
0.12402556091547012,
0.015199118293821812,
-0.035271041095256805,
-0.033172789961099625,
-0.04688354954123497,
-0.03662237897515297,
-0.00912199355661869,
-0.10718151181936264,
0.002306499984115362,
-0.10067152976989746,
0.005464035086333752,
-0.052836596965789795,
0.012602508068084717,
-0.00004417200761963613,
-1.5064192449592894e-33,
-0.029621707275509834,
-0.020954687148332596,
0.020212354138493538,
-0.02082776091992855,
-0.0705847442150116,
-0.0874120220541954,
0.025164563208818436,
-0.006658318918198347,
-0.0002868650190066546,
0.02793733961880207,
-0.0058111948892474174,
-0.07685170322656631,
-0.03320924937725067,
0.04190429300069809,
0.020815543830394745,
0.05752569064497948,
-0.050541818141937256,
-0.01044466532766819,
-0.03573891520500183,
-0.048439063131809235,
0.03272668272256851,
0.10514864325523376,
0.041354235261678696,
-0.03212058171629906,
0.03351892903447151,
0.021725086495280266,
-0.0033321892842650414,
0.02998245507478714,
-0.08053325116634369,
-0.03161957114934921,
-0.07445898652076721,
-0.041443876922130585,
-0.01715976744890213,
0.043745409697294235,
0.014847998507320881,
0.013610499911010265,
-0.11089842766523361,
-0.04677225649356842,
0.009981716983020306,
0.10569179803133011,
0.023352324962615967,
0.022206692025065422,
-0.02202014997601509,
-0.007525627035647631,
0.06544818729162216,
-0.029407063499093056,
0.025110526010394096,
-0.007436604704707861,
0.03315228968858719,
0.021094370633363724,
-0.0734701082110405,
0.052448246628046036,
-0.051563262939453125,
-0.03870825469493866,
-0.04500140622258186,
-0.03366074711084366,
-0.08652938902378082,
-0.0015866124304011464,
0.0860515609383583,
-0.03970658406615257,
-0.02306683547794819,
-0.09720054268836975,
-0.07897083461284637,
0.08206432312726974,
-0.02240816317498684,
0.05582474172115326,
0.06174749508500099,
0.03699972480535507,
0.04811044782400131,
0.04724770039319992,
0.0608648806810379,
0.004864823538810015,
0.09166967123746872,
0.023406416177749634,
-0.00034797913394868374,
0.0026451395824551582,
0.05185920000076294,
0.0329652801156044,
0.054915450513362885,
0.008665816858410835,
0.07479581236839294,
-0.041747789829969406,
0.10844488441944122,
0.15368647873401642,
-0.06701657176017761,
0.06111710146069527,
0.02810526266694069,
-0.01797018013894558,
0.06032908707857132,
-0.05248128995299339,
-0.01171915978193283,
-0.04706435278058052,
0.0025602979585528374,
0.0056799715384840965,
-0.018123172223567963,
-4.099360850773337e-8,
-0.12183980643749237,
0.004451166372746229,
-0.024335036054253578,
0.0008769787382334471,
-0.062445297837257385,
0.0021832759957760572,
0.02498280256986618,
0.023573387414216995,
-0.02401675283908844,
-0.004250452853739262,
0.04953578859567642,
-0.02954089641571045,
0.001170110423117876,
0.01751343160867691,
-0.09052149206399918,
0.010073605924844742,
0.0042701419442892075,
0.04446066543459892,
-0.03638731688261032,
-0.018249135464429855,
0.008154960349202156,
-0.04245155677199364,
0.04356567934155464,
0.06629239767789841,
0.006740789394825697,
-0.031332828104496,
-0.06998714059591293,
0.011150797829031944,
0.049903661012649536,
0.0030330426525324583,
-0.003233012044802308,
-0.03510747477412224,
0.035726599395275116,
0.015178494155406952,
0.00692375935614109,
-0.03430798277258873,
-0.08675050735473633,
-0.006586048286408186,
0.030825840309262276,
0.03666079416871071,
-0.05205807462334633,
0.041637346148490906,
-0.05225247144699097,
0.02429571934044361,
0.08250372856855392,
0.045982930809259415,
0.08525853604078293,
-0.04853607714176178,
-0.0558108426630497,
0.031086724251508713,
0.0005949793267063797,
0.049748148769140244,
-0.014988711103796959,
0.02718961238861084,
-0.01165950857102871,
-0.013433578424155712,
0.09557390213012695,
-0.07985127717256546,
-0.04544833302497864,
0.07322528958320618,
-0.06748135387897491,
0.0538594052195549,
-0.0790322944521904,
-0.043046075850725174
] |
1402.3264
|
Couvreur Alain
|
Alain Couvreur, Ayoub Otmani, Jean-Pierre Tillich
|
Polynomial Time Attack on Wild McEliece Over Quadratic Extensions
|
The material of this article was presented at the conference
EUROCRYPT 2014 (Copenhagen, Denmark) and published in its proceedings. Due to
space constraints, most of the proofs were omitted in the proceedings
version. The present article is a long revisited version including all the
missing proofs
| null | null | null |
cs.CR cs.IT math.IT math.NT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a polynomial time structural attack against the McEliece system
based on Wild Goppa codes from a quadratic finite field extension. This attack
uses the fact that such codes can be distinguished from random codes to compute
some filtration, that is to say a family of nested subcodes which will reveal
their secret algebraic description.
|
[
{
"created": "Thu, 13 Feb 2014 19:26:34 GMT",
"version": "v1"
},
{
"created": "Fri, 24 Jul 2015 19:19:18 GMT",
"version": "v2"
}
] |
2015-07-27
|
[
[
"Couvreur",
"Alain",
""
],
[
"Otmani",
"Ayoub",
""
],
[
"Tillich",
"Jean-Pierre",
""
]
] |
[
-0.04819895327091217,
0.08377097547054291,
0.004643531050533056,
0.022244935855269432,
0.056814953684806824,
-0.043137166649103165,
0.004847770556807518,
-0.0380774661898613,
-0.024627849459648132,
-0.036517757922410965,
0.06277329474687576,
0.028918910771608353,
0.028298739343881607,
-0.023686891421675682,
0.01139591820538044,
0.004928584676235914,
-0.12149892747402191,
0.09450990706682205,
0.017592530697584152,
0.02255856990814209,
0.048218049108982086,
-0.0682271420955658,
-0.06321267038583755,
0.017393719404935837,
0.02250099927186966,
0.020176773890852928,
0.015666738152503967,
0.04492763802409172,
0.014802966266870499,
-0.060829777270555496,
0.06257273256778717,
0.02654661238193512,
0.05810083448886871,
0.055547744035720825,
-0.011282849125564098,
0.04521922767162323,
0.007982473820447922,
0.061305444687604904,
-0.07318045198917389,
0.005733033176511526,
-0.0049641989171504974,
-0.04864732176065445,
0.0486980676651001,
0.0002528443874325603,
-0.04272563382983208,
-0.020862728357315063,
0.00414813170209527,
-0.011522753164172173,
-0.07908174395561218,
-0.0613626129925251,
-0.060782141983509064,
0.03783830627799034,
-0.051517926156520844,
0.062061622738838196,
0.10243329405784607,
-0.10084009915590286,
-0.030831029638648033,
-0.0914154127240181,
-0.03141113743185997,
0.015435390174388885,
0.023871976882219315,
0.0006924601620994508,
-0.036929652094841,
-0.051855649799108505,
0.01870551146566868,
0.09705031663179398,
-0.0674499124288559,
0.02446189522743225,
0.012120470404624939,
0.017562273889780045,
0.03465839475393295,
-0.03770331293344498,
-0.07226135581731796,
0.026987634599208832,
0.053151845932006836,
0.06478056311607361,
-0.08371759206056595,
0.011760169640183449,
0.0462232269346714,
-0.014494464732706547,
0.02842157706618309,
-0.04649810120463371,
-0.01021434087306261,
0.053059350699186325,
0.04206424206495285,
-0.0005874743219465017,
-0.01607283391058445,
0.06450392305850983,
0.046235229820013046,
0.015356098301708698,
0.05346766859292984,
-0.04335728660225868,
0.016064558178186417,
0.12794853746891022,
0.0061277118511497974,
-0.007700792048126459,
-0.022126561030745506,
-0.05732899159193039,
0.015228159725666046,
0.07629811763763428,
0.009050077758729458,
-0.04192979633808136,
-0.018337110057473183,
-0.019033849239349365,
0.06745501607656479,
0.04254908487200737,
0.0790286585688591,
0.06903102993965149,
0.02394755370914936,
-0.036696191877126694,
-0.011775480583310127,
-0.0022624286357313395,
-0.05650784820318222,
-0.04198751971125603,
-0.02133992873132229,
0.06335175782442093,
0.06586219370365143,
0.09320352226495743,
-0.05435739830136299,
-0.009803539142012596,
0.07544564455747604,
-0.018905529752373695,
0.016758879646658897,
0.02494238317012787,
-0.04661167785525322,
-0.0043862126767635345,
-0.06995033472776413,
6.6547274451518464e-34,
0.06932833790779114,
0.08332941681146622,
-0.0028373398818075657,
-0.0025677026715129614,
-0.024957969784736633,
-0.007401960901916027,
0.05400300398468971,
-0.029953310266137123,
-0.011539117433130741,
0.04458506777882576,
-0.015976712107658386,
-0.011810841970145702,
-0.008458472788333893,
0.035128653049468994,
0.06732901185750961,
-0.008336387574672699,
0.013617154210805893,
-0.03726712614297867,
0.04187389835715294,
-0.021038103848695755,
0.06485480815172195,
0.029587991535663605,
-0.033497199416160583,
-0.0576057992875576,
0.08885817974805832,
0.05572551116347313,
-0.03336276113986969,
-0.06632698327302933,
0.03973861783742905,
0.054623376578092575,
-0.0380193330347538,
0.004097126889973879,
-0.02375558204948902,
0.04470812529325485,
0.029843056574463844,
0.010185852646827698,
0.0029924006666988134,
-0.0649811401963234,
-0.12284470349550247,
-0.06316651403903961,
-0.0034488271921873093,
-0.03777321055531502,
-0.00750712351873517,
-0.07272711396217346,
0.008656483143568039,
-0.10801726579666138,
-0.06283338367938995,
0.03938429430127144,
-0.028489477932453156,
0.0414542630314827,
0.034610264003276825,
0.03830114006996155,
-0.062020741403102875,
0.06185271963477135,
0.009408229030668736,
0.0019373107934370637,
-0.06729751080274582,
0.02718461863696575,
0.09751985967159271,
0.08749590814113617,
0.014835930429399014,
-0.01599995419383049,
-0.000849017989821732,
-0.05983612686395645,
-0.06378424912691116,
0.11058223247528076,
-0.012704565189778805,
-0.11371295899152756,
-0.0024345575366169214,
0.07008488476276398,
-0.02084665186703205,
0.004825160373002291,
-0.05586346611380577,
-0.017785588279366493,
-0.003513203701004386,
-0.05498373508453369,
0.07844163477420807,
-0.058590661734342575,
-0.007620641961693764,
0.0213320292532444,
-0.005043050739914179,
0.01601327396929264,
0.033808398991823196,
0.035931821912527084,
-0.08171366900205612,
0.020437249913811684,
-0.02973821945488453,
-0.07266958802938461,
-0.08296577632427216,
-0.10710234194993973,
0.0017837020568549633,
-0.056723881512880325,
-0.006299394182860851,
-0.06122025474905968,
0.028735211119055748,
-3.7613201914672698e-34,
0.05608639866113663,
-0.04868434742093086,
0.0005715841543860734,
0.020887548103928566,
-0.024036627262830734,
-0.11044062674045563,
-0.049295105040073395,
0.030197110027074814,
-0.007025251165032387,
0.06746677309274673,
-0.06215207278728485,
-0.03572260960936546,
-0.03546266630291939,
-0.052543021738529205,
0.17384056746959686,
0.000671378627885133,
0.05894208326935768,
0.05544164776802063,
0.05266605317592621,
0.01713140495121479,
-0.03513789176940918,
0.1304059773683548,
0.0024815460201352835,
-0.01841386780142784,
0.06431899964809418,
0.07544016093015671,
-0.03306261822581291,
0.07285478711128235,
0.05836080014705658,
-0.027449794113636017,
-0.04538659751415253,
-0.011691592633724213,
-0.04604656994342804,
-0.003919414710253477,
-0.021035222336649895,
0.012045725248754025,
0.000019340537619427778,
0.10498575121164322,
0.05550231784582138,
-0.009665189310908318,
-0.005534120369702578,
0.022249311208724976,
0.08183733373880386,
0.05996989458799362,
0.03762814775109291,
-0.041162312030792236,
0.04396936297416687,
0.08593263477087021,
0.04872738942503929,
0.0020844684913754463,
0.015146160498261452,
-0.006835107691586018,
-0.021123092621564865,
0.05167453736066818,
-0.03167711943387985,
0.012839640490710735,
-0.011577154509723186,
0.04685172438621521,
-0.04193655401468277,
-0.01228957436978817,
-0.001665935735218227,
-0.0836581289768219,
0.029003417119383812,
0.00769675150513649,
0.05248495563864708,
-0.02457565627992153,
-0.06307486444711685,
0.0006664961110800505,
-0.01708145998418331,
0.01538739912211895,
0.027416767552495003,
-0.07369527965784073,
-0.09396259486675262,
0.08018029481172562,
0.010249491780996323,
0.006696138996630907,
-0.057540278881788254,
0.09548158198595047,
0.049795519560575485,
0.054144520312547684,
0.08919120579957962,
0.0018735716585069895,
0.00041140278335660696,
0.03168538585305214,
0.046475011855363846,
-0.09386000037193298,
0.07410144805908203,
-0.0027670874260365963,
0.045623186975717545,
-0.07663513720035553,
0.01550275832414627,
-0.009548863396048546,
0.046381838619709015,
0.11116014420986176,
0.05767997354269028,
-3.2385681691948776e-8,
-0.027011506259441376,
-0.018216656520962715,
-0.08988720178604126,
-0.01725834794342518,
0.08283112943172455,
0.019666412845253944,
-0.07727385312318802,
-0.034044746309518814,
0.03297339379787445,
-0.07372736185789108,
0.1028314158320427,
-0.003464368637651205,
-0.06692235171794891,
-0.042630404233932495,
-0.0058213938027620316,
-0.011162119917571545,
-0.08575721830129623,
-0.030769137665629387,
-0.07327310740947723,
0.023615563288331032,
-0.0704665333032608,
-0.007360067684203386,
-0.055286332964897156,
0.030428938567638397,
-0.09339795261621475,
0.026440000161528587,
0.05344215780496597,
-0.05317540094256401,
0.02320079691708088,
0.07724454253911972,
-0.0315670520067215,
0.016017060726881027,
-0.00894528441131115,
0.04749471694231033,
-0.09190531075000763,
0.10595136880874634,
-0.07224809378385544,
-0.04410561919212341,
0.008548760786652565,
0.012605237774550915,
0.019413065165281296,
-0.07677697390317917,
0.025976110249757767,
-0.02962469682097435,
-0.006447467487305403,
-0.007888277992606163,
-0.008180060423910618,
-0.07559053599834442,
-0.043321553617715836,
0.08077012002468109,
0.007420098874717951,
0.05311180278658867,
-0.0882873460650444,
-0.01575344242155552,
-0.05455059930682182,
0.00580973643809557,
0.020611271262168884,
-0.08076600730419159,
0.049270737916231155,
-0.06721663475036621,
-0.06078818440437317,
0.03129343315958977,
0.024075334891676903,
0.01692277006804943
] |
Polynomial Time Attack on Wild McEliece Over Quadratic Extensions
|
http://arxiv.org/abs/1402.3264v2
|
http://arxiv.org/pdf/1402.3264v2.pdf
|
https://github.com/anang0g0/Public-key-Cryptsystem-using-Subfield-Subcode
| false | false |
https://paperswithcode.com/paper/polynomial-time-attack-on-wild-mceliece-over
|
[
-0.04819895327091217,
0.08377097547054291,
0.004643531050533056,
0.022244935855269432,
0.056814953684806824,
-0.043137166649103165,
0.004847770556807518,
-0.0380774661898613,
-0.024627849459648132,
-0.036517757922410965,
0.06277329474687576,
0.028918910771608353,
0.028298739343881607,
-0.023686891421675682,
0.01139591820538044,
0.004928584676235914,
-0.12149892747402191,
0.09450990706682205,
0.017592530697584152,
0.02255856990814209,
0.048218049108982086,
-0.0682271420955658,
-0.06321267038583755,
0.017393719404935837,
0.02250099927186966,
0.020176773890852928,
0.015666738152503967,
0.04492763802409172,
0.014802966266870499,
-0.060829777270555496,
0.06257273256778717,
0.02654661238193512,
0.05810083448886871,
0.055547744035720825,
-0.011282849125564098,
0.04521922767162323,
0.007982473820447922,
0.061305444687604904,
-0.07318045198917389,
0.005733033176511526,
-0.0049641989171504974,
-0.04864732176065445,
0.0486980676651001,
0.0002528443874325603,
-0.04272563382983208,
-0.020862728357315063,
0.00414813170209527,
-0.011522753164172173,
-0.07908174395561218,
-0.0613626129925251,
-0.060782141983509064,
0.03783830627799034,
-0.051517926156520844,
0.062061622738838196,
0.10243329405784607,
-0.10084009915590286,
-0.030831029638648033,
-0.0914154127240181,
-0.03141113743185997,
0.015435390174388885,
0.023871976882219315,
0.0006924601620994508,
-0.036929652094841,
-0.051855649799108505,
0.01870551146566868,
0.09705031663179398,
-0.0674499124288559,
0.02446189522743225,
0.012120470404624939,
0.017562273889780045,
0.03465839475393295,
-0.03770331293344498,
-0.07226135581731796,
0.026987634599208832,
0.053151845932006836,
0.06478056311607361,
-0.08371759206056595,
0.011760169640183449,
0.0462232269346714,
-0.014494464732706547,
0.02842157706618309,
-0.04649810120463371,
-0.01021434087306261,
0.053059350699186325,
0.04206424206495285,
-0.0005874743219465017,
-0.01607283391058445,
0.06450392305850983,
0.046235229820013046,
0.015356098301708698,
0.05346766859292984,
-0.04335728660225868,
0.016064558178186417,
0.12794853746891022,
0.0061277118511497974,
-0.007700792048126459,
-0.022126561030745506,
-0.05732899159193039,
0.015228159725666046,
0.07629811763763428,
0.009050077758729458,
-0.04192979633808136,
-0.018337110057473183,
-0.019033849239349365,
0.06745501607656479,
0.04254908487200737,
0.0790286585688591,
0.06903102993965149,
0.02394755370914936,
-0.036696191877126694,
-0.011775480583310127,
-0.0022624286357313395,
-0.05650784820318222,
-0.04198751971125603,
-0.02133992873132229,
0.06335175782442093,
0.06586219370365143,
0.09320352226495743,
-0.05435739830136299,
-0.009803539142012596,
0.07544564455747604,
-0.018905529752373695,
0.016758879646658897,
0.02494238317012787,
-0.04661167785525322,
-0.0043862126767635345,
-0.06995033472776413,
6.6547274451518464e-34,
0.06932833790779114,
0.08332941681146622,
-0.0028373398818075657,
-0.0025677026715129614,
-0.024957969784736633,
-0.007401960901916027,
0.05400300398468971,
-0.029953310266137123,
-0.011539117433130741,
0.04458506777882576,
-0.015976712107658386,
-0.011810841970145702,
-0.008458472788333893,
0.035128653049468994,
0.06732901185750961,
-0.008336387574672699,
0.013617154210805893,
-0.03726712614297867,
0.04187389835715294,
-0.021038103848695755,
0.06485480815172195,
0.029587991535663605,
-0.033497199416160583,
-0.0576057992875576,
0.08885817974805832,
0.05572551116347313,
-0.03336276113986969,
-0.06632698327302933,
0.03973861783742905,
0.054623376578092575,
-0.0380193330347538,
0.004097126889973879,
-0.02375558204948902,
0.04470812529325485,
0.029843056574463844,
0.010185852646827698,
0.0029924006666988134,
-0.0649811401963234,
-0.12284470349550247,
-0.06316651403903961,
-0.0034488271921873093,
-0.03777321055531502,
-0.00750712351873517,
-0.07272711396217346,
0.008656483143568039,
-0.10801726579666138,
-0.06283338367938995,
0.03938429430127144,
-0.028489477932453156,
0.0414542630314827,
0.034610264003276825,
0.03830114006996155,
-0.062020741403102875,
0.06185271963477135,
0.009408229030668736,
0.0019373107934370637,
-0.06729751080274582,
0.02718461863696575,
0.09751985967159271,
0.08749590814113617,
0.014835930429399014,
-0.01599995419383049,
-0.000849017989821732,
-0.05983612686395645,
-0.06378424912691116,
0.11058223247528076,
-0.012704565189778805,
-0.11371295899152756,
-0.0024345575366169214,
0.07008488476276398,
-0.02084665186703205,
0.004825160373002291,
-0.05586346611380577,
-0.017785588279366493,
-0.003513203701004386,
-0.05498373508453369,
0.07844163477420807,
-0.058590661734342575,
-0.007620641961693764,
0.0213320292532444,
-0.005043050739914179,
0.01601327396929264,
0.033808398991823196,
0.035931821912527084,
-0.08171366900205612,
0.020437249913811684,
-0.02973821945488453,
-0.07266958802938461,
-0.08296577632427216,
-0.10710234194993973,
0.0017837020568549633,
-0.056723881512880325,
-0.006299394182860851,
-0.06122025474905968,
0.028735211119055748,
-3.7613201914672698e-34,
0.05608639866113663,
-0.04868434742093086,
0.0005715841543860734,
0.020887548103928566,
-0.024036627262830734,
-0.11044062674045563,
-0.049295105040073395,
0.030197110027074814,
-0.007025251165032387,
0.06746677309274673,
-0.06215207278728485,
-0.03572260960936546,
-0.03546266630291939,
-0.052543021738529205,
0.17384056746959686,
0.000671378627885133,
0.05894208326935768,
0.05544164776802063,
0.05266605317592621,
0.01713140495121479,
-0.03513789176940918,
0.1304059773683548,
0.0024815460201352835,
-0.01841386780142784,
0.06431899964809418,
0.07544016093015671,
-0.03306261822581291,
0.07285478711128235,
0.05836080014705658,
-0.027449794113636017,
-0.04538659751415253,
-0.011691592633724213,
-0.04604656994342804,
-0.003919414710253477,
-0.021035222336649895,
0.012045725248754025,
0.000019340537619427778,
0.10498575121164322,
0.05550231784582138,
-0.009665189310908318,
-0.005534120369702578,
0.022249311208724976,
0.08183733373880386,
0.05996989458799362,
0.03762814775109291,
-0.041162312030792236,
0.04396936297416687,
0.08593263477087021,
0.04872738942503929,
0.0020844684913754463,
0.015146160498261452,
-0.006835107691586018,
-0.021123092621564865,
0.05167453736066818,
-0.03167711943387985,
0.012839640490710735,
-0.011577154509723186,
0.04685172438621521,
-0.04193655401468277,
-0.01228957436978817,
-0.001665935735218227,
-0.0836581289768219,
0.029003417119383812,
0.00769675150513649,
0.05248495563864708,
-0.02457565627992153,
-0.06307486444711685,
0.0006664961110800505,
-0.01708145998418331,
0.01538739912211895,
0.027416767552495003,
-0.07369527965784073,
-0.09396259486675262,
0.08018029481172562,
0.010249491780996323,
0.006696138996630907,
-0.057540278881788254,
0.09548158198595047,
0.049795519560575485,
0.054144520312547684,
0.08919120579957962,
0.0018735716585069895,
0.00041140278335660696,
0.03168538585305214,
0.046475011855363846,
-0.09386000037193298,
0.07410144805908203,
-0.0027670874260365963,
0.045623186975717545,
-0.07663513720035553,
0.01550275832414627,
-0.009548863396048546,
0.046381838619709015,
0.11116014420986176,
0.05767997354269028,
-3.2385681691948776e-8,
-0.027011506259441376,
-0.018216656520962715,
-0.08988720178604126,
-0.01725834794342518,
0.08283112943172455,
0.019666412845253944,
-0.07727385312318802,
-0.034044746309518814,
0.03297339379787445,
-0.07372736185789108,
0.1028314158320427,
-0.003464368637651205,
-0.06692235171794891,
-0.042630404233932495,
-0.0058213938027620316,
-0.011162119917571545,
-0.08575721830129623,
-0.030769137665629387,
-0.07327310740947723,
0.023615563288331032,
-0.0704665333032608,
-0.007360067684203386,
-0.055286332964897156,
0.030428938567638397,
-0.09339795261621475,
0.026440000161528587,
0.05344215780496597,
-0.05317540094256401,
0.02320079691708088,
0.07724454253911972,
-0.0315670520067215,
0.016017060726881027,
-0.00894528441131115,
0.04749471694231033,
-0.09190531075000763,
0.10595136880874634,
-0.07224809378385544,
-0.04410561919212341,
0.008548760786652565,
0.012605237774550915,
0.019413065165281296,
-0.07677697390317917,
0.025976110249757767,
-0.02962469682097435,
-0.006447467487305403,
-0.007888277992606163,
-0.008180060423910618,
-0.07559053599834442,
-0.043321553617715836,
0.08077012002468109,
0.007420098874717951,
0.05311180278658867,
-0.0882873460650444,
-0.01575344242155552,
-0.05455059930682182,
0.00580973643809557,
0.020611271262168884,
-0.08076600730419159,
0.049270737916231155,
-0.06721663475036621,
-0.06078818440437317,
0.03129343315958977,
0.024075334891676903,
0.01692277006804943
] |
1402.3265
|
Daniel Reitz
|
D. Reitz, C. Sayrin, B. Albrecht, I. Mazets, R. Mitsch, P. Schneeweiss
and A. Rauschenbeutel
|
Back-Scattering Properties of a Waveguide-Coupled Array of Atoms in the
Strongly Non-Paraxial Regime
| null |
Phys. Rev. A 89, 031804(R) (2014)
|
10.1103/PhysRevA.89.031804
| null |
physics.atom-ph quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We experimentally investigate the back-scattering properties of an array of
atoms that is evanescently coupled to an optical nanofiber in the strongly
non-paraxial regime. We observe that the power and the polarization of the
back-scattered light depend on the nanofiber-guided excitation field in a way
that significantly deviates from the predictions of a simple model based on
two-level atoms and a scalar waveguide. Even though it has been widely used in
previous experimental and theoretical studies of waveguide-coupled quantum
emitters, this simple model is thus in general not adequate even for a
qualitative description of such systems. We develop an ab initio model which
includes the multi-level structure of the atoms and the full vectorial
properties of the guided field and find very good agreement with our data.
|
[
{
"created": "Thu, 13 Feb 2014 19:27:30 GMT",
"version": "v1"
}
] |
2014-04-01
|
[
[
"Reitz",
"D.",
""
],
[
"Sayrin",
"C.",
""
],
[
"Albrecht",
"B.",
""
],
[
"Mazets",
"I.",
""
],
[
"Mitsch",
"R.",
""
],
[
"Schneeweiss",
"P.",
""
],
[
"Rauschenbeutel",
"A.",
""
]
] |
[
0.10827543586492538,
-0.08427409827709198,
-0.06312224268913269,
0.06200234964489937,
0.0120670972391963,
-0.014821427874267101,
-0.012475215829908848,
-0.014923540875315666,
-0.01903385855257511,
0.007163138594478369,
0.022622212767601013,
-0.0024992816615849733,
-0.019255902618169785,
-0.04530145972967148,
0.06304117292165756,
0.0349128320813179,
0.020029239356517792,
0.009121223352849483,
-0.06292004883289337,
0.05859760195016861,
-0.034065838903188705,
-0.023606909438967705,
-0.00044864381197839975,
-0.019420655444264412,
-0.03948698192834854,
0.03106379695236683,
0.08398491889238358,
-0.057310331612825394,
-0.04372325539588928,
-0.009639956057071686,
0.04519160836935043,
-0.044378556311130524,
-0.09035596251487732,
0.06851481646299362,
0.027902068570256233,
-0.06199762225151062,
0.05315491184592247,
-0.023957349359989166,
-0.06583056598901749,
-0.056052107363939285,
0.014212858863174915,
0.04527565836906433,
-0.0909428671002388,
0.025285964831709862,
0.00022807766799815,
-0.03469109535217285,
0.08055237680673599,
0.005425113253295422,
-0.002444922924041748,
-0.07064971327781677,
-0.029461082071065903,
0.0044601717963814735,
-0.006698590237647295,
0.06814045459032059,
0.03288167342543602,
0.08634256571531296,
-0.042538803070783615,
-0.012729063630104065,
-0.010134472511708736,
-0.0328252948820591,
-0.021194446831941605,
-0.04679444432258606,
-0.014039356261491776,
-0.04840615764260292,
0.08464529365301132,
0.0178615041077137,
-0.029327422380447388,
-0.011885922402143478,
-0.01976712979376316,
0.03047565184533596,
0.024606985971331596,
-0.005756746977567673,
0.05025000125169754,
0.012031125836074352,
-0.004518971778452396,
0.030174843966960907,
0.05870646983385086,
0.09566598385572433,
0.0018392030615359545,
-0.02506483905017376,
0.032704100012779236,
-0.0695454478263855,
-0.034835342317819595,
0.08388923853635788,
0.009482077322900295,
0.06086153909564018,
-0.03983504697680473,
-0.022295014932751656,
-0.08683925867080688,
-0.02135867439210415,
-0.014090638607740402,
-0.08466543257236481,
-0.061166293919086456,
-0.06055353954434395,
-0.04077496379613876,
-0.0099775530397892,
0.08859822899103165,
-0.08401984721422195,
0.0037188781425356865,
0.00778525834903121,
0.08928268402814865,
-0.003887835657224059,
0.04284704849123955,
-0.008065011352300644,
-0.016941599547863007,
-0.05265037715435028,
0.06785724312067032,
0.08246158063411713,
-0.08336590230464935,
-0.0004037382313981652,
0.026165729388594627,
-0.01582656428217888,
0.03069479763507843,
0.005621704272925854,
-0.008336631581187248,
-0.02372201904654503,
0.0478268563747406,
0.09958380460739136,
0.0025681329425424337,
0.04422738030552864,
-0.023017508909106255,
0.09644327312707901,
0.05083945021033287,
0.11142291873693466,
0.0034239599481225014,
-0.04339960590004921,
-0.07080304622650146,
-1.6743870102807284e-33,
0.04239052161574364,
0.05905470624566078,
0.02167651616036892,
0.053563427180051804,
0.06900344043970108,
-0.10377078503370285,
0.09818334877490997,
0.03998153284192085,
-0.0803455039858818,
-0.028634654358029366,
0.020965158939361572,
-0.0018410264747217298,
0.06518843024969101,
0.04264526441693306,
0.09091245383024216,
-0.05215643718838692,
-0.0010336936684325337,
0.06476914137601852,
-0.01658785529434681,
0.08457673341035843,
0.007927654311060905,
0.01979605108499527,
0.00496376259252429,
-0.046504803001880646,
-0.029928112402558327,
-0.0215215552598238,
-0.021264219656586647,
0.008577346801757812,
-0.0020304671488702297,
-0.018848001956939697,
0.017554594203829765,
0.14608488976955414,
-0.013287432491779327,
-0.03525863215327263,
0.06443847715854645,
-0.04707418382167816,
-0.016116365790367126,
0.00871600117534399,
-0.012721667997539043,
-0.06878535449504852,
0.013714083470404148,
-0.012939631007611752,
0.042181216180324554,
0.07305826246738434,
-0.00042711550486274064,
-0.06922949850559235,
-0.017122266814112663,
-0.04027426615357399,
-0.012003019452095032,
-0.00675259018316865,
-0.005892226472496986,
-0.1085493266582489,
0.027130572125315666,
-0.004598373081535101,
0.037523724138736725,
-0.02650754153728485,
-0.008904051035642624,
0.03872561827301979,
-0.01775534451007843,
-0.11190220713615417,
0.07421483844518661,
0.00003293257759651169,
-0.015612045302987099,
0.004505558870732784,
-0.08222807198762894,
0.026828259229660034,
-0.10299866646528244,
0.00715197529643774,
0.007874780334532261,
0.028773121535778046,
0.0099398298189044,
0.09667044132947922,
-0.013263427652418613,
-0.0020646569319069386,
0.0017310087569057941,
0.0414421446621418,
-0.00816553644835949,
-0.08437599241733551,
0.09149637073278427,
0.0072911083698272705,
-0.073209747672081,
-0.02760045975446701,
-0.021255241706967354,
0.030988560989499092,
-0.0959143117070198,
0.03126177191734314,
-0.08813364803791046,
-0.035866569727659225,
-0.08106961846351624,
-0.01794583909213543,
0.015829412266612053,
-0.008402996696531773,
-0.010420420207083225,
-0.09559372067451477,
-0.0848938524723053,
-3.2690660904373496e-34,
0.02264200709760189,
0.02626742795109749,
0.011049458757042885,
0.024282120168209076,
0.0548262856900692,
0.04298773780465126,
-0.04856264963746071,
0.04750975966453552,
0.09668073058128357,
0.023153148591518402,
0.046187873929739,
0.05247106775641441,
0.0175643227994442,
0.03348588943481445,
-0.06778592616319656,
0.039304401725530624,
0.07037509232759476,
-0.07821924239397049,
0.09428191930055618,
-0.11016769707202911,
-0.03488733246922493,
-0.011650043539702892,
0.13834248483181,
-0.03625873476266861,
-0.005864464212208986,
0.008120516315102577,
0.08020332455635071,
0.007853731513023376,
-0.042394332587718964,
-0.08918484300374985,
0.05224743112921715,
-0.021786000579595566,
0.031650107353925705,
0.019627956673502922,
-0.09977610409259796,
0.06254659593105316,
-0.05852635204792023,
-0.060979124158620834,
-0.015360040590167046,
-0.03727947175502777,
-0.03052089549601078,
0.02416442520916462,
-0.0333523228764534,
0.014626949094235897,
-0.010995129123330116,
-0.008860663510859013,
-0.0401759073138237,
-0.023978538811206818,
-0.011613447219133377,
-0.05620941147208214,
-0.05578169971704483,
-0.01046901848167181,
0.012185432016849518,
0.014385570771992207,
-0.042585548013448715,
0.006335900630801916,
-0.017379408702254295,
0.04937667399644852,
0.07389265298843384,
0.07731854915618896,
0.009873664937913418,
0.05208660662174225,
0.0735093355178833,
-0.0019444616045802832,
0.015578637830913067,
-0.040475714951753616,
-0.03388376161456108,
-0.004305477719753981,
0.025779584422707558,
-0.03936609998345375,
0.010187966749072075,
-0.0569588840007782,
0.010043197311460972,
0.11077332496643066,
0.05515681952238083,
-0.01795089989900589,
0.08621896058320999,
-0.10215654224157333,
-0.029698695987462997,
-0.03832697123289108,
-0.04219455271959305,
0.046674054116010666,
-0.08519773185253143,
0.025072980672121048,
-0.008604956790804863,
0.038631610572338104,
0.008153371512889862,
0.003502741688862443,
-0.03428718447685242,
0.03692822903394699,
0.06961065530776978,
-0.00739640137180686,
0.09614244103431702,
-0.06615930795669556,
0.01119962614029646,
-4.653134411114479e-8,
0.04300082102417946,
-0.01288559753447771,
-0.09167208522558212,
-0.014437188394367695,
0.005505895707756281,
0.009785156697034836,
0.04771795496344566,
-0.008466333150863647,
0.028416207060217857,
-0.06476642936468124,
-0.03702583536505699,
-0.11785302311182022,
-0.06540961563587189,
0.0569930337369442,
0.06409558653831482,
0.046684905886650085,
0.00405181385576725,
-0.10558929294347763,
-0.027250034734606743,
-0.022826755419373512,
-0.04512616619467735,
0.029482871294021606,
-0.010705645196139812,
0.05426716431975365,
0.051917675882577896,
0.03588058426976204,
-0.04434797167778015,
-0.03168178349733353,
-0.046322114765644073,
0.10278090089559555,
0.015276464633643627,
-0.02454899437725544,
0.01674516126513481,
0.11444712430238724,
-0.10380836576223373,
0.04906761646270752,
-0.07826750725507736,
0.000925269559957087,
-0.13052482903003693,
0.056689564138650894,
0.02930966578423977,
0.07820767164230347,
0.0038435030728578568,
0.02739383652806282,
0.009726816788315773,
0.08117034286260605,
-0.03733333945274353,
0.07356354594230652,
0.035448431968688965,
-0.01071190182119608,
0.02112339623272419,
0.02753087505698204,
-0.027831008657813072,
-0.05721597000956535,
-0.0495336577296257,
-0.023356221616268158,
-0.0383080430328846,
-0.01098797656595707,
-0.007707608863711357,
-0.015707027167081833,
0.07718655467033386,
0.007472448516637087,
-0.07761164754629135,
0.07971798628568649
] | null | null | null | null | null | null | null |
[
0.10827543586492538,
-0.08427409827709198,
-0.06312224268913269,
0.06200234964489937,
0.0120670972391963,
-0.014821427874267101,
-0.012475215829908848,
-0.014923540875315666,
-0.01903385855257511,
0.007163138594478369,
0.022622212767601013,
-0.0024992816615849733,
-0.019255902618169785,
-0.04530145972967148,
0.06304117292165756,
0.0349128320813179,
0.020029239356517792,
0.009121223352849483,
-0.06292004883289337,
0.05859760195016861,
-0.034065838903188705,
-0.023606909438967705,
-0.00044864381197839975,
-0.019420655444264412,
-0.03948698192834854,
0.03106379695236683,
0.08398491889238358,
-0.057310331612825394,
-0.04372325539588928,
-0.009639956057071686,
0.04519160836935043,
-0.044378556311130524,
-0.09035596251487732,
0.06851481646299362,
0.027902068570256233,
-0.06199762225151062,
0.05315491184592247,
-0.023957349359989166,
-0.06583056598901749,
-0.056052107363939285,
0.014212858863174915,
0.04527565836906433,
-0.0909428671002388,
0.025285964831709862,
0.00022807766799815,
-0.03469109535217285,
0.08055237680673599,
0.005425113253295422,
-0.002444922924041748,
-0.07064971327781677,
-0.029461082071065903,
0.0044601717963814735,
-0.006698590237647295,
0.06814045459032059,
0.03288167342543602,
0.08634256571531296,
-0.042538803070783615,
-0.012729063630104065,
-0.010134472511708736,
-0.0328252948820591,
-0.021194446831941605,
-0.04679444432258606,
-0.014039356261491776,
-0.04840615764260292,
0.08464529365301132,
0.0178615041077137,
-0.029327422380447388,
-0.011885922402143478,
-0.01976712979376316,
0.03047565184533596,
0.024606985971331596,
-0.005756746977567673,
0.05025000125169754,
0.012031125836074352,
-0.004518971778452396,
0.030174843966960907,
0.05870646983385086,
0.09566598385572433,
0.0018392030615359545,
-0.02506483905017376,
0.032704100012779236,
-0.0695454478263855,
-0.034835342317819595,
0.08388923853635788,
0.009482077322900295,
0.06086153909564018,
-0.03983504697680473,
-0.022295014932751656,
-0.08683925867080688,
-0.02135867439210415,
-0.014090638607740402,
-0.08466543257236481,
-0.061166293919086456,
-0.06055353954434395,
-0.04077496379613876,
-0.0099775530397892,
0.08859822899103165,
-0.08401984721422195,
0.0037188781425356865,
0.00778525834903121,
0.08928268402814865,
-0.003887835657224059,
0.04284704849123955,
-0.008065011352300644,
-0.016941599547863007,
-0.05265037715435028,
0.06785724312067032,
0.08246158063411713,
-0.08336590230464935,
-0.0004037382313981652,
0.026165729388594627,
-0.01582656428217888,
0.03069479763507843,
0.005621704272925854,
-0.008336631581187248,
-0.02372201904654503,
0.0478268563747406,
0.09958380460739136,
0.0025681329425424337,
0.04422738030552864,
-0.023017508909106255,
0.09644327312707901,
0.05083945021033287,
0.11142291873693466,
0.0034239599481225014,
-0.04339960590004921,
-0.07080304622650146,
-1.6743870102807284e-33,
0.04239052161574364,
0.05905470624566078,
0.02167651616036892,
0.053563427180051804,
0.06900344043970108,
-0.10377078503370285,
0.09818334877490997,
0.03998153284192085,
-0.0803455039858818,
-0.028634654358029366,
0.020965158939361572,
-0.0018410264747217298,
0.06518843024969101,
0.04264526441693306,
0.09091245383024216,
-0.05215643718838692,
-0.0010336936684325337,
0.06476914137601852,
-0.01658785529434681,
0.08457673341035843,
0.007927654311060905,
0.01979605108499527,
0.00496376259252429,
-0.046504803001880646,
-0.029928112402558327,
-0.0215215552598238,
-0.021264219656586647,
0.008577346801757812,
-0.0020304671488702297,
-0.018848001956939697,
0.017554594203829765,
0.14608488976955414,
-0.013287432491779327,
-0.03525863215327263,
0.06443847715854645,
-0.04707418382167816,
-0.016116365790367126,
0.00871600117534399,
-0.012721667997539043,
-0.06878535449504852,
0.013714083470404148,
-0.012939631007611752,
0.042181216180324554,
0.07305826246738434,
-0.00042711550486274064,
-0.06922949850559235,
-0.017122266814112663,
-0.04027426615357399,
-0.012003019452095032,
-0.00675259018316865,
-0.005892226472496986,
-0.1085493266582489,
0.027130572125315666,
-0.004598373081535101,
0.037523724138736725,
-0.02650754153728485,
-0.008904051035642624,
0.03872561827301979,
-0.01775534451007843,
-0.11190220713615417,
0.07421483844518661,
0.00003293257759651169,
-0.015612045302987099,
0.004505558870732784,
-0.08222807198762894,
0.026828259229660034,
-0.10299866646528244,
0.00715197529643774,
0.007874780334532261,
0.028773121535778046,
0.0099398298189044,
0.09667044132947922,
-0.013263427652418613,
-0.0020646569319069386,
0.0017310087569057941,
0.0414421446621418,
-0.00816553644835949,
-0.08437599241733551,
0.09149637073278427,
0.0072911083698272705,
-0.073209747672081,
-0.02760045975446701,
-0.021255241706967354,
0.030988560989499092,
-0.0959143117070198,
0.03126177191734314,
-0.08813364803791046,
-0.035866569727659225,
-0.08106961846351624,
-0.01794583909213543,
0.015829412266612053,
-0.008402996696531773,
-0.010420420207083225,
-0.09559372067451477,
-0.0848938524723053,
-3.2690660904373496e-34,
0.02264200709760189,
0.02626742795109749,
0.011049458757042885,
0.024282120168209076,
0.0548262856900692,
0.04298773780465126,
-0.04856264963746071,
0.04750975966453552,
0.09668073058128357,
0.023153148591518402,
0.046187873929739,
0.05247106775641441,
0.0175643227994442,
0.03348588943481445,
-0.06778592616319656,
0.039304401725530624,
0.07037509232759476,
-0.07821924239397049,
0.09428191930055618,
-0.11016769707202911,
-0.03488733246922493,
-0.011650043539702892,
0.13834248483181,
-0.03625873476266861,
-0.005864464212208986,
0.008120516315102577,
0.08020332455635071,
0.007853731513023376,
-0.042394332587718964,
-0.08918484300374985,
0.05224743112921715,
-0.021786000579595566,
0.031650107353925705,
0.019627956673502922,
-0.09977610409259796,
0.06254659593105316,
-0.05852635204792023,
-0.060979124158620834,
-0.015360040590167046,
-0.03727947175502777,
-0.03052089549601078,
0.02416442520916462,
-0.0333523228764534,
0.014626949094235897,
-0.010995129123330116,
-0.008860663510859013,
-0.0401759073138237,
-0.023978538811206818,
-0.011613447219133377,
-0.05620941147208214,
-0.05578169971704483,
-0.01046901848167181,
0.012185432016849518,
0.014385570771992207,
-0.042585548013448715,
0.006335900630801916,
-0.017379408702254295,
0.04937667399644852,
0.07389265298843384,
0.07731854915618896,
0.009873664937913418,
0.05208660662174225,
0.0735093355178833,
-0.0019444616045802832,
0.015578637830913067,
-0.040475714951753616,
-0.03388376161456108,
-0.004305477719753981,
0.025779584422707558,
-0.03936609998345375,
0.010187966749072075,
-0.0569588840007782,
0.010043197311460972,
0.11077332496643066,
0.05515681952238083,
-0.01795089989900589,
0.08621896058320999,
-0.10215654224157333,
-0.029698695987462997,
-0.03832697123289108,
-0.04219455271959305,
0.046674054116010666,
-0.08519773185253143,
0.025072980672121048,
-0.008604956790804863,
0.038631610572338104,
0.008153371512889862,
0.003502741688862443,
-0.03428718447685242,
0.03692822903394699,
0.06961065530776978,
-0.00739640137180686,
0.09614244103431702,
-0.06615930795669556,
0.01119962614029646,
-4.653134411114479e-8,
0.04300082102417946,
-0.01288559753447771,
-0.09167208522558212,
-0.014437188394367695,
0.005505895707756281,
0.009785156697034836,
0.04771795496344566,
-0.008466333150863647,
0.028416207060217857,
-0.06476642936468124,
-0.03702583536505699,
-0.11785302311182022,
-0.06540961563587189,
0.0569930337369442,
0.06409558653831482,
0.046684905886650085,
0.00405181385576725,
-0.10558929294347763,
-0.027250034734606743,
-0.022826755419373512,
-0.04512616619467735,
0.029482871294021606,
-0.010705645196139812,
0.05426716431975365,
0.051917675882577896,
0.03588058426976204,
-0.04434797167778015,
-0.03168178349733353,
-0.046322114765644073,
0.10278090089559555,
0.015276464633643627,
-0.02454899437725544,
0.01674516126513481,
0.11444712430238724,
-0.10380836576223373,
0.04906761646270752,
-0.07826750725507736,
0.000925269559957087,
-0.13052482903003693,
0.056689564138650894,
0.02930966578423977,
0.07820767164230347,
0.0038435030728578568,
0.02739383652806282,
0.009726816788315773,
0.08117034286260605,
-0.03733333945274353,
0.07356354594230652,
0.035448431968688965,
-0.01071190182119608,
0.02112339623272419,
0.02753087505698204,
-0.027831008657813072,
-0.05721597000956535,
-0.0495336577296257,
-0.023356221616268158,
-0.0383080430328846,
-0.01098797656595707,
-0.007707608863711357,
-0.015707027167081833,
0.07718655467033386,
0.007472448516637087,
-0.07761164754629135,
0.07971798628568649
] |
1402.3269
|
Tamas Bodai
|
Tamas Bodai, Valerio Lucarini, Frank Lunkeit, Robert Boschi
|
Global instability in the Ghil-Sellers model
| null | null |
10.1007/s00382-014-2206-5
| null |
physics.ao-ph cond-mat.stat-mech
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Ghil-Sellers energy balance model of Earth's climate, features -- for a
considerable range of the solar intensity -- two stable climate states (a warm
and a cold snowball Earth), where the bistability results from the celebrated
ice-albedo feedback. The unstable solution is obtained and characterized in
this paper. We find such unstable states by applying for the first time in a
geophysical context the so-called edge tracking method that has been used for
studying multiple coexisting states in shear flows. We examine robustness,
efficiency, and accuracy properties of the edge tracking algorithm. We find
that the procedure is the most efficient when taking a single bisection per
cycle. Due to the strong diffusivity of the system trajectories of transient
dynamics, initialized between the stable states with respect to the mean
temperature, are confined to the heteroclininc trajectory, one which connects
the fixed unstable and stable states, after relatively short transient times.
This constraint dictates a functional relationship between observables. We
characterize such a relationship between the global average temperature and a
descriptor of nonequilibrium thermodynamics, the large scale temperature
gradient between low and high latitudes. We find that a maximum of the
temperature gradient is realized at the same value of the average temperature,
about 270 K, largely independent of the strength of incoming solar radiation.
We also examine the structural properties of the system defined by the
equilibria depending on the solar strength. We construct new bifurcation
diagrams in terms of quantities relevant for describing the thermodynamic
disequilibrium, such as the temperature gradient and the material entropy
production due to heat transport. We compare our results for the EBM to results
for the intermediate complexity GCM PlaSim and find an interesting qualitative
agreement.
|
[
{
"created": "Thu, 13 Feb 2014 19:52:45 GMT",
"version": "v1"
},
{
"created": "Sun, 10 May 2015 18:09:59 GMT",
"version": "v2"
}
] |
2015-05-20
|
[
[
"Bodai",
"Tamas",
""
],
[
"Lucarini",
"Valerio",
""
],
[
"Lunkeit",
"Frank",
""
],
[
"Boschi",
"Robert",
""
]
] |
[
-0.06107164919376373,
-0.0009757610969245434,
0.05827433615922928,
0.053510088473558426,
0.01007063128054142,
-0.08353344351053238,
-0.032141461968421936,
-0.03341023251414299,
0.0398627333343029,
-0.03707532584667206,
-0.035582687705755234,
-0.10252036154270172,
0.043583448976278305,
-0.016314879059791565,
-0.02368873730301857,
-0.024893930181860924,
-0.027414996176958084,
0.033379729837179184,
-0.048583175987005234,
-0.012202389538288116,
0.043708495795726776,
0.037562113255262375,
-0.09982268512248993,
0.03780404478311539,
0.04691169783473015,
0.057658109813928604,
-0.0639314129948616,
-0.03307931125164032,
-0.03481878712773323,
0.10339809954166412,
0.02068820595741272,
-0.04678167402744293,
0.002725224243476987,
0.04079094156622887,
-0.036810893565416336,
-0.010554146952927113,
-0.038900747895240784,
-0.013400866650044918,
-0.04051026701927185,
0.03296974301338196,
0.011934849433600903,
0.06711486726999283,
0.03624212369322777,
-0.046068377792835236,
0.015025647357106209,
0.04350217804312706,
0.016281908378005028,
0.00624472089111805,
-0.06890342384576797,
0.02416343055665493,
0.06142161414027214,
-0.012109844945371151,
-0.031030219048261642,
0.03961813822388649,
-0.0012038995046168566,
0.02904532104730606,
0.06649600714445114,
-0.016723796725273132,
0.0065590147860348225,
0.009899274446070194,
0.05822131410241127,
-0.07625296711921692,
-0.07755026966333389,
0.04313104972243309,
0.0447046123445034,
-0.0038570777978748083,
0.05529579892754555,
0.03201358765363693,
-0.038843248039484024,
0.010525758378207684,
-0.04405444115400314,
0.0850801020860672,
-0.04082325100898743,
-0.09500476717948914,
0.02598627470433712,
-0.02968401461839676,
-0.02214733511209488,
0.02023138292133808,
-0.006129264831542969,
0.00502605689689517,
0.07589332014322281,
-0.06305661797523499,
0.011719814501702785,
0.0567975789308548,
-0.02255522646009922,
-0.017528081312775612,
-0.01055777259171009,
0.04571351408958435,
0.13653306663036346,
0.0034260323736816645,
-0.003980258014053106,
0.0317782498896122,
-0.043108049780130386,
-0.017353424802422523,
0.04488007724285126,
0.06390887498855591,
0.07616657018661499,
-0.031008843332529068,
0.07960853725671768,
0.03555512800812721,
-0.0008607683121226728,
-0.04849555343389511,
-0.01556722167879343,
0.05394604057073593,
0.052579667419195175,
0.07269110530614853,
0.01675276644527912,
0.016500793397426605,
-0.07154184579849243,
-0.013567852787673473,
-0.02074272371828556,
0.014020629227161407,
0.028604842722415924,
0.037577442824840546,
-0.0006449119537137449,
-0.022543685510754585,
0.03175469487905502,
0.013294756412506104,
0.009131674654781818,
-0.004422701429575682,
-0.048936162143945694,
0.0024530605878680944,
0.006819054018706083,
0.1034824550151825,
0.06616485118865967,
0.054455533623695374,
0.04277328774333,
-2.6140781126830267e-34,
0.06942494213581085,
0.007907177321612835,
-0.00011581512080738321,
0.0003870170039590448,
0.007080163806676865,
0.06885700672864914,
-0.025164220482110977,
-0.040050338953733444,
-0.06152065843343735,
-0.005966203287243843,
0.04102974757552147,
0.030730171129107475,
-0.012804578989744186,
0.02825184166431427,
0.013341769576072693,
-0.0029901666566729546,
0.014544106088578701,
-0.021466147154569626,
0.027639178559184074,
0.0905638039112091,
-0.003471599891781807,
-0.02714063972234726,
0.022950686514377594,
-0.01295553334057331,
-0.043555848300457,
0.0834055244922638,
0.048525121062994,
0.05098028481006622,
-0.004123913124203682,
-0.006789600942283869,
-0.006750772707164288,
-0.053318142890930176,
-0.06335731595754623,
0.04347367584705353,
0.025784632191061974,
0.024209249764680862,
0.0027172008994966745,
0.010571046732366085,
-0.004118732176721096,
-0.010166644118726254,
-0.0027419135440140963,
0.06552647054195404,
-0.01356889121234417,
-0.03944515064358711,
0.03612237796187401,
0.010202392004430294,
0.0036847013980150223,
0.027981458231806755,
-0.045575130730867386,
0.12808726727962494,
-0.0021375168580561876,
0.047936875373125076,
-0.055942270904779434,
-0.08380945771932602,
0.007727788295596838,
-0.03339525684714317,
0.04146973043680191,
0.04780479893088341,
-0.051761262118816376,
0.025020115077495575,
-0.01767805591225624,
-0.022912247106432915,
-0.010246744379401207,
-0.0750948041677475,
0.0006967397639527917,
0.1364608108997345,
-0.10691872239112854,
0.09912429749965668,
-0.01696973480284214,
-0.03471720963716507,
-0.0403820239007473,
0.051015704870224,
0.05862345173954964,
0.005312848370522261,
0.0392865426838398,
-0.025501789525151253,
0.0023580892011523247,
0.010649015195667744,
-0.040180500596761703,
0.02219252847135067,
-0.12231487780809402,
0.0008339792839251459,
0.05944357439875603,
0.008028979413211346,
-0.10893373936414719,
-0.06806589663028717,
-0.014626956544816494,
0.062056563794612885,
-0.08415735512971878,
-0.05057067051529884,
-0.028005478903651237,
-0.03210607171058655,
0.05722856894135475,
0.0742119625210762,
-0.0036784133408218622,
-1.752755198269135e-33,
0.01816670410335064,
0.00895084161311388,
0.060736965388059616,
0.03047442063689232,
-0.012941976077854633,
-0.002936258679255843,
-0.03803721442818642,
0.004113540984690189,
-0.01634558103978634,
-0.0853838324546814,
-0.023675279691815376,
0.03905482217669487,
-0.0016786514315754175,
0.04811161011457443,
0.0713830217719078,
-0.06649769097566605,
0.028910452499985695,
-0.03914511576294899,
-0.02579197660088539,
0.008259156718850136,
0.03861921280622482,
-0.04496445879340172,
-0.05921477824449539,
-0.03955835476517677,
-0.0342630073428154,
0.03446162864565849,
0.03953174129128456,
-0.007027681451290846,
0.018164049834012985,
0.03654060885310173,
-0.05103112757205963,
0.011855946853756905,
-0.062470026314258575,
-0.058130666613578796,
-0.07046841084957123,
0.14753195643424988,
-0.07726707309484482,
0.014697961509227753,
-0.014607265591621399,
0.01060255616903305,
-0.07671918720006943,
-0.05009752884507179,
-0.004200635943561792,
-0.009613470174372196,
0.06866844743490219,
-0.032758764922618866,
0.0017156084068119526,
0.14258989691734314,
-0.011747489683330059,
-0.014366129413247108,
-0.07491997629404068,
0.06106063723564148,
-0.11006557941436768,
0.0796317309141159,
-0.028327804058790207,
0.010066810064017773,
-0.04985937848687172,
0.04014381021261215,
-0.06828979402780533,
-0.1313801407814026,
-0.10447871685028076,
-0.05770547315478325,
0.020769638940691948,
0.03816442936658859,
-0.038753800094127655,
0.009598508477210999,
-0.03689657151699066,
-0.08839687705039978,
0.016194816678762436,
0.12088070809841156,
-0.010076077654957771,
-0.026146946474909782,
-0.035899508744478226,
-0.10563132166862488,
0.07654178887605667,
-0.008610183373093605,
-0.00278521329164505,
-0.08626743406057358,
-0.024853909388184547,
0.03360819071531296,
-0.09681627154350281,
0.038590382784605026,
0.06404527276754379,
0.018763886764645576,
0.05436694622039795,
-0.08445531129837036,
-0.07712534070014954,
-0.09089868515729904,
-0.019147204235196114,
0.04870668798685074,
-0.019769864156842232,
-0.03796304762363434,
-0.028583094477653503,
0.00011156212713103741,
-0.06352632492780685,
-5.6163294459565805e-8,
-0.03262146934866905,
0.020841848105192184,
0.018081389367580414,
0.003800860606133938,
0.012402428314089775,
0.10720634460449219,
0.010853704065084457,
-0.05923448130488396,
-0.01058410294353962,
-0.05882630869746208,
0.12537984549999237,
-0.013119043782353401,
0.0016535057220607996,
-0.03757878765463829,
-0.0789644718170166,
-0.010232660919427872,
0.03127317130565643,
0.01990472339093685,
-0.011371348053216934,
0.03465881198644638,
-0.0677059069275856,
-0.04466577246785164,
-0.05190582200884819,
-0.0029935433994978666,
0.013721257448196411,
-0.014848409220576286,
-0.008154206909239292,
0.05268363282084465,
0.028169184923171997,
0.026940757408738136,
-0.05900924652814865,
-0.021137932315468788,
0.13461266458034515,
-0.002340734703466296,
0.020769570022821426,
0.0028250685427337885,
-0.04681134968996048,
0.11017461866140366,
0.035480935126543045,
-0.0034831231459975243,
0.051447879523038864,
0.13827848434448242,
-0.020470188930630684,
0.02668321318924427,
0.06992588192224503,
0.11075671017169952,
0.028014743700623512,
-0.019695060327649117,
0.064571812748909,
0.11303284764289856,
-0.02666582353413105,
-0.03311065956950188,
-0.07997950166463852,
0.04606493562459946,
0.00508666830137372,
0.00863561686128378,
-0.057165082544088364,
-0.09925145655870438,
-0.010787605307996273,
0.08147843182086945,
-0.07077813148498535,
-0.05831199884414673,
-0.11153552681207657,
-0.053500477224588394
] | null | null | null | null | null | null | null |
[
-0.06107164919376373,
-0.0009757610969245434,
0.05827433615922928,
0.053510088473558426,
0.01007063128054142,
-0.08353344351053238,
-0.032141461968421936,
-0.03341023251414299,
0.0398627333343029,
-0.03707532584667206,
-0.035582687705755234,
-0.10252036154270172,
0.043583448976278305,
-0.016314879059791565,
-0.02368873730301857,
-0.024893930181860924,
-0.027414996176958084,
0.033379729837179184,
-0.048583175987005234,
-0.012202389538288116,
0.043708495795726776,
0.037562113255262375,
-0.09982268512248993,
0.03780404478311539,
0.04691169783473015,
0.057658109813928604,
-0.0639314129948616,
-0.03307931125164032,
-0.03481878712773323,
0.10339809954166412,
0.02068820595741272,
-0.04678167402744293,
0.002725224243476987,
0.04079094156622887,
-0.036810893565416336,
-0.010554146952927113,
-0.038900747895240784,
-0.013400866650044918,
-0.04051026701927185,
0.03296974301338196,
0.011934849433600903,
0.06711486726999283,
0.03624212369322777,
-0.046068377792835236,
0.015025647357106209,
0.04350217804312706,
0.016281908378005028,
0.00624472089111805,
-0.06890342384576797,
0.02416343055665493,
0.06142161414027214,
-0.012109844945371151,
-0.031030219048261642,
0.03961813822388649,
-0.0012038995046168566,
0.02904532104730606,
0.06649600714445114,
-0.016723796725273132,
0.0065590147860348225,
0.009899274446070194,
0.05822131410241127,
-0.07625296711921692,
-0.07755026966333389,
0.04313104972243309,
0.0447046123445034,
-0.0038570777978748083,
0.05529579892754555,
0.03201358765363693,
-0.038843248039484024,
0.010525758378207684,
-0.04405444115400314,
0.0850801020860672,
-0.04082325100898743,
-0.09500476717948914,
0.02598627470433712,
-0.02968401461839676,
-0.02214733511209488,
0.02023138292133808,
-0.006129264831542969,
0.00502605689689517,
0.07589332014322281,
-0.06305661797523499,
0.011719814501702785,
0.0567975789308548,
-0.02255522646009922,
-0.017528081312775612,
-0.01055777259171009,
0.04571351408958435,
0.13653306663036346,
0.0034260323736816645,
-0.003980258014053106,
0.0317782498896122,
-0.043108049780130386,
-0.017353424802422523,
0.04488007724285126,
0.06390887498855591,
0.07616657018661499,
-0.031008843332529068,
0.07960853725671768,
0.03555512800812721,
-0.0008607683121226728,
-0.04849555343389511,
-0.01556722167879343,
0.05394604057073593,
0.052579667419195175,
0.07269110530614853,
0.01675276644527912,
0.016500793397426605,
-0.07154184579849243,
-0.013567852787673473,
-0.02074272371828556,
0.014020629227161407,
0.028604842722415924,
0.037577442824840546,
-0.0006449119537137449,
-0.022543685510754585,
0.03175469487905502,
0.013294756412506104,
0.009131674654781818,
-0.004422701429575682,
-0.048936162143945694,
0.0024530605878680944,
0.006819054018706083,
0.1034824550151825,
0.06616485118865967,
0.054455533623695374,
0.04277328774333,
-2.6140781126830267e-34,
0.06942494213581085,
0.007907177321612835,
-0.00011581512080738321,
0.0003870170039590448,
0.007080163806676865,
0.06885700672864914,
-0.025164220482110977,
-0.040050338953733444,
-0.06152065843343735,
-0.005966203287243843,
0.04102974757552147,
0.030730171129107475,
-0.012804578989744186,
0.02825184166431427,
0.013341769576072693,
-0.0029901666566729546,
0.014544106088578701,
-0.021466147154569626,
0.027639178559184074,
0.0905638039112091,
-0.003471599891781807,
-0.02714063972234726,
0.022950686514377594,
-0.01295553334057331,
-0.043555848300457,
0.0834055244922638,
0.048525121062994,
0.05098028481006622,
-0.004123913124203682,
-0.006789600942283869,
-0.006750772707164288,
-0.053318142890930176,
-0.06335731595754623,
0.04347367584705353,
0.025784632191061974,
0.024209249764680862,
0.0027172008994966745,
0.010571046732366085,
-0.004118732176721096,
-0.010166644118726254,
-0.0027419135440140963,
0.06552647054195404,
-0.01356889121234417,
-0.03944515064358711,
0.03612237796187401,
0.010202392004430294,
0.0036847013980150223,
0.027981458231806755,
-0.045575130730867386,
0.12808726727962494,
-0.0021375168580561876,
0.047936875373125076,
-0.055942270904779434,
-0.08380945771932602,
0.007727788295596838,
-0.03339525684714317,
0.04146973043680191,
0.04780479893088341,
-0.051761262118816376,
0.025020115077495575,
-0.01767805591225624,
-0.022912247106432915,
-0.010246744379401207,
-0.0750948041677475,
0.0006967397639527917,
0.1364608108997345,
-0.10691872239112854,
0.09912429749965668,
-0.01696973480284214,
-0.03471720963716507,
-0.0403820239007473,
0.051015704870224,
0.05862345173954964,
0.005312848370522261,
0.0392865426838398,
-0.025501789525151253,
0.0023580892011523247,
0.010649015195667744,
-0.040180500596761703,
0.02219252847135067,
-0.12231487780809402,
0.0008339792839251459,
0.05944357439875603,
0.008028979413211346,
-0.10893373936414719,
-0.06806589663028717,
-0.014626956544816494,
0.062056563794612885,
-0.08415735512971878,
-0.05057067051529884,
-0.028005478903651237,
-0.03210607171058655,
0.05722856894135475,
0.0742119625210762,
-0.0036784133408218622,
-1.752755198269135e-33,
0.01816670410335064,
0.00895084161311388,
0.060736965388059616,
0.03047442063689232,
-0.012941976077854633,
-0.002936258679255843,
-0.03803721442818642,
0.004113540984690189,
-0.01634558103978634,
-0.0853838324546814,
-0.023675279691815376,
0.03905482217669487,
-0.0016786514315754175,
0.04811161011457443,
0.0713830217719078,
-0.06649769097566605,
0.028910452499985695,
-0.03914511576294899,
-0.02579197660088539,
0.008259156718850136,
0.03861921280622482,
-0.04496445879340172,
-0.05921477824449539,
-0.03955835476517677,
-0.0342630073428154,
0.03446162864565849,
0.03953174129128456,
-0.007027681451290846,
0.018164049834012985,
0.03654060885310173,
-0.05103112757205963,
0.011855946853756905,
-0.062470026314258575,
-0.058130666613578796,
-0.07046841084957123,
0.14753195643424988,
-0.07726707309484482,
0.014697961509227753,
-0.014607265591621399,
0.01060255616903305,
-0.07671918720006943,
-0.05009752884507179,
-0.004200635943561792,
-0.009613470174372196,
0.06866844743490219,
-0.032758764922618866,
0.0017156084068119526,
0.14258989691734314,
-0.011747489683330059,
-0.014366129413247108,
-0.07491997629404068,
0.06106063723564148,
-0.11006557941436768,
0.0796317309141159,
-0.028327804058790207,
0.010066810064017773,
-0.04985937848687172,
0.04014381021261215,
-0.06828979402780533,
-0.1313801407814026,
-0.10447871685028076,
-0.05770547315478325,
0.020769638940691948,
0.03816442936658859,
-0.038753800094127655,
0.009598508477210999,
-0.03689657151699066,
-0.08839687705039978,
0.016194816678762436,
0.12088070809841156,
-0.010076077654957771,
-0.026146946474909782,
-0.035899508744478226,
-0.10563132166862488,
0.07654178887605667,
-0.008610183373093605,
-0.00278521329164505,
-0.08626743406057358,
-0.024853909388184547,
0.03360819071531296,
-0.09681627154350281,
0.038590382784605026,
0.06404527276754379,
0.018763886764645576,
0.05436694622039795,
-0.08445531129837036,
-0.07712534070014954,
-0.09089868515729904,
-0.019147204235196114,
0.04870668798685074,
-0.019769864156842232,
-0.03796304762363434,
-0.028583094477653503,
0.00011156212713103741,
-0.06352632492780685,
-5.6163294459565805e-8,
-0.03262146934866905,
0.020841848105192184,
0.018081389367580414,
0.003800860606133938,
0.012402428314089775,
0.10720634460449219,
0.010853704065084457,
-0.05923448130488396,
-0.01058410294353962,
-0.05882630869746208,
0.12537984549999237,
-0.013119043782353401,
0.0016535057220607996,
-0.03757878765463829,
-0.0789644718170166,
-0.010232660919427872,
0.03127317130565643,
0.01990472339093685,
-0.011371348053216934,
0.03465881198644638,
-0.0677059069275856,
-0.04466577246785164,
-0.05190582200884819,
-0.0029935433994978666,
0.013721257448196411,
-0.014848409220576286,
-0.008154206909239292,
0.05268363282084465,
0.028169184923171997,
0.026940757408738136,
-0.05900924652814865,
-0.021137932315468788,
0.13461266458034515,
-0.002340734703466296,
0.020769570022821426,
0.0028250685427337885,
-0.04681134968996048,
0.11017461866140366,
0.035480935126543045,
-0.0034831231459975243,
0.051447879523038864,
0.13827848434448242,
-0.020470188930630684,
0.02668321318924427,
0.06992588192224503,
0.11075671017169952,
0.028014743700623512,
-0.019695060327649117,
0.064571812748909,
0.11303284764289856,
-0.02666582353413105,
-0.03311065956950188,
-0.07997950166463852,
0.04606493562459946,
0.00508666830137372,
0.00863561686128378,
-0.057165082544088364,
-0.09925145655870438,
-0.010787605307996273,
0.08147843182086945,
-0.07077813148498535,
-0.05831199884414673,
-0.11153552681207657,
-0.053500477224588394
] |
1402.3272
|
Jeremy M. Hutson
|
Caroline L. Blackley, Paul S. Julienne, Jeremy M. Hutson
|
Effective-range approximations for resonant scattering of cold atoms
|
Corrected a plotting error in Fig. 2(a). and clarified corresponding
text. Now matches published version. 12 pages, 7 figures
|
Phys. Rev. A 89, 042701 (2014)
|
10.1103/PhysRevA.89.042701
| null |
cond-mat.quant-gas physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Studies of cold atom collisions and few-body interactions often require the
energy dependence of the scattering phase shift, which is usually expressed in
terms of an effective-range expansion. We use accurate coupled-channel
calculations on $^{6}$Li, $^{39}$K and $^{133}$Cs to explore the behavior of
the effective range in the vicinity of both broad and narrow Feshbach
resonances. We show that commonly used expressions for the effective range
break down dramatically for narrow resonances and near the zero-crossings of
broad resonances. We present an alternative parametrization of the effective
range that is accurate through both the pole and the zero-crossing for both
broad and narrow resonances. However, the effective range expansion can still
fail at quite low collision energies, particularly around narrow resonances. We
demonstrate that an analytical form of an energy and magnetic field-dependent
phase shift, based on multichannel quantum defect theory, gives accurate
results for the energy-dependent scattering length.
|
[
{
"created": "Thu, 13 Feb 2014 20:02:51 GMT",
"version": "v1"
},
{
"created": "Mon, 17 Mar 2014 10:23:10 GMT",
"version": "v2"
},
{
"created": "Thu, 24 Apr 2014 16:45:12 GMT",
"version": "v3"
}
] |
2014-04-25
|
[
[
"Blackley",
"Caroline L.",
""
],
[
"Julienne",
"Paul S.",
""
],
[
"Hutson",
"Jeremy M.",
""
]
] |
[
0.028991632163524628,
-0.0000794584775576368,
-0.012179570272564888,
0.07341821491718292,
0.008313093334436417,
0.014423027634620667,
-0.0565398633480072,
0.06399085372686386,
0.012089495547115803,
-0.07172579318284988,
-0.014939313754439354,
-0.02307230979204178,
-0.0749436616897583,
-0.046536438167095184,
0.09405979514122009,
-0.03898637369275093,
0.02885567583143711,
-0.009253407828509808,
-0.09042240679264069,
0.07659091055393219,
-0.041933659464120865,
0.011772902682423592,
-0.010580179281532764,
-0.031318824738264084,
0.01652822457253933,
-0.04728296771645546,
0.06813031435012817,
-0.05100948363542557,
0.0013987288111820817,
0.003426160430535674,
0.09392644464969635,
0.05494251847267151,
-0.1122271716594696,
-0.012276760302484035,
0.05158054083585739,
-0.020091591402888298,
0.030949240550398827,
0.07716146111488342,
0.007510003633797169,
-0.05115267261862755,
0.02462240308523178,
0.06897908449172974,
0.04701629653573036,
0.06517106294631958,
-0.020128052681684494,
0.014914112165570259,
0.03876136615872383,
0.004378735553473234,
0.008655531331896782,
-0.12860968708992004,
0.029582656919956207,
0.03178196772933006,
-0.005681484472006559,
0.14686651527881622,
-0.04269517585635185,
0.0200041551142931,
-0.029664961621165276,
-0.019673742353916168,
-0.04554105922579765,
0.017996231094002724,
-0.04724622145295143,
0.012403774075210094,
0.015079914592206478,
-0.03453308343887329,
0.10295557230710983,
-0.006153556518256664,
0.052603721618652344,
-0.02888736128807068,
-0.008842704817652702,
0.09079588204622269,
-0.05895344167947769,
-0.01016690768301487,
-0.05718505010008812,
-0.02343812957406044,
0.08349837362766266,
0.055878687649965286,
0.0025249947793781757,
0.015926185995340347,
0.02670171856880188,
-0.008116849698126316,
-0.09047849476337433,
-0.13903583586215973,
-0.06443263590335846,
-0.051385801285505295,
0.017535680904984474,
0.03712102398276329,
-0.06151102855801582,
0.03616693615913391,
-0.028925033286213875,
0.0002629042719490826,
0.009910523891448975,
-0.01743360050022602,
-0.05395856872200966,
-0.018785998225212097,
-0.03729233145713806,
0.04179755225777626,
0.042839087545871735,
-0.02549077570438385,
0.09347423166036606,
0.02194805257022381,
0.08383721113204956,
-0.016691600903868675,
-0.030477266758680344,
-0.0032895600888878107,
-0.026772763580083847,
0.024420462548732758,
0.03795282542705536,
0.050555188208818436,
-0.059117723256349564,
0.03465939685702324,
0.09715305268764496,
0.0010942660737782717,
0.026272043585777283,
-0.05009238049387932,
0.05841422453522682,
-0.019221797585487366,
-0.014432401396334171,
0.061983734369277954,
0.01178247295320034,
0.0041727484203875065,
0.0050475685857236385,
0.024273518472909927,
-0.049781858921051025,
0.07090513408184052,
-0.05553950369358063,
0.004355220124125481,
-0.13175897300243378,
7.291241105732807e-34,
0.02716256119310856,
0.05903118476271629,
0.025308048352599144,
0.04343697801232338,
0.02702251821756363,
-0.07331753522157669,
-0.01494570355862379,
-0.04634292423725128,
-0.07607447355985641,
0.08612751215696335,
0.020787829533219337,
0.018219660967588425,
0.09631330519914627,
-0.1632155328989029,
0.013352113775908947,
0.03957369178533554,
-0.031728070229291916,
-0.024218495935201645,
0.01829344779253006,
0.08706043660640717,
0.048954565078020096,
0.030069977045059204,
0.06354902684688568,
0.05485666170716286,
0.013129397295415401,
0.0725017860531807,
-0.012894374318420887,
0.01627678982913494,
-0.03913114219903946,
0.0027706571854650974,
-0.07831529527902603,
0.07047095149755478,
-0.06585916876792908,
0.008580063469707966,
0.045712001621723175,
-0.046104710549116135,
-0.043980371206998825,
-0.03807290270924568,
0.015727562829852104,
-0.0073320623487234116,
0.025537686422467232,
-0.07099703699350357,
0.023485107347369194,
0.0426291860640049,
0.10121528059244156,
-0.03996861353516579,
0.057178303599357605,
0.02319171465933323,
0.04493185505270958,
-0.005547524895519018,
-0.01593545638024807,
-0.034190572798252106,
-0.020021671429276466,
0.05645277723670006,
0.07021645456552505,
-0.05814717710018158,
0.06176365911960602,
-0.00796488020569086,
0.008120588026940823,
-0.0021911219228059053,
0.0780724361538887,
-0.028789374977350235,
0.019910845905542374,
0.03025556541979313,
0.02897590585052967,
0.0316966250538826,
-0.09649740159511566,
0.017212077975273132,
0.008022937923669815,
0.01850530505180359,
0.056552886962890625,
0.09627704322338104,
0.08537831157445908,
-0.02822086215019226,
0.035132624208927155,
-0.005959319416433573,
-0.04283642768859863,
-0.08751092851161957,
0.12129153311252594,
0.036809131503105164,
-0.031997717916965485,
-0.022876208648085594,
0.03467355668544769,
0.001108009833842516,
-0.0728798508644104,
-0.042388249188661575,
-0.07224347442388535,
-0.034982066601514816,
-0.08633896708488464,
-0.04589075222611427,
0.012843397445976734,
-0.0005429123993963003,
0.03179309889674187,
-0.06036243587732315,
-0.029430167749524117,
-2.9348156033957264e-33,
0.00087193917715922,
-0.005218642298132181,
0.06174672022461891,
0.016804629936814308,
-0.0109970448538661,
-0.017835449427366257,
0.0006039089057594538,
0.07801420241594315,
0.0686337798833847,
0.0018654923187568784,
0.049164142459630966,
-0.02732127159833908,
-0.06687789410352707,
-0.07781752198934555,
-0.006539653055369854,
-0.02231649123132229,
0.07326340675354004,
-0.07584276050329208,
0.12921175360679626,
-0.049381598830223083,
0.06899108737707138,
-0.013718638569116592,
0.02936330810189247,
0.016879606992006302,
0.015465420670807362,
-0.026535887271165848,
0.057291179895401,
-0.05530717596411705,
0.03794211894273758,
-0.04590819031000137,
0.0007768319919705391,
0.013324040919542313,
0.032271288335323334,
-0.03136272728443146,
-0.03319944068789482,
0.045511290431022644,
-0.005640590563416481,
-0.033844735473394394,
0.04624934867024422,
-0.005304054822772741,
0.0730481669306755,
-0.024585960432887077,
-0.009907487779855728,
0.002452051965519786,
0.019909219816327095,
0.017239458858966827,
-0.09374029189348221,
0.0007726017502136528,
0.01870323158800602,
-0.046668265014886856,
0.021727358922362328,
-0.09346645325422287,
-0.024282580241560936,
-0.003327784361317754,
-0.07718794792890549,
0.04316851869225502,
0.05501062050461769,
0.03443745896220207,
0.07260721176862717,
-0.037294358015060425,
-0.07357428222894669,
0.0015528369694948196,
0.010288476012647152,
-0.013397708535194397,
-0.01749807596206665,
0.025326799601316452,
-0.04730267450213432,
-0.028535716235637665,
0.01522879209369421,
0.0179431289434433,
-0.04401768371462822,
-0.022193610668182373,
-0.0190901979804039,
-0.07542815059423447,
-0.013360405340790749,
-0.016455676406621933,
0.03787905350327492,
-0.1118609607219696,
0.01166902668774128,
0.023716626688838005,
-0.049777667969465256,
0.04558573663234711,
-0.08991045504808426,
-0.009309799410402775,
0.08643721044063568,
0.024561097845435143,
-0.10109192878007889,
0.056810975074768066,
-0.038209933787584305,
-0.05734839662909508,
0.048433758318424225,
-0.0011811527656391263,
0.052861474454402924,
-0.0696200430393219,
-0.02700263075530529,
-5.237969347149374e-8,
0.029398508369922638,
0.0010145943379029632,
-0.11356623470783234,
0.00598591985180974,
0.06087817624211311,
0.004060620907694101,
0.008867384865880013,
-0.01589091308414936,
-0.018806641921401024,
0.043610405176877975,
0.03148674964904785,
-0.04048723354935646,
0.06283734738826752,
0.06958775222301483,
0.025297807529568672,
-0.012524956837296486,
-0.06515384465456009,
-0.09651413559913635,
-0.047918327152729034,
-0.030983194708824158,
-0.04561462998390198,
0.00850827619433403,
0.04063057526946068,
-0.0689268410205841,
-0.06067883223295212,
-0.02980816923081875,
-0.1079370304942131,
-0.0025501027703285217,
-0.007037711329758167,
-0.11423186957836151,
-0.07630715519189835,
-0.03362859785556793,
0.06556569039821625,
0.11781080067157745,
0.01002571452409029,
0.03317004814743996,
-0.045045413076877594,
0.017507225275039673,
-0.0492747463285923,
0.07307296991348267,
-0.006372952368110418,
0.004509725142270327,
0.022694768384099007,
0.05176948383450508,
-0.027407096698880196,
-0.017964476719498634,
-0.06516590714454651,
0.07980580627918243,
-0.01916356571018696,
0.01342762354761362,
0.02121131680905819,
0.11099100857973099,
-0.045491352677345276,
-0.09606502950191498,
-0.0469760000705719,
0.03648873418569565,
-0.034991033375263214,
-0.03724634274840355,
0.01891270838677883,
-0.026981517672538757,
0.05583033338189125,
-0.030224336311221123,
-0.12061762064695358,
0.011415123008191586
] | null | null | null | null | null | null | null |
[
0.028991632163524628,
-0.0000794584775576368,
-0.012179570272564888,
0.07341821491718292,
0.008313093334436417,
0.014423027634620667,
-0.0565398633480072,
0.06399085372686386,
0.012089495547115803,
-0.07172579318284988,
-0.014939313754439354,
-0.02307230979204178,
-0.0749436616897583,
-0.046536438167095184,
0.09405979514122009,
-0.03898637369275093,
0.02885567583143711,
-0.009253407828509808,
-0.09042240679264069,
0.07659091055393219,
-0.041933659464120865,
0.011772902682423592,
-0.010580179281532764,
-0.031318824738264084,
0.01652822457253933,
-0.04728296771645546,
0.06813031435012817,
-0.05100948363542557,
0.0013987288111820817,
0.003426160430535674,
0.09392644464969635,
0.05494251847267151,
-0.1122271716594696,
-0.012276760302484035,
0.05158054083585739,
-0.020091591402888298,
0.030949240550398827,
0.07716146111488342,
0.007510003633797169,
-0.05115267261862755,
0.02462240308523178,
0.06897908449172974,
0.04701629653573036,
0.06517106294631958,
-0.020128052681684494,
0.014914112165570259,
0.03876136615872383,
0.004378735553473234,
0.008655531331896782,
-0.12860968708992004,
0.029582656919956207,
0.03178196772933006,
-0.005681484472006559,
0.14686651527881622,
-0.04269517585635185,
0.0200041551142931,
-0.029664961621165276,
-0.019673742353916168,
-0.04554105922579765,
0.017996231094002724,
-0.04724622145295143,
0.012403774075210094,
0.015079914592206478,
-0.03453308343887329,
0.10295557230710983,
-0.006153556518256664,
0.052603721618652344,
-0.02888736128807068,
-0.008842704817652702,
0.09079588204622269,
-0.05895344167947769,
-0.01016690768301487,
-0.05718505010008812,
-0.02343812957406044,
0.08349837362766266,
0.055878687649965286,
0.0025249947793781757,
0.015926185995340347,
0.02670171856880188,
-0.008116849698126316,
-0.09047849476337433,
-0.13903583586215973,
-0.06443263590335846,
-0.051385801285505295,
0.017535680904984474,
0.03712102398276329,
-0.06151102855801582,
0.03616693615913391,
-0.028925033286213875,
0.0002629042719490826,
0.009910523891448975,
-0.01743360050022602,
-0.05395856872200966,
-0.018785998225212097,
-0.03729233145713806,
0.04179755225777626,
0.042839087545871735,
-0.02549077570438385,
0.09347423166036606,
0.02194805257022381,
0.08383721113204956,
-0.016691600903868675,
-0.030477266758680344,
-0.0032895600888878107,
-0.026772763580083847,
0.024420462548732758,
0.03795282542705536,
0.050555188208818436,
-0.059117723256349564,
0.03465939685702324,
0.09715305268764496,
0.0010942660737782717,
0.026272043585777283,
-0.05009238049387932,
0.05841422453522682,
-0.019221797585487366,
-0.014432401396334171,
0.061983734369277954,
0.01178247295320034,
0.0041727484203875065,
0.0050475685857236385,
0.024273518472909927,
-0.049781858921051025,
0.07090513408184052,
-0.05553950369358063,
0.004355220124125481,
-0.13175897300243378,
7.291241105732807e-34,
0.02716256119310856,
0.05903118476271629,
0.025308048352599144,
0.04343697801232338,
0.02702251821756363,
-0.07331753522157669,
-0.01494570355862379,
-0.04634292423725128,
-0.07607447355985641,
0.08612751215696335,
0.020787829533219337,
0.018219660967588425,
0.09631330519914627,
-0.1632155328989029,
0.013352113775908947,
0.03957369178533554,
-0.031728070229291916,
-0.024218495935201645,
0.01829344779253006,
0.08706043660640717,
0.048954565078020096,
0.030069977045059204,
0.06354902684688568,
0.05485666170716286,
0.013129397295415401,
0.0725017860531807,
-0.012894374318420887,
0.01627678982913494,
-0.03913114219903946,
0.0027706571854650974,
-0.07831529527902603,
0.07047095149755478,
-0.06585916876792908,
0.008580063469707966,
0.045712001621723175,
-0.046104710549116135,
-0.043980371206998825,
-0.03807290270924568,
0.015727562829852104,
-0.0073320623487234116,
0.025537686422467232,
-0.07099703699350357,
0.023485107347369194,
0.0426291860640049,
0.10121528059244156,
-0.03996861353516579,
0.057178303599357605,
0.02319171465933323,
0.04493185505270958,
-0.005547524895519018,
-0.01593545638024807,
-0.034190572798252106,
-0.020021671429276466,
0.05645277723670006,
0.07021645456552505,
-0.05814717710018158,
0.06176365911960602,
-0.00796488020569086,
0.008120588026940823,
-0.0021911219228059053,
0.0780724361538887,
-0.028789374977350235,
0.019910845905542374,
0.03025556541979313,
0.02897590585052967,
0.0316966250538826,
-0.09649740159511566,
0.017212077975273132,
0.008022937923669815,
0.01850530505180359,
0.056552886962890625,
0.09627704322338104,
0.08537831157445908,
-0.02822086215019226,
0.035132624208927155,
-0.005959319416433573,
-0.04283642768859863,
-0.08751092851161957,
0.12129153311252594,
0.036809131503105164,
-0.031997717916965485,
-0.022876208648085594,
0.03467355668544769,
0.001108009833842516,
-0.0728798508644104,
-0.042388249188661575,
-0.07224347442388535,
-0.034982066601514816,
-0.08633896708488464,
-0.04589075222611427,
0.012843397445976734,
-0.0005429123993963003,
0.03179309889674187,
-0.06036243587732315,
-0.029430167749524117,
-2.9348156033957264e-33,
0.00087193917715922,
-0.005218642298132181,
0.06174672022461891,
0.016804629936814308,
-0.0109970448538661,
-0.017835449427366257,
0.0006039089057594538,
0.07801420241594315,
0.0686337798833847,
0.0018654923187568784,
0.049164142459630966,
-0.02732127159833908,
-0.06687789410352707,
-0.07781752198934555,
-0.006539653055369854,
-0.02231649123132229,
0.07326340675354004,
-0.07584276050329208,
0.12921175360679626,
-0.049381598830223083,
0.06899108737707138,
-0.013718638569116592,
0.02936330810189247,
0.016879606992006302,
0.015465420670807362,
-0.026535887271165848,
0.057291179895401,
-0.05530717596411705,
0.03794211894273758,
-0.04590819031000137,
0.0007768319919705391,
0.013324040919542313,
0.032271288335323334,
-0.03136272728443146,
-0.03319944068789482,
0.045511290431022644,
-0.005640590563416481,
-0.033844735473394394,
0.04624934867024422,
-0.005304054822772741,
0.0730481669306755,
-0.024585960432887077,
-0.009907487779855728,
0.002452051965519786,
0.019909219816327095,
0.017239458858966827,
-0.09374029189348221,
0.0007726017502136528,
0.01870323158800602,
-0.046668265014886856,
0.021727358922362328,
-0.09346645325422287,
-0.024282580241560936,
-0.003327784361317754,
-0.07718794792890549,
0.04316851869225502,
0.05501062050461769,
0.03443745896220207,
0.07260721176862717,
-0.037294358015060425,
-0.07357428222894669,
0.0015528369694948196,
0.010288476012647152,
-0.013397708535194397,
-0.01749807596206665,
0.025326799601316452,
-0.04730267450213432,
-0.028535716235637665,
0.01522879209369421,
0.0179431289434433,
-0.04401768371462822,
-0.022193610668182373,
-0.0190901979804039,
-0.07542815059423447,
-0.013360405340790749,
-0.016455676406621933,
0.03787905350327492,
-0.1118609607219696,
0.01166902668774128,
0.023716626688838005,
-0.049777667969465256,
0.04558573663234711,
-0.08991045504808426,
-0.009309799410402775,
0.08643721044063568,
0.024561097845435143,
-0.10109192878007889,
0.056810975074768066,
-0.038209933787584305,
-0.05734839662909508,
0.048433758318424225,
-0.0011811527656391263,
0.052861474454402924,
-0.0696200430393219,
-0.02700263075530529,
-5.237969347149374e-8,
0.029398508369922638,
0.0010145943379029632,
-0.11356623470783234,
0.00598591985180974,
0.06087817624211311,
0.004060620907694101,
0.008867384865880013,
-0.01589091308414936,
-0.018806641921401024,
0.043610405176877975,
0.03148674964904785,
-0.04048723354935646,
0.06283734738826752,
0.06958775222301483,
0.025297807529568672,
-0.012524956837296486,
-0.06515384465456009,
-0.09651413559913635,
-0.047918327152729034,
-0.030983194708824158,
-0.04561462998390198,
0.00850827619433403,
0.04063057526946068,
-0.0689268410205841,
-0.06067883223295212,
-0.02980816923081875,
-0.1079370304942131,
-0.0025501027703285217,
-0.007037711329758167,
-0.11423186957836151,
-0.07630715519189835,
-0.03362859785556793,
0.06556569039821625,
0.11781080067157745,
0.01002571452409029,
0.03317004814743996,
-0.045045413076877594,
0.017507225275039673,
-0.0492747463285923,
0.07307296991348267,
-0.006372952368110418,
0.004509725142270327,
0.022694768384099007,
0.05176948383450508,
-0.027407096698880196,
-0.017964476719498634,
-0.06516590714454651,
0.07980580627918243,
-0.01916356571018696,
0.01342762354761362,
0.02121131680905819,
0.11099100857973099,
-0.045491352677345276,
-0.09606502950191498,
-0.0469760000705719,
0.03648873418569565,
-0.034991033375263214,
-0.03724634274840355,
0.01891270838677883,
-0.026981517672538757,
0.05583033338189125,
-0.030224336311221123,
-0.12061762064695358,
0.011415123008191586
] |
1402.3274
|
Vladimir Yuryev
|
Arthur N. Yuryev, prepared for publication by V. A. Yuryev
|
On the Spatial Ambiguity Function
|
Prepared for publication by V. A. Yuryev in 1991; 26 pages, 4
figures, 1 table. Arthur N. Yuryev (1932/07/05--1990/09/30)
|
Radiotekhnika (Telecommunications and Radio Engineering, ISSN
0033-8486), issue 10 (October 1994), p. 76--82; received after revision on
December 11, 1991
| null | null |
physics.optics physics.data-an
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The ambiguity function of a spatial signal in the "signal spatial frequency
displacement vs antenna linear displacement" coordinates is considered in this
paper; in case of a monochromatic signal with known carrier frequency, spatial
signal vector angular displacement is considered as the second coordinate. The
analysis is made taking into account an external (reradiated or thermal)
background which contributes considerable peculiarities in the properties of
the spatial ambiguity function. Accuracy of measuring the signal linear or
angular displacement and resolution are determined. Examples for the Fresnel
and Fraunhofer zones are given.
|
[
{
"created": "Thu, 13 Feb 2014 20:16:51 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Yuryev",
"Arthur N.",
""
],
[
"Yuryev",
"prepared for publication by V. A.",
""
]
] |
[
0.00025930069386959076,
-0.02212062105536461,
0.04545187950134277,
-0.04505828022956848,
0.016228923574090004,
-0.014011749066412449,
0.004481685347855091,
0.008275970816612244,
0.07588047534227371,
-0.05355016887187958,
0.03185679018497467,
-0.047435909509658813,
0.04409939795732498,
-0.029969830065965652,
0.010550988838076591,
-0.11503321677446365,
-0.03662866726517677,
0.004895804915577173,
0.03262396901845932,
0.0060966662131249905,
0.06586327403783798,
-0.0371515229344368,
-0.07045181840658188,
-0.06552853435277939,
0.1308385282754898,
-0.015493030659854412,
0.08523591607809067,
0.04448092728853226,
0.06081436946988106,
0.01129683293402195,
0.0032386155799031258,
0.10685575008392334,
0.03385543078184128,
0.05260838195681572,
-0.036099839955568314,
-0.04827886447310448,
-0.0019530542194843292,
0.01274781208485365,
0.04108302667737007,
0.04374421760439873,
-0.005232046823948622,
0.05967770144343376,
0.017124945297837257,
0.041522540152072906,
-0.06744895130395889,
-0.006481488700956106,
0.02036198601126671,
0.006920039653778076,
-0.07707521319389343,
-0.028293777257204056,
0.026250367984175682,
-0.029150793328881264,
-0.09604912996292114,
0.04439283534884453,
-0.053649451583623886,
0.03718797490000725,
0.02866947650909424,
0.03194781765341759,
0.056380417197942734,
0.062696672976017,
0.0799408107995987,
0.005223631393164396,
-0.045942071825265884,
-0.024919502437114716,
0.08170346915721893,
-0.030589625239372253,
-0.08998236805200577,
-0.0418006032705307,
-0.007538678124547005,
-0.03686509281396866,
-0.04261746630072594,
0.04126279801130295,
0.01041387114673853,
-0.0038170102052390575,
0.011172791011631489,
0.026636483147740364,
-0.08052530884742737,
0.10360577702522278,
-0.00008096377132460475,
0.02276477962732315,
0.035936202853918076,
-0.021050693467259407,
-0.06393115222454071,
-0.04041688144207001,
0.05926578491926193,
-0.015450254082679749,
-0.02876211330294609,
0.03839366137981415,
0.006881443317979574,
-0.014855691231787205,
0.0060499426908791065,
0.0334760844707489,
-0.03969550132751465,
-0.017846105620265007,
-0.017523428425192833,
-0.0032634204253554344,
0.058462753891944885,
-0.002169756917282939,
0.08548153936862946,
0.005451228003948927,
0.0430665984749794,
-0.06298854947090149,
-0.09462142735719681,
0.09279658645391464,
-0.030710069462656975,
-0.0026701628230512142,
-0.0707356408238411,
-0.03501730039715767,
-0.002109176479279995,
-0.06457125395536423,
-0.0376615971326828,
0.009978470392525196,
-0.0567520372569561,
-0.03683949261903763,
-0.06652022153139114,
0.0054001412354409695,
0.020552508533000946,
0.008617247454822063,
0.09896769374608994,
-0.044188108295202255,
-0.09113744646310806,
-0.06623394787311554,
0.01113123632967472,
0.04019572213292122,
0.010219044983386993,
-0.021788962185382843,
0.017040539532899857,
3.0762450225439176e-33,
-0.08050330728292465,
0.055696919560432434,
-0.059318073093891144,
-0.014245737344026566,
-0.003503121668472886,
0.07913551479578018,
-0.08616257458925247,
-0.008804135024547577,
0.09420416504144669,
0.08248376846313477,
-0.008490011096000671,
0.01727437973022461,
0.03915725648403168,
-0.07794985920190811,
0.07461720705032349,
0.03996864706277847,
0.06955350935459137,
-0.014244286343455315,
-0.03208227455615997,
0.06458394229412079,
0.007808334659785032,
-0.031115874648094177,
-0.02608521468937397,
-0.02760479971766472,
-0.004328366834670305,
0.009373241104185581,
-0.08005987852811813,
-0.01323634758591652,
-0.04028301686048508,
-0.000507835007738322,
0.015362446196377277,
0.05988295376300812,
0.0016057881293818355,
-0.0167975015938282,
0.035093992948532104,
-0.09743915498256683,
0.00111229601316154,
-0.0028460740577429533,
-0.05891025811433792,
0.003268953412771225,
0.08261413127183914,
0.020166823640465736,
-0.01759478449821472,
0.043378815054893494,
0.0923268273472786,
0.04118722677230835,
0.026357799768447876,
-0.025629840791225433,
0.0721505731344223,
0.0944657102227211,
-0.099250927567482,
0.04780644178390503,
0.015141593292355537,
-0.019791750237345695,
0.10928098857402802,
0.04380118101835251,
-0.027815502136945724,
-0.050656452775001526,
0.00053931656293571,
0.015150031074881554,
-0.0364702083170414,
-0.03988521918654442,
0.044869907200336456,
-0.017645686864852905,
0.08601455390453339,
-0.09382651746273041,
-0.06215575337409973,
0.001796096214093268,
-0.01714135706424713,
0.06546278297901154,
0.036425210535526276,
0.015378235839307308,
0.04953747242689133,
0.045668572187423706,
-0.04419063776731491,
-0.03188680484890938,
-0.08910553902387619,
0.11123229563236237,
-0.042775195091962814,
-0.0699458047747612,
-0.06219994276762009,
0.05072284862399101,
-0.029167113825678825,
-0.038200121372938156,
-0.036127012223005295,
0.012181826867163181,
0.0019203554838895798,
-0.07032261043787003,
-0.02095561847090721,
-0.02839617431163788,
-0.0027226905804127455,
0.0694994330406189,
-0.0766056627035141,
0.017425620928406715,
0.033278848975896835,
-4.526007735680977e-33,
-0.006904125213623047,
0.028923118487000465,
-0.023439720273017883,
-0.14082692563533783,
-0.0614192932844162,
0.04527702182531357,
0.015168104320764542,
0.04203608259558678,
-0.00025344183086417615,
0.04209942743182182,
-0.051564812660217285,
-0.02420308068394661,
-0.0569513700902462,
0.02701571211218834,
-0.08641448616981506,
0.06393514573574066,
-0.005927498452365398,
-0.0009218381019309163,
-0.05203435942530632,
0.025451986119151115,
0.010906156152486801,
-0.03149425610899925,
-0.006618656683713198,
0.004272412974387407,
0.013175283558666706,
-0.007835932075977325,
0.06358601152896881,
0.019034693017601967,
-0.1595444232225418,
0.0044561694376170635,
-0.04446490481495857,
0.0865025594830513,
0.047366879880428314,
-0.001252678339369595,
0.07601243257522583,
-0.03132374584674835,
0.004565320909023285,
-0.05628763884305954,
-0.020130572840571404,
0.0005053593195043504,
-0.010028877295553684,
0.06735768169164658,
0.06129135936498642,
-0.056896548718214035,
-0.045968540012836456,
-0.0038915311452001333,
0.03872273862361908,
0.0012107319198548794,
0.00904490239918232,
0.016435151919722557,
0.047779399901628494,
-0.01296203676611185,
-0.009362763725221157,
-0.006892762146890163,
0.04531293734908104,
0.07590705901384354,
-0.09447631239891052,
-0.019533639773726463,
0.07098814100027084,
0.02363179251551628,
0.05979200452566147,
-0.008784789592027664,
-0.06875396519899368,
-0.018144095316529274,
0.07310265302658081,
0.03408926725387573,
0.029323909431695938,
0.0036588762886822224,
0.05267808586359024,
0.03915411978960037,
0.06822115927934647,
-0.06257692724466324,
-0.047512028366327286,
-0.008470955304801464,
0.0008294587023556232,
0.0344310887157917,
0.10857115685939789,
-0.009856668300926685,
-0.1277751624584198,
0.03999526426196098,
0.004216744564473629,
-0.0099712535738945,
-0.047004975378513336,
0.022998088970780373,
-0.052072398364543915,
0.06577830016613007,
-0.03195427358150482,
-0.08307690918445587,
-0.029140790924429893,
-0.057266224175691605,
0.013732951134443283,
0.07357339560985565,
-0.06585464626550674,
-0.032093703746795654,
0.08894642442464828,
-4.549769272443882e-8,
-0.12058966606855392,
-0.04202421382069588,
-0.15811190009117126,
-0.06444632261991501,
-0.0344095416367054,
-0.05077597126364708,
0.02710350789129734,
-0.10912248492240906,
-0.009381691925227642,
-0.06450367718935013,
-0.006658060476183891,
-0.04347167909145355,
0.0008801789372228086,
0.03826310485601425,
0.009010149165987968,
-0.06596589833498001,
0.0029550024773925543,
0.03836992383003235,
0.002878301776945591,
0.09818962961435318,
-0.004338085651397705,
0.0363033153116703,
0.0721406564116478,
0.005638647824525833,
0.0023547341115772724,
0.027509596198797226,
-0.016135910525918007,
0.07531646639108658,
0.0735868588089943,
0.08435671776533127,
0.030990194529294968,
0.010322286747395992,
0.09275519102811813,
0.0803498774766922,
-0.04023454338312149,
0.04183174669742584,
-0.016941603273153305,
0.019786013290286064,
-0.039719272404909134,
0.025384562090039253,
-0.01339033991098404,
0.028759343549609184,
-0.059803977608680725,
0.012445016764104366,
0.04628553241491318,
0.03317760303616524,
0.128158837556839,
-0.010323685593903065,
-0.023807363584637642,
-0.03554145619273186,
-0.03415069356560707,
0.07888979464769363,
-0.07246246933937073,
-0.0358903594315052,
0.02695535123348236,
-0.039741601794958115,
-0.007900997065007687,
-0.028332017362117767,
-0.06008105352520943,
-0.0031360669527202845,
-0.05375532805919647,
0.05756203830242157,
-0.014386395923793316,
-0.08728114515542984
] | null | null | null | null | null | null | null |
[
0.00025930069386959076,
-0.02212062105536461,
0.04545187950134277,
-0.04505828022956848,
0.016228923574090004,
-0.014011749066412449,
0.004481685347855091,
0.008275970816612244,
0.07588047534227371,
-0.05355016887187958,
0.03185679018497467,
-0.047435909509658813,
0.04409939795732498,
-0.029969830065965652,
0.010550988838076591,
-0.11503321677446365,
-0.03662866726517677,
0.004895804915577173,
0.03262396901845932,
0.0060966662131249905,
0.06586327403783798,
-0.0371515229344368,
-0.07045181840658188,
-0.06552853435277939,
0.1308385282754898,
-0.015493030659854412,
0.08523591607809067,
0.04448092728853226,
0.06081436946988106,
0.01129683293402195,
0.0032386155799031258,
0.10685575008392334,
0.03385543078184128,
0.05260838195681572,
-0.036099839955568314,
-0.04827886447310448,
-0.0019530542194843292,
0.01274781208485365,
0.04108302667737007,
0.04374421760439873,
-0.005232046823948622,
0.05967770144343376,
0.017124945297837257,
0.041522540152072906,
-0.06744895130395889,
-0.006481488700956106,
0.02036198601126671,
0.006920039653778076,
-0.07707521319389343,
-0.028293777257204056,
0.026250367984175682,
-0.029150793328881264,
-0.09604912996292114,
0.04439283534884453,
-0.053649451583623886,
0.03718797490000725,
0.02866947650909424,
0.03194781765341759,
0.056380417197942734,
0.062696672976017,
0.0799408107995987,
0.005223631393164396,
-0.045942071825265884,
-0.024919502437114716,
0.08170346915721893,
-0.030589625239372253,
-0.08998236805200577,
-0.0418006032705307,
-0.007538678124547005,
-0.03686509281396866,
-0.04261746630072594,
0.04126279801130295,
0.01041387114673853,
-0.0038170102052390575,
0.011172791011631489,
0.026636483147740364,
-0.08052530884742737,
0.10360577702522278,
-0.00008096377132460475,
0.02276477962732315,
0.035936202853918076,
-0.021050693467259407,
-0.06393115222454071,
-0.04041688144207001,
0.05926578491926193,
-0.015450254082679749,
-0.02876211330294609,
0.03839366137981415,
0.006881443317979574,
-0.014855691231787205,
0.0060499426908791065,
0.0334760844707489,
-0.03969550132751465,
-0.017846105620265007,
-0.017523428425192833,
-0.0032634204253554344,
0.058462753891944885,
-0.002169756917282939,
0.08548153936862946,
0.005451228003948927,
0.0430665984749794,
-0.06298854947090149,
-0.09462142735719681,
0.09279658645391464,
-0.030710069462656975,
-0.0026701628230512142,
-0.0707356408238411,
-0.03501730039715767,
-0.002109176479279995,
-0.06457125395536423,
-0.0376615971326828,
0.009978470392525196,
-0.0567520372569561,
-0.03683949261903763,
-0.06652022153139114,
0.0054001412354409695,
0.020552508533000946,
0.008617247454822063,
0.09896769374608994,
-0.044188108295202255,
-0.09113744646310806,
-0.06623394787311554,
0.01113123632967472,
0.04019572213292122,
0.010219044983386993,
-0.021788962185382843,
0.017040539532899857,
3.0762450225439176e-33,
-0.08050330728292465,
0.055696919560432434,
-0.059318073093891144,
-0.014245737344026566,
-0.003503121668472886,
0.07913551479578018,
-0.08616257458925247,
-0.008804135024547577,
0.09420416504144669,
0.08248376846313477,
-0.008490011096000671,
0.01727437973022461,
0.03915725648403168,
-0.07794985920190811,
0.07461720705032349,
0.03996864706277847,
0.06955350935459137,
-0.014244286343455315,
-0.03208227455615997,
0.06458394229412079,
0.007808334659785032,
-0.031115874648094177,
-0.02608521468937397,
-0.02760479971766472,
-0.004328366834670305,
0.009373241104185581,
-0.08005987852811813,
-0.01323634758591652,
-0.04028301686048508,
-0.000507835007738322,
0.015362446196377277,
0.05988295376300812,
0.0016057881293818355,
-0.0167975015938282,
0.035093992948532104,
-0.09743915498256683,
0.00111229601316154,
-0.0028460740577429533,
-0.05891025811433792,
0.003268953412771225,
0.08261413127183914,
0.020166823640465736,
-0.01759478449821472,
0.043378815054893494,
0.0923268273472786,
0.04118722677230835,
0.026357799768447876,
-0.025629840791225433,
0.0721505731344223,
0.0944657102227211,
-0.099250927567482,
0.04780644178390503,
0.015141593292355537,
-0.019791750237345695,
0.10928098857402802,
0.04380118101835251,
-0.027815502136945724,
-0.050656452775001526,
0.00053931656293571,
0.015150031074881554,
-0.0364702083170414,
-0.03988521918654442,
0.044869907200336456,
-0.017645686864852905,
0.08601455390453339,
-0.09382651746273041,
-0.06215575337409973,
0.001796096214093268,
-0.01714135706424713,
0.06546278297901154,
0.036425210535526276,
0.015378235839307308,
0.04953747242689133,
0.045668572187423706,
-0.04419063776731491,
-0.03188680484890938,
-0.08910553902387619,
0.11123229563236237,
-0.042775195091962814,
-0.0699458047747612,
-0.06219994276762009,
0.05072284862399101,
-0.029167113825678825,
-0.038200121372938156,
-0.036127012223005295,
0.012181826867163181,
0.0019203554838895798,
-0.07032261043787003,
-0.02095561847090721,
-0.02839617431163788,
-0.0027226905804127455,
0.0694994330406189,
-0.0766056627035141,
0.017425620928406715,
0.033278848975896835,
-4.526007735680977e-33,
-0.006904125213623047,
0.028923118487000465,
-0.023439720273017883,
-0.14082692563533783,
-0.0614192932844162,
0.04527702182531357,
0.015168104320764542,
0.04203608259558678,
-0.00025344183086417615,
0.04209942743182182,
-0.051564812660217285,
-0.02420308068394661,
-0.0569513700902462,
0.02701571211218834,
-0.08641448616981506,
0.06393514573574066,
-0.005927498452365398,
-0.0009218381019309163,
-0.05203435942530632,
0.025451986119151115,
0.010906156152486801,
-0.03149425610899925,
-0.006618656683713198,
0.004272412974387407,
0.013175283558666706,
-0.007835932075977325,
0.06358601152896881,
0.019034693017601967,
-0.1595444232225418,
0.0044561694376170635,
-0.04446490481495857,
0.0865025594830513,
0.047366879880428314,
-0.001252678339369595,
0.07601243257522583,
-0.03132374584674835,
0.004565320909023285,
-0.05628763884305954,
-0.020130572840571404,
0.0005053593195043504,
-0.010028877295553684,
0.06735768169164658,
0.06129135936498642,
-0.056896548718214035,
-0.045968540012836456,
-0.0038915311452001333,
0.03872273862361908,
0.0012107319198548794,
0.00904490239918232,
0.016435151919722557,
0.047779399901628494,
-0.01296203676611185,
-0.009362763725221157,
-0.006892762146890163,
0.04531293734908104,
0.07590705901384354,
-0.09447631239891052,
-0.019533639773726463,
0.07098814100027084,
0.02363179251551628,
0.05979200452566147,
-0.008784789592027664,
-0.06875396519899368,
-0.018144095316529274,
0.07310265302658081,
0.03408926725387573,
0.029323909431695938,
0.0036588762886822224,
0.05267808586359024,
0.03915411978960037,
0.06822115927934647,
-0.06257692724466324,
-0.047512028366327286,
-0.008470955304801464,
0.0008294587023556232,
0.0344310887157917,
0.10857115685939789,
-0.009856668300926685,
-0.1277751624584198,
0.03999526426196098,
0.004216744564473629,
-0.0099712535738945,
-0.047004975378513336,
0.022998088970780373,
-0.052072398364543915,
0.06577830016613007,
-0.03195427358150482,
-0.08307690918445587,
-0.029140790924429893,
-0.057266224175691605,
0.013732951134443283,
0.07357339560985565,
-0.06585464626550674,
-0.032093703746795654,
0.08894642442464828,
-4.549769272443882e-8,
-0.12058966606855392,
-0.04202421382069588,
-0.15811190009117126,
-0.06444632261991501,
-0.0344095416367054,
-0.05077597126364708,
0.02710350789129734,
-0.10912248492240906,
-0.009381691925227642,
-0.06450367718935013,
-0.006658060476183891,
-0.04347167909145355,
0.0008801789372228086,
0.03826310485601425,
0.009010149165987968,
-0.06596589833498001,
0.0029550024773925543,
0.03836992383003235,
0.002878301776945591,
0.09818962961435318,
-0.004338085651397705,
0.0363033153116703,
0.0721406564116478,
0.005638647824525833,
0.0023547341115772724,
0.027509596198797226,
-0.016135910525918007,
0.07531646639108658,
0.0735868588089943,
0.08435671776533127,
0.030990194529294968,
0.010322286747395992,
0.09275519102811813,
0.0803498774766922,
-0.04023454338312149,
0.04183174669742584,
-0.016941603273153305,
0.019786013290286064,
-0.039719272404909134,
0.025384562090039253,
-0.01339033991098404,
0.028759343549609184,
-0.059803977608680725,
0.012445016764104366,
0.04628553241491318,
0.03317760303616524,
0.128158837556839,
-0.010323685593903065,
-0.023807363584637642,
-0.03554145619273186,
-0.03415069356560707,
0.07888979464769363,
-0.07246246933937073,
-0.0358903594315052,
0.02695535123348236,
-0.039741601794958115,
-0.007900997065007687,
-0.028332017362117767,
-0.06008105352520943,
-0.0031360669527202845,
-0.05375532805919647,
0.05756203830242157,
-0.014386395923793316,
-0.08728114515542984
] |
1402.3277
|
Marc Zeitoun
|
Thomas Place (Bordeaux University, France), Marc Zeitoun (Bordeaux
University, France)
|
Separating Regular Languages with First-Order Logic
| null |
Logical Methods in Computer Science, Volume 12, Issue 1 (March 9,
2016) lmcs:1628
|
10.2168/LMCS-12(1:5)2016
| null |
cs.FL cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Given two languages, a separator is a third language that contains the first
one and is disjoint from the second one. We investigate the following decision
problem: given two regular input languages of finite words, decide whether
there exists a first-order definable separator. We prove that in order to
answer this question, sufficient information can be extracted from semigroups
recognizing the input languages, using a fixpoint computation. This yields an
EXPTIME algorithm for checking first-order separability. Moreover, the
correctness proof of this algorithm yields a stronger result, namely a
description of a possible separator. Finally, we generalize this technique to
answer the same question for regular languages of infinite words.
|
[
{
"created": "Thu, 13 Feb 2014 20:21:16 GMT",
"version": "v1"
},
{
"created": "Fri, 29 Jan 2016 16:30:02 GMT",
"version": "v2"
},
{
"created": "Tue, 8 Mar 2016 13:56:54 GMT",
"version": "v3"
}
] |
2017-01-11
|
[
[
"Place",
"Thomas",
"",
"Bordeaux University, France"
],
[
"Zeitoun",
"Marc",
"",
"Bordeaux\n University, France"
]
] |
[
-0.040569476783275604,
0.00339648243971169,
0.025971293449401855,
-0.06917925179004669,
0.04048803821206093,
0.005171186290681362,
0.07102686166763306,
-0.09512582421302795,
-0.0007756572449579835,
-0.01385477650910616,
0.04453936219215393,
-0.05662553012371063,
-0.01085601095110178,
0.07985084503889084,
0.033888280391693115,
-0.07736554741859436,
-0.03703853860497475,
0.017455626279115677,
-0.11747173219919205,
-0.03417603671550751,
0.0796724408864975,
0.0035709489602595568,
-0.07199285179376602,
0.07106781750917435,
0.09021300077438354,
0.0737585574388504,
-0.017520198598504066,
-0.013134675100445747,
0.04935899376869202,
0.006347062531858683,
0.009492509067058563,
-0.09051116555929184,
0.0488927885890007,
0.01740366965532303,
0.05604453384876251,
0.01050227414816618,
0.00839504785835743,
0.004312548786401749,
-0.05656934529542923,
0.006296036299318075,
-0.06231660768389702,
-0.04356847330927849,
-0.010928519070148468,
-0.05896764248609543,
0.05265035480260849,
0.04087236151099205,
-0.03449559211730957,
0.09549625962972641,
-0.039532288908958435,
0.0072825318202376366,
-0.031594227999448776,
-0.009918082505464554,
-0.043066225945949554,
0.11414829641580582,
-0.014795687980949879,
-0.0023614864330738783,
0.02028702013194561,
-0.02844160795211792,
-0.07304925471544266,
-0.0202613715082407,
-0.0600462444126606,
0.010765409097075462,
-0.05162470415234566,
-0.016766665503382683,
0.021031154319643974,
-0.013548788614571095,
-0.011271733790636063,
-0.015705052763223648,
0.02057354524731636,
0.0667494684457779,
-0.01982756331562996,
-0.0024498773273080587,
-0.04714803770184517,
0.05731372535228729,
-0.039031703025102615,
0.018563931807875633,
0.041427068412303925,
-0.015331365168094635,
0.006699185818433762,
0.011604868806898594,
0.020511269569396973,
0.0006084124324843287,
0.01892666146159172,
0.02123621292412281,
0.04362225905060768,
0.0005985531606711447,
-0.0729849562048912,
0.026811951771378517,
-0.003218894824385643,
0.01574721187353134,
-0.0499710775911808,
-0.028722500428557396,
0.03505382686853409,
0.02878629043698311,
0.08170950412750244,
0.024358859285712242,
-0.026762139052152634,
0.0009184899390675128,
0.06210463121533394,
0.09093373268842697,
-0.018389876931905746,
-0.00014043414557818323,
0.0005293237045407295,
-0.06715179979801178,
-0.028356852009892464,
0.06573489308357239,
-0.0843505784869194,
-0.04531092196702957,
-0.018043575808405876,
-0.06956726312637329,
0.0374438613653183,
-0.0683639794588089,
0.020844541490077972,
0.07062531262636185,
-0.0037964980583637953,
-0.041871197521686554,
0.005830337293446064,
-0.02549581415951252,
0.12398650497198105,
-0.0009085885249078274,
-0.011620583944022655,
-0.08403171598911285,
0.09604774415493011,
0.04820776730775833,
0.08358965814113617,
-0.0031235984060913324,
0.06310773640871048,
-1.3336391159681793e-33,
-0.044104162603616714,
0.05303819850087166,
-0.06970413029193878,
-0.01881907321512699,
-0.015733063220977783,
0.014401974156498909,
-0.0373917855322361,
0.059418097138404846,
-0.06164226308465004,
0.01497088186442852,
0.014211821369826794,
-0.015911247581243515,
0.03484572097659111,
0.021380504593253136,
0.07785940170288086,
0.03842694312334061,
0.10652951151132584,
0.010660863481462002,
-0.05188780650496483,
-0.07599238306283951,
0.08125779032707214,
0.04038393497467041,
-0.011685632169246674,
-0.07466212660074234,
-0.055961161851882935,
-0.042615704238414764,
0.0017585661262273788,
-0.04384225606918335,
0.06347726285457611,
0.032378196716308594,
-0.020476851612329483,
-0.07623323798179626,
0.017115410417318344,
0.11260324716567993,
-0.02479584328830242,
0.016340039670467377,
-0.058649756014347076,
-0.04523748904466629,
-0.04817827045917511,
-0.03783976286649704,
0.04572051763534546,
0.042755987495183945,
0.016014983877539635,
0.05798471346497536,
0.0025491896085441113,
-0.03751814365386963,
-0.10506666451692581,
0.008125318214297295,
0.008828207850456238,
-0.07839157432317734,
0.03966307267546654,
0.052585799247026443,
-0.03684362396597862,
-0.01042096596211195,
-0.009307335130870342,
-0.0312638059258461,
0.009931253269314766,
0.05067288130521774,
0.013021865859627724,
0.045453429222106934,
-0.08310843259096146,
0.10905508697032928,
0.035961445420980453,
0.011560515500605106,
-0.00616722134873271,
0.04001462832093239,
-0.0840279757976532,
-0.0023959018290042877,
0.11701700836420059,
-0.02042529359459877,
-0.0794554278254509,
-0.0685352236032486,
0.014069282449781895,
-0.01800602301955223,
0.0396176241338253,
-0.05356331914663315,
0.023716259747743607,
-0.10662874579429626,
0.04934018850326538,
-0.014611086808145046,
-0.015723027288913727,
-0.0027892556972801685,
0.08074891567230225,
0.1014128029346466,
-0.033605024218559265,
-0.08870147913694382,
-0.03724514693021774,
0.007685821503400803,
-0.006459743715822697,
-0.0959974080324173,
-0.01676161028444767,
0.03212539851665497,
0.014742068015038967,
0.016656234860420227,
0.0774664357304573,
-1.6257395439139327e-33,
0.030319485813379288,
-0.00268290052190423,
0.050844062119722366,
0.02220439724624157,
-0.05437439680099487,
-0.11190476268529892,
-0.0906047374010086,
0.04021504148840904,
0.07302046567201614,
0.034297794103622437,
-0.016981737688183784,
-0.0020578638650476933,
0.08203303068876266,
0.003267227904871106,
0.030760113149881363,
-0.012225999496877193,
0.049247488379478455,
-0.07274018228054047,
0.05021899193525314,
0.11804353445768356,
0.050194017589092255,
-0.014206415973603725,
0.005848275497555733,
0.05177423730492592,
0.05884699150919914,
0.017114197835326195,
-0.04293696954846382,
0.020732080563902855,
0.008683609776198864,
0.09492281079292297,
-0.020520785823464394,
-0.07273878157138824,
-0.06630504876375198,
-0.03140461817383766,
-0.03357737883925438,
-0.02675984427332878,
-0.08529743552207947,
0.07658497989177704,
-0.024931631982326508,
0.06846567243337631,
0.017912574112415314,
0.02151588350534439,
-0.06679445505142212,
0.01661507412791252,
0.03751122206449509,
-0.050792742520570755,
-0.049016568809747696,
0.0598372183740139,
-0.05376724526286125,
-0.05670445039868355,
0.014046099036931992,
0.03488936647772789,
0.02853037603199482,
-0.00043619476491585374,
0.008759641088545322,
-0.009749864228069782,
-0.02150869555771351,
0.023963449522852898,
-0.10130874812602997,
-0.03737147897481918,
0.012943962588906288,
-0.009678807109594345,
-0.018976200371980667,
0.0674058347940445,
0.11941627413034439,
-0.052694112062454224,
-0.07694229483604431,
0.010400556027889252,
0.05602871626615524,
-0.0905337855219841,
0.05631124600768089,
0.0021102074533700943,
-0.07985854893922806,
0.04305672645568848,
-0.03828679397702217,
-0.0002007541770581156,
0.03218258544802666,
-0.07865507155656815,
-0.010806414298713207,
0.07333026826381683,
-0.03408109396696091,
-0.014094779267907143,
0.038678839802742004,
0.043689049780368805,
-0.05400543287396431,
-0.057922765612602234,
0.008683924563229084,
0.0026011241134256124,
0.022357961162924767,
-0.058525506407022476,
0.08148699253797531,
-0.009402603842318058,
0.05323486402630806,
0.019567478448152542,
-0.029872093349695206,
-4.0939866607914155e-8,
-0.02636730670928955,
-0.03633807227015495,
-0.05322430282831192,
-0.01997072622179985,
-0.023819275200366974,
-0.03487493842840195,
-0.08136741071939468,
-0.03494276851415634,
0.08910106867551804,
-0.07108709216117859,
0.035314325243234634,
0.0488739050924778,
-0.051989518105983734,
-0.03093787096440792,
-0.05319756641983986,
0.01518558245152235,
0.010214114561676979,
0.04285828024148941,
-0.035164035856723785,
0.08002732694149017,
0.021744057536125183,
0.0034616454504430294,
-0.00455510476604104,
0.01334515493363142,
-0.07032129168510437,
-0.0041626496240496635,
-0.05662822723388672,
0.0012728103902190924,
-0.04508431628346443,
0.026143962517380714,
0.016946017742156982,
0.02590455859899521,
0.056066688150167465,
0.12381182610988617,
0.034271832555532455,
0.10883614420890808,
-0.0550466924905777,
0.09365082532167435,
-0.08172008395195007,
-0.053220849484205246,
0.08460283279418945,
0.03076614812016487,
-0.08557430654764175,
0.0139000304043293,
0.06307768076658249,
-0.12193956971168518,
0.029983246698975563,
-0.1006283164024353,
0.004766130819916725,
-0.05502094328403473,
0.019819632172584534,
0.05043035373091698,
-0.016770709306001663,
-0.04819801077246666,
-0.02724595181643963,
0.02158452570438385,
-0.08237390965223312,
-0.033959344029426575,
-0.027361812070012093,
-0.02034742757678032,
0.03578547015786171,
0.0742202177643776,
0.09209708124399185,
0.011425652541220188
] | null | null | null | null | null | null | null |
[
-0.040569476783275604,
0.00339648243971169,
0.025971293449401855,
-0.06917925179004669,
0.04048803821206093,
0.005171186290681362,
0.07102686166763306,
-0.09512582421302795,
-0.0007756572449579835,
-0.01385477650910616,
0.04453936219215393,
-0.05662553012371063,
-0.01085601095110178,
0.07985084503889084,
0.033888280391693115,
-0.07736554741859436,
-0.03703853860497475,
0.017455626279115677,
-0.11747173219919205,
-0.03417603671550751,
0.0796724408864975,
0.0035709489602595568,
-0.07199285179376602,
0.07106781750917435,
0.09021300077438354,
0.0737585574388504,
-0.017520198598504066,
-0.013134675100445747,
0.04935899376869202,
0.006347062531858683,
0.009492509067058563,
-0.09051116555929184,
0.0488927885890007,
0.01740366965532303,
0.05604453384876251,
0.01050227414816618,
0.00839504785835743,
0.004312548786401749,
-0.05656934529542923,
0.006296036299318075,
-0.06231660768389702,
-0.04356847330927849,
-0.010928519070148468,
-0.05896764248609543,
0.05265035480260849,
0.04087236151099205,
-0.03449559211730957,
0.09549625962972641,
-0.039532288908958435,
0.0072825318202376366,
-0.031594227999448776,
-0.009918082505464554,
-0.043066225945949554,
0.11414829641580582,
-0.014795687980949879,
-0.0023614864330738783,
0.02028702013194561,
-0.02844160795211792,
-0.07304925471544266,
-0.0202613715082407,
-0.0600462444126606,
0.010765409097075462,
-0.05162470415234566,
-0.016766665503382683,
0.021031154319643974,
-0.013548788614571095,
-0.011271733790636063,
-0.015705052763223648,
0.02057354524731636,
0.0667494684457779,
-0.01982756331562996,
-0.0024498773273080587,
-0.04714803770184517,
0.05731372535228729,
-0.039031703025102615,
0.018563931807875633,
0.041427068412303925,
-0.015331365168094635,
0.006699185818433762,
0.011604868806898594,
0.020511269569396973,
0.0006084124324843287,
0.01892666146159172,
0.02123621292412281,
0.04362225905060768,
0.0005985531606711447,
-0.0729849562048912,
0.026811951771378517,
-0.003218894824385643,
0.01574721187353134,
-0.0499710775911808,
-0.028722500428557396,
0.03505382686853409,
0.02878629043698311,
0.08170950412750244,
0.024358859285712242,
-0.026762139052152634,
0.0009184899390675128,
0.06210463121533394,
0.09093373268842697,
-0.018389876931905746,
-0.00014043414557818323,
0.0005293237045407295,
-0.06715179979801178,
-0.028356852009892464,
0.06573489308357239,
-0.0843505784869194,
-0.04531092196702957,
-0.018043575808405876,
-0.06956726312637329,
0.0374438613653183,
-0.0683639794588089,
0.020844541490077972,
0.07062531262636185,
-0.0037964980583637953,
-0.041871197521686554,
0.005830337293446064,
-0.02549581415951252,
0.12398650497198105,
-0.0009085885249078274,
-0.011620583944022655,
-0.08403171598911285,
0.09604774415493011,
0.04820776730775833,
0.08358965814113617,
-0.0031235984060913324,
0.06310773640871048,
-1.3336391159681793e-33,
-0.044104162603616714,
0.05303819850087166,
-0.06970413029193878,
-0.01881907321512699,
-0.015733063220977783,
0.014401974156498909,
-0.0373917855322361,
0.059418097138404846,
-0.06164226308465004,
0.01497088186442852,
0.014211821369826794,
-0.015911247581243515,
0.03484572097659111,
0.021380504593253136,
0.07785940170288086,
0.03842694312334061,
0.10652951151132584,
0.010660863481462002,
-0.05188780650496483,
-0.07599238306283951,
0.08125779032707214,
0.04038393497467041,
-0.011685632169246674,
-0.07466212660074234,
-0.055961161851882935,
-0.042615704238414764,
0.0017585661262273788,
-0.04384225606918335,
0.06347726285457611,
0.032378196716308594,
-0.020476851612329483,
-0.07623323798179626,
0.017115410417318344,
0.11260324716567993,
-0.02479584328830242,
0.016340039670467377,
-0.058649756014347076,
-0.04523748904466629,
-0.04817827045917511,
-0.03783976286649704,
0.04572051763534546,
0.042755987495183945,
0.016014983877539635,
0.05798471346497536,
0.0025491896085441113,
-0.03751814365386963,
-0.10506666451692581,
0.008125318214297295,
0.008828207850456238,
-0.07839157432317734,
0.03966307267546654,
0.052585799247026443,
-0.03684362396597862,
-0.01042096596211195,
-0.009307335130870342,
-0.0312638059258461,
0.009931253269314766,
0.05067288130521774,
0.013021865859627724,
0.045453429222106934,
-0.08310843259096146,
0.10905508697032928,
0.035961445420980453,
0.011560515500605106,
-0.00616722134873271,
0.04001462832093239,
-0.0840279757976532,
-0.0023959018290042877,
0.11701700836420059,
-0.02042529359459877,
-0.0794554278254509,
-0.0685352236032486,
0.014069282449781895,
-0.01800602301955223,
0.0396176241338253,
-0.05356331914663315,
0.023716259747743607,
-0.10662874579429626,
0.04934018850326538,
-0.014611086808145046,
-0.015723027288913727,
-0.0027892556972801685,
0.08074891567230225,
0.1014128029346466,
-0.033605024218559265,
-0.08870147913694382,
-0.03724514693021774,
0.007685821503400803,
-0.006459743715822697,
-0.0959974080324173,
-0.01676161028444767,
0.03212539851665497,
0.014742068015038967,
0.016656234860420227,
0.0774664357304573,
-1.6257395439139327e-33,
0.030319485813379288,
-0.00268290052190423,
0.050844062119722366,
0.02220439724624157,
-0.05437439680099487,
-0.11190476268529892,
-0.0906047374010086,
0.04021504148840904,
0.07302046567201614,
0.034297794103622437,
-0.016981737688183784,
-0.0020578638650476933,
0.08203303068876266,
0.003267227904871106,
0.030760113149881363,
-0.012225999496877193,
0.049247488379478455,
-0.07274018228054047,
0.05021899193525314,
0.11804353445768356,
0.050194017589092255,
-0.014206415973603725,
0.005848275497555733,
0.05177423730492592,
0.05884699150919914,
0.017114197835326195,
-0.04293696954846382,
0.020732080563902855,
0.008683609776198864,
0.09492281079292297,
-0.020520785823464394,
-0.07273878157138824,
-0.06630504876375198,
-0.03140461817383766,
-0.03357737883925438,
-0.02675984427332878,
-0.08529743552207947,
0.07658497989177704,
-0.024931631982326508,
0.06846567243337631,
0.017912574112415314,
0.02151588350534439,
-0.06679445505142212,
0.01661507412791252,
0.03751122206449509,
-0.050792742520570755,
-0.049016568809747696,
0.0598372183740139,
-0.05376724526286125,
-0.05670445039868355,
0.014046099036931992,
0.03488936647772789,
0.02853037603199482,
-0.00043619476491585374,
0.008759641088545322,
-0.009749864228069782,
-0.02150869555771351,
0.023963449522852898,
-0.10130874812602997,
-0.03737147897481918,
0.012943962588906288,
-0.009678807109594345,
-0.018976200371980667,
0.0674058347940445,
0.11941627413034439,
-0.052694112062454224,
-0.07694229483604431,
0.010400556027889252,
0.05602871626615524,
-0.0905337855219841,
0.05631124600768089,
0.0021102074533700943,
-0.07985854893922806,
0.04305672645568848,
-0.03828679397702217,
-0.0002007541770581156,
0.03218258544802666,
-0.07865507155656815,
-0.010806414298713207,
0.07333026826381683,
-0.03408109396696091,
-0.014094779267907143,
0.038678839802742004,
0.043689049780368805,
-0.05400543287396431,
-0.057922765612602234,
0.008683924563229084,
0.0026011241134256124,
0.022357961162924767,
-0.058525506407022476,
0.08148699253797531,
-0.009402603842318058,
0.05323486402630806,
0.019567478448152542,
-0.029872093349695206,
-4.0939866607914155e-8,
-0.02636730670928955,
-0.03633807227015495,
-0.05322430282831192,
-0.01997072622179985,
-0.023819275200366974,
-0.03487493842840195,
-0.08136741071939468,
-0.03494276851415634,
0.08910106867551804,
-0.07108709216117859,
0.035314325243234634,
0.0488739050924778,
-0.051989518105983734,
-0.03093787096440792,
-0.05319756641983986,
0.01518558245152235,
0.010214114561676979,
0.04285828024148941,
-0.035164035856723785,
0.08002732694149017,
0.021744057536125183,
0.0034616454504430294,
-0.00455510476604104,
0.01334515493363142,
-0.07032129168510437,
-0.0041626496240496635,
-0.05662822723388672,
0.0012728103902190924,
-0.04508431628346443,
0.026143962517380714,
0.016946017742156982,
0.02590455859899521,
0.056066688150167465,
0.12381182610988617,
0.034271832555532455,
0.10883614420890808,
-0.0550466924905777,
0.09365082532167435,
-0.08172008395195007,
-0.053220849484205246,
0.08460283279418945,
0.03076614812016487,
-0.08557430654764175,
0.0139000304043293,
0.06307768076658249,
-0.12193956971168518,
0.029983246698975563,
-0.1006283164024353,
0.004766130819916725,
-0.05502094328403473,
0.019819632172584534,
0.05043035373091698,
-0.016770709306001663,
-0.04819801077246666,
-0.02724595181643963,
0.02158452570438385,
-0.08237390965223312,
-0.033959344029426575,
-0.027361812070012093,
-0.02034742757678032,
0.03578547015786171,
0.0742202177643776,
0.09209708124399185,
0.011425652541220188
] |
1402.3281
|
Christian Schulz
|
Henning Meyerhenke and Peter Sanders and Christian Schulz
|
Partitioning Complex Networks via Size-constrained Clustering
| null | null | null | null |
cs.DC cs.DS cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The most commonly used method to tackle the graph partitioning problem in
practice is the multilevel approach. During a coarsening phase, a multilevel
graph partitioning algorithm reduces the graph size by iteratively contracting
nodes and edges until the graph is small enough to be partitioned by some other
algorithm. A partition of the input graph is then constructed by successively
transferring the solution to the next finer graph and applying a local search
algorithm to improve the current solution.
In this paper, we describe a novel approach to partition graphs effectively
especially if the networks have a highly irregular structure. More precisely,
our algorithm provides graph coarsening by iteratively contracting
size-constrained clusterings that are computed using a label propagation
algorithm. The same algorithm that provides the size-constrained clusterings
can also be used during uncoarsening as a fast and simple local search
algorithm.
Depending on the algorithm's configuration, we are able to compute partitions
of very high quality outperforming all competitors, or partitions that are
comparable to the best competitor in terms of quality, hMetis, while being
nearly an order of magnitude faster on average. The fastest configuration
partitions the largest graph available to us with 3.3 billion edges using a
single machine in about ten minutes while cutting less than half of the edges
than the fastest competitor, kMetis.
|
[
{
"created": "Thu, 13 Feb 2014 20:46:31 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Mar 2014 10:50:28 GMT",
"version": "v2"
}
] |
2014-03-26
|
[
[
"Meyerhenke",
"Henning",
""
],
[
"Sanders",
"Peter",
""
],
[
"Schulz",
"Christian",
""
]
] |
[
-0.022452041506767273,
0.01803077571094036,
0.004595427308231592,
-0.05161070451140404,
0.049791280180215836,
-0.013319556601345539,
-0.07454904168844223,
0.031237054616212845,
-0.05615636706352234,
-0.035452134907245636,
0.0008717140881344676,
-0.027096053585410118,
0.0699826329946518,
0.09124962985515594,
-0.018246416002511978,
-0.030689243227243423,
0.08253534138202667,
0.053134486079216,
0.009080665186047554,
-0.0806620791554451,
-0.06884974241256714,
-0.05288608744740486,
0.0019391371170058846,
-0.007056769449263811,
0.07218343764543533,
0.03918304666876793,
-0.03828926011919975,
-0.05502678453922272,
0.06328070908784866,
-0.040524739772081375,
0.03989686071872711,
0.0685419887304306,
-0.004019236192107201,
0.07939346879720688,
-0.012412803247570992,
0.019355706870555878,
-0.03408670797944069,
-0.013583997264504433,
0.036783866584300995,
0.016696736216545105,
0.05256618186831474,
0.027928810566663742,
-0.007394556887447834,
0.004496514331549406,
-0.029962362721562386,
0.05065266788005829,
-0.0625448152422905,
0.08269906044006348,
-0.0011147103505209088,
0.0430225171148777,
-0.08717180788516998,
-0.03793749585747719,
-0.014818696305155754,
0.03058038093149662,
0.033433668315410614,
-0.00021980598103255033,
0.05114210024476051,
-0.05039241164922714,
0.013584627769887447,
0.0775454118847847,
0.0596330352127552,
-0.038789886981248856,
-0.01666802167892456,
-0.032651159912347794,
-0.03752753511071205,
0.03207249194383621,
0.0807209461927414,
0.044066041707992554,
-0.018996205180883408,
0.03863191232085228,
0.1310756504535675,
0.05975397676229477,
-0.0508129708468914,
0.10043219476938248,
0.008908137679100037,
0.04038676992058754,
0.03711787611246109,
-0.0001727616909192875,
-0.005798439495265484,
-0.006293749902397394,
-0.02636365406215191,
0.05693623796105385,
-0.03620782494544983,
-0.017286762595176697,
0.02289842627942562,
-0.048607464879751205,
-0.03365473449230194,
-0.07140003889799118,
0.025940392166376114,
0.03350868076086044,
-0.09759172052145004,
0.03973839059472084,
-0.02530868910253048,
-0.03298100084066391,
-0.009912915527820587,
-0.016395660117268562,
-0.045095473527908325,
0.010168595239520073,
0.09334103763103485,
0.09981858730316162,
-0.024712875485420227,
-0.021801823750138283,
0.05166121944785118,
-0.0922820195555687,
0.03856833279132843,
0.02374251000583172,
-0.04574226960539818,
0.0568709596991539,
0.07810766249895096,
-0.005739804822951555,
-0.0024755585473030806,
0.08107134699821472,
-0.05073612555861473,
0.03135993704199791,
0.011861327104270458,
-0.0174102820456028,
0.055694982409477234,
0.0015237443149089813,
-0.03606587275862694,
0.09485737234354019,
-0.03995445370674133,
-0.011756409890949726,
-0.028953401371836662,
-0.027168650180101395,
0.06185842677950859,
0.0018050982616841793,
-0.094929039478302,
2.9386794900610778e-33,
0.02207227610051632,
-0.005670199636369944,
0.020014505833387375,
0.011225685477256775,
0.0114365229383111,
-0.019897250458598137,
-0.03405966982245445,
-0.0069302283227443695,
-0.015273090451955795,
0.007056226953864098,
-0.05709673464298248,
0.042970895767211914,
0.00971551425755024,
0.06513425707817078,
0.09557237476110458,
-0.08500079810619354,
0.055488068610429764,
0.04401778057217598,
-0.06318590044975281,
-0.1426256150007248,
0.038262028247117996,
-0.031722646206617355,
0.08522406965494156,
0.04538803920149803,
-0.04812028631567955,
-0.05539201572537422,
-0.04529198259115219,
-0.049058981239795685,
0.1217505931854248,
0.012537168338894844,
-0.04973317310214043,
-0.05734194070100784,
0.02771695703268051,
0.03268689289689064,
-0.0013249021722003818,
0.013335839845240116,
-0.014390494674444199,
-0.05795245245099068,
0.010110407136380672,
-0.004255704116076231,
-0.06454302370548248,
-0.03855454549193382,
0.056245386600494385,
-0.11177957057952881,
-0.060018811374902725,
0.05893245339393616,
-0.10001109540462494,
-0.024383170530200005,
-0.07090698182582855,
-0.04494167119264603,
0.013320550322532654,
-0.07003701478242874,
0.11527331918478012,
0.0764649286866188,
0.02284870855510235,
0.037927307188510895,
0.03467775881290436,
-0.011356286704540253,
0.018696876242756844,
0.01857246458530426,
-0.022557908669114113,
-0.07569127529859543,
-0.01909322664141655,
0.11669144034385681,
-0.0235952977091074,
0.0019067386165261269,
0.02827030047774315,
0.022785460576415062,
0.03679690137505531,
0.00020851092995144427,
-0.10814931243658066,
0.020570605993270874,
-0.036553721874952316,
-0.01443171501159668,
-0.020814666524529457,
-0.06218474358320236,
0.005018400494009256,
0.005838416982442141,
-0.02769697643816471,
-0.008974046446383,
-0.071931853890419,
0.02866126224398613,
0.05203639715909958,
0.041018251329660416,
0.07587051391601562,
-0.021080119535326958,
0.0402059443295002,
-0.008274476043879986,
0.04688449203968048,
0.004148231353610754,
-0.10548510402441025,
-0.03165140375494957,
0.02328864112496376,
0.009151147678494453,
0.0569625049829483,
-2.1557772935393948e-33,
-0.006922509055584669,
0.014560231938958168,
0.06386911123991013,
0.041487082839012146,
0.01663367450237274,
-0.07488229870796204,
0.01184005569666624,
0.04006935656070709,
-0.03788989409804344,
0.020905479788780212,
-0.08953836560249329,
-0.046982504427433014,
0.06402838230133057,
-0.030421234667301178,
-0.06340057402849197,
-0.012845046818256378,
0.02322246879339218,
0.0721002072095871,
0.04808725789189339,
0.029099218547344208,
-0.016634227707982063,
0.0165005624294281,
-0.024684006348252296,
-0.04138461500406265,
0.07250190526247025,
0.026537569239735603,
-0.061972953379154205,
0.009622191078960896,
-0.0006501872558146715,
0.04050995409488678,
-0.039962541311979294,
0.02061464823782444,
-0.024257857352495193,
-0.0927686020731926,
0.023749643936753273,
0.07150901108980179,
0.04305079206824303,
-0.00034236250212416053,
0.04755490645766258,
-0.03062189742922783,
-0.03709257021546364,
-0.004715584218502045,
-0.054886072874069214,
-0.028951371088624,
-0.011716250330209732,
0.019192775711417198,
-0.026335114613175392,
-0.006620089523494244,
-0.09804708510637283,
0.027627350762486458,
-0.07190464437007904,
0.06902039051055908,
0.04750850424170494,
0.03834915906190872,
-0.033024828881025314,
-0.046756286174058914,
-0.049118779599666595,
0.1275799572467804,
-0.026386316865682602,
-0.041672300547361374,
-0.08991655707359314,
-0.09828739613294601,
-0.05530834197998047,
0.01376646850258112,
-0.03991367295384407,
-0.07992546260356903,
0.049697715789079666,
-0.0571293942630291,
-0.04440439119935036,
0.05030651390552521,
0.02203519642353058,
0.045316554605960846,
0.008712186478078365,
0.018839174881577492,
-0.050191931426525116,
-0.003086075186729431,
0.009595340117812157,
0.06722813844680786,
0.03219029679894447,
0.009230343624949455,
-0.0020693764090538025,
0.01752454973757267,
0.006678591948002577,
0.01874425821006298,
0.04106393828988075,
-0.021369675174355507,
0.07739678770303726,
0.07801587879657745,
0.09715750068426132,
0.01984735205769539,
0.008580167777836323,
-0.04893532767891884,
0.06099780276417732,
-0.00629244651645422,
-0.020477762445807457,
-4.898998184899028e-8,
-0.11767232418060303,
0.025057505816221237,
-0.03725443780422211,
-0.01109352707862854,
0.09134936332702637,
0.06693032383918762,
0.05637354776263237,
0.14799627661705017,
-0.04953561723232269,
0.04037388414144516,
0.10246851295232773,
-0.05862616375088692,
-0.01585547812283039,
-0.027812203392386436,
-0.06888213008642197,
-0.022557800635695457,
-0.01717769354581833,
-0.039190806448459625,
-0.00535119092091918,
0.03806663677096367,
-0.058364324271678925,
0.023774072527885437,
0.09284111857414246,
0.06525059789419174,
0.05213550478219986,
-0.09409637004137039,
-0.007464916445314884,
-0.008156650699675083,
-0.008241241797804832,
0.014659469947218895,
-0.10306276381015778,
0.012019000947475433,
-0.030705858021974564,
0.03999141603708267,
-0.018958501517772675,
0.08167265355587006,
-0.05300004780292511,
0.051694273948669434,
-0.0840650126338005,
0.004654502961784601,
0.02170424722135067,
0.08596023172140121,
-0.01548968255519867,
-0.006220338400453329,
0.036779653280973434,
-0.0022898828610777855,
0.008420764468610287,
0.09079242497682571,
0.05964236333966255,
-0.08272740989923477,
-0.04608258977532387,
-0.016962502151727676,
-0.05998214706778526,
-0.06286456435918808,
-0.026108456775546074,
0.04470658674836159,
-0.05642877146601677,
-0.08068426698446274,
0.11889022588729858,
-0.025266334414482117,
0.0015358638484030962,
-0.07390353828668594,
-0.05567467585206032,
-0.053627632558345795
] | null | null | null | null | null | null | null |
[
-0.022452041506767273,
0.01803077571094036,
0.004595427308231592,
-0.05161070451140404,
0.049791280180215836,
-0.013319556601345539,
-0.07454904168844223,
0.031237054616212845,
-0.05615636706352234,
-0.035452134907245636,
0.0008717140881344676,
-0.027096053585410118,
0.0699826329946518,
0.09124962985515594,
-0.018246416002511978,
-0.030689243227243423,
0.08253534138202667,
0.053134486079216,
0.009080665186047554,
-0.0806620791554451,
-0.06884974241256714,
-0.05288608744740486,
0.0019391371170058846,
-0.007056769449263811,
0.07218343764543533,
0.03918304666876793,
-0.03828926011919975,
-0.05502678453922272,
0.06328070908784866,
-0.040524739772081375,
0.03989686071872711,
0.0685419887304306,
-0.004019236192107201,
0.07939346879720688,
-0.012412803247570992,
0.019355706870555878,
-0.03408670797944069,
-0.013583997264504433,
0.036783866584300995,
0.016696736216545105,
0.05256618186831474,
0.027928810566663742,
-0.007394556887447834,
0.004496514331549406,
-0.029962362721562386,
0.05065266788005829,
-0.0625448152422905,
0.08269906044006348,
-0.0011147103505209088,
0.0430225171148777,
-0.08717180788516998,
-0.03793749585747719,
-0.014818696305155754,
0.03058038093149662,
0.033433668315410614,
-0.00021980598103255033,
0.05114210024476051,
-0.05039241164922714,
0.013584627769887447,
0.0775454118847847,
0.0596330352127552,
-0.038789886981248856,
-0.01666802167892456,
-0.032651159912347794,
-0.03752753511071205,
0.03207249194383621,
0.0807209461927414,
0.044066041707992554,
-0.018996205180883408,
0.03863191232085228,
0.1310756504535675,
0.05975397676229477,
-0.0508129708468914,
0.10043219476938248,
0.008908137679100037,
0.04038676992058754,
0.03711787611246109,
-0.0001727616909192875,
-0.005798439495265484,
-0.006293749902397394,
-0.02636365406215191,
0.05693623796105385,
-0.03620782494544983,
-0.017286762595176697,
0.02289842627942562,
-0.048607464879751205,
-0.03365473449230194,
-0.07140003889799118,
0.025940392166376114,
0.03350868076086044,
-0.09759172052145004,
0.03973839059472084,
-0.02530868910253048,
-0.03298100084066391,
-0.009912915527820587,
-0.016395660117268562,
-0.045095473527908325,
0.010168595239520073,
0.09334103763103485,
0.09981858730316162,
-0.024712875485420227,
-0.021801823750138283,
0.05166121944785118,
-0.0922820195555687,
0.03856833279132843,
0.02374251000583172,
-0.04574226960539818,
0.0568709596991539,
0.07810766249895096,
-0.005739804822951555,
-0.0024755585473030806,
0.08107134699821472,
-0.05073612555861473,
0.03135993704199791,
0.011861327104270458,
-0.0174102820456028,
0.055694982409477234,
0.0015237443149089813,
-0.03606587275862694,
0.09485737234354019,
-0.03995445370674133,
-0.011756409890949726,
-0.028953401371836662,
-0.027168650180101395,
0.06185842677950859,
0.0018050982616841793,
-0.094929039478302,
2.9386794900610778e-33,
0.02207227610051632,
-0.005670199636369944,
0.020014505833387375,
0.011225685477256775,
0.0114365229383111,
-0.019897250458598137,
-0.03405966982245445,
-0.0069302283227443695,
-0.015273090451955795,
0.007056226953864098,
-0.05709673464298248,
0.042970895767211914,
0.00971551425755024,
0.06513425707817078,
0.09557237476110458,
-0.08500079810619354,
0.055488068610429764,
0.04401778057217598,
-0.06318590044975281,
-0.1426256150007248,
0.038262028247117996,
-0.031722646206617355,
0.08522406965494156,
0.04538803920149803,
-0.04812028631567955,
-0.05539201572537422,
-0.04529198259115219,
-0.049058981239795685,
0.1217505931854248,
0.012537168338894844,
-0.04973317310214043,
-0.05734194070100784,
0.02771695703268051,
0.03268689289689064,
-0.0013249021722003818,
0.013335839845240116,
-0.014390494674444199,
-0.05795245245099068,
0.010110407136380672,
-0.004255704116076231,
-0.06454302370548248,
-0.03855454549193382,
0.056245386600494385,
-0.11177957057952881,
-0.060018811374902725,
0.05893245339393616,
-0.10001109540462494,
-0.024383170530200005,
-0.07090698182582855,
-0.04494167119264603,
0.013320550322532654,
-0.07003701478242874,
0.11527331918478012,
0.0764649286866188,
0.02284870855510235,
0.037927307188510895,
0.03467775881290436,
-0.011356286704540253,
0.018696876242756844,
0.01857246458530426,
-0.022557908669114113,
-0.07569127529859543,
-0.01909322664141655,
0.11669144034385681,
-0.0235952977091074,
0.0019067386165261269,
0.02827030047774315,
0.022785460576415062,
0.03679690137505531,
0.00020851092995144427,
-0.10814931243658066,
0.020570605993270874,
-0.036553721874952316,
-0.01443171501159668,
-0.020814666524529457,
-0.06218474358320236,
0.005018400494009256,
0.005838416982442141,
-0.02769697643816471,
-0.008974046446383,
-0.071931853890419,
0.02866126224398613,
0.05203639715909958,
0.041018251329660416,
0.07587051391601562,
-0.021080119535326958,
0.0402059443295002,
-0.008274476043879986,
0.04688449203968048,
0.004148231353610754,
-0.10548510402441025,
-0.03165140375494957,
0.02328864112496376,
0.009151147678494453,
0.0569625049829483,
-2.1557772935393948e-33,
-0.006922509055584669,
0.014560231938958168,
0.06386911123991013,
0.041487082839012146,
0.01663367450237274,
-0.07488229870796204,
0.01184005569666624,
0.04006935656070709,
-0.03788989409804344,
0.020905479788780212,
-0.08953836560249329,
-0.046982504427433014,
0.06402838230133057,
-0.030421234667301178,
-0.06340057402849197,
-0.012845046818256378,
0.02322246879339218,
0.0721002072095871,
0.04808725789189339,
0.029099218547344208,
-0.016634227707982063,
0.0165005624294281,
-0.024684006348252296,
-0.04138461500406265,
0.07250190526247025,
0.026537569239735603,
-0.061972953379154205,
0.009622191078960896,
-0.0006501872558146715,
0.04050995409488678,
-0.039962541311979294,
0.02061464823782444,
-0.024257857352495193,
-0.0927686020731926,
0.023749643936753273,
0.07150901108980179,
0.04305079206824303,
-0.00034236250212416053,
0.04755490645766258,
-0.03062189742922783,
-0.03709257021546364,
-0.004715584218502045,
-0.054886072874069214,
-0.028951371088624,
-0.011716250330209732,
0.019192775711417198,
-0.026335114613175392,
-0.006620089523494244,
-0.09804708510637283,
0.027627350762486458,
-0.07190464437007904,
0.06902039051055908,
0.04750850424170494,
0.03834915906190872,
-0.033024828881025314,
-0.046756286174058914,
-0.049118779599666595,
0.1275799572467804,
-0.026386316865682602,
-0.041672300547361374,
-0.08991655707359314,
-0.09828739613294601,
-0.05530834197998047,
0.01376646850258112,
-0.03991367295384407,
-0.07992546260356903,
0.049697715789079666,
-0.0571293942630291,
-0.04440439119935036,
0.05030651390552521,
0.02203519642353058,
0.045316554605960846,
0.008712186478078365,
0.018839174881577492,
-0.050191931426525116,
-0.003086075186729431,
0.009595340117812157,
0.06722813844680786,
0.03219029679894447,
0.009230343624949455,
-0.0020693764090538025,
0.01752454973757267,
0.006678591948002577,
0.01874425821006298,
0.04106393828988075,
-0.021369675174355507,
0.07739678770303726,
0.07801587879657745,
0.09715750068426132,
0.01984735205769539,
0.008580167777836323,
-0.04893532767891884,
0.06099780276417732,
-0.00629244651645422,
-0.020477762445807457,
-4.898998184899028e-8,
-0.11767232418060303,
0.025057505816221237,
-0.03725443780422211,
-0.01109352707862854,
0.09134936332702637,
0.06693032383918762,
0.05637354776263237,
0.14799627661705017,
-0.04953561723232269,
0.04037388414144516,
0.10246851295232773,
-0.05862616375088692,
-0.01585547812283039,
-0.027812203392386436,
-0.06888213008642197,
-0.022557800635695457,
-0.01717769354581833,
-0.039190806448459625,
-0.00535119092091918,
0.03806663677096367,
-0.058364324271678925,
0.023774072527885437,
0.09284111857414246,
0.06525059789419174,
0.05213550478219986,
-0.09409637004137039,
-0.007464916445314884,
-0.008156650699675083,
-0.008241241797804832,
0.014659469947218895,
-0.10306276381015778,
0.012019000947475433,
-0.030705858021974564,
0.03999141603708267,
-0.018958501517772675,
0.08167265355587006,
-0.05300004780292511,
0.051694273948669434,
-0.0840650126338005,
0.004654502961784601,
0.02170424722135067,
0.08596023172140121,
-0.01548968255519867,
-0.006220338400453329,
0.036779653280973434,
-0.0022898828610777855,
0.008420764468610287,
0.09079242497682571,
0.05964236333966255,
-0.08272740989923477,
-0.04608258977532387,
-0.016962502151727676,
-0.05998214706778526,
-0.06286456435918808,
-0.026108456775546074,
0.04470658674836159,
-0.05642877146601677,
-0.08068426698446274,
0.11889022588729858,
-0.025266334414482117,
0.0015358638484030962,
-0.07390353828668594,
-0.05567467585206032,
-0.053627632558345795
] |
1402.3285
|
Ovidiu Cristinel Stoica
|
Ovidiu Cristinel Stoica
|
Can the clicks of the detectors provide a complete description of
Nature?
|
Comments welcome!
| null | null | null |
quant-ph physics.hist-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
No matter how counterintuitive they are, quantum phenomena are all simple
consequences of the laws of Quantum Mechanics. It is not needed to extend the
theory with hidden mechanisms or additional principles to explain what Quantum
Mechanics already predicts.
This indubitable fact is often taken as supporting the view that all we can
know about the universe comes from the outcomes of the quantum observations.
According to this view, we can even learn the physical laws, in particular the
properties of the space, particles, fields, and interactions, solely from the
outcomes of the quantum observations.
In this article it is shown that the unitary symmetry of the laws of Quantum
Mechanics imposes severe restrictions in learning the physical laws of the
universe, if we know only the observables and their outcomes.
|
[
{
"created": "Thu, 13 Feb 2014 20:53:25 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Mar 2014 20:55:07 GMT",
"version": "v2"
}
] |
2014-06-26
|
[
[
"Stoica",
"Ovidiu Cristinel",
""
]
] |
[
-0.06837087124586105,
-0.011203737929463387,
0.019890248775482178,
0.0886790081858635,
-0.019147206097841263,
0.042300112545490265,
-0.05322934314608574,
-0.09086006879806519,
0.01008742768317461,
0.07355713099241257,
0.029492385685443878,
-0.030504977330565453,
-0.07362107187509537,
0.015393931418657303,
-0.001520332065410912,
-0.05476098880171776,
0.00230083498172462,
0.016109907999634743,
-0.06964808702468872,
0.004735924769192934,
-0.004657388664782047,
-0.017540644854307175,
-0.027161668986082077,
-0.0047316537238657475,
0.006925732828676701,
-0.00467973155900836,
0.0544268935918808,
0.04399358853697777,
-0.012415537610650063,
-0.05505665764212608,
0.062318842858076096,
0.00203026388771832,
-0.022390468046069145,
-0.0803675577044487,
-0.020075421780347824,
-0.003250798210501671,
0.07554680854082108,
-0.06615831702947617,
0.06662692129611969,
-0.032646697014570236,
-0.03067377582192421,
0.011119594797492027,
-0.1285249888896942,
0.06020614504814148,
0.0459156259894371,
0.09910520911216736,
0.05357405170798302,
-0.052182529121637344,
-0.023544607684016228,
-0.036656130105257034,
-0.06177516654133797,
0.12756945192813873,
-0.0010928058763965964,
0.025204094126820564,
0.07890742272138596,
0.01849284954369068,
0.05019921436905861,
-0.031876593828201294,
-0.04878350719809532,
-0.15285159647464752,
-0.006517990492284298,
-0.061426594853401184,
-0.06999516487121582,
0.038421377539634705,
0.018755728378891945,
-0.020305635407567024,
-0.0253794826567173,
0.02582831121981144,
0.03438970446586609,
-0.021699195727705956,
-0.004976170137524605,
0.056138381361961365,
-0.029845261946320534,
0.03849905729293823,
0.05798579007387161,
0.006386376451700926,
0.005345713347196579,
0.026388248428702354,
0.023927263915538788,
0.05215732380747795,
-0.03368445858359337,
-0.09447039663791656,
-0.04477892071008682,
0.009671696461737156,
0.02743200957775116,
-0.016638943925499916,
-0.01028985995799303,
0.004972507245838642,
-0.03697531670331955,
-0.004393362440168858,
-0.0615379698574543,
-0.10328114032745361,
0.006669595371931791,
-0.0008280611364170909,
0.051719602197408676,
0.03674597293138504,
0.044680800288915634,
-0.040467940270900726,
0.023370161652565002,
0.047530073672533035,
0.04617637023329735,
-0.022658582776784897,
-0.020557556301355362,
0.12495683133602142,
0.06327406316995621,
0.01922586001455784,
0.032597146928310394,
-0.08237822353839874,
0.0983867272734642,
-0.0323437862098217,
0.08094131201505661,
-0.04312426224350929,
-0.016975155100226402,
-0.012850468046963215,
-0.03906739875674248,
0.003065876429900527,
0.06264174729585648,
0.0716986358165741,
-0.06984557956457138,
-0.043811094015836716,
-0.01957537792623043,
0.020652825012803078,
-0.021368125453591347,
0.05171554163098335,
-0.00624316930770874,
-0.0206295233219862,
-0.05364973098039627,
-3.5671811005329783e-34,
0.025926601141691208,
-0.06261620670557022,
0.04495204985141754,
0.0027745021507143974,
0.13656996190547943,
0.0005995148094370961,
0.0075317020528018475,
-0.04276763275265694,
0.11086486279964447,
0.020075149834156036,
0.04969025403261185,
0.010903539136052132,
0.0535736046731472,
-0.030553771182894707,
-0.06374610215425491,
0.10886441171169281,
-0.08089590072631836,
-0.011619390919804573,
0.08235885947942734,
-0.05924789980053902,
0.02242128551006317,
0.01228842232376337,
-0.0929313600063324,
-0.055700819939374924,
-0.03940252587199211,
0.018638044595718384,
0.05589010566473007,
0.023552948608994484,
-0.05640093609690666,
0.0005088817561045289,
-0.016300441697239876,
0.11240536719560623,
-0.03658623248338699,
0.015263746492564678,
-0.021926989778876305,
-0.006553047336637974,
-0.0441594198346138,
-0.003925451543182135,
-0.04890109971165657,
-0.06366516649723053,
0.027438731864094734,
-0.02800772525370121,
-0.028793958947062492,
-0.06634477525949478,
0.029247937723994255,
-0.013018895871937275,
0.06015836447477341,
-0.03338850662112236,
-0.093985915184021,
-0.02656741999089718,
0.017336053773760796,
-0.06965463608503342,
-0.013871720060706139,
-0.019609369337558746,
0.04161253944039345,
0.012598713859915733,
-0.0211504977196455,
-0.001716157072223723,
-0.07274739444255829,
0.045946188271045685,
-0.04320548474788666,
0.010557621717453003,
0.05876770615577698,
0.07269229739904404,
-0.08832447230815887,
0.00016208732267841697,
-0.0906890407204628,
-0.014680353924632072,
0.013781736604869366,
0.017261464148759842,
-0.08401951193809509,
0.12697961926460266,
-0.08151154220104218,
0.01859069988131523,
0.06154101341962814,
-0.03449716791510582,
0.051813170313835144,
-0.03194770589470863,
0.03213491663336754,
-0.013888733461499214,
0.03107784502208233,
-0.034862443804740906,
-0.0275192279368639,
0.015037653967738152,
-0.047987110912799835,
0.021880172193050385,
-0.03885632008314133,
-0.1010693833231926,
-0.0030811852775514126,
-0.040528472512960434,
-0.04885459318757057,
-0.03639085218310356,
0.005835960153490305,
0.008518051356077194,
-0.09608782082796097,
-4.1811845493909206e-33,
-0.04865194484591484,
-0.023918287828564644,
-0.039181943982839584,
0.004565264564007521,
-0.03203250840306282,
0.06468437612056732,
-0.04258506000041962,
0.006765448953956366,
-0.06372519582509995,
-0.06147871911525726,
0.01362432911992073,
0.0548337921500206,
-0.03427719697356224,
-0.02023475058376789,
-0.014021766372025013,
0.06657145917415619,
0.06843078136444092,
-0.03372373804450035,
0.025556588545441628,
-0.01871006190776825,
-0.018761731684207916,
-0.01737048290669918,
0.027652883902192116,
0.002096691634505987,
0.019604450091719627,
0.03042956255376339,
0.030417289584875107,
-0.026408635079860687,
0.057951670140028,
0.06346634030342102,
0.033163849264383316,
-0.07633348554372787,
-0.05697105824947357,
0.008452152833342552,
-0.05281076580286026,
0.004224879201501608,
0.05815667659044266,
0.09492690861225128,
-0.08101539313793182,
-0.0036162787582725286,
-0.08731196820735931,
0.01427551731467247,
-0.04466133937239647,
-0.016948150470852852,
-0.013659873977303505,
-0.11107899248600006,
0.10407516360282898,
0.042656052857637405,
-0.08450831472873688,
0.022301966324448586,
0.023517560213804245,
-0.017627708613872528,
-0.018368326127529144,
-0.0011263905325904489,
-0.11184464395046234,
0.05535124987363815,
0.05806592479348183,
0.02353445440530777,
0.1548210084438324,
0.11008320748806,
0.01759938709437847,
0.02031642571091652,
0.0006554924184456468,
0.14507053792476654,
-0.015427295118570328,
0.03635687381029129,
-0.07600536942481995,
0.05087822303175926,
0.07804688811302185,
-0.03803898021578789,
0.029189037159085274,
-0.052440330386161804,
-0.09399886429309845,
-0.0559467189013958,
0.12269087880849838,
0.11839212477207184,
0.05344565212726593,
-0.04783423990011215,
-0.024846704676747322,
0.004831346683204174,
0.023317480459809303,
-0.031840886920690536,
0.06505346298217773,
-0.017033567652106285,
0.05628972128033638,
0.02099929191172123,
0.007138241548091173,
-0.008395328186452389,
0.05383066460490227,
-0.02309403568506241,
-0.027791272848844528,
0.06560403108596802,
-0.01645757630467415,
-0.03825067728757858,
-0.03740748390555382,
-4.6105419926334434e-8,
0.014111250638961792,
-0.011773866601288319,
0.044042058289051056,
0.044790659099817276,
-0.0010431772097945213,
0.06867317110300064,
-0.013838921673595905,
0.03410227224230766,
-0.10689166188240051,
-0.00729591166600585,
0.003042802447453141,
0.04202870652079582,
-0.07719037681818008,
0.06834235787391663,
0.022871144115924835,
0.10483460128307343,
-0.021479235962033272,
-0.025677654892206192,
-0.017546402290463448,
0.04785910248756409,
0.0277301874011755,
0.0033801025710999966,
-0.01256528589874506,
-0.01330526452511549,
0.0458809994161129,
0.015187009237706661,
-0.029188241809606552,
0.02394350990653038,
-0.04157889634370804,
0.0763372853398323,
-0.03625842183828354,
-0.03289658948779106,
-0.01864907518029213,
-0.018258651718497276,
-0.04084332659840584,
-0.016201389953494072,
-0.002726055448874831,
-0.07233845442533493,
-0.0401155985891819,
-0.011251342482864857,
-0.006388027686625719,
0.04280215874314308,
-0.0449422188103199,
0.06443320214748383,
0.031043624505400658,
0.025040635839104652,
-0.01321142353117466,
-0.038723938167095184,
0.012608041055500507,
0.11431378126144409,
-0.002390509005635977,
0.04032597690820694,
0.009272841736674309,
-0.08177701383829117,
-0.04058622941374779,
0.06823893636465073,
-0.07255987077951431,
-0.03351663425564766,
-0.009837998077273369,
0.03545638546347618,
0.06215725466609001,
0.012116624973714352,
-0.035876620560884476,
0.006058516446501017
] | null | null | null | null | null | null | null |
[
-0.06837087124586105,
-0.011203737929463387,
0.019890248775482178,
0.0886790081858635,
-0.019147206097841263,
0.042300112545490265,
-0.05322934314608574,
-0.09086006879806519,
0.01008742768317461,
0.07355713099241257,
0.029492385685443878,
-0.030504977330565453,
-0.07362107187509537,
0.015393931418657303,
-0.001520332065410912,
-0.05476098880171776,
0.00230083498172462,
0.016109907999634743,
-0.06964808702468872,
0.004735924769192934,
-0.004657388664782047,
-0.017540644854307175,
-0.027161668986082077,
-0.0047316537238657475,
0.006925732828676701,
-0.00467973155900836,
0.0544268935918808,
0.04399358853697777,
-0.012415537610650063,
-0.05505665764212608,
0.062318842858076096,
0.00203026388771832,
-0.022390468046069145,
-0.0803675577044487,
-0.020075421780347824,
-0.003250798210501671,
0.07554680854082108,
-0.06615831702947617,
0.06662692129611969,
-0.032646697014570236,
-0.03067377582192421,
0.011119594797492027,
-0.1285249888896942,
0.06020614504814148,
0.0459156259894371,
0.09910520911216736,
0.05357405170798302,
-0.052182529121637344,
-0.023544607684016228,
-0.036656130105257034,
-0.06177516654133797,
0.12756945192813873,
-0.0010928058763965964,
0.025204094126820564,
0.07890742272138596,
0.01849284954369068,
0.05019921436905861,
-0.031876593828201294,
-0.04878350719809532,
-0.15285159647464752,
-0.006517990492284298,
-0.061426594853401184,
-0.06999516487121582,
0.038421377539634705,
0.018755728378891945,
-0.020305635407567024,
-0.0253794826567173,
0.02582831121981144,
0.03438970446586609,
-0.021699195727705956,
-0.004976170137524605,
0.056138381361961365,
-0.029845261946320534,
0.03849905729293823,
0.05798579007387161,
0.006386376451700926,
0.005345713347196579,
0.026388248428702354,
0.023927263915538788,
0.05215732380747795,
-0.03368445858359337,
-0.09447039663791656,
-0.04477892071008682,
0.009671696461737156,
0.02743200957775116,
-0.016638943925499916,
-0.01028985995799303,
0.004972507245838642,
-0.03697531670331955,
-0.004393362440168858,
-0.0615379698574543,
-0.10328114032745361,
0.006669595371931791,
-0.0008280611364170909,
0.051719602197408676,
0.03674597293138504,
0.044680800288915634,
-0.040467940270900726,
0.023370161652565002,
0.047530073672533035,
0.04617637023329735,
-0.022658582776784897,
-0.020557556301355362,
0.12495683133602142,
0.06327406316995621,
0.01922586001455784,
0.032597146928310394,
-0.08237822353839874,
0.0983867272734642,
-0.0323437862098217,
0.08094131201505661,
-0.04312426224350929,
-0.016975155100226402,
-0.012850468046963215,
-0.03906739875674248,
0.003065876429900527,
0.06264174729585648,
0.0716986358165741,
-0.06984557956457138,
-0.043811094015836716,
-0.01957537792623043,
0.020652825012803078,
-0.021368125453591347,
0.05171554163098335,
-0.00624316930770874,
-0.0206295233219862,
-0.05364973098039627,
-3.5671811005329783e-34,
0.025926601141691208,
-0.06261620670557022,
0.04495204985141754,
0.0027745021507143974,
0.13656996190547943,
0.0005995148094370961,
0.0075317020528018475,
-0.04276763275265694,
0.11086486279964447,
0.020075149834156036,
0.04969025403261185,
0.010903539136052132,
0.0535736046731472,
-0.030553771182894707,
-0.06374610215425491,
0.10886441171169281,
-0.08089590072631836,
-0.011619390919804573,
0.08235885947942734,
-0.05924789980053902,
0.02242128551006317,
0.01228842232376337,
-0.0929313600063324,
-0.055700819939374924,
-0.03940252587199211,
0.018638044595718384,
0.05589010566473007,
0.023552948608994484,
-0.05640093609690666,
0.0005088817561045289,
-0.016300441697239876,
0.11240536719560623,
-0.03658623248338699,
0.015263746492564678,
-0.021926989778876305,
-0.006553047336637974,
-0.0441594198346138,
-0.003925451543182135,
-0.04890109971165657,
-0.06366516649723053,
0.027438731864094734,
-0.02800772525370121,
-0.028793958947062492,
-0.06634477525949478,
0.029247937723994255,
-0.013018895871937275,
0.06015836447477341,
-0.03338850662112236,
-0.093985915184021,
-0.02656741999089718,
0.017336053773760796,
-0.06965463608503342,
-0.013871720060706139,
-0.019609369337558746,
0.04161253944039345,
0.012598713859915733,
-0.0211504977196455,
-0.001716157072223723,
-0.07274739444255829,
0.045946188271045685,
-0.04320548474788666,
0.010557621717453003,
0.05876770615577698,
0.07269229739904404,
-0.08832447230815887,
0.00016208732267841697,
-0.0906890407204628,
-0.014680353924632072,
0.013781736604869366,
0.017261464148759842,
-0.08401951193809509,
0.12697961926460266,
-0.08151154220104218,
0.01859069988131523,
0.06154101341962814,
-0.03449716791510582,
0.051813170313835144,
-0.03194770589470863,
0.03213491663336754,
-0.013888733461499214,
0.03107784502208233,
-0.034862443804740906,
-0.0275192279368639,
0.015037653967738152,
-0.047987110912799835,
0.021880172193050385,
-0.03885632008314133,
-0.1010693833231926,
-0.0030811852775514126,
-0.040528472512960434,
-0.04885459318757057,
-0.03639085218310356,
0.005835960153490305,
0.008518051356077194,
-0.09608782082796097,
-4.1811845493909206e-33,
-0.04865194484591484,
-0.023918287828564644,
-0.039181943982839584,
0.004565264564007521,
-0.03203250840306282,
0.06468437612056732,
-0.04258506000041962,
0.006765448953956366,
-0.06372519582509995,
-0.06147871911525726,
0.01362432911992073,
0.0548337921500206,
-0.03427719697356224,
-0.02023475058376789,
-0.014021766372025013,
0.06657145917415619,
0.06843078136444092,
-0.03372373804450035,
0.025556588545441628,
-0.01871006190776825,
-0.018761731684207916,
-0.01737048290669918,
0.027652883902192116,
0.002096691634505987,
0.019604450091719627,
0.03042956255376339,
0.030417289584875107,
-0.026408635079860687,
0.057951670140028,
0.06346634030342102,
0.033163849264383316,
-0.07633348554372787,
-0.05697105824947357,
0.008452152833342552,
-0.05281076580286026,
0.004224879201501608,
0.05815667659044266,
0.09492690861225128,
-0.08101539313793182,
-0.0036162787582725286,
-0.08731196820735931,
0.01427551731467247,
-0.04466133937239647,
-0.016948150470852852,
-0.013659873977303505,
-0.11107899248600006,
0.10407516360282898,
0.042656052857637405,
-0.08450831472873688,
0.022301966324448586,
0.023517560213804245,
-0.017627708613872528,
-0.018368326127529144,
-0.0011263905325904489,
-0.11184464395046234,
0.05535124987363815,
0.05806592479348183,
0.02353445440530777,
0.1548210084438324,
0.11008320748806,
0.01759938709437847,
0.02031642571091652,
0.0006554924184456468,
0.14507053792476654,
-0.015427295118570328,
0.03635687381029129,
-0.07600536942481995,
0.05087822303175926,
0.07804688811302185,
-0.03803898021578789,
0.029189037159085274,
-0.052440330386161804,
-0.09399886429309845,
-0.0559467189013958,
0.12269087880849838,
0.11839212477207184,
0.05344565212726593,
-0.04783423990011215,
-0.024846704676747322,
0.004831346683204174,
0.023317480459809303,
-0.031840886920690536,
0.06505346298217773,
-0.017033567652106285,
0.05628972128033638,
0.02099929191172123,
0.007138241548091173,
-0.008395328186452389,
0.05383066460490227,
-0.02309403568506241,
-0.027791272848844528,
0.06560403108596802,
-0.01645757630467415,
-0.03825067728757858,
-0.03740748390555382,
-4.6105419926334434e-8,
0.014111250638961792,
-0.011773866601288319,
0.044042058289051056,
0.044790659099817276,
-0.0010431772097945213,
0.06867317110300064,
-0.013838921673595905,
0.03410227224230766,
-0.10689166188240051,
-0.00729591166600585,
0.003042802447453141,
0.04202870652079582,
-0.07719037681818008,
0.06834235787391663,
0.022871144115924835,
0.10483460128307343,
-0.021479235962033272,
-0.025677654892206192,
-0.017546402290463448,
0.04785910248756409,
0.0277301874011755,
0.0033801025710999966,
-0.01256528589874506,
-0.01330526452511549,
0.0458809994161129,
0.015187009237706661,
-0.029188241809606552,
0.02394350990653038,
-0.04157889634370804,
0.0763372853398323,
-0.03625842183828354,
-0.03289658948779106,
-0.01864907518029213,
-0.018258651718497276,
-0.04084332659840584,
-0.016201389953494072,
-0.002726055448874831,
-0.07233845442533493,
-0.0401155985891819,
-0.011251342482864857,
-0.006388027686625719,
0.04280215874314308,
-0.0449422188103199,
0.06443320214748383,
0.031043624505400658,
0.025040635839104652,
-0.01321142353117466,
-0.038723938167095184,
0.012608041055500507,
0.11431378126144409,
-0.002390509005635977,
0.04032597690820694,
0.009272841736674309,
-0.08177701383829117,
-0.04058622941374779,
0.06823893636465073,
-0.07255987077951431,
-0.03351663425564766,
-0.009837998077273369,
0.03545638546347618,
0.06215725466609001,
0.012116624973714352,
-0.035876620560884476,
0.006058516446501017
] |
1402.3288
|
Noah Friedkin
|
Noah E. Friedkin and Eugene C. Johnsen
|
Two Steps to Obfuscation
| null | null | null | null |
cs.SI physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This note addresses the historical antecedents of the 1998 PageRank measure
of centrality. An identity relation links it to 1990-1991 models of Friedkin
and Johnsen.
|
[
{
"created": "Wed, 12 Feb 2014 12:55:31 GMT",
"version": "v1"
}
] |
2014-02-14
|
[
[
"Friedkin",
"Noah E.",
""
],
[
"Johnsen",
"Eugene C.",
""
]
] |
[
0.010056515224277973,
-0.11472325026988983,
-0.03565314784646034,
-0.04619176685810089,
0.08151939511299133,
0.06752151995897293,
0.016993295401334763,
0.06381846219301224,
0.014790559187531471,
0.016872920095920563,
0.02726467326283455,
0.09241610765457153,
0.06198429316282272,
0.019700542092323303,
-0.09397218376398087,
-0.03076302260160446,
-0.07915712893009186,
0.02978186495602131,
-0.040551088750362396,
-0.08707869052886963,
-0.1168070062994957,
-0.05887871980667114,
0.024885673075914383,
-0.007452400866895914,
0.055191002786159515,
-0.10045197606086731,
-0.015543061308562756,
-0.051812849938869476,
0.0005302694044075906,
0.015207497403025627,
0.04739241302013397,
0.08257561177015305,
0.06132043898105621,
0.04084821045398712,
-0.04459745064377785,
-0.00525833573192358,
-0.003806951455771923,
0.006148792337626219,
0.08539753407239914,
0.04823574051260948,
0.10398878157138824,
-0.008551706559956074,
0.01573733426630497,
-0.02189701609313488,
-0.034815795719623566,
0.016592416912317276,
-0.009687486104667187,
0.02068149298429489,
-0.14837831258773804,
-0.012559406459331512,
-0.03528546541929245,
0.023179490119218826,
-0.005562571343034506,
-0.014638475142419338,
0.0388585664331913,
-0.0009466694318689406,
-0.03539622947573662,
-0.05210646614432335,
-0.018627213314175606,
-0.02039862424135208,
0.07298681139945984,
-0.013760109432041645,
-0.0366680882871151,
0.02102031745016575,
0.0687476322054863,
-0.03623047471046448,
0.020528776571154594,
0.07650116831064224,
-0.03782438486814499,
-0.023591985926032066,
0.0622175857424736,
-0.0009769483003765345,
-0.06231024116277695,
-0.06337029486894608,
-0.004661913961172104,
-0.06595560163259506,
-0.028690829873085022,
0.017424630001187325,
-0.04633500054478645,
-0.027547674253582954,
-0.035931188613176346,
0.061111848801374435,
0.05837113410234451,
0.0408199317753315,
-0.026047157123684883,
-0.006304437760263681,
0.016205616295337677,
0.003454893594607711,
-0.06552764773368835,
0.04647250846028328,
-0.016887446865439415,
0.06870976835489273,
0.038306936621665955,
-0.003962981514632702,
0.012137133628129959,
0.011648796498775482,
-0.046614911407232285,
-0.0446854867041111,
0.020318932831287384,
0.08500245958566666,
0.011739172972738743,
0.008663684129714966,
0.05741327628493309,
0.005041524767875671,
0.07851627469062805,
-0.035352397710084915,
0.02358384057879448,
0.03490573167800903,
0.0409780815243721,
0.011645200662314892,
-0.08939796686172485,
-0.014192136004567146,
-0.04276299104094505,
-0.08282921463251114,
-0.05149204656481743,
-0.10923943668603897,
0.05677947774529457,
0.07238882035017014,
0.1112055629491806,
-0.022839682176709175,
0.05225777626037598,
0.05359319970011711,
-0.023304060101509094,
-0.03770923987030983,
-0.0031004443299025297,
0.09606436640024185,
-0.06948865950107574,
9.218347807208937e-35,
0.03414752334356308,
-0.0018217217875644565,
0.017877204343676567,
0.004585573449730873,
-0.080787293612957,
0.05798553675413132,
-0.07174820452928543,
-0.05516774579882622,
-0.055671002715826035,
-0.05393005162477493,
-0.101679727435112,
0.14230994880199432,
0.014069308526813984,
-0.021628666669130325,
0.03018801286816597,
0.0694560632109642,
-0.010188617743551731,
0.05581704527139664,
0.07841750979423523,
-0.13534949719905853,
0.08309540152549744,
0.06317216157913208,
-0.011511005461215973,
-0.0034675272181630135,
0.10631553083658218,
-0.06490479409694672,
-0.1118539497256279,
-0.05876058712601662,
-0.027607468888163567,
0.005889396648854017,
0.07644379884004593,
0.08492617309093475,
-0.05047591030597687,
-0.020985499024391174,
0.006524757482111454,
0.03985169157385826,
-0.016463961452245712,
-0.04717110097408295,
0.04806407168507576,
-0.07046131789684296,
-0.06822682917118073,
0.027232280001044273,
0.010287926532328129,
-0.07506092637777328,
-0.027828073129057884,
0.03589770197868347,
-0.02921394072473049,
0.03810042515397072,
0.0963149443268776,
-0.005434443708509207,
-0.03872830048203468,
-0.027093278244137764,
0.06785904616117477,
0.037587057799100876,
-0.030677663162350655,
0.011837810277938843,
0.006673101335763931,
0.08119120448827744,
0.02987002022564411,
-0.021540271118283272,
-0.0041410126723349094,
0.018647590652108192,
0.0032859512139111757,
-0.08542239665985107,
0.04968779534101486,
0.05839712172746658,
-0.05408243462443352,
-0.006325213238596916,
0.042977724224328995,
0.02247748337686062,
0.03290727734565735,
0.03358668461441994,
-0.09428665786981583,
-0.014481809921562672,
-0.008926884271204472,
0.015803873538970947,
-0.03202440217137337,
-0.03991885110735893,
-0.04514578729867935,
-0.0005724086659029126,
-0.0023958925157785416,
-0.026505738496780396,
-0.016040800139307976,
-0.1034257709980011,
-0.016483977437019348,
0.011241104453802109,
0.06389757245779037,
0.04749941825866699,
0.054945796728134155,
0.002622151281684637,
-0.028175877407193184,
-0.010587369091808796,
0.013838549144566059,
0.08231465518474579,
-0.08922868221998215,
-1.0310860636852195e-33,
-0.1480114609003067,
-0.005447664763778448,
-0.006303055677562952,
0.06596413254737854,
0.0953998863697052,
-0.04299728944897652,
-0.005339548457413912,
-0.014757812023162842,
-0.08965635299682617,
0.0169175174087286,
0.004578548949211836,
-0.07031941413879395,
0.06915368884801865,
0.04161457344889641,
-0.005951015744358301,
0.0501381978392601,
0.03398403897881508,
0.02148980274796486,
-0.04211129620671272,
-0.04239743575453758,
-0.00502517307177186,
-0.023112967610359192,
-0.04259835183620453,
0.023018592968583107,
0.09017913043498993,
0.004813005682080984,
-0.010867685079574585,
-0.05465929955244064,
-0.10263844579458237,
0.0031553679145872593,
-0.022454900667071342,
0.007965274155139923,
-0.03319403901696205,
0.04273981973528862,
-0.04384564235806465,
0.05860409885644913,
-0.05185149237513542,
0.01763947121798992,
-0.03782128542661667,
0.022271914407610893,
-0.0596722774207592,
0.034428052604198456,
0.045968830585479736,
0.025144970044493675,
0.0007273625233210623,
0.05036880448460579,
0.009287728928029537,
-0.014944466762244701,
-0.04270293563604355,
-0.04071064665913582,
-0.06587403267621994,
0.06744889914989471,
0.09765470027923584,
0.002592284232378006,
-0.050975896418094635,
0.07635895907878876,
-0.006788204424083233,
0.0737454742193222,
-0.050933077931404114,
-0.028159338980913162,
-0.016619199886918068,
0.010153023526072502,
-0.07303927838802338,
0.06305140256881714,
0.015314021147787571,
-0.05652759596705437,
-0.00997980497777462,
0.019562257453799248,
-0.040802620351314545,
0.005145244300365448,
0.001472097123041749,
0.011698324233293533,
-0.0406653955578804,
-0.055540040135383606,
-0.0563027523458004,
0.03770570456981659,
0.037378061562776566,
0.06035851314663887,
-0.0680050402879715,
0.022890085354447365,
0.013151762075722218,
0.051439788192510605,
0.05878125876188278,
-0.04756855219602585,
-0.032784391194581985,
0.06718931347131729,
0.06714819371700287,
-0.02034345269203186,
-0.004887532442808151,
-0.04861072078347206,
0.015559189952909946,
-0.06351321190595627,
-0.06623920053243637,
-0.0008253839914686978,
-0.026891233399510384,
-2.7179167361168766e-8,
-0.07964450120925903,
0.027327360585331917,
-0.027887918055057526,
0.10314828902482986,
0.024228883907198906,
-0.00043137487955391407,
0.08291181921958923,
0.017049379646778107,
-0.08133530616760254,
0.15989236533641815,
-0.03233383968472481,
0.02256103791296482,
-0.030333463102579117,
0.006158343516290188,
0.05676911026239395,
-0.007010705769062042,
-0.023484086617827415,
-0.028453584760427475,
-0.005677172914147377,
-0.060096025466918945,
0.026940515264868736,
0.00811510719358921,
0.016157839447259903,
0.0015099000884220004,
-0.012439634650945663,
0.05820223689079285,
-0.0446009524166584,
-0.028263073414564133,
0.0015472512459382415,
0.04363115131855011,
0.054039258509874344,
0.03471382334828377,
-0.06476231664419174,
-0.07027517259120941,
-0.02094832807779312,
0.08515295386314392,
-0.041820768266916275,
0.022778306156396866,
-0.05085029825568199,
-0.002635429846122861,
0.04970119893550873,
0.02134258672595024,
0.028351955115795135,
0.056392915546894073,
0.05030966177582741,
-0.005448951385915279,
-0.035270802676677704,
0.03185821697115898,
0.030781975015997887,
-0.09173773974180222,
0.09453186392784119,
-0.03407428413629532,
-0.0030823673587292433,
0.021569227799773216,
0.08038453757762909,
-0.08712413907051086,
0.04697757214307785,
0.06773801892995834,
-0.0050850217230618,
-0.06044537574052811,
-0.014211160130798817,
-0.025819603353738785,
-0.010289997793734074,
-0.019630830734968185
] | null | null | null | null | null | null | null |
[
0.010056515224277973,
-0.11472325026988983,
-0.03565314784646034,
-0.04619176685810089,
0.08151939511299133,
0.06752151995897293,
0.016993295401334763,
0.06381846219301224,
0.014790559187531471,
0.016872920095920563,
0.02726467326283455,
0.09241610765457153,
0.06198429316282272,
0.019700542092323303,
-0.09397218376398087,
-0.03076302260160446,
-0.07915712893009186,
0.02978186495602131,
-0.040551088750362396,
-0.08707869052886963,
-0.1168070062994957,
-0.05887871980667114,
0.024885673075914383,
-0.007452400866895914,
0.055191002786159515,
-0.10045197606086731,
-0.015543061308562756,
-0.051812849938869476,
0.0005302694044075906,
0.015207497403025627,
0.04739241302013397,
0.08257561177015305,
0.06132043898105621,
0.04084821045398712,
-0.04459745064377785,
-0.00525833573192358,
-0.003806951455771923,
0.006148792337626219,
0.08539753407239914,
0.04823574051260948,
0.10398878157138824,
-0.008551706559956074,
0.01573733426630497,
-0.02189701609313488,
-0.034815795719623566,
0.016592416912317276,
-0.009687486104667187,
0.02068149298429489,
-0.14837831258773804,
-0.012559406459331512,
-0.03528546541929245,
0.023179490119218826,
-0.005562571343034506,
-0.014638475142419338,
0.0388585664331913,
-0.0009466694318689406,
-0.03539622947573662,
-0.05210646614432335,
-0.018627213314175606,
-0.02039862424135208,
0.07298681139945984,
-0.013760109432041645,
-0.0366680882871151,
0.02102031745016575,
0.0687476322054863,
-0.03623047471046448,
0.020528776571154594,
0.07650116831064224,
-0.03782438486814499,
-0.023591985926032066,
0.0622175857424736,
-0.0009769483003765345,
-0.06231024116277695,
-0.06337029486894608,
-0.004661913961172104,
-0.06595560163259506,
-0.028690829873085022,
0.017424630001187325,
-0.04633500054478645,
-0.027547674253582954,
-0.035931188613176346,
0.061111848801374435,
0.05837113410234451,
0.0408199317753315,
-0.026047157123684883,
-0.006304437760263681,
0.016205616295337677,
0.003454893594607711,
-0.06552764773368835,
0.04647250846028328,
-0.016887446865439415,
0.06870976835489273,
0.038306936621665955,
-0.003962981514632702,
0.012137133628129959,
0.011648796498775482,
-0.046614911407232285,
-0.0446854867041111,
0.020318932831287384,
0.08500245958566666,
0.011739172972738743,
0.008663684129714966,
0.05741327628493309,
0.005041524767875671,
0.07851627469062805,
-0.035352397710084915,
0.02358384057879448,
0.03490573167800903,
0.0409780815243721,
0.011645200662314892,
-0.08939796686172485,
-0.014192136004567146,
-0.04276299104094505,
-0.08282921463251114,
-0.05149204656481743,
-0.10923943668603897,
0.05677947774529457,
0.07238882035017014,
0.1112055629491806,
-0.022839682176709175,
0.05225777626037598,
0.05359319970011711,
-0.023304060101509094,
-0.03770923987030983,
-0.0031004443299025297,
0.09606436640024185,
-0.06948865950107574,
9.218347807208937e-35,
0.03414752334356308,
-0.0018217217875644565,
0.017877204343676567,
0.004585573449730873,
-0.080787293612957,
0.05798553675413132,
-0.07174820452928543,
-0.05516774579882622,
-0.055671002715826035,
-0.05393005162477493,
-0.101679727435112,
0.14230994880199432,
0.014069308526813984,
-0.021628666669130325,
0.03018801286816597,
0.0694560632109642,
-0.010188617743551731,
0.05581704527139664,
0.07841750979423523,
-0.13534949719905853,
0.08309540152549744,
0.06317216157913208,
-0.011511005461215973,
-0.0034675272181630135,
0.10631553083658218,
-0.06490479409694672,
-0.1118539497256279,
-0.05876058712601662,
-0.027607468888163567,
0.005889396648854017,
0.07644379884004593,
0.08492617309093475,
-0.05047591030597687,
-0.020985499024391174,
0.006524757482111454,
0.03985169157385826,
-0.016463961452245712,
-0.04717110097408295,
0.04806407168507576,
-0.07046131789684296,
-0.06822682917118073,
0.027232280001044273,
0.010287926532328129,
-0.07506092637777328,
-0.027828073129057884,
0.03589770197868347,
-0.02921394072473049,
0.03810042515397072,
0.0963149443268776,
-0.005434443708509207,
-0.03872830048203468,
-0.027093278244137764,
0.06785904616117477,
0.037587057799100876,
-0.030677663162350655,
0.011837810277938843,
0.006673101335763931,
0.08119120448827744,
0.02987002022564411,
-0.021540271118283272,
-0.0041410126723349094,
0.018647590652108192,
0.0032859512139111757,
-0.08542239665985107,
0.04968779534101486,
0.05839712172746658,
-0.05408243462443352,
-0.006325213238596916,
0.042977724224328995,
0.02247748337686062,
0.03290727734565735,
0.03358668461441994,
-0.09428665786981583,
-0.014481809921562672,
-0.008926884271204472,
0.015803873538970947,
-0.03202440217137337,
-0.03991885110735893,
-0.04514578729867935,
-0.0005724086659029126,
-0.0023958925157785416,
-0.026505738496780396,
-0.016040800139307976,
-0.1034257709980011,
-0.016483977437019348,
0.011241104453802109,
0.06389757245779037,
0.04749941825866699,
0.054945796728134155,
0.002622151281684637,
-0.028175877407193184,
-0.010587369091808796,
0.013838549144566059,
0.08231465518474579,
-0.08922868221998215,
-1.0310860636852195e-33,
-0.1480114609003067,
-0.005447664763778448,
-0.006303055677562952,
0.06596413254737854,
0.0953998863697052,
-0.04299728944897652,
-0.005339548457413912,
-0.014757812023162842,
-0.08965635299682617,
0.0169175174087286,
0.004578548949211836,
-0.07031941413879395,
0.06915368884801865,
0.04161457344889641,
-0.005951015744358301,
0.0501381978392601,
0.03398403897881508,
0.02148980274796486,
-0.04211129620671272,
-0.04239743575453758,
-0.00502517307177186,
-0.023112967610359192,
-0.04259835183620453,
0.023018592968583107,
0.09017913043498993,
0.004813005682080984,
-0.010867685079574585,
-0.05465929955244064,
-0.10263844579458237,
0.0031553679145872593,
-0.022454900667071342,
0.007965274155139923,
-0.03319403901696205,
0.04273981973528862,
-0.04384564235806465,
0.05860409885644913,
-0.05185149237513542,
0.01763947121798992,
-0.03782128542661667,
0.022271914407610893,
-0.0596722774207592,
0.034428052604198456,
0.045968830585479736,
0.025144970044493675,
0.0007273625233210623,
0.05036880448460579,
0.009287728928029537,
-0.014944466762244701,
-0.04270293563604355,
-0.04071064665913582,
-0.06587403267621994,
0.06744889914989471,
0.09765470027923584,
0.002592284232378006,
-0.050975896418094635,
0.07635895907878876,
-0.006788204424083233,
0.0737454742193222,
-0.050933077931404114,
-0.028159338980913162,
-0.016619199886918068,
0.010153023526072502,
-0.07303927838802338,
0.06305140256881714,
0.015314021147787571,
-0.05652759596705437,
-0.00997980497777462,
0.019562257453799248,
-0.040802620351314545,
0.005145244300365448,
0.001472097123041749,
0.011698324233293533,
-0.0406653955578804,
-0.055540040135383606,
-0.0563027523458004,
0.03770570456981659,
0.037378061562776566,
0.06035851314663887,
-0.0680050402879715,
0.022890085354447365,
0.013151762075722218,
0.051439788192510605,
0.05878125876188278,
-0.04756855219602585,
-0.032784391194581985,
0.06718931347131729,
0.06714819371700287,
-0.02034345269203186,
-0.004887532442808151,
-0.04861072078347206,
0.015559189952909946,
-0.06351321190595627,
-0.06623920053243637,
-0.0008253839914686978,
-0.026891233399510384,
-2.7179167361168766e-8,
-0.07964450120925903,
0.027327360585331917,
-0.027887918055057526,
0.10314828902482986,
0.024228883907198906,
-0.00043137487955391407,
0.08291181921958923,
0.017049379646778107,
-0.08133530616760254,
0.15989236533641815,
-0.03233383968472481,
0.02256103791296482,
-0.030333463102579117,
0.006158343516290188,
0.05676911026239395,
-0.007010705769062042,
-0.023484086617827415,
-0.028453584760427475,
-0.005677172914147377,
-0.060096025466918945,
0.026940515264868736,
0.00811510719358921,
0.016157839447259903,
0.0015099000884220004,
-0.012439634650945663,
0.05820223689079285,
-0.0446009524166584,
-0.028263073414564133,
0.0015472512459382415,
0.04363115131855011,
0.054039258509874344,
0.03471382334828377,
-0.06476231664419174,
-0.07027517259120941,
-0.02094832807779312,
0.08515295386314392,
-0.041820768266916275,
0.022778306156396866,
-0.05085029825568199,
-0.002635429846122861,
0.04970119893550873,
0.02134258672595024,
0.028351955115795135,
0.056392915546894073,
0.05030966177582741,
-0.005448951385915279,
-0.035270802676677704,
0.03185821697115898,
0.030781975015997887,
-0.09173773974180222,
0.09453186392784119,
-0.03407428413629532,
-0.0030823673587292433,
0.021569227799773216,
0.08038453757762909,
-0.08712413907051086,
0.04697757214307785,
0.06773801892995834,
-0.0050850217230618,
-0.06044537574052811,
-0.014211160130798817,
-0.025819603353738785,
-0.010289997793734074,
-0.019630830734968185
] |
1402.3292
|
Alexander Voitkiv B
|
O. Yu. Andreev, E. A. Mistonova and A. B. Voitkiv
|
Relativistic transfer ionization and the Breit interaction
|
5 pages, 4 figures
| null |
10.1103/PhysRevLett.112.103202
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider correlated transfer ionization in relativistic collisions between
a highly charged ion and a light atom. In this process two quasi-free electrons
of the atom interact with each other during the short collision time that
results in capture of one of them by the ion and emission of the other. We show
that this process is strongly influenced by the generalized Breit interaction
already at modest relativistic impact energies.
|
[
{
"created": "Thu, 13 Feb 2014 09:47:07 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Andreev",
"O. Yu.",
""
],
[
"Mistonova",
"E. A.",
""
],
[
"Voitkiv",
"A. B.",
""
]
] |
[
0.023532472550868988,
0.002311066724359989,
0.03234181925654411,
0.07237964123487473,
-0.011785698123276234,
0.021005645394325256,
0.05307769030332565,
-0.0011704532662406564,
0.009515993297100067,
-0.03366626426577568,
0.0611502043902874,
-0.04813336208462715,
-0.03294728696346283,
-0.00943015143275261,
0.019405094906687737,
-0.07066115736961365,
0.05400519073009491,
0.03258243948221207,
-0.0642000362277031,
0.06063172593712807,
-0.08236297219991684,
-0.09850875288248062,
0.01602618582546711,
0.017617924138903618,
0.04688538983464241,
0.03329218178987503,
0.100201815366745,
-0.029683491215109825,
-0.016635650768876076,
-0.007540561258792877,
0.08566828817129135,
-0.02969118393957615,
-0.06704999506473541,
0.0025913564022630453,
-0.03514145314693451,
0.052005063742399216,
0.005993274040520191,
-0.020567698404192924,
0.03033730760216713,
-0.0009364479337818921,
0.0036984169855713844,
0.037722453474998474,
-0.010790262371301651,
0.034652307629585266,
-0.009285063482820988,
-0.06452862918376923,
0.1082480400800705,
-0.0031320233829319477,
-0.055257558822631836,
-0.0002575433754827827,
0.03782644867897034,
0.08379296958446503,
-0.022810544818639755,
-0.014214574359357357,
-0.02675328031182289,
0.05579667165875435,
0.037050142884254456,
-0.008925632573664188,
-0.027444006875157356,
-0.007137191481888294,
-0.07975786924362183,
0.023315485566854477,
0.045929908752441406,
0.024264737963676453,
0.01638900861144066,
-0.023832004517316818,
-0.019426360726356506,
0.07809855043888092,
-0.06504973024129868,
0.039053671061992645,
-0.022879358381032944,
-0.014007946476340294,
-0.10715758800506592,
-0.07367461174726486,
0.04224487021565437,
-0.0423310212790966,
-0.02484953962266445,
0.007589328568428755,
0.041385192424058914,
-0.0340941846370697,
0.03676879405975342,
-0.041299764066934586,
-0.07751334458589554,
0.018848901614546776,
0.057508304715156555,
0.016741232946515083,
0.02115773968398571,
-0.0008384956745430827,
0.029147200286388397,
-0.06404013186693192,
0.009290847927331924,
-0.04547718167304993,
0.08024940639734268,
-0.04194283485412598,
0.017658425495028496,
0.03613097965717316,
0.03204793483018875,
-0.04167104884982109,
0.003240237245336175,
-0.007411804050207138,
0.09679796546697617,
0.025376975536346436,
-0.06664001941680908,
0.1434221714735031,
0.013869421556591988,
0.029712272807955742,
0.030460555106401443,
0.011341240257024765,
-0.1267298012971878,
0.03314858675003052,
0.11927158385515213,
-0.029700322076678276,
0.04257908836007118,
-0.030389703810214996,
0.013994056731462479,
0.11030267924070358,
0.045056574046611786,
0.008957269601523876,
-0.001819614670239389,
-0.018025480210781097,
-0.04242207854986191,
-0.014222034253180027,
-0.02741740085184574,
0.02563953399658203,
0.007997526787221432,
-0.010045860894024372,
-0.00349287036806345,
1.678022593902631e-33,
-0.00471479631960392,
0.047367166727781296,
-0.0672110840678215,
-0.03571213781833649,
-0.022385096177458763,
-0.0707683190703392,
-0.02216251753270626,
-0.024582279846072197,
-0.15057311952114105,
-0.07652661204338074,
-0.03184783458709717,
-0.010010482743382454,
0.15291902422904968,
-0.06133066862821579,
-0.049352746456861496,
0.016522536054253578,
-0.041303329169750214,
0.09010553359985352,
0.07339303195476532,
0.046188391745090485,
-0.04073692485690117,
0.06136645749211311,
-0.004814064130187035,
0.062032755464315414,
-0.018309075385332108,
0.016033051535487175,
0.0246049202978611,
-0.019000690430402756,
0.009832370094954967,
-0.04442919045686722,
0.018984898924827576,
0.07229726016521454,
0.038957629352808,
0.0338159054517746,
-0.04690372198820114,
0.02439281716942787,
-0.041440948843955994,
-0.03509211167693138,
0.013110145926475525,
0.006577111314982176,
-0.05758696049451828,
-0.015497350133955479,
-0.08674582839012146,
-0.01750938408076763,
0.0210687518119812,
-0.08178135752677917,
0.07006347924470901,
-0.03371105343103409,
0.02785382978618145,
0.018644336611032486,
0.012976247817277908,
-0.01854919269680977,
-0.027166036888957024,
0.03588392958045006,
0.006615367252379656,
0.025363139808177948,
0.020228540524840355,
0.032395850867033005,
0.028286749497056007,
0.03626848757266998,
0.0027558300644159317,
0.03985230624675751,
0.010339692234992981,
0.008175108581781387,
-0.007314062677323818,
-0.015008125454187393,
-0.07564763724803925,
-0.024549739435315132,
0.025909923017024994,
-0.03365009278059006,
-0.022989410907030106,
0.04717082157731056,
0.03899610787630081,
-0.1097574308514595,
0.07669898122549057,
0.041834693402051926,
-0.028648050501942635,
-0.03780608996748924,
0.03147333115339279,
0.04742879047989845,
-0.0596533864736557,
-0.10129567980766296,
0.07603268325328827,
-0.017002945765852928,
-0.047998905181884766,
-0.017768321558833122,
-0.15391582250595093,
-0.02344917692244053,
-0.010210052132606506,
-0.012331141158938408,
0.09127320349216461,
0.008263244293630123,
0.01411881111562252,
-0.10056938230991364,
-0.011617772281169891,
-2.0872512993452326e-33,
0.02884528785943985,
-0.005730828735977411,
-0.031011546030640602,
0.03652098402380943,
-0.0075623029842972755,
-0.0066479784436523914,
-0.040423378348350525,
0.0052123949863016605,
0.00884473416954279,
0.036114856600761414,
0.04816102609038353,
0.002734504407271743,
-0.12733094394207,
-0.05457553640007973,
0.05703769996762276,
-0.0747336894273758,
0.14318051934242249,
0.07704079896211624,
0.025057241320610046,
-0.04366222396492958,
0.10514795780181885,
-0.07194773107767105,
0.1174587532877922,
-0.07703103870153427,
0.03044472634792328,
0.026188349351286888,
0.049910832196474075,
-0.017332343384623528,
0.05259202420711517,
-0.04312624782323837,
-0.03468649089336395,
-0.033904287964105606,
0.013316124677658081,
-0.01665332168340683,
-0.004196511581540108,
0.05469347536563873,
-0.022698190063238144,
0.055660780519247055,
-0.057420749217271805,
-0.03486529365181923,
-0.00004654926306102425,
0.05159112811088562,
-0.009413454681634903,
0.05900554731488228,
0.040824346244335175,
-0.044104330241680145,
-0.0981825590133667,
0.020030394196510315,
0.05914859101176262,
0.008720039390027523,
-0.05788912624120712,
-0.007868203334510326,
-0.04550650715827942,
0.023781713098287582,
-0.05260134115815163,
0.05308904871344566,
0.12141337990760803,
0.037902843207120895,
0.03844008967280388,
0.04975883290171623,
-0.06139085069298744,
-0.0026905573904514313,
0.06832204759120941,
-0.02235032618045807,
0.055150095373392105,
-0.055288951843976974,
-0.07740526646375656,
0.04299767315387726,
0.014994939789175987,
-0.07055096328258514,
0.05094694718718529,
0.045737676322460175,
0.03180307522416115,
-0.029592934995889664,
-0.02873251400887966,
-0.0015033847885206342,
0.10024413466453552,
-0.06778433918952942,
0.025141669437289238,
-0.025883199647068977,
0.017704380676150322,
0.05263444036245346,
0.002961469814181328,
-0.031262077391147614,
0.008480197750031948,
-0.04733620584011078,
-0.1206369698047638,
-0.012238174676895142,
-0.013739733956754208,
-0.03725116699934006,
0.001887973863631487,
-0.07161001116037369,
0.1266896277666092,
-0.11345437169075012,
0.023008238524198532,
-3.588246144659024e-8,
0.049354225397109985,
-0.01316637359559536,
-0.07344766706228256,
0.09900487214326859,
0.05736631900072098,
0.06908094137907028,
-0.04757719114422798,
-0.019001491367816925,
0.014492178335785866,
-0.0049932412803173065,
0.02813815139234066,
-0.003692467464134097,
-0.00723089836537838,
0.08356525003910065,
-0.015692897140979767,
0.05827833712100983,
-0.009852580726146698,
-0.1238437220454216,
-0.0430498905479908,
-0.02930453233420849,
-0.044141702353954315,
-0.040001675486564636,
0.011799517087638378,
0.02018131874501705,
-0.03482334688305855,
0.057389240711927414,
-0.01771397516131401,
-0.0204697884619236,
0.00841370690613985,
-0.1335485279560089,
-0.0575692318379879,
-0.022471589967608452,
0.04352674260735512,
0.033089231699705124,
0.02811136096715927,
-0.04062170907855034,
-0.04030611738562584,
0.066703662276268,
-0.010697968304157257,
0.023546919226646423,
-0.07478144019842148,
0.051868781447410583,
0.02240055240690708,
0.034745752811431885,
0.059967998415231705,
0.08424592018127441,
-0.08013995736837387,
-0.035491034388542175,
0.03253483772277832,
0.035634249448776245,
0.0018825354054570198,
-0.008670294657349586,
0.03781624138355255,
-0.06571545451879501,
-0.055454328656196594,
0.03933701291680336,
0.014025149866938591,
-0.03678256273269653,
0.07450474053621292,
-0.017073245719075203,
0.1010771170258522,
-0.022685058414936066,
-0.0030446366872638464,
0.01803070306777954
] | null | null | null | null | null | null | null |
[
0.023532472550868988,
0.002311066724359989,
0.03234181925654411,
0.07237964123487473,
-0.011785698123276234,
0.021005645394325256,
0.05307769030332565,
-0.0011704532662406564,
0.009515993297100067,
-0.03366626426577568,
0.0611502043902874,
-0.04813336208462715,
-0.03294728696346283,
-0.00943015143275261,
0.019405094906687737,
-0.07066115736961365,
0.05400519073009491,
0.03258243948221207,
-0.0642000362277031,
0.06063172593712807,
-0.08236297219991684,
-0.09850875288248062,
0.01602618582546711,
0.017617924138903618,
0.04688538983464241,
0.03329218178987503,
0.100201815366745,
-0.029683491215109825,
-0.016635650768876076,
-0.007540561258792877,
0.08566828817129135,
-0.02969118393957615,
-0.06704999506473541,
0.0025913564022630453,
-0.03514145314693451,
0.052005063742399216,
0.005993274040520191,
-0.020567698404192924,
0.03033730760216713,
-0.0009364479337818921,
0.0036984169855713844,
0.037722453474998474,
-0.010790262371301651,
0.034652307629585266,
-0.009285063482820988,
-0.06452862918376923,
0.1082480400800705,
-0.0031320233829319477,
-0.055257558822631836,
-0.0002575433754827827,
0.03782644867897034,
0.08379296958446503,
-0.022810544818639755,
-0.014214574359357357,
-0.02675328031182289,
0.05579667165875435,
0.037050142884254456,
-0.008925632573664188,
-0.027444006875157356,
-0.007137191481888294,
-0.07975786924362183,
0.023315485566854477,
0.045929908752441406,
0.024264737963676453,
0.01638900861144066,
-0.023832004517316818,
-0.019426360726356506,
0.07809855043888092,
-0.06504973024129868,
0.039053671061992645,
-0.022879358381032944,
-0.014007946476340294,
-0.10715758800506592,
-0.07367461174726486,
0.04224487021565437,
-0.0423310212790966,
-0.02484953962266445,
0.007589328568428755,
0.041385192424058914,
-0.0340941846370697,
0.03676879405975342,
-0.041299764066934586,
-0.07751334458589554,
0.018848901614546776,
0.057508304715156555,
0.016741232946515083,
0.02115773968398571,
-0.0008384956745430827,
0.029147200286388397,
-0.06404013186693192,
0.009290847927331924,
-0.04547718167304993,
0.08024940639734268,
-0.04194283485412598,
0.017658425495028496,
0.03613097965717316,
0.03204793483018875,
-0.04167104884982109,
0.003240237245336175,
-0.007411804050207138,
0.09679796546697617,
0.025376975536346436,
-0.06664001941680908,
0.1434221714735031,
0.013869421556591988,
0.029712272807955742,
0.030460555106401443,
0.011341240257024765,
-0.1267298012971878,
0.03314858675003052,
0.11927158385515213,
-0.029700322076678276,
0.04257908836007118,
-0.030389703810214996,
0.013994056731462479,
0.11030267924070358,
0.045056574046611786,
0.008957269601523876,
-0.001819614670239389,
-0.018025480210781097,
-0.04242207854986191,
-0.014222034253180027,
-0.02741740085184574,
0.02563953399658203,
0.007997526787221432,
-0.010045860894024372,
-0.00349287036806345,
1.678022593902631e-33,
-0.00471479631960392,
0.047367166727781296,
-0.0672110840678215,
-0.03571213781833649,
-0.022385096177458763,
-0.0707683190703392,
-0.02216251753270626,
-0.024582279846072197,
-0.15057311952114105,
-0.07652661204338074,
-0.03184783458709717,
-0.010010482743382454,
0.15291902422904968,
-0.06133066862821579,
-0.049352746456861496,
0.016522536054253578,
-0.041303329169750214,
0.09010553359985352,
0.07339303195476532,
0.046188391745090485,
-0.04073692485690117,
0.06136645749211311,
-0.004814064130187035,
0.062032755464315414,
-0.018309075385332108,
0.016033051535487175,
0.0246049202978611,
-0.019000690430402756,
0.009832370094954967,
-0.04442919045686722,
0.018984898924827576,
0.07229726016521454,
0.038957629352808,
0.0338159054517746,
-0.04690372198820114,
0.02439281716942787,
-0.041440948843955994,
-0.03509211167693138,
0.013110145926475525,
0.006577111314982176,
-0.05758696049451828,
-0.015497350133955479,
-0.08674582839012146,
-0.01750938408076763,
0.0210687518119812,
-0.08178135752677917,
0.07006347924470901,
-0.03371105343103409,
0.02785382978618145,
0.018644336611032486,
0.012976247817277908,
-0.01854919269680977,
-0.027166036888957024,
0.03588392958045006,
0.006615367252379656,
0.025363139808177948,
0.020228540524840355,
0.032395850867033005,
0.028286749497056007,
0.03626848757266998,
0.0027558300644159317,
0.03985230624675751,
0.010339692234992981,
0.008175108581781387,
-0.007314062677323818,
-0.015008125454187393,
-0.07564763724803925,
-0.024549739435315132,
0.025909923017024994,
-0.03365009278059006,
-0.022989410907030106,
0.04717082157731056,
0.03899610787630081,
-0.1097574308514595,
0.07669898122549057,
0.041834693402051926,
-0.028648050501942635,
-0.03780608996748924,
0.03147333115339279,
0.04742879047989845,
-0.0596533864736557,
-0.10129567980766296,
0.07603268325328827,
-0.017002945765852928,
-0.047998905181884766,
-0.017768321558833122,
-0.15391582250595093,
-0.02344917692244053,
-0.010210052132606506,
-0.012331141158938408,
0.09127320349216461,
0.008263244293630123,
0.01411881111562252,
-0.10056938230991364,
-0.011617772281169891,
-2.0872512993452326e-33,
0.02884528785943985,
-0.005730828735977411,
-0.031011546030640602,
0.03652098402380943,
-0.0075623029842972755,
-0.0066479784436523914,
-0.040423378348350525,
0.0052123949863016605,
0.00884473416954279,
0.036114856600761414,
0.04816102609038353,
0.002734504407271743,
-0.12733094394207,
-0.05457553640007973,
0.05703769996762276,
-0.0747336894273758,
0.14318051934242249,
0.07704079896211624,
0.025057241320610046,
-0.04366222396492958,
0.10514795780181885,
-0.07194773107767105,
0.1174587532877922,
-0.07703103870153427,
0.03044472634792328,
0.026188349351286888,
0.049910832196474075,
-0.017332343384623528,
0.05259202420711517,
-0.04312624782323837,
-0.03468649089336395,
-0.033904287964105606,
0.013316124677658081,
-0.01665332168340683,
-0.004196511581540108,
0.05469347536563873,
-0.022698190063238144,
0.055660780519247055,
-0.057420749217271805,
-0.03486529365181923,
-0.00004654926306102425,
0.05159112811088562,
-0.009413454681634903,
0.05900554731488228,
0.040824346244335175,
-0.044104330241680145,
-0.0981825590133667,
0.020030394196510315,
0.05914859101176262,
0.008720039390027523,
-0.05788912624120712,
-0.007868203334510326,
-0.04550650715827942,
0.023781713098287582,
-0.05260134115815163,
0.05308904871344566,
0.12141337990760803,
0.037902843207120895,
0.03844008967280388,
0.04975883290171623,
-0.06139085069298744,
-0.0026905573904514313,
0.06832204759120941,
-0.02235032618045807,
0.055150095373392105,
-0.055288951843976974,
-0.07740526646375656,
0.04299767315387726,
0.014994939789175987,
-0.07055096328258514,
0.05094694718718529,
0.045737676322460175,
0.03180307522416115,
-0.029592934995889664,
-0.02873251400887966,
-0.0015033847885206342,
0.10024413466453552,
-0.06778433918952942,
0.025141669437289238,
-0.025883199647068977,
0.017704380676150322,
0.05263444036245346,
0.002961469814181328,
-0.031262077391147614,
0.008480197750031948,
-0.04733620584011078,
-0.1206369698047638,
-0.012238174676895142,
-0.013739733956754208,
-0.03725116699934006,
0.001887973863631487,
-0.07161001116037369,
0.1266896277666092,
-0.11345437169075012,
0.023008238524198532,
-3.588246144659024e-8,
0.049354225397109985,
-0.01316637359559536,
-0.07344766706228256,
0.09900487214326859,
0.05736631900072098,
0.06908094137907028,
-0.04757719114422798,
-0.019001491367816925,
0.014492178335785866,
-0.0049932412803173065,
0.02813815139234066,
-0.003692467464134097,
-0.00723089836537838,
0.08356525003910065,
-0.015692897140979767,
0.05827833712100983,
-0.009852580726146698,
-0.1238437220454216,
-0.0430498905479908,
-0.02930453233420849,
-0.044141702353954315,
-0.040001675486564636,
0.011799517087638378,
0.02018131874501705,
-0.03482334688305855,
0.057389240711927414,
-0.01771397516131401,
-0.0204697884619236,
0.00841370690613985,
-0.1335485279560089,
-0.0575692318379879,
-0.022471589967608452,
0.04352674260735512,
0.033089231699705124,
0.02811136096715927,
-0.04062170907855034,
-0.04030611738562584,
0.066703662276268,
-0.010697968304157257,
0.023546919226646423,
-0.07478144019842148,
0.051868781447410583,
0.02240055240690708,
0.034745752811431885,
0.059967998415231705,
0.08424592018127441,
-0.08013995736837387,
-0.035491034388542175,
0.03253483772277832,
0.035634249448776245,
0.0018825354054570198,
-0.008670294657349586,
0.03781624138355255,
-0.06571545451879501,
-0.055454328656196594,
0.03933701291680336,
0.014025149866938591,
-0.03678256273269653,
0.07450474053621292,
-0.017073245719075203,
0.1010771170258522,
-0.022685058414936066,
-0.0030446366872638464,
0.01803070306777954
] |
1402.3301
|
Shafi'i Muhammad Abdulhamid Mr
|
Shafii M. Abdulhamid, Sulaiman Ahmad, Victor O. Waziri and Fatima N.
Jibril
|
Privacy and National Security Issues in Social Networks: The Challenges
|
7 pages, 1 table
|
International Journal of the Computer, the Internet and Management
Vol. 19. No.3 (September-December, 2011) pp 14 -20
| null | null |
cs.SI cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Online social networks are becoming a major growth point of the internet, as
individuals, companies and governments constantly desire to interact with one
another, the ability of the internet to deliver this networking capabilities
grows stronger. In this paper, we looked at the structure and components of the
member profile and the challenges of privacy issues faced by individuals and
governments that participate in social networking. We also looked at how it can
be used to distort national security, how it became the new weapons of mass
mobilization and also how social networks have became the rallying forces for
revolutions and social justice.
|
[
{
"created": "Thu, 13 Feb 2014 21:03:05 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Abdulhamid",
"Shafii M.",
""
],
[
"Ahmad",
"Sulaiman",
""
],
[
"Waziri",
"Victor O.",
""
],
[
"Jibril",
"Fatima N.",
""
]
] |
[
-0.05852283537387848,
-0.013696902431547642,
-0.0062078796327114105,
0.01306861825287342,
0.043212637305259705,
0.03256433829665184,
0.08799168467521667,
-0.007326893042773008,
-0.007791890297085047,
-0.042637161910533905,
0.036379411816596985,
0.0814666599035263,
0.09329637885093689,
-0.004343457520008087,
0.027791911736130714,
-0.06229263171553612,
-0.045587677508592606,
-0.02433113008737564,
-0.05111556872725487,
-0.034951645880937576,
-0.0330132432281971,
-0.0713285356760025,
-0.029611781239509583,
0.023491309955716133,
-0.0034189207945019007,
-0.0353807657957077,
-0.017556779086589813,
-0.05694364756345749,
-0.06118989363312721,
0.0185097549110651,
0.0882914662361145,
0.05108187347650528,
0.07927969843149185,
0.07395178079605103,
-0.05709037557244301,
-0.10570663958787918,
0.056633543223142624,
0.002498371060937643,
-0.023613374680280685,
-0.008107391186058521,
-0.005165910813957453,
-0.14434440433979034,
0.00896663498133421,
0.042781710624694824,
-0.01604381948709488,
0.03527515381574631,
0.029450353235006332,
0.03218879923224449,
-0.09611818194389343,
-0.02839473821222782,
-0.008905583992600441,
-0.04751574620604515,
-0.002923256019130349,
0.047298528254032135,
-0.002286289818584919,
-0.08160470426082611,
0.0027108516078442335,
-0.017667831853032112,
-0.011158149689435959,
0.05072736740112305,
0.0005692439735867083,
-0.03895006701350212,
-0.010969743132591248,
0.02908988483250141,
0.05437493324279785,
0.048224903643131256,
-0.0016677436651661992,
0.022327343001961708,
0.0600181445479393,
0.02480151504278183,
0.0050453864969313145,
0.0784253180027008,
-0.06161888688802719,
0.05359432101249695,
0.035628147423267365,
-0.09906456619501114,
-0.0018883022712543607,
-0.010285739786922932,
-0.001970794051885605,
0.029666351154446602,
0.06643229722976685,
0.013931157067418098,
0.02635512501001358,
0.010036255232989788,
-0.00045550012146122754,
0.03992772474884987,
-0.06233471632003784,
-0.07399821281433105,
-0.01550323236733675,
0.03428799659013748,
-0.04630187898874283,
0.09632387012243271,
0.05693298578262329,
0.021451035514473915,
-0.009787541814148426,
-0.013077709823846817,
0.0200806837528944,
-0.037778452038764954,
-0.059640150517225266,
0.04273567721247673,
-0.1129344180226326,
0.023152219131588936,
0.08994033932685852,
0.018255988135933876,
-0.02503255195915699,
0.10888847708702087,
0.04279186204075813,
0.012633767910301685,
0.0385199598968029,
0.09835740178823471,
0.006687383633106947,
-0.026683500036597252,
-0.05392065644264221,
-0.07225030660629272,
0.03304530307650566,
-0.11011656373739243,
-0.0282176211476326,
0.07260054349899292,
0.03677507862448692,
0.03989102318882942,
0.049268148839473724,
0.046429917216300964,
0.010667689144611359,
-0.03622697666287422,
-0.018409404903650284,
0.04534357413649559,
-0.07633605599403381,
3.495314544248321e-34,
-0.019362812861800194,
0.10827448219060898,
-0.025466201826930046,
0.015040885657072067,
-0.028816601261496544,
0.008739911951124668,
-0.046071212738752365,
-0.036736860871315,
-0.05113893002271652,
0.004581125918775797,
-0.0074499137699604034,
0.046025533229112625,
0.10789205878973007,
0.06347429007291794,
0.10040485113859177,
-0.03361852467060089,
0.014498639851808548,
0.07377100735902786,
0.09518160670995712,
0.027343828231096268,
0.0870281234383583,
-0.031877301633358,
-0.014912283979356289,
0.029745299369096756,
0.05239015817642212,
-0.013326131738722324,
0.027393290773034096,
-0.012145544402301311,
0.08517593890428543,
0.014518278650939465,
0.0005208277143537998,
0.07790639996528625,
0.02021544799208641,
-0.013949569314718246,
0.1666106879711151,
-0.03490784764289856,
0.07316447794437408,
-0.03278529644012451,
0.044449299573898315,
-0.0879005417227745,
-0.018534131348133087,
0.07294169068336487,
0.019447414204478264,
0.014596248976886272,
-0.03867633268237114,
0.0793524980545044,
-0.013285013847053051,
0.0561324805021286,
0.05949447304010391,
0.03145380690693855,
0.010886630043387413,
0.037555135786533356,
-0.06274102628231049,
0.04876573011279106,
-0.05560619756579399,
-0.010664600878953934,
-0.03354451060295105,
0.0033232709392905235,
0.0025575594045221806,
-0.06768723577260971,
-0.007325568702071905,
-0.021224968135356903,
0.0383077934384346,
-0.037876375019550323,
0.022206604480743408,
-0.07567008584737778,
-0.028511840850114822,
-0.01087339036166668,
0.032400477677583694,
-0.022660257294774055,
-0.03531757742166519,
0.030314479023218155,
-0.04176069051027298,
-0.010368457064032555,
-0.09233648329973221,
0.038054369390010834,
-0.01059633493423462,
0.08871867507696152,
-0.058525681495666504,
0.024074850603938103,
-0.03179536014795303,
0.012078954838216305,
0.050488971173763275,
-0.031999681144952774,
-0.018005551770329475,
-0.008380105718970299,
0.031802158802747726,
0.019507301971316338,
-0.007111092563718557,
0.09379346668720245,
0.017292087897658348,
-0.05108943581581116,
0.061353858560323715,
0.09924112260341644,
-0.05963994935154915,
-4.960498457571222e-34,
-0.13326214253902435,
-0.025260789319872856,
-0.02082125097513199,
-0.03712701052427292,
0.010503459721803665,
-0.06062548607587814,
0.03227311745285988,
0.0034075381699949503,
-0.034333422780036926,
0.06449843943119049,
-0.021403498947620392,
-0.047400157898664474,
0.05103626847267151,
-0.05241665989160538,
0.04127945378422737,
0.013961197808384895,
0.05419260635972023,
-0.001044606789946556,
-0.053371772170066833,
-0.052383337169885635,
0.04500289261341095,
-0.014998809434473515,
-0.04880448058247566,
0.004089325200766325,
0.10648523271083832,
-0.01985824480652809,
-0.04966557398438454,
-0.014129257760941982,
0.0595259852707386,
0.04107959568500519,
0.014746838249266148,
-0.016038594767451286,
-0.024140378460288048,
-0.06595075130462646,
-0.0556279793381691,
0.07640670984983444,
-0.016735795885324478,
-0.0022481949999928474,
0.06343524158000946,
-0.11560460925102234,
0.008016678504645824,
0.07319600135087967,
-0.07996125519275665,
-0.021618882194161415,
-0.05944443494081497,
0.10084927827119827,
-0.013629973866045475,
0.05263732001185417,
-0.09232345968484879,
-0.014269467443227768,
0.030003847554326057,
0.014468451030552387,
0.031576402485370636,
-0.07033545523881912,
-0.022865600883960724,
0.010361445136368275,
0.03223690763115883,
-0.005290665198117495,
0.0518682636320591,
0.021575812250375748,
-0.029494063928723335,
-0.014874839223921299,
-0.06111273914575577,
0.045824117958545685,
-0.0036023827269673347,
-0.046030525118112564,
-0.025855328887701035,
0.05323297902941704,
-0.07851108908653259,
0.02710041031241417,
0.03331935778260231,
-0.10011426359415054,
-0.01013733260333538,
0.014104989357292652,
-0.028013944625854492,
-0.06247849762439728,
0.042949430644512177,
0.10160379111766815,
-0.1102004125714302,
0.06758341938257217,
0.060911715030670166,
0.013365774415433407,
-0.04328877106308937,
-0.11944859474897385,
0.057011671364307404,
-0.02146104723215103,
0.04348905012011528,
0.02932852692902088,
-0.030058976262807846,
0.05491817370057106,
-0.0019056451274082065,
-0.05768885836005211,
-0.07829098403453827,
0.01981777884066105,
-0.0039391969330608845,
-4.866262770519825e-8,
-0.05362015590071678,
-0.018908334895968437,
-0.01051454246044159,
0.07785452157258987,
0.020432669669389725,
0.07295165956020355,
0.03141742944717407,
-0.036933112889528275,
-0.05421587452292442,
0.03651827573776245,
0.018745601177215576,
0.024436278268694878,
-0.008043508976697922,
0.008989512920379639,
0.03395936265587807,
-0.046392738819122314,
-0.10395995527505875,
-0.069349505007267,
-0.0010744348401203752,
0.03477047011256218,
-0.02248399518430233,
-0.05982496216893196,
-0.07804800570011139,
-0.0007754786056466401,
0.03163990005850792,
0.04272705316543579,
-0.08775053918361664,
-0.014297918416559696,
-0.026511456817388535,
0.05869169905781746,
-0.050249628722667694,
-0.027779795229434967,
0.002827655291184783,
-0.006189736537635326,
-0.05788701772689819,
0.08225860446691513,
-0.0895208790898323,
-0.010875430889427662,
0.03694353252649307,
-0.04303421080112457,
0.04684057459235191,
0.022745203226804733,
0.11470577120780945,
0.03285360336303711,
-0.0828336626291275,
0.005836725700646639,
-0.05019332095980644,
-0.03550896421074867,
0.028678391128778458,
-0.06789696961641312,
-0.0589677095413208,
-0.07424307614564896,
0.02696252055466175,
0.08757742494344711,
0.002906905487179756,
-0.0300605408847332,
0.08809450268745422,
0.08221711963415146,
0.0590200312435627,
-0.00036933590308763087,
0.03682864084839821,
-0.04278557375073433,
-0.05389146879315376,
-0.023527268320322037
] | null | null | null | null | null | null | null |
[
-0.05852283537387848,
-0.013696902431547642,
-0.0062078796327114105,
0.01306861825287342,
0.043212637305259705,
0.03256433829665184,
0.08799168467521667,
-0.007326893042773008,
-0.007791890297085047,
-0.042637161910533905,
0.036379411816596985,
0.0814666599035263,
0.09329637885093689,
-0.004343457520008087,
0.027791911736130714,
-0.06229263171553612,
-0.045587677508592606,
-0.02433113008737564,
-0.05111556872725487,
-0.034951645880937576,
-0.0330132432281971,
-0.0713285356760025,
-0.029611781239509583,
0.023491309955716133,
-0.0034189207945019007,
-0.0353807657957077,
-0.017556779086589813,
-0.05694364756345749,
-0.06118989363312721,
0.0185097549110651,
0.0882914662361145,
0.05108187347650528,
0.07927969843149185,
0.07395178079605103,
-0.05709037557244301,
-0.10570663958787918,
0.056633543223142624,
0.002498371060937643,
-0.023613374680280685,
-0.008107391186058521,
-0.005165910813957453,
-0.14434440433979034,
0.00896663498133421,
0.042781710624694824,
-0.01604381948709488,
0.03527515381574631,
0.029450353235006332,
0.03218879923224449,
-0.09611818194389343,
-0.02839473821222782,
-0.008905583992600441,
-0.04751574620604515,
-0.002923256019130349,
0.047298528254032135,
-0.002286289818584919,
-0.08160470426082611,
0.0027108516078442335,
-0.017667831853032112,
-0.011158149689435959,
0.05072736740112305,
0.0005692439735867083,
-0.03895006701350212,
-0.010969743132591248,
0.02908988483250141,
0.05437493324279785,
0.048224903643131256,
-0.0016677436651661992,
0.022327343001961708,
0.0600181445479393,
0.02480151504278183,
0.0050453864969313145,
0.0784253180027008,
-0.06161888688802719,
0.05359432101249695,
0.035628147423267365,
-0.09906456619501114,
-0.0018883022712543607,
-0.010285739786922932,
-0.001970794051885605,
0.029666351154446602,
0.06643229722976685,
0.013931157067418098,
0.02635512501001358,
0.010036255232989788,
-0.00045550012146122754,
0.03992772474884987,
-0.06233471632003784,
-0.07399821281433105,
-0.01550323236733675,
0.03428799659013748,
-0.04630187898874283,
0.09632387012243271,
0.05693298578262329,
0.021451035514473915,
-0.009787541814148426,
-0.013077709823846817,
0.0200806837528944,
-0.037778452038764954,
-0.059640150517225266,
0.04273567721247673,
-0.1129344180226326,
0.023152219131588936,
0.08994033932685852,
0.018255988135933876,
-0.02503255195915699,
0.10888847708702087,
0.04279186204075813,
0.012633767910301685,
0.0385199598968029,
0.09835740178823471,
0.006687383633106947,
-0.026683500036597252,
-0.05392065644264221,
-0.07225030660629272,
0.03304530307650566,
-0.11011656373739243,
-0.0282176211476326,
0.07260054349899292,
0.03677507862448692,
0.03989102318882942,
0.049268148839473724,
0.046429917216300964,
0.010667689144611359,
-0.03622697666287422,
-0.018409404903650284,
0.04534357413649559,
-0.07633605599403381,
3.495314544248321e-34,
-0.019362812861800194,
0.10827448219060898,
-0.025466201826930046,
0.015040885657072067,
-0.028816601261496544,
0.008739911951124668,
-0.046071212738752365,
-0.036736860871315,
-0.05113893002271652,
0.004581125918775797,
-0.0074499137699604034,
0.046025533229112625,
0.10789205878973007,
0.06347429007291794,
0.10040485113859177,
-0.03361852467060089,
0.014498639851808548,
0.07377100735902786,
0.09518160670995712,
0.027343828231096268,
0.0870281234383583,
-0.031877301633358,
-0.014912283979356289,
0.029745299369096756,
0.05239015817642212,
-0.013326131738722324,
0.027393290773034096,
-0.012145544402301311,
0.08517593890428543,
0.014518278650939465,
0.0005208277143537998,
0.07790639996528625,
0.02021544799208641,
-0.013949569314718246,
0.1666106879711151,
-0.03490784764289856,
0.07316447794437408,
-0.03278529644012451,
0.044449299573898315,
-0.0879005417227745,
-0.018534131348133087,
0.07294169068336487,
0.019447414204478264,
0.014596248976886272,
-0.03867633268237114,
0.0793524980545044,
-0.013285013847053051,
0.0561324805021286,
0.05949447304010391,
0.03145380690693855,
0.010886630043387413,
0.037555135786533356,
-0.06274102628231049,
0.04876573011279106,
-0.05560619756579399,
-0.010664600878953934,
-0.03354451060295105,
0.0033232709392905235,
0.0025575594045221806,
-0.06768723577260971,
-0.007325568702071905,
-0.021224968135356903,
0.0383077934384346,
-0.037876375019550323,
0.022206604480743408,
-0.07567008584737778,
-0.028511840850114822,
-0.01087339036166668,
0.032400477677583694,
-0.022660257294774055,
-0.03531757742166519,
0.030314479023218155,
-0.04176069051027298,
-0.010368457064032555,
-0.09233648329973221,
0.038054369390010834,
-0.01059633493423462,
0.08871867507696152,
-0.058525681495666504,
0.024074850603938103,
-0.03179536014795303,
0.012078954838216305,
0.050488971173763275,
-0.031999681144952774,
-0.018005551770329475,
-0.008380105718970299,
0.031802158802747726,
0.019507301971316338,
-0.007111092563718557,
0.09379346668720245,
0.017292087897658348,
-0.05108943581581116,
0.061353858560323715,
0.09924112260341644,
-0.05963994935154915,
-4.960498457571222e-34,
-0.13326214253902435,
-0.025260789319872856,
-0.02082125097513199,
-0.03712701052427292,
0.010503459721803665,
-0.06062548607587814,
0.03227311745285988,
0.0034075381699949503,
-0.034333422780036926,
0.06449843943119049,
-0.021403498947620392,
-0.047400157898664474,
0.05103626847267151,
-0.05241665989160538,
0.04127945378422737,
0.013961197808384895,
0.05419260635972023,
-0.001044606789946556,
-0.053371772170066833,
-0.052383337169885635,
0.04500289261341095,
-0.014998809434473515,
-0.04880448058247566,
0.004089325200766325,
0.10648523271083832,
-0.01985824480652809,
-0.04966557398438454,
-0.014129257760941982,
0.0595259852707386,
0.04107959568500519,
0.014746838249266148,
-0.016038594767451286,
-0.024140378460288048,
-0.06595075130462646,
-0.0556279793381691,
0.07640670984983444,
-0.016735795885324478,
-0.0022481949999928474,
0.06343524158000946,
-0.11560460925102234,
0.008016678504645824,
0.07319600135087967,
-0.07996125519275665,
-0.021618882194161415,
-0.05944443494081497,
0.10084927827119827,
-0.013629973866045475,
0.05263732001185417,
-0.09232345968484879,
-0.014269467443227768,
0.030003847554326057,
0.014468451030552387,
0.031576402485370636,
-0.07033545523881912,
-0.022865600883960724,
0.010361445136368275,
0.03223690763115883,
-0.005290665198117495,
0.0518682636320591,
0.021575812250375748,
-0.029494063928723335,
-0.014874839223921299,
-0.06111273914575577,
0.045824117958545685,
-0.0036023827269673347,
-0.046030525118112564,
-0.025855328887701035,
0.05323297902941704,
-0.07851108908653259,
0.02710041031241417,
0.03331935778260231,
-0.10011426359415054,
-0.01013733260333538,
0.014104989357292652,
-0.028013944625854492,
-0.06247849762439728,
0.042949430644512177,
0.10160379111766815,
-0.1102004125714302,
0.06758341938257217,
0.060911715030670166,
0.013365774415433407,
-0.04328877106308937,
-0.11944859474897385,
0.057011671364307404,
-0.02146104723215103,
0.04348905012011528,
0.02932852692902088,
-0.030058976262807846,
0.05491817370057106,
-0.0019056451274082065,
-0.05768885836005211,
-0.07829098403453827,
0.01981777884066105,
-0.0039391969330608845,
-4.866262770519825e-8,
-0.05362015590071678,
-0.018908334895968437,
-0.01051454246044159,
0.07785452157258987,
0.020432669669389725,
0.07295165956020355,
0.03141742944717407,
-0.036933112889528275,
-0.05421587452292442,
0.03651827573776245,
0.018745601177215576,
0.024436278268694878,
-0.008043508976697922,
0.008989512920379639,
0.03395936265587807,
-0.046392738819122314,
-0.10395995527505875,
-0.069349505007267,
-0.0010744348401203752,
0.03477047011256218,
-0.02248399518430233,
-0.05982496216893196,
-0.07804800570011139,
-0.0007754786056466401,
0.03163990005850792,
0.04272705316543579,
-0.08775053918361664,
-0.014297918416559696,
-0.026511456817388535,
0.05869169905781746,
-0.050249628722667694,
-0.027779795229434967,
0.002827655291184783,
-0.006189736537635326,
-0.05788701772689819,
0.08225860446691513,
-0.0895208790898323,
-0.010875430889427662,
0.03694353252649307,
-0.04303421080112457,
0.04684057459235191,
0.022745203226804733,
0.11470577120780945,
0.03285360336303711,
-0.0828336626291275,
0.005836725700646639,
-0.05019332095980644,
-0.03550896421074867,
0.028678391128778458,
-0.06789696961641312,
-0.0589677095413208,
-0.07424307614564896,
0.02696252055466175,
0.08757742494344711,
0.002906905487179756,
-0.0300605408847332,
0.08809450268745422,
0.08221711963415146,
0.0590200312435627,
-0.00036933590308763087,
0.03682864084839821,
-0.04278557375073433,
-0.05389146879315376,
-0.023527268320322037
] |
1402.3305
|
Martin Klein
|
Martin Klein, Robert Sanderson, Herbert Van de Sompel, Michael L.
Nelson
|
Real-Time Notification for Resource Synchronization
|
12 pages, 5 figues, 1 table The experiments were conducted in 2012 as
part of the authors' work in the ResourceSync project. For further
information and the ResourceSync framework specification please see
http://www.openarchives.org/rs/
| null | null | null |
cs.DC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Web applications frequently leverage resources made available by remote web
servers. As resources are created, updated, deleted, or moved, these
applications face challenges to remain in lockstep with the server's change
dynamics. Several approaches exist to help meet this challenge for use cases
where "good enough" synchronization is acceptable. But when strict resource
coverage or low synchronization latency is required, commonly accepted
Web-based solutions remain elusive. This paper details characteristics of an
approach that aims at decreasing synchronization latency while maintaining
desired levels of accuracy. The approach builds on pushing change notifications
and pulling changed resources and it is explored with an experiment based on a
DBpedia Live instance.
|
[
{
"created": "Tue, 11 Feb 2014 21:04:54 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Klein",
"Martin",
""
],
[
"Sanderson",
"Robert",
""
],
[
"Van de Sompel",
"Herbert",
""
],
[
"Nelson",
"Michael L.",
""
]
] |
[
-0.05497923120856285,
-0.06788238883018494,
-0.033463723957538605,
0.030143562704324722,
0.05347403883934021,
-0.10181602835655212,
-0.011476953513920307,
-0.10950233042240143,
-0.006972244009375572,
0.027829861268401146,
-0.015095755457878113,
-0.0009124064235948026,
0.055770400911569595,
-0.05595666170120239,
0.04077666625380516,
0.018088078126311302,
0.09966098517179489,
-0.003442272311076522,
-0.09083127975463867,
0.013372336514294147,
-0.10245662927627563,
-0.018747419118881226,
0.013496503233909607,
0.04064188152551651,
0.02216740883886814,
0.014660658314824104,
-0.01399498712271452,
0.056843601167201996,
-0.01160033605992794,
-0.04648894816637039,
-0.0753794014453888,
-0.009784181602299213,
-0.11636485904455185,
0.010140066966414452,
-0.019008230417966843,
0.03575501590967178,
0.014697467908263206,
0.01085670292377472,
0.03994929790496826,
0.009850993752479553,
0.024200381711125374,
-0.07134682685136795,
-0.03681793808937073,
0.06277934461832047,
-0.06540436297655106,
0.002845547627657652,
-0.03952721878886223,
0.115323506295681,
-0.03641950711607933,
-0.0031032052356749773,
-0.06234436854720116,
-0.08449508249759674,
0.015920722857117653,
0.023095805197954178,
-0.034019287675619125,
0.05151195824146271,
0.0835200846195221,
0.10622870177030563,
-0.03822176903486252,
0.03013487532734871,
0.07197592407464981,
-0.02684413455426693,
0.04080680385231972,
0.01487291231751442,
0.03900420293211937,
-0.014370907098054886,
0.020839687436819077,
-0.017305077984929085,
0.059541281312704086,
-0.053035661578178406,
-0.0703691840171814,
0.10406123101711273,
-0.09245654195547104,
-0.008197175338864326,
-0.08380015194416046,
-0.023370882496237755,
-0.015771133825182915,
0.05944543704390526,
-0.030815493315458298,
-0.04832548648118973,
-0.024124551564455032,
-0.02626236528158188,
-0.06340938061475754,
0.03442421182990074,
0.07655332237482071,
-0.03288537636399269,
0.10733290016651154,
0.03736661374568939,
0.022031033411622047,
0.013206937350332737,
0.026647523045539856,
0.013056532479822636,
0.11807697266340256,
0.006260262802243233,
-0.027247192338109016,
0.01310780644416809,
0.026590127497911453,
0.027860356494784355,
0.008833269588649273,
0.057547006756067276,
0.05522345378994942,
0.013350815512239933,
-0.0019820432644337416,
-0.002333739772439003,
0.05617940425872803,
-0.005347465630620718,
0.0026248074136674404,
0.07352510839700699,
0.033768776804208755,
0.036620959639549255,
-0.03844352439045906,
-0.020713595673441887,
0.002426896942779422,
-0.05445294827222824,
-0.07480654120445251,
-0.046598002314567566,
-0.015115499496459961,
-0.010633820667862892,
-0.04697416350245476,
0.06314339488744736,
0.11161279678344727,
-0.007475350052118301,
0.002095848089084029,
-0.14199936389923096,
0.03206381946802139,
0.03579091280698776,
-0.007930499501526356,
4.5749116067530456e-33,
0.060640931129455566,
-0.01394658349454403,
-0.018929176032543182,
-0.05428796634078026,
0.03631303831934929,
-0.03507768735289574,
-0.0011636456474661827,
-0.010045584291219711,
-0.034031227231025696,
-0.10818642377853394,
0.005983272101730108,
0.09862788766622543,
0.010346423834562302,
-0.061232756823301315,
0.025929713621735573,
-0.014337458647787571,
0.033175475895404816,
0.10555336624383926,
0.12613186240196228,
0.027180111035704613,
0.00010749644570751116,
-0.021452942863106728,
-0.02001485787332058,
-0.021393300965428352,
0.0211442019790411,
0.05181054398417473,
0.014377855695784092,
0.10620077699422836,
0.06828181445598602,
-0.015202607028186321,
0.09990479052066803,
-0.06351086497306824,
-0.019073335453867912,
0.03418220952153206,
-0.0022051965352147818,
-0.07411681860685349,
-0.02492615580558777,
-0.13088347017765045,
0.0289799552410841,
-0.01707056351006031,
-0.03824818506836891,
0.006461351178586483,
-0.06793266534805298,
-0.009248009882867336,
-0.05733184888958931,
0.004241006914526224,
0.032365716993808746,
-0.05146453529596329,
-0.02788083627820015,
-0.0717557743191719,
0.060920216143131256,
0.011769887059926987,
0.041377000510692596,
0.00899118185043335,
-0.07481975853443146,
-0.009050432592630386,
0.022024502977728844,
-0.03200915828347206,
0.02070179581642151,
0.03471038118004799,
-0.005504752043634653,
-0.047980889678001404,
0.010438264347612858,
-0.04226565733551979,
0.06148176267743111,
-0.002881579101085663,
0.03442750871181488,
-0.010476570576429367,
-0.02613065391778946,
-0.02070574089884758,
0.02661665342748165,
0.032076623290777206,
0.037231408059597015,
0.005784677807241678,
-0.04465346783399582,
-0.026237592101097107,
-0.06308571994304657,
-0.04164895787835121,
-0.01801486499607563,
-0.046264082193374634,
0.05957059934735298,
-0.03797213360667229,
0.010422755032777786,
0.0008618346764706075,
-0.015950359404087067,
-0.018691176548600197,
-0.02469627931714058,
0.02185869589447975,
-0.08727551251649857,
0.07464239746332169,
0.0022064244840294123,
0.009411921724677086,
0.015357769094407558,
-0.030123822391033173,
0.07788868248462677,
-4.17820099779174e-33,
-0.04789714515209198,
-0.10849013179540634,
0.014224076643586159,
0.13765054941177368,
0.03835570812225342,
-0.007978702895343304,
-0.09683676809072495,
-0.004833431448787451,
-0.03495873883366585,
-0.03744572401046753,
-0.009272529743611813,
-0.05812545120716095,
-0.09091528505086899,
0.004943806678056717,
-0.05042380467057228,
0.023787470534443855,
0.04444000497460365,
-0.07935953140258789,
-0.04944336786866188,
0.055346012115478516,
0.027197953313589096,
0.019234446808695793,
-0.0778387114405632,
-0.0006030697259120643,
-0.0040464987978339195,
-0.04056140035390854,
-0.032608963549137115,
-0.05014070123434067,
-0.033687129616737366,
-0.08120276778936386,
-0.022854849696159363,
-0.05657149478793144,
-0.07538517564535141,
-0.0579209104180336,
0.021614275872707367,
0.013174723833799362,
-0.004451393615454435,
0.04319900646805763,
-0.02307942509651184,
0.0391327366232872,
0.057306550443172455,
0.003066748147830367,
-0.005030462052673101,
-0.05167403444647789,
-0.01168475579470396,
0.053329091519117355,
-0.16593226790428162,
0.06737255305051804,
-0.0893697589635849,
0.04489107057452202,
0.04771769046783447,
-0.0033702743239700794,
0.06166612729430199,
-0.04727190360426903,
0.07638473808765411,
0.024523377418518066,
-0.06989146769046783,
-0.019102532416582108,
-0.05331866070628166,
0.04897984489798546,
-0.03583461418747902,
-0.05872441083192825,
0.01416491623967886,
0.026827871799468994,
0.027427803725004196,
0.0594247430562973,
0.018355973064899445,
0.012232200242578983,
-0.040957268327474594,
0.048191484063863754,
0.04279699549078941,
0.011980204842984676,
-0.018325544893741608,
-0.003737029852345586,
0.051407646387815475,
-0.032263729721307755,
0.04615267366170883,
-0.09357737004756927,
0.007431395817548037,
0.045425884425640106,
-0.03820095583796501,
0.07112502306699753,
-0.0077505256049335,
-0.0356229692697525,
0.010585335083305836,
0.08216901868581772,
0.02276957966387272,
-0.018937120214104652,
0.07500531524419785,
-0.018397238105535507,
-0.023412076756358147,
0.010627711191773415,
-0.07738427072763443,
-0.007485531270503998,
-0.03714163973927498,
-3.8659049295119985e-8,
-0.010769265703856945,
0.0826064795255661,
0.005770534742623568,
0.05304501950740814,
0.05490855872631073,
0.02080444246530533,
0.028662076219916344,
0.04047330841422081,
0.08500758558511734,
0.05051182210445404,
0.018723808228969574,
-0.041221845895051956,
0.06832161545753479,
0.04693310707807541,
0.013157361187040806,
-0.018253611400723457,
0.03666772320866585,
-0.042917147278785706,
-0.025745755061507225,
-0.0505545437335968,
-0.004321788437664509,
0.06941995024681091,
0.044705141335725784,
0.0212304275482893,
0.12495522201061249,
-0.06419181078672409,
0.11932846158742905,
0.08008231967687607,
-0.029154283925890923,
-0.0593942254781723,
-0.05390506610274315,
-0.03289172425866127,
0.03805677592754364,
-0.043335333466529846,
0.018065912649035454,
0.049682434648275375,
-0.08416250348091125,
0.034342288970947266,
-0.028011973947286606,
0.01748301461338997,
0.08657827228307724,
0.009738489985466003,
-0.02578493021428585,
0.02339884638786316,
0.05940506234765053,
-0.03400149568915367,
-0.03793139010667801,
-0.013110840693116188,
-0.027790861204266548,
-0.09425006806850433,
0.021349038928747177,
-0.04778526723384857,
0.026143763214349747,
0.06534938514232635,
0.07943900674581528,
0.03676334768533707,
0.045671623200178146,
-0.021705541759729385,
0.08946888148784637,
0.14988434314727783,
0.022365229204297066,
-0.039347436279058456,
-0.03382210060954094,
0.0448344424366951
] | null | null | null | null | null | null | null |
[
-0.05497923120856285,
-0.06788238883018494,
-0.033463723957538605,
0.030143562704324722,
0.05347403883934021,
-0.10181602835655212,
-0.011476953513920307,
-0.10950233042240143,
-0.006972244009375572,
0.027829861268401146,
-0.015095755457878113,
-0.0009124064235948026,
0.055770400911569595,
-0.05595666170120239,
0.04077666625380516,
0.018088078126311302,
0.09966098517179489,
-0.003442272311076522,
-0.09083127975463867,
0.013372336514294147,
-0.10245662927627563,
-0.018747419118881226,
0.013496503233909607,
0.04064188152551651,
0.02216740883886814,
0.014660658314824104,
-0.01399498712271452,
0.056843601167201996,
-0.01160033605992794,
-0.04648894816637039,
-0.0753794014453888,
-0.009784181602299213,
-0.11636485904455185,
0.010140066966414452,
-0.019008230417966843,
0.03575501590967178,
0.014697467908263206,
0.01085670292377472,
0.03994929790496826,
0.009850993752479553,
0.024200381711125374,
-0.07134682685136795,
-0.03681793808937073,
0.06277934461832047,
-0.06540436297655106,
0.002845547627657652,
-0.03952721878886223,
0.115323506295681,
-0.03641950711607933,
-0.0031032052356749773,
-0.06234436854720116,
-0.08449508249759674,
0.015920722857117653,
0.023095805197954178,
-0.034019287675619125,
0.05151195824146271,
0.0835200846195221,
0.10622870177030563,
-0.03822176903486252,
0.03013487532734871,
0.07197592407464981,
-0.02684413455426693,
0.04080680385231972,
0.01487291231751442,
0.03900420293211937,
-0.014370907098054886,
0.020839687436819077,
-0.017305077984929085,
0.059541281312704086,
-0.053035661578178406,
-0.0703691840171814,
0.10406123101711273,
-0.09245654195547104,
-0.008197175338864326,
-0.08380015194416046,
-0.023370882496237755,
-0.015771133825182915,
0.05944543704390526,
-0.030815493315458298,
-0.04832548648118973,
-0.024124551564455032,
-0.02626236528158188,
-0.06340938061475754,
0.03442421182990074,
0.07655332237482071,
-0.03288537636399269,
0.10733290016651154,
0.03736661374568939,
0.022031033411622047,
0.013206937350332737,
0.026647523045539856,
0.013056532479822636,
0.11807697266340256,
0.006260262802243233,
-0.027247192338109016,
0.01310780644416809,
0.026590127497911453,
0.027860356494784355,
0.008833269588649273,
0.057547006756067276,
0.05522345378994942,
0.013350815512239933,
-0.0019820432644337416,
-0.002333739772439003,
0.05617940425872803,
-0.005347465630620718,
0.0026248074136674404,
0.07352510839700699,
0.033768776804208755,
0.036620959639549255,
-0.03844352439045906,
-0.020713595673441887,
0.002426896942779422,
-0.05445294827222824,
-0.07480654120445251,
-0.046598002314567566,
-0.015115499496459961,
-0.010633820667862892,
-0.04697416350245476,
0.06314339488744736,
0.11161279678344727,
-0.007475350052118301,
0.002095848089084029,
-0.14199936389923096,
0.03206381946802139,
0.03579091280698776,
-0.007930499501526356,
4.5749116067530456e-33,
0.060640931129455566,
-0.01394658349454403,
-0.018929176032543182,
-0.05428796634078026,
0.03631303831934929,
-0.03507768735289574,
-0.0011636456474661827,
-0.010045584291219711,
-0.034031227231025696,
-0.10818642377853394,
0.005983272101730108,
0.09862788766622543,
0.010346423834562302,
-0.061232756823301315,
0.025929713621735573,
-0.014337458647787571,
0.033175475895404816,
0.10555336624383926,
0.12613186240196228,
0.027180111035704613,
0.00010749644570751116,
-0.021452942863106728,
-0.02001485787332058,
-0.021393300965428352,
0.0211442019790411,
0.05181054398417473,
0.014377855695784092,
0.10620077699422836,
0.06828181445598602,
-0.015202607028186321,
0.09990479052066803,
-0.06351086497306824,
-0.019073335453867912,
0.03418220952153206,
-0.0022051965352147818,
-0.07411681860685349,
-0.02492615580558777,
-0.13088347017765045,
0.0289799552410841,
-0.01707056351006031,
-0.03824818506836891,
0.006461351178586483,
-0.06793266534805298,
-0.009248009882867336,
-0.05733184888958931,
0.004241006914526224,
0.032365716993808746,
-0.05146453529596329,
-0.02788083627820015,
-0.0717557743191719,
0.060920216143131256,
0.011769887059926987,
0.041377000510692596,
0.00899118185043335,
-0.07481975853443146,
-0.009050432592630386,
0.022024502977728844,
-0.03200915828347206,
0.02070179581642151,
0.03471038118004799,
-0.005504752043634653,
-0.047980889678001404,
0.010438264347612858,
-0.04226565733551979,
0.06148176267743111,
-0.002881579101085663,
0.03442750871181488,
-0.010476570576429367,
-0.02613065391778946,
-0.02070574089884758,
0.02661665342748165,
0.032076623290777206,
0.037231408059597015,
0.005784677807241678,
-0.04465346783399582,
-0.026237592101097107,
-0.06308571994304657,
-0.04164895787835121,
-0.01801486499607563,
-0.046264082193374634,
0.05957059934735298,
-0.03797213360667229,
0.010422755032777786,
0.0008618346764706075,
-0.015950359404087067,
-0.018691176548600197,
-0.02469627931714058,
0.02185869589447975,
-0.08727551251649857,
0.07464239746332169,
0.0022064244840294123,
0.009411921724677086,
0.015357769094407558,
-0.030123822391033173,
0.07788868248462677,
-4.17820099779174e-33,
-0.04789714515209198,
-0.10849013179540634,
0.014224076643586159,
0.13765054941177368,
0.03835570812225342,
-0.007978702895343304,
-0.09683676809072495,
-0.004833431448787451,
-0.03495873883366585,
-0.03744572401046753,
-0.009272529743611813,
-0.05812545120716095,
-0.09091528505086899,
0.004943806678056717,
-0.05042380467057228,
0.023787470534443855,
0.04444000497460365,
-0.07935953140258789,
-0.04944336786866188,
0.055346012115478516,
0.027197953313589096,
0.019234446808695793,
-0.0778387114405632,
-0.0006030697259120643,
-0.0040464987978339195,
-0.04056140035390854,
-0.032608963549137115,
-0.05014070123434067,
-0.033687129616737366,
-0.08120276778936386,
-0.022854849696159363,
-0.05657149478793144,
-0.07538517564535141,
-0.0579209104180336,
0.021614275872707367,
0.013174723833799362,
-0.004451393615454435,
0.04319900646805763,
-0.02307942509651184,
0.0391327366232872,
0.057306550443172455,
0.003066748147830367,
-0.005030462052673101,
-0.05167403444647789,
-0.01168475579470396,
0.053329091519117355,
-0.16593226790428162,
0.06737255305051804,
-0.0893697589635849,
0.04489107057452202,
0.04771769046783447,
-0.0033702743239700794,
0.06166612729430199,
-0.04727190360426903,
0.07638473808765411,
0.024523377418518066,
-0.06989146769046783,
-0.019102532416582108,
-0.05331866070628166,
0.04897984489798546,
-0.03583461418747902,
-0.05872441083192825,
0.01416491623967886,
0.026827871799468994,
0.027427803725004196,
0.0594247430562973,
0.018355973064899445,
0.012232200242578983,
-0.040957268327474594,
0.048191484063863754,
0.04279699549078941,
0.011980204842984676,
-0.018325544893741608,
-0.003737029852345586,
0.051407646387815475,
-0.032263729721307755,
0.04615267366170883,
-0.09357737004756927,
0.007431395817548037,
0.045425884425640106,
-0.03820095583796501,
0.07112502306699753,
-0.0077505256049335,
-0.0356229692697525,
0.010585335083305836,
0.08216901868581772,
0.02276957966387272,
-0.018937120214104652,
0.07500531524419785,
-0.018397238105535507,
-0.023412076756358147,
0.010627711191773415,
-0.07738427072763443,
-0.007485531270503998,
-0.03714163973927498,
-3.8659049295119985e-8,
-0.010769265703856945,
0.0826064795255661,
0.005770534742623568,
0.05304501950740814,
0.05490855872631073,
0.02080444246530533,
0.028662076219916344,
0.04047330841422081,
0.08500758558511734,
0.05051182210445404,
0.018723808228969574,
-0.041221845895051956,
0.06832161545753479,
0.04693310707807541,
0.013157361187040806,
-0.018253611400723457,
0.03666772320866585,
-0.042917147278785706,
-0.025745755061507225,
-0.0505545437335968,
-0.004321788437664509,
0.06941995024681091,
0.044705141335725784,
0.0212304275482893,
0.12495522201061249,
-0.06419181078672409,
0.11932846158742905,
0.08008231967687607,
-0.029154283925890923,
-0.0593942254781723,
-0.05390506610274315,
-0.03289172425866127,
0.03805677592754364,
-0.043335333466529846,
0.018065912649035454,
0.049682434648275375,
-0.08416250348091125,
0.034342288970947266,
-0.028011973947286606,
0.01748301461338997,
0.08657827228307724,
0.009738489985466003,
-0.02578493021428585,
0.02339884638786316,
0.05940506234765053,
-0.03400149568915367,
-0.03793139010667801,
-0.013110840693116188,
-0.027790861204266548,
-0.09425006806850433,
0.021349038928747177,
-0.04778526723384857,
0.026143763214349747,
0.06534938514232635,
0.07943900674581528,
0.03676334768533707,
0.045671623200178146,
-0.021705541759729385,
0.08946888148784637,
0.14988434314727783,
0.022365229204297066,
-0.039347436279058456,
-0.03382210060954094,
0.0448344424366951
] |
1402.3314
|
Anca Muscholl
|
Anca Muscholl (LaBRI), Igor Walukiewicz (LaBRI)
|
Distributed synthesis for acyclic architectures
| null | null | null | null |
cs.LO cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The distributed synthesis problem is about constructing cor- rect distributed
systems, i.e., systems that satisfy a given specification. We consider a
slightly more general problem of distributed control, where the goal is to
restrict the behavior of a given distributed system in order to satisfy the
specification. Our systems are finite state machines that communicate via
rendez-vous (Zielonka automata). We show decidability of the synthesis problem
for all omega-regular local specifications, under the restriction that the
communication graph of the system is acyclic. This result extends a previous
decidability result for a restricted form of local reachability specifications.
|
[
{
"created": "Thu, 13 Feb 2014 21:46:24 GMT",
"version": "v1"
},
{
"created": "Wed, 16 Jul 2014 16:22:26 GMT",
"version": "v2"
}
] |
2014-07-21
|
[
[
"Muscholl",
"Anca",
"",
"LaBRI"
],
[
"Walukiewicz",
"Igor",
"",
"LaBRI"
]
] |
[
-0.08044711500406265,
0.0498003214597702,
-0.07988177984952927,
-0.08815938979387283,
-0.03371376544237137,
-0.043336909264326096,
-0.06505091488361359,
0.00835893489420414,
-0.02754877880215645,
0.024317875504493713,
-0.04913131520152092,
-0.03803250193595886,
0.020338596776127815,
-0.01781516522169113,
-0.013449106365442276,
-0.03355691581964493,
0.07902682572603226,
-0.06308842450380325,
0.019972210749983788,
-0.04823315888643265,
0.010755539871752262,
0.0570669025182724,
-0.05402018874883652,
0.041514281183481216,
-0.023241322487592697,
0.02959858812391758,
-0.04860996827483177,
-0.06478779017925262,
0.05090080201625824,
-0.018020691350102425,
-0.03244408220052719,
-0.005106257740408182,
-0.03257499635219574,
0.026952175423502922,
0.004742789082229137,
0.07116895169019699,
0.038586415350437164,
-0.028902925550937653,
0.024248966947197914,
0.06008604168891907,
0.04361431673169136,
0.052091583609580994,
-0.008505290374159813,
-0.022682905197143555,
-0.04006464406847954,
-0.045659951865673065,
-0.031650420278310776,
0.045871175825595856,
-0.09789405018091202,
0.03288565203547478,
-0.0023642387241125107,
-0.019994767382740974,
-0.04105449840426445,
-0.007222077343612909,
0.08203857392072678,
0.00028190689045004547,
0.026005946099758148,
-0.011324924416840076,
0.004677034914493561,
-0.029818277806043625,
-0.0007039854535833001,
-0.03891865164041519,
-0.07293419539928436,
-0.021348467096686363,
-0.08678898960351944,
0.0407692976295948,
-0.006366027053445578,
-0.014994058758020401,
-0.01889994367957115,
0.0005068015307188034,
-0.00925470795482397,
-0.061770107597112656,
0.010330895893275738,
0.05178019776940346,
-0.04635406658053398,
-0.038973476737737656,
0.009960253722965717,
-0.02185923419892788,
-0.025490473955869675,
0.0547935888171196,
0.007248446345329285,
-0.011860791593790054,
0.011780557222664356,
0.012771912850439548,
0.027655426412820816,
-0.045297279953956604,
-0.05111643299460411,
-0.022649187594652176,
0.14158497750759125,
0.01004717592149973,
-0.05974524840712547,
-0.007015330716967583,
0.022958790883421898,
0.03649437427520752,
-0.02696637250483036,
-0.019387442618608475,
0.07719159126281738,
-0.02108924835920334,
0.03856988251209259,
0.024310676380991936,
0.0019261859124526381,
0.05024803802371025,
0.07006727904081345,
-0.05058356747031212,
-0.03791562095284462,
0.04433336481451988,
0.00487305736169219,
0.059971559792757034,
-0.037744756788015366,
0.006125577259808779,
-0.04191022738814354,
0.00823989324271679,
0.024167459458112717,
-0.03144124522805214,
0.021535446867346764,
0.04327397048473358,
0.023997828364372253,
-0.028804391622543335,
-0.013413988053798676,
-0.06325085461139679,
0.02083326317369938,
-0.09540145099163055,
0.03843698278069496,
0.003989310469478369,
0.08306442946195602,
-0.026532862335443497,
0.01815301738679409,
-1.5601627548433882e-33,
-0.0034149913117289543,
0.03779064491391182,
-0.018551956862211227,
0.0023214491084218025,
0.10634585469961166,
0.006224321201443672,
-0.0029763400088995695,
0.03842917084693909,
-0.04330307990312576,
-0.045060086995363235,
0.0599367693066597,
0.04331587255001068,
-0.021720949560403824,
-0.0031163878738880157,
0.06755658239126205,
0.01783437468111515,
0.10842426866292953,
-0.02179904282093048,
-0.02237948402762413,
-0.036692265421152115,
0.12547233700752258,
0.040432386100292206,
-0.03210972994565964,
-0.00347171351313591,
-0.040579915046691895,
-0.047781940549612045,
-0.020598379895091057,
-0.021235980093479156,
0.013014055788516998,
0.012522697448730469,
-0.07115230709314346,
0.0029221256263554096,
0.08005473762750626,
0.09559730440378189,
-0.02813783474266529,
0.06001919507980347,
-0.061628423631191254,
-0.0313192754983902,
-0.04592389613389969,
-0.05030275136232376,
0.12474283576011658,
0.0023090674076229334,
-0.11632852256298065,
-0.01044768188148737,
0.0048255096189677715,
-0.05759403854608536,
-0.05152186006307602,
0.025409379974007607,
-0.07484029978513718,
-0.09309868514537811,
-0.028974568471312523,
0.1007038801908493,
-0.08846739679574966,
-0.01399530190974474,
0.08205682039260864,
-0.056944459676742554,
-0.04939311370253563,
0.046183984726667404,
-0.010870497673749924,
0.11125456541776657,
0.004164678975939751,
0.09712204337120056,
-0.007310783956199884,
0.022628149017691612,
0.00169574620667845,
0.03963770344853401,
-0.07162430137395859,
-0.02805231139063835,
0.1485806405544281,
-0.017568456009030342,
-0.00032004580134525895,
-0.002646082080900669,
-0.004458045586943626,
0.07190783321857452,
0.09501700103282928,
-0.059579961001873016,
0.08522028475999832,
-0.022024696692824364,
0.009576726704835892,
-0.01679878495633602,
-0.007658595684915781,
-0.007519961334764957,
-0.08575686812400818,
0.14207051694393158,
0.04997635632753372,
-0.08178411424160004,
-0.05728425458073616,
0.11333876848220825,
-0.08652841299772263,
-0.025085223838686943,
-0.05968465283513069,
-0.022282026708126068,
0.06902319937944412,
0.0065488251857459545,
-0.05429406091570854,
-3.7710581978911227e-34,
0.011060559190809727,
-0.03997551649808884,
-0.0481332391500473,
0.03152559697628021,
-0.05785881727933884,
-0.016068343073129654,
-0.057986292988061905,
0.005976056680083275,
0.003050933126360178,
-0.0019061474595218897,
-0.08815879374742508,
-0.03626381978392601,
0.06835831701755524,
0.012819649651646614,
-0.033648375421762466,
-0.00882582925260067,
0.08519808202981949,
-0.05244497209787369,
-0.010299612767994404,
-0.028417393565177917,
0.017123930156230927,
0.045203473418951035,
0.0314236655831337,
0.008280007168650627,
0.0726371482014656,
0.04339715465903282,
-0.10686127096414566,
-0.006869501434266567,
0.014237391762435436,
0.00848453026264906,
-0.017089182510972023,
-0.08230618387460709,
-0.019445601850748062,
-0.0031536321621388197,
-0.047329459339380264,
-0.03709432855248451,
-0.011006878688931465,
0.11405231058597565,
-0.05655863881111145,
0.07340531796216965,
0.07008593529462814,
-0.13648740947246552,
-0.03711824119091034,
0.07552289217710495,
0.03474600240588188,
-0.023696308955550194,
-0.06355763971805573,
0.039207007735967636,
-0.012539595365524292,
-0.03402900695800781,
0.04678628593683243,
-0.01971226930618286,
0.05660635232925415,
-0.05144277960062027,
0.012987584806978703,
0.05737956613302231,
0.03431551903486252,
0.02205401286482811,
0.062207333743572235,
0.0020702825859189034,
-0.0030003979336470366,
-0.13635604083538055,
-0.015145632438361645,
0.0709872767329216,
0.10986357927322388,
-0.00829260889440775,
0.0132601922377944,
0.040759794414043427,
0.09566335380077362,
-0.0031530193518847227,
0.04712323099374771,
0.09303576499223709,
-0.054217319935560226,
0.03812676668167114,
0.11040157824754715,
-0.013844069093465805,
-0.05820808187127113,
-0.0004027850809507072,
-0.008020526729524136,
-0.017326602712273598,
-0.09924297034740448,
0.056469593197107315,
0.02529231272637844,
-0.007490743882954121,
0.00039286879473365843,
-0.04174550995230675,
0.025209464132785797,
-0.03234459459781647,
0.009773395955562592,
-0.03267570957541466,
0.03975369781255722,
0.055461764335632324,
-0.04023345559835434,
0.02878972701728344,
-0.011794060468673706,
-3.8934587109906715e-8,
-0.014875789172947407,
0.009767136536538601,
-0.03174344450235367,
0.013145760633051395,
0.0006365773733705282,
0.08220487087965012,
0.012025021016597748,
-0.13724254071712494,
0.0734177902340889,
-0.00440926244482398,
0.004244863986968994,
0.04720177873969078,
0.06398402154445648,
0.004560916218906641,
-0.08066770434379578,
-0.007232824806123972,
-0.009238618426024914,
-0.0013867659727111459,
0.004865067079663277,
0.030697716400027275,
0.042612116783857346,
-0.04540977627038956,
0.017537206411361694,
0.09723459929227829,
-0.041820742189884186,
-0.022434968501329422,
0.025153381749987602,
-0.011853957548737526,
-0.030574224889278412,
0.11095059663057327,
-0.012883598916232586,
0.0068349954672157764,
0.10824871063232422,
0.0787680447101593,
0.0020968529861420393,
-0.052385397255420685,
0.023585490882396698,
-0.03355873003602028,
0.008888306096196175,
-0.06777919828891754,
0.022602761164307594,
0.04461447894573212,
-0.13813172280788422,
0.05540839210152626,
0.03993167728185654,
-0.05870780721306801,
0.02803041599690914,
-0.06860728561878204,
0.012645459733903408,
0.009145611897110939,
0.021511869505047798,
0.04048333689570427,
0.024071039631962776,
-0.020491575822234154,
0.004129162058234215,
0.041535958647727966,
-0.0015136607689782977,
-0.08626671880483627,
0.03541134297847748,
-0.027317490428686142,
-0.040917202830314636,
0.11820000410079956,
0.03437935560941696,
0.013592061586678028
] | null | null | null | null | null | null | null |
[
-0.08044711500406265,
0.0498003214597702,
-0.07988177984952927,
-0.08815938979387283,
-0.03371376544237137,
-0.043336909264326096,
-0.06505091488361359,
0.00835893489420414,
-0.02754877880215645,
0.024317875504493713,
-0.04913131520152092,
-0.03803250193595886,
0.020338596776127815,
-0.01781516522169113,
-0.013449106365442276,
-0.03355691581964493,
0.07902682572603226,
-0.06308842450380325,
0.019972210749983788,
-0.04823315888643265,
0.010755539871752262,
0.0570669025182724,
-0.05402018874883652,
0.041514281183481216,
-0.023241322487592697,
0.02959858812391758,
-0.04860996827483177,
-0.06478779017925262,
0.05090080201625824,
-0.018020691350102425,
-0.03244408220052719,
-0.005106257740408182,
-0.03257499635219574,
0.026952175423502922,
0.004742789082229137,
0.07116895169019699,
0.038586415350437164,
-0.028902925550937653,
0.024248966947197914,
0.06008604168891907,
0.04361431673169136,
0.052091583609580994,
-0.008505290374159813,
-0.022682905197143555,
-0.04006464406847954,
-0.045659951865673065,
-0.031650420278310776,
0.045871175825595856,
-0.09789405018091202,
0.03288565203547478,
-0.0023642387241125107,
-0.019994767382740974,
-0.04105449840426445,
-0.007222077343612909,
0.08203857392072678,
0.00028190689045004547,
0.026005946099758148,
-0.011324924416840076,
0.004677034914493561,
-0.029818277806043625,
-0.0007039854535833001,
-0.03891865164041519,
-0.07293419539928436,
-0.021348467096686363,
-0.08678898960351944,
0.0407692976295948,
-0.006366027053445578,
-0.014994058758020401,
-0.01889994367957115,
0.0005068015307188034,
-0.00925470795482397,
-0.061770107597112656,
0.010330895893275738,
0.05178019776940346,
-0.04635406658053398,
-0.038973476737737656,
0.009960253722965717,
-0.02185923419892788,
-0.025490473955869675,
0.0547935888171196,
0.007248446345329285,
-0.011860791593790054,
0.011780557222664356,
0.012771912850439548,
0.027655426412820816,
-0.045297279953956604,
-0.05111643299460411,
-0.022649187594652176,
0.14158497750759125,
0.01004717592149973,
-0.05974524840712547,
-0.007015330716967583,
0.022958790883421898,
0.03649437427520752,
-0.02696637250483036,
-0.019387442618608475,
0.07719159126281738,
-0.02108924835920334,
0.03856988251209259,
0.024310676380991936,
0.0019261859124526381,
0.05024803802371025,
0.07006727904081345,
-0.05058356747031212,
-0.03791562095284462,
0.04433336481451988,
0.00487305736169219,
0.059971559792757034,
-0.037744756788015366,
0.006125577259808779,
-0.04191022738814354,
0.00823989324271679,
0.024167459458112717,
-0.03144124522805214,
0.021535446867346764,
0.04327397048473358,
0.023997828364372253,
-0.028804391622543335,
-0.013413988053798676,
-0.06325085461139679,
0.02083326317369938,
-0.09540145099163055,
0.03843698278069496,
0.003989310469478369,
0.08306442946195602,
-0.026532862335443497,
0.01815301738679409,
-1.5601627548433882e-33,
-0.0034149913117289543,
0.03779064491391182,
-0.018551956862211227,
0.0023214491084218025,
0.10634585469961166,
0.006224321201443672,
-0.0029763400088995695,
0.03842917084693909,
-0.04330307990312576,
-0.045060086995363235,
0.0599367693066597,
0.04331587255001068,
-0.021720949560403824,
-0.0031163878738880157,
0.06755658239126205,
0.01783437468111515,
0.10842426866292953,
-0.02179904282093048,
-0.02237948402762413,
-0.036692265421152115,
0.12547233700752258,
0.040432386100292206,
-0.03210972994565964,
-0.00347171351313591,
-0.040579915046691895,
-0.047781940549612045,
-0.020598379895091057,
-0.021235980093479156,
0.013014055788516998,
0.012522697448730469,
-0.07115230709314346,
0.0029221256263554096,
0.08005473762750626,
0.09559730440378189,
-0.02813783474266529,
0.06001919507980347,
-0.061628423631191254,
-0.0313192754983902,
-0.04592389613389969,
-0.05030275136232376,
0.12474283576011658,
0.0023090674076229334,
-0.11632852256298065,
-0.01044768188148737,
0.0048255096189677715,
-0.05759403854608536,
-0.05152186006307602,
0.025409379974007607,
-0.07484029978513718,
-0.09309868514537811,
-0.028974568471312523,
0.1007038801908493,
-0.08846739679574966,
-0.01399530190974474,
0.08205682039260864,
-0.056944459676742554,
-0.04939311370253563,
0.046183984726667404,
-0.010870497673749924,
0.11125456541776657,
0.004164678975939751,
0.09712204337120056,
-0.007310783956199884,
0.022628149017691612,
0.00169574620667845,
0.03963770344853401,
-0.07162430137395859,
-0.02805231139063835,
0.1485806405544281,
-0.017568456009030342,
-0.00032004580134525895,
-0.002646082080900669,
-0.004458045586943626,
0.07190783321857452,
0.09501700103282928,
-0.059579961001873016,
0.08522028475999832,
-0.022024696692824364,
0.009576726704835892,
-0.01679878495633602,
-0.007658595684915781,
-0.007519961334764957,
-0.08575686812400818,
0.14207051694393158,
0.04997635632753372,
-0.08178411424160004,
-0.05728425458073616,
0.11333876848220825,
-0.08652841299772263,
-0.025085223838686943,
-0.05968465283513069,
-0.022282026708126068,
0.06902319937944412,
0.0065488251857459545,
-0.05429406091570854,
-3.7710581978911227e-34,
0.011060559190809727,
-0.03997551649808884,
-0.0481332391500473,
0.03152559697628021,
-0.05785881727933884,
-0.016068343073129654,
-0.057986292988061905,
0.005976056680083275,
0.003050933126360178,
-0.0019061474595218897,
-0.08815879374742508,
-0.03626381978392601,
0.06835831701755524,
0.012819649651646614,
-0.033648375421762466,
-0.00882582925260067,
0.08519808202981949,
-0.05244497209787369,
-0.010299612767994404,
-0.028417393565177917,
0.017123930156230927,
0.045203473418951035,
0.0314236655831337,
0.008280007168650627,
0.0726371482014656,
0.04339715465903282,
-0.10686127096414566,
-0.006869501434266567,
0.014237391762435436,
0.00848453026264906,
-0.017089182510972023,
-0.08230618387460709,
-0.019445601850748062,
-0.0031536321621388197,
-0.047329459339380264,
-0.03709432855248451,
-0.011006878688931465,
0.11405231058597565,
-0.05655863881111145,
0.07340531796216965,
0.07008593529462814,
-0.13648740947246552,
-0.03711824119091034,
0.07552289217710495,
0.03474600240588188,
-0.023696308955550194,
-0.06355763971805573,
0.039207007735967636,
-0.012539595365524292,
-0.03402900695800781,
0.04678628593683243,
-0.01971226930618286,
0.05660635232925415,
-0.05144277960062027,
0.012987584806978703,
0.05737956613302231,
0.03431551903486252,
0.02205401286482811,
0.062207333743572235,
0.0020702825859189034,
-0.0030003979336470366,
-0.13635604083538055,
-0.015145632438361645,
0.0709872767329216,
0.10986357927322388,
-0.00829260889440775,
0.0132601922377944,
0.040759794414043427,
0.09566335380077362,
-0.0031530193518847227,
0.04712323099374771,
0.09303576499223709,
-0.054217319935560226,
0.03812676668167114,
0.11040157824754715,
-0.013844069093465805,
-0.05820808187127113,
-0.0004027850809507072,
-0.008020526729524136,
-0.017326602712273598,
-0.09924297034740448,
0.056469593197107315,
0.02529231272637844,
-0.007490743882954121,
0.00039286879473365843,
-0.04174550995230675,
0.025209464132785797,
-0.03234459459781647,
0.009773395955562592,
-0.03267570957541466,
0.03975369781255722,
0.055461764335632324,
-0.04023345559835434,
0.02878972701728344,
-0.011794060468673706,
-3.8934587109906715e-8,
-0.014875789172947407,
0.009767136536538601,
-0.03174344450235367,
0.013145760633051395,
0.0006365773733705282,
0.08220487087965012,
0.012025021016597748,
-0.13724254071712494,
0.0734177902340889,
-0.00440926244482398,
0.004244863986968994,
0.04720177873969078,
0.06398402154445648,
0.004560916218906641,
-0.08066770434379578,
-0.007232824806123972,
-0.009238618426024914,
-0.0013867659727111459,
0.004865067079663277,
0.030697716400027275,
0.042612116783857346,
-0.04540977627038956,
0.017537206411361694,
0.09723459929227829,
-0.041820742189884186,
-0.022434968501329422,
0.025153381749987602,
-0.011853957548737526,
-0.030574224889278412,
0.11095059663057327,
-0.012883598916232586,
0.0068349954672157764,
0.10824871063232422,
0.0787680447101593,
0.0020968529861420393,
-0.052385397255420685,
0.023585490882396698,
-0.03355873003602028,
0.008888306096196175,
-0.06777919828891754,
0.022602761164307594,
0.04461447894573212,
-0.13813172280788422,
0.05540839210152626,
0.03993167728185654,
-0.05870780721306801,
0.02803041599690914,
-0.06860728561878204,
0.012645459733903408,
0.009145611897110939,
0.021511869505047798,
0.04048333689570427,
0.024071039631962776,
-0.020491575822234154,
0.004129162058234215,
0.041535958647727966,
-0.0015136607689782977,
-0.08626671880483627,
0.03541134297847748,
-0.027317490428686142,
-0.040917202830314636,
0.11820000410079956,
0.03437935560941696,
0.013592061586678028
] |
1402.3317
|
Ali Al-Matouq Ali A Al-Matouq
|
Ali Al-Matouq and Tyrone Vincent
|
Multiple Window Moving Horizon Estimation
|
13 pages
| null | null | null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Long horizon lengths in Moving Horizon Estimation are desirable to reach the
performance limits of the full information estimator. However, the conventional
MHE technique suffers from a number of deficiencies in this respect. First, the
problem complexity scales at least linearly with the horizon length selected,
which restrains from selecting long horizons if computational limitations are
present. Second, there is no monitoring of constraint activity/inactivity which
results in conducting redundant constrained minimizations even when no
constraints are active. In this study we develop a Multiple-Window Moving
Horizon Estimation strategy (MW-MHE) that exploits constraint inactivity to
reduce the problem size in long horizon estimation problems. The arrival cost
is approximated using the unconstrained full information estimator arrival cost
to guarantee stability of the technique. A new horizon length selection
criteria is developed based on maximum sensitivity between remote states in
time. The development will be in terms of general causal descriptor systems,
which includes the standard state space representation as a special case. The
potential of the new estimation algorithm will be demonstrated with an example
showing a significant reduction in both computation time and numerical errors
compared to conventional MHE.
|
[
{
"created": "Thu, 13 Feb 2014 21:49:05 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Al-Matouq",
"Ali",
""
],
[
"Vincent",
"Tyrone",
""
]
] |
[
0.049263957887887955,
-0.026745688170194626,
0.01249738410115242,
0.016819903627038002,
0.12493302673101425,
0.002191361039876938,
-0.04908772557973862,
-0.031670842319726944,
0.04713064804673195,
0.040305983275175095,
-0.07545924186706543,
-0.049603790044784546,
-0.015558321960270405,
-0.00020660071459133178,
-0.08912534266710281,
-0.01769917644560337,
0.04123174026608467,
-0.07757639139890671,
-0.0277014821767807,
-0.05461551249027252,
0.015120197087526321,
0.0026320326142013073,
-0.0720474123954773,
0.047825898975133896,
-0.0006137089803814888,
-0.04576881602406502,
-0.008091614581644535,
-0.06753399223089218,
0.005921926349401474,
0.034926481544971466,
-0.04057946056127548,
0.006419194396585226,
-0.0028895558789372444,
-0.07596994936466217,
0.006889684591442347,
0.025070209056138992,
-0.014655192382633686,
0.017313897609710693,
-0.06445473432540894,
-0.01259771827608347,
0.06100953742861748,
0.020368153229355812,
0.032010987401008606,
-0.01810654066503048,
-0.016129931434988976,
0.07630249112844467,
0.007109447382390499,
0.0700623095035553,
0.005867405328899622,
0.022097311913967133,
-0.05116485059261322,
0.07015354186296463,
-0.0179578959941864,
0.024986624717712402,
0.024913007393479347,
0.015390414744615555,
0.005574680399149656,
0.006453025620430708,
-0.04612143710255623,
0.10424142330884933,
-0.08957365155220032,
-0.03274111822247505,
-0.005282400641590357,
-0.04090641438961029,
0.003564755665138364,
0.05752340331673622,
-0.004507570061832666,
-0.02743317186832428,
-0.0650828629732132,
0.07375435531139374,
-0.08095599710941315,
0.030050765722990036,
-0.045075852423906326,
-0.023463580757379532,
0.03172634169459343,
-0.05519498512148857,
0.07692809402942657,
0.03387782350182533,
0.041083674877882004,
-0.0380500853061676,
0.07416822761297226,
0.046302661299705505,
-0.03420184925198555,
0.0026848986744880676,
0.07638151198625565,
0.0015391565393656492,
-0.09896618872880936,
0.02634507417678833,
0.1374416947364807,
-0.01705785095691681,
0.03420798107981682,
-0.13630959391593933,
-0.055620227009058,
0.06377317756414413,
0.0753713920712471,
-0.07643246650695801,
-0.023662734776735306,
0.07114604860544205,
0.014321060851216316,
0.009116165339946747,
-0.06165783852338791,
-0.03849930316209793,
0.042544666677713394,
-0.0016627745935693383,
-0.006423738785088062,
-0.018822763115167618,
0.009837540797889233,
0.07142291963100433,
-0.007928094826638699,
0.002338225720450282,
0.04897626116871834,
-0.006601775996387005,
0.06355375796556473,
-0.057725921273231506,
-0.011972451582551003,
0.010748938657343388,
-0.02366854064166546,
-0.006870472803711891,
-0.025016453117132187,
0.010533396154642105,
-0.032188668847084045,
-0.11506909132003784,
0.08038624376058578,
0.020515350624918938,
-0.006831068079918623,
-0.0029900907538831234,
0.013794860802590847,
3.71507459066699e-33,
-0.04070064797997475,
0.02560953050851822,
-0.008236715570092201,
-0.042007170617580414,
-0.04834706708788872,
0.08440550416707993,
0.016419464722275734,
0.06823302805423737,
0.022888675332069397,
0.0388832651078701,
0.022298067808151245,
-0.00381137290969491,
-0.0583256371319294,
-0.05060278996825218,
0.09952621161937714,
-0.025376304984092712,
0.10934712737798691,
0.1263585388660431,
-0.009328092448413372,
0.007165952119976282,
0.044581666588783264,
-0.10961665213108063,
-0.11391717940568924,
-0.07611370831727982,
0.08288836479187012,
-0.003062746487557888,
-0.017445331439375877,
-0.008030814118683338,
-0.005549484398216009,
-0.01739105023443699,
-0.02648487314581871,
0.012517174705862999,
-0.04418215528130531,
0.004448805470019579,
0.016280975192785263,
-0.05010588839650154,
-0.09289105981588364,
0.00743146101012826,
-0.04832317307591438,
0.026897741481661797,
-0.026051850989460945,
0.03468483313918114,
0.005094390362501144,
-0.045979395508766174,
-0.09400024265050888,
-0.09003911167383194,
0.01793633960187435,
0.01099486742168665,
-0.05817459523677826,
0.06026088818907738,
0.013987740501761436,
0.022002121433615685,
-0.06699036806821823,
-0.04434856027364731,
-0.03495215252041817,
-0.04220009222626686,
-0.009546969085931778,
-0.013309183530509472,
-0.01754337176680565,
0.11513123661279678,
-0.1068844273686409,
-0.03046325035393238,
0.0013082149671390653,
-0.034843895584344864,
0.07461363077163696,
0.030778273940086365,
-0.04393603652715683,
-0.007806865964084864,
0.014312765561044216,
-0.04158905893564224,
0.05797264724969864,
-0.029582031071186066,
0.10158010572195053,
0.01987273059785366,
0.02539389207959175,
-0.045798882842063904,
0.04507466405630112,
0.08562806248664856,
0.05112144351005554,
0.006842245813459158,
-0.07446202635765076,
0.01878693886101246,
-0.046588193625211716,
0.011624067090451717,
0.029980989173054695,
0.06569681316614151,
-0.02603113278746605,
0.026134440675377846,
-0.08080098032951355,
-0.0966845229268074,
-0.049498360604047775,
-0.003508056979626417,
-0.0431743785738945,
0.018523801118135452,
-0.037389084696769714,
-5.132125683743565e-33,
0.04961134120821953,
-0.05778636783361435,
0.06005330756306648,
-0.08948613703250885,
0.03740905970335007,
0.008208389393985271,
-0.00318828783929348,
0.07622330635786057,
-0.016235964372754097,
-0.0695388913154602,
-0.07390718907117844,
-0.037049394100904465,
0.0001293926761718467,
0.05005034804344177,
0.020018350332975388,
0.05763530731201172,
0.020965812727808952,
0.02035299688577652,
0.056169960647821426,
0.046050019562244415,
0.10420383512973785,
-0.06185101717710495,
-0.07019932568073273,
0.006105402950197458,
0.039204783737659454,
-0.015139114111661911,
0.05631563812494278,
0.048714764416217804,
-0.04147491976618767,
-0.009160930290818214,
-0.08818136900663376,
-0.029506130144000053,
-0.09315149486064911,
0.07183240354061127,
0.0025515728630125523,
0.035246796905994415,
-0.0013330572983250022,
0.05086131393909454,
-0.07327821850776672,
0.10649286210536957,
0.06589950621128082,
0.04001500457525253,
-0.006862117443233728,
0.01285050343722105,
0.05126561224460602,
0.05234847217798233,
-0.04273053631186485,
0.149211123585701,
0.05697362497448921,
-0.016812466084957123,
-0.04668857902288437,
-0.00676555885002017,
-0.014609018340706825,
0.07844416797161102,
-0.046971604228019714,
0.00928167998790741,
-0.06108534708619118,
0.004783852957189083,
0.0547826774418354,
-0.050275132060050964,
0.03225328400731087,
-0.03549446165561676,
-0.031949546188116074,
0.03626365214586258,
0.02947956882417202,
-0.02047601155936718,
0.08508927375078201,
-0.03180044889450073,
-0.042004864662885666,
0.020336398854851723,
-0.031638339161872864,
-0.008175366558134556,
-0.011437530629336834,
0.029480380937457085,
-0.022750362753868103,
0.012865819036960602,
0.055974576622247696,
-0.07398661226034164,
0.01673053577542305,
-0.010129355825483799,
0.017944158986210823,
-0.01900622621178627,
0.07603169232606888,
0.03511493653059006,
-0.022032976150512695,
0.07442781329154968,
0.1141887977719307,
0.004755578935146332,
0.05482938140630722,
-0.02843097783625126,
-0.08495329320430756,
0.020299715921282768,
-0.00013116416812408715,
0.006630350835621357,
-0.04429406672716141,
-5.100572764149547e-8,
-0.01506840530782938,
0.02709275484085083,
-0.05015596002340317,
-0.08905964344739914,
0.0014571389183402061,
0.03238645941019058,
-0.006629337090998888,
-0.09028574079275131,
0.00023676158161833882,
-0.0697476863861084,
0.01981194131076336,
-0.006799471564590931,
-0.0005352453445084393,
0.011094288900494576,
-0.07521088421344757,
-0.005705785006284714,
0.009885529056191444,
-0.11507969349622726,
0.02145877480506897,
0.11736395210027695,
0.031962402164936066,
-0.008546723984181881,
0.009139155969023705,
-0.027285322546958923,
0.021119888871908188,
-0.07246003299951553,
-0.010562364012002945,
0.06304775923490524,
0.015476860105991364,
-0.013974008150398731,
-0.0664433166384697,
0.09824419766664505,
0.025497764348983765,
0.07765961438417435,
0.02558278478682041,
-0.08237224817276001,
-0.05069507285952568,
0.003630156861618161,
-0.07424565404653549,
0.0357135571539402,
0.03946234658360481,
0.0900086909532547,
-0.09648629277944565,
0.018995672464370728,
0.08844660967588425,
0.04864639416337013,
0.03456038236618042,
-0.1269521713256836,
-0.028494328260421753,
0.010190733708441257,
0.04678916931152344,
-0.014237269759178162,
0.0025843961630016565,
0.05696534737944603,
0.020040830597281456,
0.022623920813202858,
0.05540541186928749,
-0.07918785512447357,
0.04984940588474274,
-0.0014963047578930855,
0.030891774222254753,
0.034943193197250366,
-0.04697471484541893,
0.0025008211378008127
] | null | null | null | null | null | null | null |
[
0.049263957887887955,
-0.026745688170194626,
0.01249738410115242,
0.016819903627038002,
0.12493302673101425,
0.002191361039876938,
-0.04908772557973862,
-0.031670842319726944,
0.04713064804673195,
0.040305983275175095,
-0.07545924186706543,
-0.049603790044784546,
-0.015558321960270405,
-0.00020660071459133178,
-0.08912534266710281,
-0.01769917644560337,
0.04123174026608467,
-0.07757639139890671,
-0.0277014821767807,
-0.05461551249027252,
0.015120197087526321,
0.0026320326142013073,
-0.0720474123954773,
0.047825898975133896,
-0.0006137089803814888,
-0.04576881602406502,
-0.008091614581644535,
-0.06753399223089218,
0.005921926349401474,
0.034926481544971466,
-0.04057946056127548,
0.006419194396585226,
-0.0028895558789372444,
-0.07596994936466217,
0.006889684591442347,
0.025070209056138992,
-0.014655192382633686,
0.017313897609710693,
-0.06445473432540894,
-0.01259771827608347,
0.06100953742861748,
0.020368153229355812,
0.032010987401008606,
-0.01810654066503048,
-0.016129931434988976,
0.07630249112844467,
0.007109447382390499,
0.0700623095035553,
0.005867405328899622,
0.022097311913967133,
-0.05116485059261322,
0.07015354186296463,
-0.0179578959941864,
0.024986624717712402,
0.024913007393479347,
0.015390414744615555,
0.005574680399149656,
0.006453025620430708,
-0.04612143710255623,
0.10424142330884933,
-0.08957365155220032,
-0.03274111822247505,
-0.005282400641590357,
-0.04090641438961029,
0.003564755665138364,
0.05752340331673622,
-0.004507570061832666,
-0.02743317186832428,
-0.0650828629732132,
0.07375435531139374,
-0.08095599710941315,
0.030050765722990036,
-0.045075852423906326,
-0.023463580757379532,
0.03172634169459343,
-0.05519498512148857,
0.07692809402942657,
0.03387782350182533,
0.041083674877882004,
-0.0380500853061676,
0.07416822761297226,
0.046302661299705505,
-0.03420184925198555,
0.0026848986744880676,
0.07638151198625565,
0.0015391565393656492,
-0.09896618872880936,
0.02634507417678833,
0.1374416947364807,
-0.01705785095691681,
0.03420798107981682,
-0.13630959391593933,
-0.055620227009058,
0.06377317756414413,
0.0753713920712471,
-0.07643246650695801,
-0.023662734776735306,
0.07114604860544205,
0.014321060851216316,
0.009116165339946747,
-0.06165783852338791,
-0.03849930316209793,
0.042544666677713394,
-0.0016627745935693383,
-0.006423738785088062,
-0.018822763115167618,
0.009837540797889233,
0.07142291963100433,
-0.007928094826638699,
0.002338225720450282,
0.04897626116871834,
-0.006601775996387005,
0.06355375796556473,
-0.057725921273231506,
-0.011972451582551003,
0.010748938657343388,
-0.02366854064166546,
-0.006870472803711891,
-0.025016453117132187,
0.010533396154642105,
-0.032188668847084045,
-0.11506909132003784,
0.08038624376058578,
0.020515350624918938,
-0.006831068079918623,
-0.0029900907538831234,
0.013794860802590847,
3.71507459066699e-33,
-0.04070064797997475,
0.02560953050851822,
-0.008236715570092201,
-0.042007170617580414,
-0.04834706708788872,
0.08440550416707993,
0.016419464722275734,
0.06823302805423737,
0.022888675332069397,
0.0388832651078701,
0.022298067808151245,
-0.00381137290969491,
-0.0583256371319294,
-0.05060278996825218,
0.09952621161937714,
-0.025376304984092712,
0.10934712737798691,
0.1263585388660431,
-0.009328092448413372,
0.007165952119976282,
0.044581666588783264,
-0.10961665213108063,
-0.11391717940568924,
-0.07611370831727982,
0.08288836479187012,
-0.003062746487557888,
-0.017445331439375877,
-0.008030814118683338,
-0.005549484398216009,
-0.01739105023443699,
-0.02648487314581871,
0.012517174705862999,
-0.04418215528130531,
0.004448805470019579,
0.016280975192785263,
-0.05010588839650154,
-0.09289105981588364,
0.00743146101012826,
-0.04832317307591438,
0.026897741481661797,
-0.026051850989460945,
0.03468483313918114,
0.005094390362501144,
-0.045979395508766174,
-0.09400024265050888,
-0.09003911167383194,
0.01793633960187435,
0.01099486742168665,
-0.05817459523677826,
0.06026088818907738,
0.013987740501761436,
0.022002121433615685,
-0.06699036806821823,
-0.04434856027364731,
-0.03495215252041817,
-0.04220009222626686,
-0.009546969085931778,
-0.013309183530509472,
-0.01754337176680565,
0.11513123661279678,
-0.1068844273686409,
-0.03046325035393238,
0.0013082149671390653,
-0.034843895584344864,
0.07461363077163696,
0.030778273940086365,
-0.04393603652715683,
-0.007806865964084864,
0.014312765561044216,
-0.04158905893564224,
0.05797264724969864,
-0.029582031071186066,
0.10158010572195053,
0.01987273059785366,
0.02539389207959175,
-0.045798882842063904,
0.04507466405630112,
0.08562806248664856,
0.05112144351005554,
0.006842245813459158,
-0.07446202635765076,
0.01878693886101246,
-0.046588193625211716,
0.011624067090451717,
0.029980989173054695,
0.06569681316614151,
-0.02603113278746605,
0.026134440675377846,
-0.08080098032951355,
-0.0966845229268074,
-0.049498360604047775,
-0.003508056979626417,
-0.0431743785738945,
0.018523801118135452,
-0.037389084696769714,
-5.132125683743565e-33,
0.04961134120821953,
-0.05778636783361435,
0.06005330756306648,
-0.08948613703250885,
0.03740905970335007,
0.008208389393985271,
-0.00318828783929348,
0.07622330635786057,
-0.016235964372754097,
-0.0695388913154602,
-0.07390718907117844,
-0.037049394100904465,
0.0001293926761718467,
0.05005034804344177,
0.020018350332975388,
0.05763530731201172,
0.020965812727808952,
0.02035299688577652,
0.056169960647821426,
0.046050019562244415,
0.10420383512973785,
-0.06185101717710495,
-0.07019932568073273,
0.006105402950197458,
0.039204783737659454,
-0.015139114111661911,
0.05631563812494278,
0.048714764416217804,
-0.04147491976618767,
-0.009160930290818214,
-0.08818136900663376,
-0.029506130144000053,
-0.09315149486064911,
0.07183240354061127,
0.0025515728630125523,
0.035246796905994415,
-0.0013330572983250022,
0.05086131393909454,
-0.07327821850776672,
0.10649286210536957,
0.06589950621128082,
0.04001500457525253,
-0.006862117443233728,
0.01285050343722105,
0.05126561224460602,
0.05234847217798233,
-0.04273053631186485,
0.149211123585701,
0.05697362497448921,
-0.016812466084957123,
-0.04668857902288437,
-0.00676555885002017,
-0.014609018340706825,
0.07844416797161102,
-0.046971604228019714,
0.00928167998790741,
-0.06108534708619118,
0.004783852957189083,
0.0547826774418354,
-0.050275132060050964,
0.03225328400731087,
-0.03549446165561676,
-0.031949546188116074,
0.03626365214586258,
0.02947956882417202,
-0.02047601155936718,
0.08508927375078201,
-0.03180044889450073,
-0.042004864662885666,
0.020336398854851723,
-0.031638339161872864,
-0.008175366558134556,
-0.011437530629336834,
0.029480380937457085,
-0.022750362753868103,
0.012865819036960602,
0.055974576622247696,
-0.07398661226034164,
0.01673053577542305,
-0.010129355825483799,
0.017944158986210823,
-0.01900622621178627,
0.07603169232606888,
0.03511493653059006,
-0.022032976150512695,
0.07442781329154968,
0.1141887977719307,
0.004755578935146332,
0.05482938140630722,
-0.02843097783625126,
-0.08495329320430756,
0.020299715921282768,
-0.00013116416812408715,
0.006630350835621357,
-0.04429406672716141,
-5.100572764149547e-8,
-0.01506840530782938,
0.02709275484085083,
-0.05015596002340317,
-0.08905964344739914,
0.0014571389183402061,
0.03238645941019058,
-0.006629337090998888,
-0.09028574079275131,
0.00023676158161833882,
-0.0697476863861084,
0.01981194131076336,
-0.006799471564590931,
-0.0005352453445084393,
0.011094288900494576,
-0.07521088421344757,
-0.005705785006284714,
0.009885529056191444,
-0.11507969349622726,
0.02145877480506897,
0.11736395210027695,
0.031962402164936066,
-0.008546723984181881,
0.009139155969023705,
-0.027285322546958923,
0.021119888871908188,
-0.07246003299951553,
-0.010562364012002945,
0.06304775923490524,
0.015476860105991364,
-0.013974008150398731,
-0.0664433166384697,
0.09824419766664505,
0.025497764348983765,
0.07765961438417435,
0.02558278478682041,
-0.08237224817276001,
-0.05069507285952568,
0.003630156861618161,
-0.07424565404653549,
0.0357135571539402,
0.03946234658360481,
0.0900086909532547,
-0.09648629277944565,
0.018995672464370728,
0.08844660967588425,
0.04864639416337013,
0.03456038236618042,
-0.1269521713256836,
-0.028494328260421753,
0.010190733708441257,
0.04678916931152344,
-0.014237269759178162,
0.0025843961630016565,
0.05696534737944603,
0.020040830597281456,
0.022623920813202858,
0.05540541186928749,
-0.07918785512447357,
0.04984940588474274,
-0.0014963047578930855,
0.030891774222254753,
0.034943193197250366,
-0.04697471484541893,
0.0025008211378008127
] |
1402.3319
|
Boris \v{S}kori\'c
|
Boris Skoric, Sebastiaan J.A. de Hoogh, Nicola Zannone
|
Flow-based reputation with uncertainty: Evidence-Based Subjective Logic
| null | null | null | null |
cs.DC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The concept of reputation is widely used as a measure of trustworthiness
based on ratings from members in a community. The adoption of reputation
systems, however, relies on their ability to capture the actual trustworthiness
of a target. Several reputation models for aggregating trust information have
been proposed in the literature. The choice of model has an impact on the
reliability of the aggregated trust information as well as on the procedure
used to compute reputations. Two prominent models are flow-based reputation
(e.g., EigenTrust, PageRank) and Subjective Logic based reputation. Flow-based
models provide an automated method to aggregate trust information, but they are
not able to express the level of uncertainty in the information. In contrast,
Subjective Logic extends probabilistic models with an explicit notion of
uncertainty, but the calculation of reputation depends on the structure of the
trust network and often requires information to be discarded. These are severe
drawbacks.
In this work, we observe that the `opinion discounting' operation in
Subjective Logic has a number of basic problems. We resolve these problems by
providing a new discounting operator that describes the flow of evidence from
one party to another. The adoption of our discounting rule results in a
consistent Subjective Logic algebra that is entirely based on the handling of
evidence. We show that the new algebra enables the construction of an automated
reputation assessment procedure for arbitrary trust networks, where the
calculation no longer depends on the structure of the network, and does not
need to throw away any information. Thus, we obtain the best of both worlds:
flow-based reputation and consistent handling of uncertainties.
|
[
{
"created": "Thu, 13 Feb 2014 21:49:52 GMT",
"version": "v1"
},
{
"created": "Tue, 24 Feb 2015 15:55:37 GMT",
"version": "v2"
}
] |
2015-02-25
|
[
[
"Skoric",
"Boris",
""
],
[
"de Hoogh",
"Sebastiaan J. A.",
""
],
[
"Zannone",
"Nicola",
""
]
] |
[
-0.038782812654972076,
-0.0870823934674263,
-0.09314706921577454,
-0.012943539768457413,
-0.06785891205072403,
0.015072855167090893,
0.11091998219490051,
0.020686745643615723,
0.10010825842618942,
0.0441833920776844,
0.07569650560617447,
-0.04829380288720131,
0.158439040184021,
0.08766978979110718,
-0.02463757060468197,
0.02137702889740467,
0.03355617821216583,
0.010038773529231548,
-0.08413686603307724,
-0.05651852861046791,
-0.05845494195818901,
-0.04195529222488403,
-0.06105874478816986,
-0.009425600990653038,
-0.012536785565316677,
-0.09661968052387238,
-0.01157468743622303,
0.06054411828517914,
-0.08797906339168549,
-0.0408644899725914,
-0.002195663983002305,
-0.03128853812813759,
0.005892524961382151,
-0.020509351044893265,
-0.055078476667404175,
-0.03934438154101372,
-0.007583575323224068,
-0.0036272050347179174,
-0.06701839715242386,
-0.0010823510820046067,
-0.04154973104596138,
-0.04402106627821922,
-0.06627099961042404,
0.008765103295445442,
0.001238307449966669,
0.05888625606894493,
0.018372975289821625,
0.013728481717407703,
-0.06819044053554535,
0.010377171449363232,
-0.029373398050665855,
0.00437526311725378,
-0.01875218003988266,
-0.010939063504338264,
-0.06755246222019196,
-0.02206631936132908,
-0.06542454659938812,
-0.01652105711400509,
-0.04965637996792793,
-0.09142094850540161,
-0.06403695046901703,
-0.0628458634018898,
-0.012095879763364792,
0.015881549566984177,
0.018640289083123207,
-0.020051579922437668,
-0.02378535084426403,
0.06959012895822525,
-0.07052594423294067,
0.00011860823724418879,
0.031339675188064575,
0.044943902641534805,
0.01687271147966385,
0.011412653140723705,
-0.0502602756023407,
-0.019162816926836967,
0.0473661795258522,
-0.044182486832141876,
0.011881745420396328,
0.008108441717922688,
-0.053773440420627594,
0.07715153694152832,
0.027125129476189613,
-0.000922983221244067,
-0.020465198904275894,
-0.014744652435183525,
0.08413738012313843,
0.019901812076568604,
0.018504351377487183,
-0.01485194731503725,
-0.010760411620140076,
0.05611034110188484,
0.08222286403179169,
-0.014677495695650578,
0.10461012274026871,
0.09056230634450912,
-0.11708324402570724,
-0.056680597364902496,
0.0008535539964213967,
0.08744225651025772,
0.005724814720451832,
0.02407042123377323,
-0.04709708318114281,
-0.10573828965425491,
0.12449687719345093,
0.07474834471940994,
-0.04856381192803383,
0.03603764995932579,
0.042456116527318954,
-0.07984256744384766,
-0.04665495082736015,
0.008053294382989407,
-0.0052812229841947556,
-0.04896145686507225,
0.015331520698964596,
0.04806753993034363,
0.0042894380167126656,
0.10327818244695663,
0.06512435525655746,
-0.0650399774312973,
0.030454182997345924,
0.023039571940898895,
0.13443224132061005,
-0.025228340178728104,
0.03398633748292923,
0.040332913398742676,
0.005319507326930761,
1.6515809275479635e-34,
0.0038852777797728777,
-0.005113495513796806,
-0.008594032377004623,
-0.03977220132946968,
0.06275451183319092,
0.022875970229506493,
-0.02393403835594654,
0.04258261248469353,
-0.10457576811313629,
-0.035587377846241,
-0.028581267222762108,
0.11004415154457092,
-0.03279833868145943,
-0.03566369786858559,
0.0551576241850853,
0.05043905973434448,
-0.0659317597746849,
0.05101250484585762,
0.022270716726779938,
-0.04976699873805046,
0.0713265985250473,
-0.030830755829811096,
0.05926225706934929,
0.034139618277549744,
-0.009035767056047916,
-0.043317779898643494,
0.09850955754518509,
0.04351956397294998,
-0.0023707186337560415,
-0.016444170847535133,
-0.017739776521921158,
-0.04071497544646263,
0.05315094441175461,
-0.03251165524125099,
0.037610527127981186,
0.014831730164587498,
-0.01669931411743164,
-0.040532149374485016,
0.05028717592358589,
-0.09239912778139114,
0.025613345205783844,
-0.005222471430897713,
-0.040668703615665436,
0.028967056423425674,
-0.09091991931200027,
0.02443462610244751,
-0.09220069646835327,
0.0006115481955930591,
-0.04311979189515114,
-0.02587296813726425,
0.07994890213012695,
0.010793537832796574,
0.08946651220321655,
0.002361833117902279,
-0.1283237338066101,
-0.04257931560277939,
-0.08326929062604904,
0.10691957920789719,
0.03699090704321861,
-0.017022084444761276,
-0.027341417968273163,
0.005109970923513174,
-0.03034256212413311,
-0.096555694937706,
-0.07315268367528915,
0.0344943031668663,
-0.07499360293149948,
0.0010055341990664601,
0.005942211952060461,
0.004260219167917967,
-0.0035794610157608986,
0.05074901506304741,
-0.028382128104567528,
-0.051051460206508636,
-0.0021358986850827932,
-0.004609477240592241,
-0.024706099182367325,
0.058948419988155365,
0.04982510209083557,
-0.027632150799036026,
-0.01099541038274765,
-0.08118188381195068,
-0.03389263525605202,
-0.0210042092949152,
-0.014491194859147072,
0.0024097494315356016,
0.007412235718220472,
-0.03468376398086548,
-0.009335709735751152,
-0.02441667951643467,
-0.026237696409225464,
0.006182955112308264,
0.05436469987034798,
0.042810503393411636,
0.042827729135751724,
-2.207258068633657e-33,
-0.08449503779411316,
-0.03793004900217056,
0.03371284902095795,
0.10693169385194778,
0.011280854232609272,
-0.057253506034612656,
-0.0341835580766201,
-0.0009449314093217254,
0.019149646162986755,
-0.04618862643837929,
-0.14133013784885406,
0.02240052819252014,
0.07165476679801941,
-0.06690298765897751,
0.06737879663705826,
-0.029022352769970894,
0.015298869460821152,
-0.030701283365488052,
-0.04679245129227638,
0.02635769546031952,
0.0114907743409276,
0.10351195186376572,
-0.13596296310424805,
0.052131108939647675,
0.03487623110413551,
0.057774659246206284,
0.03424419090151787,
-0.029103931039571762,
0.0015287849819287658,
0.03647664561867714,
0.0016665051225572824,
-0.020435817539691925,
-0.06578812748193741,
-0.04894724115729332,
-0.021617762744426727,
-0.06204644963145256,
0.021674932911992073,
-0.06880737096071243,
-0.04218481481075287,
0.08739051967859268,
-0.08493905514478683,
-0.06446172297000885,
-0.01643928699195385,
-0.08591710776090622,
0.007609230000525713,
-0.01607319340109825,
0.021363500505685806,
-0.015155536122620106,
-0.018635980784893036,
-0.042995061725378036,
-0.01316162757575512,
-0.012013038620352745,
0.019629979506134987,
0.09872885048389435,
-0.008265143260359764,
0.008395176380872726,
-0.02850341983139515,
0.01888270489871502,
0.03984370827674866,
0.06706292927265167,
-0.042152345180511475,
-0.009071072563529015,
0.046944841742515564,
0.04835641011595726,
-0.025841357186436653,
0.04342300072312355,
-0.02405598573386669,
-0.03976963832974434,
0.014719469472765923,
0.09891320019960403,
0.04672309756278992,
0.049108754843473434,
-0.021923109889030457,
-0.05066054314374924,
0.04013843089342117,
0.025611042976379395,
0.03003108687698841,
0.03561875596642494,
-0.004818635992705822,
0.005210203118622303,
0.007381692063063383,
0.008089765906333923,
0.1423388421535492,
-0.052532512694597244,
0.03951019048690796,
-0.10839920490980148,
0.12788721919059753,
0.0058043464086949825,
-0.002213640371337533,
-0.0020426895935088396,
0.03452109545469284,
-0.05032531917095184,
0.054377734661102295,
0.0006027870695106685,
-0.09030614048242569,
-4.401716324764493e-8,
-0.031650692224502563,
0.005602778866887093,
0.01484103687107563,
0.1143292561173439,
0.053893640637397766,
-0.006230379920452833,
-0.000016617108485661447,
0.009426872245967388,
-0.03852197155356407,
-0.00007970519800437614,
0.09001702070236206,
0.014491095207631588,
-0.04700032249093056,
-0.07853396236896515,
0.013723823241889477,
0.09474548697471619,
-0.02643205225467682,
0.023939767852425575,
-0.005684731528162956,
-0.019914790987968445,
0.04031567648053169,
0.05083977431058884,
-0.023735467344522476,
0.05445546656847,
0.005594691727310419,
-0.011539483442902565,
0.01445766631513834,
0.0627460852265358,
0.05397113785147667,
0.03371841087937355,
0.010572916828095913,
-0.022478310391306877,
0.01412657555192709,
0.009454892948269844,
0.07805899530649185,
0.09464122354984283,
-0.02168511599302292,
-0.0027959735598415136,
-0.014894746243953705,
-0.03696974366903305,
0.067304328083992,
0.024498112499713898,
0.02629116363823414,
0.04498836770653725,
0.03123294748365879,
-0.01740221679210663,
-0.059182725846767426,
-0.029735857620835304,
-0.045459162443876266,
0.019999073818325996,
0.07801894843578339,
-0.04136287420988083,
-0.05122668296098709,
0.06890002638101578,
-0.022536061704158783,
-0.025663509964942932,
-0.0034393449313938618,
-0.03243629261851311,
-0.016522889956831932,
-0.005555672105401754,
0.04602974280714989,
-0.022641364485025406,
0.028437402099370956,
-0.01079047005623579
] | null | null | null | null | null | null | null |
[
-0.038782812654972076,
-0.0870823934674263,
-0.09314706921577454,
-0.012943539768457413,
-0.06785891205072403,
0.015072855167090893,
0.11091998219490051,
0.020686745643615723,
0.10010825842618942,
0.0441833920776844,
0.07569650560617447,
-0.04829380288720131,
0.158439040184021,
0.08766978979110718,
-0.02463757060468197,
0.02137702889740467,
0.03355617821216583,
0.010038773529231548,
-0.08413686603307724,
-0.05651852861046791,
-0.05845494195818901,
-0.04195529222488403,
-0.06105874478816986,
-0.009425600990653038,
-0.012536785565316677,
-0.09661968052387238,
-0.01157468743622303,
0.06054411828517914,
-0.08797906339168549,
-0.0408644899725914,
-0.002195663983002305,
-0.03128853812813759,
0.005892524961382151,
-0.020509351044893265,
-0.055078476667404175,
-0.03934438154101372,
-0.007583575323224068,
-0.0036272050347179174,
-0.06701839715242386,
-0.0010823510820046067,
-0.04154973104596138,
-0.04402106627821922,
-0.06627099961042404,
0.008765103295445442,
0.001238307449966669,
0.05888625606894493,
0.018372975289821625,
0.013728481717407703,
-0.06819044053554535,
0.010377171449363232,
-0.029373398050665855,
0.00437526311725378,
-0.01875218003988266,
-0.010939063504338264,
-0.06755246222019196,
-0.02206631936132908,
-0.06542454659938812,
-0.01652105711400509,
-0.04965637996792793,
-0.09142094850540161,
-0.06403695046901703,
-0.0628458634018898,
-0.012095879763364792,
0.015881549566984177,
0.018640289083123207,
-0.020051579922437668,
-0.02378535084426403,
0.06959012895822525,
-0.07052594423294067,
0.00011860823724418879,
0.031339675188064575,
0.044943902641534805,
0.01687271147966385,
0.011412653140723705,
-0.0502602756023407,
-0.019162816926836967,
0.0473661795258522,
-0.044182486832141876,
0.011881745420396328,
0.008108441717922688,
-0.053773440420627594,
0.07715153694152832,
0.027125129476189613,
-0.000922983221244067,
-0.020465198904275894,
-0.014744652435183525,
0.08413738012313843,
0.019901812076568604,
0.018504351377487183,
-0.01485194731503725,
-0.010760411620140076,
0.05611034110188484,
0.08222286403179169,
-0.014677495695650578,
0.10461012274026871,
0.09056230634450912,
-0.11708324402570724,
-0.056680597364902496,
0.0008535539964213967,
0.08744225651025772,
0.005724814720451832,
0.02407042123377323,
-0.04709708318114281,
-0.10573828965425491,
0.12449687719345093,
0.07474834471940994,
-0.04856381192803383,
0.03603764995932579,
0.042456116527318954,
-0.07984256744384766,
-0.04665495082736015,
0.008053294382989407,
-0.0052812229841947556,
-0.04896145686507225,
0.015331520698964596,
0.04806753993034363,
0.0042894380167126656,
0.10327818244695663,
0.06512435525655746,
-0.0650399774312973,
0.030454182997345924,
0.023039571940898895,
0.13443224132061005,
-0.025228340178728104,
0.03398633748292923,
0.040332913398742676,
0.005319507326930761,
1.6515809275479635e-34,
0.0038852777797728777,
-0.005113495513796806,
-0.008594032377004623,
-0.03977220132946968,
0.06275451183319092,
0.022875970229506493,
-0.02393403835594654,
0.04258261248469353,
-0.10457576811313629,
-0.035587377846241,
-0.028581267222762108,
0.11004415154457092,
-0.03279833868145943,
-0.03566369786858559,
0.0551576241850853,
0.05043905973434448,
-0.0659317597746849,
0.05101250484585762,
0.022270716726779938,
-0.04976699873805046,
0.0713265985250473,
-0.030830755829811096,
0.05926225706934929,
0.034139618277549744,
-0.009035767056047916,
-0.043317779898643494,
0.09850955754518509,
0.04351956397294998,
-0.0023707186337560415,
-0.016444170847535133,
-0.017739776521921158,
-0.04071497544646263,
0.05315094441175461,
-0.03251165524125099,
0.037610527127981186,
0.014831730164587498,
-0.01669931411743164,
-0.040532149374485016,
0.05028717592358589,
-0.09239912778139114,
0.025613345205783844,
-0.005222471430897713,
-0.040668703615665436,
0.028967056423425674,
-0.09091991931200027,
0.02443462610244751,
-0.09220069646835327,
0.0006115481955930591,
-0.04311979189515114,
-0.02587296813726425,
0.07994890213012695,
0.010793537832796574,
0.08946651220321655,
0.002361833117902279,
-0.1283237338066101,
-0.04257931560277939,
-0.08326929062604904,
0.10691957920789719,
0.03699090704321861,
-0.017022084444761276,
-0.027341417968273163,
0.005109970923513174,
-0.03034256212413311,
-0.096555694937706,
-0.07315268367528915,
0.0344943031668663,
-0.07499360293149948,
0.0010055341990664601,
0.005942211952060461,
0.004260219167917967,
-0.0035794610157608986,
0.05074901506304741,
-0.028382128104567528,
-0.051051460206508636,
-0.0021358986850827932,
-0.004609477240592241,
-0.024706099182367325,
0.058948419988155365,
0.04982510209083557,
-0.027632150799036026,
-0.01099541038274765,
-0.08118188381195068,
-0.03389263525605202,
-0.0210042092949152,
-0.014491194859147072,
0.0024097494315356016,
0.007412235718220472,
-0.03468376398086548,
-0.009335709735751152,
-0.02441667951643467,
-0.026237696409225464,
0.006182955112308264,
0.05436469987034798,
0.042810503393411636,
0.042827729135751724,
-2.207258068633657e-33,
-0.08449503779411316,
-0.03793004900217056,
0.03371284902095795,
0.10693169385194778,
0.011280854232609272,
-0.057253506034612656,
-0.0341835580766201,
-0.0009449314093217254,
0.019149646162986755,
-0.04618862643837929,
-0.14133013784885406,
0.02240052819252014,
0.07165476679801941,
-0.06690298765897751,
0.06737879663705826,
-0.029022352769970894,
0.015298869460821152,
-0.030701283365488052,
-0.04679245129227638,
0.02635769546031952,
0.0114907743409276,
0.10351195186376572,
-0.13596296310424805,
0.052131108939647675,
0.03487623110413551,
0.057774659246206284,
0.03424419090151787,
-0.029103931039571762,
0.0015287849819287658,
0.03647664561867714,
0.0016665051225572824,
-0.020435817539691925,
-0.06578812748193741,
-0.04894724115729332,
-0.021617762744426727,
-0.06204644963145256,
0.021674932911992073,
-0.06880737096071243,
-0.04218481481075287,
0.08739051967859268,
-0.08493905514478683,
-0.06446172297000885,
-0.01643928699195385,
-0.08591710776090622,
0.007609230000525713,
-0.01607319340109825,
0.021363500505685806,
-0.015155536122620106,
-0.018635980784893036,
-0.042995061725378036,
-0.01316162757575512,
-0.012013038620352745,
0.019629979506134987,
0.09872885048389435,
-0.008265143260359764,
0.008395176380872726,
-0.02850341983139515,
0.01888270489871502,
0.03984370827674866,
0.06706292927265167,
-0.042152345180511475,
-0.009071072563529015,
0.046944841742515564,
0.04835641011595726,
-0.025841357186436653,
0.04342300072312355,
-0.02405598573386669,
-0.03976963832974434,
0.014719469472765923,
0.09891320019960403,
0.04672309756278992,
0.049108754843473434,
-0.021923109889030457,
-0.05066054314374924,
0.04013843089342117,
0.025611042976379395,
0.03003108687698841,
0.03561875596642494,
-0.004818635992705822,
0.005210203118622303,
0.007381692063063383,
0.008089765906333923,
0.1423388421535492,
-0.052532512694597244,
0.03951019048690796,
-0.10839920490980148,
0.12788721919059753,
0.0058043464086949825,
-0.002213640371337533,
-0.0020426895935088396,
0.03452109545469284,
-0.05032531917095184,
0.054377734661102295,
0.0006027870695106685,
-0.09030614048242569,
-4.401716324764493e-8,
-0.031650692224502563,
0.005602778866887093,
0.01484103687107563,
0.1143292561173439,
0.053893640637397766,
-0.006230379920452833,
-0.000016617108485661447,
0.009426872245967388,
-0.03852197155356407,
-0.00007970519800437614,
0.09001702070236206,
0.014491095207631588,
-0.04700032249093056,
-0.07853396236896515,
0.013723823241889477,
0.09474548697471619,
-0.02643205225467682,
0.023939767852425575,
-0.005684731528162956,
-0.019914790987968445,
0.04031567648053169,
0.05083977431058884,
-0.023735467344522476,
0.05445546656847,
0.005594691727310419,
-0.011539483442902565,
0.01445766631513834,
0.0627460852265358,
0.05397113785147667,
0.03371841087937355,
0.010572916828095913,
-0.022478310391306877,
0.01412657555192709,
0.009454892948269844,
0.07805899530649185,
0.09464122354984283,
-0.02168511599302292,
-0.0027959735598415136,
-0.014894746243953705,
-0.03696974366903305,
0.067304328083992,
0.024498112499713898,
0.02629116363823414,
0.04498836770653725,
0.03123294748365879,
-0.01740221679210663,
-0.059182725846767426,
-0.029735857620835304,
-0.045459162443876266,
0.019999073818325996,
0.07801894843578339,
-0.04136287420988083,
-0.05122668296098709,
0.06890002638101578,
-0.022536061704158783,
-0.025663509964942932,
-0.0034393449313938618,
-0.03243629261851311,
-0.016522889956831932,
-0.005555672105401754,
0.04602974280714989,
-0.022641364485025406,
0.028437402099370956,
-0.01079047005623579
] |
1402.3325
|
Guilherme Ferrari M.Sc.
|
G. Gon\c{c}alves Ferrari (1 and 2), T. Boekholt (1) and S.F. Portegies
Zwart (1) ((1) Leiden Observatory, Leiden University, The Netherlands, (2)
Instituto de F\'isica, Universidade Federal do Rio Grande do Sul, Porto
Alegre, Brazil)
|
A Keplerian-based Hamiltonian Splitting for Gravitational $N$-body
Simulations
|
13 pages, 6 figures, to be published in MNRAS
| null |
10.1093/mnras/stu282
| null |
astro-ph.CO physics.comp-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We developed a Keplerian-based Hamiltonian splitting for solving the
gravitational $N$-body problem. This splitting allows us to approximate the
solution of a general $N$-body problem by a composition of multiple,
independently evolved $2$-body problems. While the Hamiltonian splitting is
exact, we show that the composition of independent $2$-body problems results in
a non-symplectic non-time-symmetric first-order map. A time-symmetric
second-order map is then constructed by composing this basic first-order map
with its self-adjoint. The resulting method is precise for each individual
$2$-body solution and produces quick and accurate results for near-Keplerian
$N$-body systems, like planetary systems or a cluster of stars that orbit a
supermassive black hole. The method is also suitable for integration of
$N$-body systems with intrinsic hierarchies, like a star cluster with
primordial binaries. The superposition of Kepler solutions for each pair of
particles makes the method excellently suited for parallel computing; we
achieve $\gtrsim 64\%$ efficiency for only $8$ particles per core, but close to
perfect scaling for $16384$ particles on a $128$ core distributed-memory
computer. We present several implementations in \texttt{Sakura}, one of which
is publicly available via the AMUSE framework.
|
[
{
"created": "Thu, 13 Feb 2014 22:24:42 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Ferrari",
"G. Gonçalves",
"",
"1 and 2"
],
[
"Boekholt",
"T.",
""
],
[
"Zwart",
"S. F. Portegies",
""
]
] |
[
-0.053099196404218674,
-0.007244397886097431,
0.09545467048883438,
0.022064082324504852,
-0.011914495378732681,
-0.0972113087773323,
-0.07191848009824753,
-0.007838725112378597,
-0.022667665034532547,
0.00809476338326931,
0.031621143221855164,
-0.05121292173862457,
-0.0505044125020504,
-0.011445382609963417,
0.07140851765871048,
-0.02824932336807251,
0.01668136566877365,
0.0471949465572834,
0.003342071548104286,
0.016594335436820984,
-0.05751670151948929,
0.01577565260231495,
-0.035501427948474884,
0.08491848409175873,
0.049011196941137314,
-0.009387834928929806,
0.00906636007130146,
-0.027878716588020325,
-0.0738445520401001,
-0.005606438033282757,
0.11560622602701187,
-0.04236065223813057,
-0.0625518411397934,
-0.057186566293239594,
-0.03354232758283615,
0.08388549089431763,
0.00529766408726573,
0.010385816916823387,
-0.07252441346645355,
-0.08730542659759521,
0.030774841085076332,
-0.03161217272281647,
0.02630755305290222,
0.01477555837482214,
0.07352644950151443,
-0.0389832928776741,
-0.04679882153868675,
0.016350246965885162,
0.04872393608093262,
-0.06673968583345413,
-0.03831927478313446,
-0.01256381906569004,
-0.003184417262673378,
0.028927840292453766,
0.07740005850791931,
-0.004672303330153227,
-0.06948555260896683,
-0.10650673508644104,
0.007727037649601698,
-0.06837429851293564,
0.06943470984697342,
-0.03952258080244064,
-0.00963604636490345,
-0.04301797226071358,
0.08357622474431992,
-0.014919202774763107,
0.03797988221049309,
-0.02778151072561741,
0.003801589133217931,
0.12201561033725739,
0.007486884482204914,
0.06451419740915298,
0.004957633092999458,
-0.0046607558615505695,
0.05378543585538864,
0.054878585040569305,
0.0275985449552536,
-0.012773643247783184,
-0.023776324465870857,
-0.016947563737630844,
-0.0033114198595285416,
-0.0012892276281490922,
-0.014527582563459873,
0.034520868211984634,
-0.03930574655532837,
-0.008914421312510967,
-0.06924822181463242,
0.05195987597107887,
0.007692327722907066,
-0.1053740605711937,
-0.019135983660817146,
-0.025540733709931374,
0.06603145599365234,
-0.09614288806915283,
0.04511217772960663,
-0.04478664696216583,
0.03692784905433655,
0.04835972189903259,
0.12597575783729553,
0.0743623897433281,
-0.01133550051599741,
-0.08252029120922089,
0.059615276753902435,
0.04498669132590294,
0.05436517670750618,
-0.010750566609203815,
0.005450142547488213,
0.00300576351583004,
-0.011665793135762215,
-0.05008019879460335,
0.0465443916618824,
0.020326323807239532,
-0.05230661481618881,
0.0326799675822258,
-0.05157697573304176,
0.014484689570963383,
0.05854826420545578,
0.039213746786117554,
0.08345579355955124,
0.08247876167297363,
-0.01315329223871231,
-0.0012776005314663053,
0.06546688079833984,
-0.0013394550187513232,
0.05779227614402771,
0.04021140933036804,
-0.0485544390976429,
1.130899584900944e-33,
0.018177688121795654,
0.109372578561306,
0.12503689527511597,
0.02363501861691475,
0.0597989447414875,
-0.0018714182078838348,
-0.0626847892999649,
-0.007340851239860058,
-0.007466390263289213,
0.04224517196416855,
-0.05796385928988457,
-0.04102833941578865,
0.06703069061040878,
0.04474944993853569,
0.02804618887603283,
-0.024279244244098663,
0.0016956779872998595,
0.02634529583156109,
0.05605204775929451,
-0.08077104389667511,
0.00383312301710248,
-0.04145102575421333,
-0.023479508236050606,
0.0011700303293764591,
-0.0494002066552639,
0.047561466693878174,
0.06610696017742157,
-0.10199246555566788,
-0.03880079463124275,
-0.009450232610106468,
0.009630992077291012,
-0.03261899575591087,
-0.04459284618496895,
0.13372324407100677,
0.06952178478240967,
-0.00815565325319767,
-0.020984822884202003,
-0.022050853818655014,
-0.04009905457496643,
-0.06600566953420639,
-0.011777004227042198,
0.008315321989357471,
0.013329087756574154,
-0.11258825659751892,
-0.030518431216478348,
-0.08214419335126877,
-0.001504384446889162,
0.011237842962145805,
0.06723179668188095,
0.04066509008407593,
0.0684734433889389,
0.04744763672351837,
-0.028644386678934097,
-0.01643042266368866,
0.016737937927246094,
-0.025050131604075432,
0.00612605269998312,
-0.043094463646411896,
0.00963986199349165,
0.08933942764997482,
0.06522054970264435,
-0.03299623727798462,
0.008057335391640663,
-0.035687725991010666,
-0.033698439598083496,
0.05958912521600723,
0.015264522284269333,
0.017549578100442886,
0.06065890192985535,
-0.005191076081246138,
-0.084465891122818,
0.05882014334201813,
0.05315730348229408,
-0.024546023458242416,
0.08621938526630402,
0.040605176240205765,
0.09193091094493866,
-0.07148538529872894,
-0.05349101126194,
-0.004834925755858421,
-0.04368889704346657,
-0.004602403845638037,
0.0001186168083222583,
-0.06789720803499222,
-0.013013564981520176,
-0.052160512655973434,
-0.05818751081824303,
-0.013858773745596409,
-0.0011410084553062916,
-0.11360404640436172,
-0.055316291749477386,
-0.0669548436999321,
-0.058843858540058136,
-0.04518407583236694,
-0.07972453534603119,
-2.3938477766885326e-33,
-0.03979438170790672,
-0.07096545398235321,
0.041418250650167465,
0.07898258417844772,
0.06501450389623642,
-0.04115915670990944,
-0.09767132252454758,
-0.06274861842393875,
-0.0199822336435318,
-0.050614796578884125,
-0.05724653601646423,
0.07375750690698624,
0.0938519760966301,
0.0026272106915712357,
0.09372864663600922,
0.014148911461234093,
0.029653772711753845,
-0.04599492624402046,
0.042327508330345154,
-0.02381950244307518,
-0.00619991309940815,
0.07394156605005264,
0.053368501365184784,
-0.049112726002931595,
0.01643938384950161,
-0.03361595794558525,
-0.03150103986263275,
-0.03385460004210472,
0.018222080543637276,
0.06771630793809891,
-0.017343178391456604,
-0.026739545166492462,
-0.01360046025365591,
0.0656794011592865,
-0.028890930116176605,
0.05199733003973961,
-0.044971685856580734,
0.10444676876068115,
-0.010023062117397785,
0.10661619901657104,
-0.08367877453565598,
-0.05257951468229294,
-0.024837857112288475,
0.0350193977355957,
0.025577057152986526,
-0.006640154868364334,
0.01129147969186306,
0.06614696234464645,
-0.042098868638277054,
0.1338907778263092,
-0.06047524884343147,
-0.06348565965890884,
-0.017706507816910744,
-0.005679980851709843,
0.009408923797309399,
0.01739327237010002,
-0.011451725848019123,
0.05549801141023636,
0.025197833776474,
-0.0739685520529747,
-0.00833737850189209,
-0.06473780423402786,
0.0700698047876358,
0.0611313059926033,
0.009390654042363167,
-0.060968607664108276,
-0.0513065941631794,
-0.04592348262667656,
-0.030824650079011917,
0.06231832131743431,
-0.069422647356987,
-0.059070833027362823,
-0.012681023217737675,
0.025913145393133163,
0.009123771451413631,
0.02617739886045456,
0.05451289564371109,
-0.052885547280311584,
0.007345838937908411,
-0.06969346851110458,
-0.04042560234665871,
-0.023227902129292488,
0.07017849385738373,
0.039536189287900925,
0.02381371520459652,
0.012237736955285072,
0.07381913810968399,
-0.006027949973940849,
0.001716725411824882,
-0.06489498913288116,
-0.03824615105986595,
0.08774812519550323,
0.035790637135505676,
0.040783144533634186,
-0.06508326530456543,
-4.488749993925012e-8,
0.09424671530723572,
-0.020382225513458252,
-0.07944970577955246,
0.054030757397413254,
0.008930453099310398,
0.03057011403143406,
-0.053259287029504776,
0.010963721200823784,
-0.014705613255500793,
0.027644110843539238,
0.0371914841234684,
-0.045310329645872116,
-0.00787954218685627,
-0.08488067984580994,
-0.02919854409992695,
0.006309299264103174,
0.024174941703677177,
-0.005939894821494818,
-0.1257416307926178,
-0.022132759913802147,
-0.03532620891928673,
0.09245742112398148,
0.01584090292453766,
-0.04535331949591637,
0.016099518164992332,
-0.04351482167840004,
0.011080875061452389,
-0.03193873167037964,
-0.014580710791051388,
-0.02438083291053772,
-0.050416167825460434,
0.04592859372496605,
-0.015113957226276398,
0.005068332422524691,
-0.02338854968547821,
0.007843317463994026,
0.03184124082326889,
0.12595190107822418,
0.03798552602529526,
-0.003036479465663433,
0.02831445448100567,
0.0641956478357315,
-0.03215690329670906,
0.015890387818217278,
0.0530109740793705,
0.1263337880373001,
-0.052758146077394485,
-0.0222132857888937,
0.02448277175426483,
0.06699807941913605,
-0.0937957689166069,
0.03787653520703316,
-0.009995865635573864,
-0.014613671228289604,
-0.013452205806970596,
0.03935593366622925,
-0.056649427860975266,
-0.05015568435192108,
0.08691180497407913,
0.010656516999006271,
-0.01890607364475727,
0.01323594432324171,
-0.03224590793251991,
-0.041910070925951004
] | null | null | null | null | null | null | null |
[
-0.053099196404218674,
-0.007244397886097431,
0.09545467048883438,
0.022064082324504852,
-0.011914495378732681,
-0.0972113087773323,
-0.07191848009824753,
-0.007838725112378597,
-0.022667665034532547,
0.00809476338326931,
0.031621143221855164,
-0.05121292173862457,
-0.0505044125020504,
-0.011445382609963417,
0.07140851765871048,
-0.02824932336807251,
0.01668136566877365,
0.0471949465572834,
0.003342071548104286,
0.016594335436820984,
-0.05751670151948929,
0.01577565260231495,
-0.035501427948474884,
0.08491848409175873,
0.049011196941137314,
-0.009387834928929806,
0.00906636007130146,
-0.027878716588020325,
-0.0738445520401001,
-0.005606438033282757,
0.11560622602701187,
-0.04236065223813057,
-0.0625518411397934,
-0.057186566293239594,
-0.03354232758283615,
0.08388549089431763,
0.00529766408726573,
0.010385816916823387,
-0.07252441346645355,
-0.08730542659759521,
0.030774841085076332,
-0.03161217272281647,
0.02630755305290222,
0.01477555837482214,
0.07352644950151443,
-0.0389832928776741,
-0.04679882153868675,
0.016350246965885162,
0.04872393608093262,
-0.06673968583345413,
-0.03831927478313446,
-0.01256381906569004,
-0.003184417262673378,
0.028927840292453766,
0.07740005850791931,
-0.004672303330153227,
-0.06948555260896683,
-0.10650673508644104,
0.007727037649601698,
-0.06837429851293564,
0.06943470984697342,
-0.03952258080244064,
-0.00963604636490345,
-0.04301797226071358,
0.08357622474431992,
-0.014919202774763107,
0.03797988221049309,
-0.02778151072561741,
0.003801589133217931,
0.12201561033725739,
0.007486884482204914,
0.06451419740915298,
0.004957633092999458,
-0.0046607558615505695,
0.05378543585538864,
0.054878585040569305,
0.0275985449552536,
-0.012773643247783184,
-0.023776324465870857,
-0.016947563737630844,
-0.0033114198595285416,
-0.0012892276281490922,
-0.014527582563459873,
0.034520868211984634,
-0.03930574655532837,
-0.008914421312510967,
-0.06924822181463242,
0.05195987597107887,
0.007692327722907066,
-0.1053740605711937,
-0.019135983660817146,
-0.025540733709931374,
0.06603145599365234,
-0.09614288806915283,
0.04511217772960663,
-0.04478664696216583,
0.03692784905433655,
0.04835972189903259,
0.12597575783729553,
0.0743623897433281,
-0.01133550051599741,
-0.08252029120922089,
0.059615276753902435,
0.04498669132590294,
0.05436517670750618,
-0.010750566609203815,
0.005450142547488213,
0.00300576351583004,
-0.011665793135762215,
-0.05008019879460335,
0.0465443916618824,
0.020326323807239532,
-0.05230661481618881,
0.0326799675822258,
-0.05157697573304176,
0.014484689570963383,
0.05854826420545578,
0.039213746786117554,
0.08345579355955124,
0.08247876167297363,
-0.01315329223871231,
-0.0012776005314663053,
0.06546688079833984,
-0.0013394550187513232,
0.05779227614402771,
0.04021140933036804,
-0.0485544390976429,
1.130899584900944e-33,
0.018177688121795654,
0.109372578561306,
0.12503689527511597,
0.02363501861691475,
0.0597989447414875,
-0.0018714182078838348,
-0.0626847892999649,
-0.007340851239860058,
-0.007466390263289213,
0.04224517196416855,
-0.05796385928988457,
-0.04102833941578865,
0.06703069061040878,
0.04474944993853569,
0.02804618887603283,
-0.024279244244098663,
0.0016956779872998595,
0.02634529583156109,
0.05605204775929451,
-0.08077104389667511,
0.00383312301710248,
-0.04145102575421333,
-0.023479508236050606,
0.0011700303293764591,
-0.0494002066552639,
0.047561466693878174,
0.06610696017742157,
-0.10199246555566788,
-0.03880079463124275,
-0.009450232610106468,
0.009630992077291012,
-0.03261899575591087,
-0.04459284618496895,
0.13372324407100677,
0.06952178478240967,
-0.00815565325319767,
-0.020984822884202003,
-0.022050853818655014,
-0.04009905457496643,
-0.06600566953420639,
-0.011777004227042198,
0.008315321989357471,
0.013329087756574154,
-0.11258825659751892,
-0.030518431216478348,
-0.08214419335126877,
-0.001504384446889162,
0.011237842962145805,
0.06723179668188095,
0.04066509008407593,
0.0684734433889389,
0.04744763672351837,
-0.028644386678934097,
-0.01643042266368866,
0.016737937927246094,
-0.025050131604075432,
0.00612605269998312,
-0.043094463646411896,
0.00963986199349165,
0.08933942764997482,
0.06522054970264435,
-0.03299623727798462,
0.008057335391640663,
-0.035687725991010666,
-0.033698439598083496,
0.05958912521600723,
0.015264522284269333,
0.017549578100442886,
0.06065890192985535,
-0.005191076081246138,
-0.084465891122818,
0.05882014334201813,
0.05315730348229408,
-0.024546023458242416,
0.08621938526630402,
0.040605176240205765,
0.09193091094493866,
-0.07148538529872894,
-0.05349101126194,
-0.004834925755858421,
-0.04368889704346657,
-0.004602403845638037,
0.0001186168083222583,
-0.06789720803499222,
-0.013013564981520176,
-0.052160512655973434,
-0.05818751081824303,
-0.013858773745596409,
-0.0011410084553062916,
-0.11360404640436172,
-0.055316291749477386,
-0.0669548436999321,
-0.058843858540058136,
-0.04518407583236694,
-0.07972453534603119,
-2.3938477766885326e-33,
-0.03979438170790672,
-0.07096545398235321,
0.041418250650167465,
0.07898258417844772,
0.06501450389623642,
-0.04115915670990944,
-0.09767132252454758,
-0.06274861842393875,
-0.0199822336435318,
-0.050614796578884125,
-0.05724653601646423,
0.07375750690698624,
0.0938519760966301,
0.0026272106915712357,
0.09372864663600922,
0.014148911461234093,
0.029653772711753845,
-0.04599492624402046,
0.042327508330345154,
-0.02381950244307518,
-0.00619991309940815,
0.07394156605005264,
0.053368501365184784,
-0.049112726002931595,
0.01643938384950161,
-0.03361595794558525,
-0.03150103986263275,
-0.03385460004210472,
0.018222080543637276,
0.06771630793809891,
-0.017343178391456604,
-0.026739545166492462,
-0.01360046025365591,
0.0656794011592865,
-0.028890930116176605,
0.05199733003973961,
-0.044971685856580734,
0.10444676876068115,
-0.010023062117397785,
0.10661619901657104,
-0.08367877453565598,
-0.05257951468229294,
-0.024837857112288475,
0.0350193977355957,
0.025577057152986526,
-0.006640154868364334,
0.01129147969186306,
0.06614696234464645,
-0.042098868638277054,
0.1338907778263092,
-0.06047524884343147,
-0.06348565965890884,
-0.017706507816910744,
-0.005679980851709843,
0.009408923797309399,
0.01739327237010002,
-0.011451725848019123,
0.05549801141023636,
0.025197833776474,
-0.0739685520529747,
-0.00833737850189209,
-0.06473780423402786,
0.0700698047876358,
0.0611313059926033,
0.009390654042363167,
-0.060968607664108276,
-0.0513065941631794,
-0.04592348262667656,
-0.030824650079011917,
0.06231832131743431,
-0.069422647356987,
-0.059070833027362823,
-0.012681023217737675,
0.025913145393133163,
0.009123771451413631,
0.02617739886045456,
0.05451289564371109,
-0.052885547280311584,
0.007345838937908411,
-0.06969346851110458,
-0.04042560234665871,
-0.023227902129292488,
0.07017849385738373,
0.039536189287900925,
0.02381371520459652,
0.012237736955285072,
0.07381913810968399,
-0.006027949973940849,
0.001716725411824882,
-0.06489498913288116,
-0.03824615105986595,
0.08774812519550323,
0.035790637135505676,
0.040783144533634186,
-0.06508326530456543,
-4.488749993925012e-8,
0.09424671530723572,
-0.020382225513458252,
-0.07944970577955246,
0.054030757397413254,
0.008930453099310398,
0.03057011403143406,
-0.053259287029504776,
0.010963721200823784,
-0.014705613255500793,
0.027644110843539238,
0.0371914841234684,
-0.045310329645872116,
-0.00787954218685627,
-0.08488067984580994,
-0.02919854409992695,
0.006309299264103174,
0.024174941703677177,
-0.005939894821494818,
-0.1257416307926178,
-0.022132759913802147,
-0.03532620891928673,
0.09245742112398148,
0.01584090292453766,
-0.04535331949591637,
0.016099518164992332,
-0.04351482167840004,
0.011080875061452389,
-0.03193873167037964,
-0.014580710791051388,
-0.02438083291053772,
-0.050416167825460434,
0.04592859372496605,
-0.015113957226276398,
0.005068332422524691,
-0.02338854968547821,
0.007843317463994026,
0.03184124082326889,
0.12595190107822418,
0.03798552602529526,
-0.003036479465663433,
0.02831445448100567,
0.0641956478357315,
-0.03215690329670906,
0.015890387818217278,
0.0530109740793705,
0.1263337880373001,
-0.052758146077394485,
-0.0222132857888937,
0.02448277175426483,
0.06699807941913605,
-0.0937957689166069,
0.03787653520703316,
-0.009995865635573864,
-0.014613671228289604,
-0.013452205806970596,
0.03935593366622925,
-0.056649427860975266,
-0.05015568435192108,
0.08691180497407913,
0.010656516999006271,
-0.01890607364475727,
0.01323594432324171,
-0.03224590793251991,
-0.041910070925951004
] |
1402.3329
|
Justin Hsu
|
Justin Hsu and Marco Gaboardi and Andreas Haeberlen and Sanjeev Khanna
and Arjun Narayan and Benjamin C. Pierce and Aaron Roth
|
Differential Privacy: An Economic Method for Choosing Epsilon
| null | null |
10.1109/CSF.2014.35
| null |
cs.DB
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Differential privacy is becoming a gold standard for privacy research; it
offers a guaranteed bound on loss of privacy due to release of query results,
even under worst-case assumptions. The theory of differential privacy is an
active research area, and there are now differentially private algorithms for a
wide range of interesting problems.
However, the question of when differential privacy works in practice has
received relatively little attention. In particular, there is still no rigorous
method for choosing the key parameter $\epsilon$, which controls the crucial
tradeoff between the strength of the privacy guarantee and the accuracy of the
published results.
In this paper, we examine the role that these parameters play in concrete
applications, identifying the key questions that must be addressed when
choosing specific values. This choice requires balancing the interests of two
different parties: the data analyst and the prospective participant, who must
decide whether to allow their data to be included in the analysis. We propose a
simple model that expresses this balance as formulas over a handful of
parameters, and we use our model to choose $\epsilon$ on a series of simple
statistical studies. We also explore a surprising insight: in some
circumstances, a differentially private study can be more accurate than a
non-private study for the same cost, under our model. Finally, we discuss the
simplifying assumptions in our model and outline a research agenda for possible
refinements.
|
[
{
"created": "Thu, 13 Feb 2014 22:47:13 GMT",
"version": "v1"
}
] |
2018-03-16
|
[
[
"Hsu",
"Justin",
""
],
[
"Gaboardi",
"Marco",
""
],
[
"Haeberlen",
"Andreas",
""
],
[
"Khanna",
"Sanjeev",
""
],
[
"Narayan",
"Arjun",
""
],
[
"Pierce",
"Benjamin C.",
""
],
[
"Roth",
"Aaron",
""
]
] |
[
-0.1138206347823143,
-0.0006486923084594309,
-0.03439018502831459,
0.05880269408226013,
0.003918186761438847,
0.03593814745545387,
0.017688142135739326,
0.05103645846247673,
0.09817061573266983,
-0.04452512413263321,
0.03528175503015518,
-0.03960771858692169,
0.0362798273563385,
-0.013445992022752762,
0.020650945603847504,
-0.02309069223701954,
0.021737394854426384,
0.03716804459691048,
-0.12564204633235931,
0.02820948325097561,
-0.06777278333902359,
0.007662427611649036,
0.032590847462415695,
0.018864350393414497,
-0.008444425649940968,
-0.04011917859315872,
0.11819686740636826,
-0.045105211436748505,
-0.022959621623158455,
-0.008680582046508789,
0.03178611025214195,
0.007830509915947914,
-0.022387374192476273,
0.03476773947477341,
-0.004697447642683983,
-0.07638975232839584,
-0.05900637432932854,
0.022441912442445755,
-0.02333243377506733,
-0.007547771092504263,
-0.029269488528370857,
-0.05143434554338455,
-0.02035408839583397,
-0.002246486023068428,
-0.023908620700240135,
-0.026220381259918213,
0.05602987855672836,
0.019420502707362175,
-0.06760749220848083,
0.023403849452733994,
-0.04993870481848717,
-0.04717534780502319,
-0.04636099562048912,
-0.029346231371164322,
-0.011709131300449371,
-0.08031582832336426,
-0.06470506638288498,
-0.05366004258394241,
-0.04002048820257187,
0.06309683620929718,
-0.0604986697435379,
-0.08835717290639877,
-0.05091265216469765,
0.024721255525946617,
-0.010227789171040058,
0.02516966685652733,
0.022429412230849266,
0.016949348151683807,
-0.009196004830300808,
0.05172900855541229,
-0.05334824323654175,
0.07154164463281631,
-0.05082494392991066,
0.03654050454497337,
0.022902710363268852,
-0.025907566770911217,
-0.041968509554862976,
0.003586108796298504,
0.02632657065987587,
-0.06788492202758789,
0.006892961449921131,
-0.02562147192656994,
-0.00956044252961874,
0.04504704102873802,
-0.0003068818186875433,
0.00407819589599967,
0.014457694254815578,
-0.023335998877882957,
0.04684889316558838,
-0.02506297081708908,
0.0008032866171561182,
-0.001317409216426313,
-0.04094892367720604,
0.016515502706170082,
0.0683298408985138,
0.017608636990189552,
-0.030280327424407005,
-0.021355051547288895,
0.05187385529279709,
0.031169123947620392,
-0.002810107311233878,
0.08848780393600464,
-0.01911003515124321,
0.014089963398873806,
0.03435853496193886,
0.058092255145311356,
0.02805737778544426,
-0.032627906650304794,
0.032539501786231995,
0.069020576775074,
0.00358606711961329,
-0.023040736094117165,
-0.02121095359325409,
0.00786837749183178,
0.006711331661790609,
-0.09164903312921524,
-0.005580971948802471,
0.03978805989027023,
0.055849358439445496,
0.05173613503575325,
0.022560296580195427,
0.03804069384932518,
0.07833167910575867,
-0.00538206659257412,
-0.04712595418095589,
0.020202280953526497,
-0.10026487708091736,
2.190640711110357e-34,
0.023165713995695114,
-0.00010551792365731671,
0.0022054966539144516,
-0.036540687084198,
-0.05155768617987633,
0.02115020714700222,
-0.06146078184247017,
0.03851693496108055,
-0.03432999551296234,
0.09088465571403503,
0.028548968955874443,
0.09990354627370834,
0.03527496010065079,
-0.03009921871125698,
0.06407953053712845,
0.09277190268039703,
0.01715807244181633,
0.09873608499765396,
0.03487209603190422,
-0.004509147256612778,
0.16386741399765015,
-0.0328640416264534,
0.038011059165000916,
0.025188041850924492,
0.0031770761124789715,
-0.02939278818666935,
0.08368479460477829,
-0.037324488162994385,
0.09623213857412338,
0.021023957058787346,
-0.04987109825015068,
0.03308999910950661,
0.02873864397406578,
-0.013400880619883537,
0.13390395045280457,
0.04619186744093895,
-0.05287174507975578,
-0.022811777889728546,
0.06866469979286194,
0.06493739038705826,
-0.022261811420321465,
-0.01794961653649807,
0.029162397608160973,
0.01282382383942604,
-0.06650995463132858,
0.025608008727431297,
-0.05493899807333946,
0.06717205792665482,
-0.010471648536622524,
-0.05207648500800133,
-0.03574422746896744,
0.058567505329847336,
-0.08124217391014099,
-0.009438048116862774,
-0.05215543508529663,
0.042574442923069,
0.0075914268381893635,
-0.0035833222791552544,
-0.0441451333463192,
0.040988169610500336,
-0.03435607999563217,
0.07999905943870544,
0.015754854306578636,
-0.07606351375579834,
-0.025150686502456665,
0.03404765576124191,
-0.042664799839258194,
-0.018958047032356262,
0.05966847762465477,
-0.10723038762807846,
0.007761691696941853,
0.019118783995509148,
-0.0409402959048748,
-0.060224659740924835,
-0.01398589089512825,
-0.03538874536752701,
0.040263377130031586,
0.07198649644851685,
0.05011529102921486,
-0.06487487256526947,
0.026437794789671898,
-0.000031940096960170195,
0.0014591552317142487,
0.04494773596525192,
-0.06774451583623886,
-0.049140263348817825,
-0.02220233529806137,
0.11457517743110657,
-0.06745770573616028,
-0.00451264763250947,
-0.013703613542020321,
-0.002386501058936119,
-0.06437653303146362,
-0.011121337302029133,
-0.049279335886240005,
-2.4730119947576365e-33,
-0.11214771121740341,
0.009642096236348152,
-0.06769862771034241,
0.05005960538983345,
0.07348383963108063,
-0.0657203420996666,
-0.022694138810038567,
-0.02364020235836506,
0.10515348613262177,
-0.021903974935412407,
-0.08701302856206894,
0.05045860633254051,
0.08606094866991043,
-0.05874353274703026,
-0.012524038553237915,
0.06721288710832596,
-0.027094325050711632,
-0.004792509600520134,
-0.11131482571363449,
0.05684012919664383,
-0.044222474098205566,
0.06558618694543839,
-0.10471274703741074,
0.07069794088602066,
0.0723060593008995,
-0.0007879617041908205,
-0.1037970781326294,
0.022692568600177765,
0.017868375405669212,
-0.024322686716914177,
-0.06261911243200302,
-0.026576735079288483,
-0.1155867800116539,
-0.1193900927901268,
-0.07508420199155807,
-0.024328242987394333,
-0.007971961051225662,
0.059491220861673355,
0.01619984395802021,
0.054812148213386536,
-0.04905962944030762,
0.031146196648478508,
-0.06264550238847733,
-0.017849180847406387,
0.04561568424105644,
-0.012126489542424679,
-0.060948487371206284,
-0.009961524046957493,
0.024778563529253006,
-0.0019932324066758156,
0.01040889322757721,
0.029734721407294273,
0.0762103796005249,
0.04213980957865715,
-0.04681868851184845,
0.008700414560735226,
0.013847647234797478,
0.008619747124612331,
0.012170329689979553,
0.09882309287786484,
0.0194491408765316,
0.050048623234033585,
-0.05157368630170822,
0.03146571293473244,
-0.06644484400749207,
-0.05692743510007858,
-0.031869951635599136,
-0.08625917136669159,
-0.03206494450569153,
-0.003916281275451183,
0.014551362954080105,
-0.1087186336517334,
-0.007829464040696621,
-0.009030038490891457,
0.000004738102688861545,
0.03064631298184395,
-0.003362523391842842,
-0.0389687642455101,
-0.0192122720181942,
0.13702107965946198,
0.05808217078447342,
-0.007067217957228422,
0.05197153985500336,
-0.11025196313858032,
0.025764044374227524,
-0.06002052128314972,
0.09932111203670502,
-0.08262377977371216,
-0.04465659707784653,
-0.026414688676595688,
-0.010323411785066128,
-0.08607024699449539,
-0.12686669826507568,
0.004977065604180098,
-0.07634756714105606,
-4.784521934197983e-8,
0.049616485834121704,
-0.0006407220498658717,
0.026187507435679436,
0.04966719076037407,
0.05492547154426575,
-0.04856381192803383,
-0.041718192398548126,
0.02595381624996662,
-0.10765780508518219,
-0.0006423370796255767,
0.09190885722637177,
-0.020964065566658974,
-0.009747719392180443,
0.03364460542798042,
-0.010837306268513203,
0.08568352460861206,
-0.009652252309024334,
-0.06591561436653137,
-0.019649507477879524,
0.006609449163079262,
-0.07107817381620407,
0.03739314526319504,
-0.10104336589574814,
-0.023585807532072067,
0.06405020505189896,
0.036757517606019974,
0.03235451877117157,
0.02117670699954033,
0.05223098397254944,
0.12150909006595612,
0.05802515894174576,
-0.04264436289668083,
0.020187173038721085,
0.022684961557388306,
-0.054997146129608154,
0.062064796686172485,
0.00015562069893348962,
0.007234617602080107,
0.0006306126597337425,
0.030953140929341316,
0.047230497002601624,
0.03856079652905464,
-0.0017462746473029256,
0.07882905006408691,
0.0195150226354599,
-0.020344775170087814,
0.03820778802037239,
-0.06950259208679199,
-0.023565897718071938,
-0.022583700716495514,
0.022266941145062447,
-0.056722983717918396,
0.016507184132933617,
0.05883609130978584,
0.09059585630893707,
0.04024651646614075,
0.019271349534392357,
0.011251874268054962,
-0.03219693899154663,
0.04008542373776436,
0.03359590470790863,
0.02030635066330433,
-0.06325294822454453,
0.02617727965116501
] | null | null | null | null | null | null | null |
[
-0.1138206347823143,
-0.0006486923084594309,
-0.03439018502831459,
0.05880269408226013,
0.003918186761438847,
0.03593814745545387,
0.017688142135739326,
0.05103645846247673,
0.09817061573266983,
-0.04452512413263321,
0.03528175503015518,
-0.03960771858692169,
0.0362798273563385,
-0.013445992022752762,
0.020650945603847504,
-0.02309069223701954,
0.021737394854426384,
0.03716804459691048,
-0.12564204633235931,
0.02820948325097561,
-0.06777278333902359,
0.007662427611649036,
0.032590847462415695,
0.018864350393414497,
-0.008444425649940968,
-0.04011917859315872,
0.11819686740636826,
-0.045105211436748505,
-0.022959621623158455,
-0.008680582046508789,
0.03178611025214195,
0.007830509915947914,
-0.022387374192476273,
0.03476773947477341,
-0.004697447642683983,
-0.07638975232839584,
-0.05900637432932854,
0.022441912442445755,
-0.02333243377506733,
-0.007547771092504263,
-0.029269488528370857,
-0.05143434554338455,
-0.02035408839583397,
-0.002246486023068428,
-0.023908620700240135,
-0.026220381259918213,
0.05602987855672836,
0.019420502707362175,
-0.06760749220848083,
0.023403849452733994,
-0.04993870481848717,
-0.04717534780502319,
-0.04636099562048912,
-0.029346231371164322,
-0.011709131300449371,
-0.08031582832336426,
-0.06470506638288498,
-0.05366004258394241,
-0.04002048820257187,
0.06309683620929718,
-0.0604986697435379,
-0.08835717290639877,
-0.05091265216469765,
0.024721255525946617,
-0.010227789171040058,
0.02516966685652733,
0.022429412230849266,
0.016949348151683807,
-0.009196004830300808,
0.05172900855541229,
-0.05334824323654175,
0.07154164463281631,
-0.05082494392991066,
0.03654050454497337,
0.022902710363268852,
-0.025907566770911217,
-0.041968509554862976,
0.003586108796298504,
0.02632657065987587,
-0.06788492202758789,
0.006892961449921131,
-0.02562147192656994,
-0.00956044252961874,
0.04504704102873802,
-0.0003068818186875433,
0.00407819589599967,
0.014457694254815578,
-0.023335998877882957,
0.04684889316558838,
-0.02506297081708908,
0.0008032866171561182,
-0.001317409216426313,
-0.04094892367720604,
0.016515502706170082,
0.0683298408985138,
0.017608636990189552,
-0.030280327424407005,
-0.021355051547288895,
0.05187385529279709,
0.031169123947620392,
-0.002810107311233878,
0.08848780393600464,
-0.01911003515124321,
0.014089963398873806,
0.03435853496193886,
0.058092255145311356,
0.02805737778544426,
-0.032627906650304794,
0.032539501786231995,
0.069020576775074,
0.00358606711961329,
-0.023040736094117165,
-0.02121095359325409,
0.00786837749183178,
0.006711331661790609,
-0.09164903312921524,
-0.005580971948802471,
0.03978805989027023,
0.055849358439445496,
0.05173613503575325,
0.022560296580195427,
0.03804069384932518,
0.07833167910575867,
-0.00538206659257412,
-0.04712595418095589,
0.020202280953526497,
-0.10026487708091736,
2.190640711110357e-34,
0.023165713995695114,
-0.00010551792365731671,
0.0022054966539144516,
-0.036540687084198,
-0.05155768617987633,
0.02115020714700222,
-0.06146078184247017,
0.03851693496108055,
-0.03432999551296234,
0.09088465571403503,
0.028548968955874443,
0.09990354627370834,
0.03527496010065079,
-0.03009921871125698,
0.06407953053712845,
0.09277190268039703,
0.01715807244181633,
0.09873608499765396,
0.03487209603190422,
-0.004509147256612778,
0.16386741399765015,
-0.0328640416264534,
0.038011059165000916,
0.025188041850924492,
0.0031770761124789715,
-0.02939278818666935,
0.08368479460477829,
-0.037324488162994385,
0.09623213857412338,
0.021023957058787346,
-0.04987109825015068,
0.03308999910950661,
0.02873864397406578,
-0.013400880619883537,
0.13390395045280457,
0.04619186744093895,
-0.05287174507975578,
-0.022811777889728546,
0.06866469979286194,
0.06493739038705826,
-0.022261811420321465,
-0.01794961653649807,
0.029162397608160973,
0.01282382383942604,
-0.06650995463132858,
0.025608008727431297,
-0.05493899807333946,
0.06717205792665482,
-0.010471648536622524,
-0.05207648500800133,
-0.03574422746896744,
0.058567505329847336,
-0.08124217391014099,
-0.009438048116862774,
-0.05215543508529663,
0.042574442923069,
0.0075914268381893635,
-0.0035833222791552544,
-0.0441451333463192,
0.040988169610500336,
-0.03435607999563217,
0.07999905943870544,
0.015754854306578636,
-0.07606351375579834,
-0.025150686502456665,
0.03404765576124191,
-0.042664799839258194,
-0.018958047032356262,
0.05966847762465477,
-0.10723038762807846,
0.007761691696941853,
0.019118783995509148,
-0.0409402959048748,
-0.060224659740924835,
-0.01398589089512825,
-0.03538874536752701,
0.040263377130031586,
0.07198649644851685,
0.05011529102921486,
-0.06487487256526947,
0.026437794789671898,
-0.000031940096960170195,
0.0014591552317142487,
0.04494773596525192,
-0.06774451583623886,
-0.049140263348817825,
-0.02220233529806137,
0.11457517743110657,
-0.06745770573616028,
-0.00451264763250947,
-0.013703613542020321,
-0.002386501058936119,
-0.06437653303146362,
-0.011121337302029133,
-0.049279335886240005,
-2.4730119947576365e-33,
-0.11214771121740341,
0.009642096236348152,
-0.06769862771034241,
0.05005960538983345,
0.07348383963108063,
-0.0657203420996666,
-0.022694138810038567,
-0.02364020235836506,
0.10515348613262177,
-0.021903974935412407,
-0.08701302856206894,
0.05045860633254051,
0.08606094866991043,
-0.05874353274703026,
-0.012524038553237915,
0.06721288710832596,
-0.027094325050711632,
-0.004792509600520134,
-0.11131482571363449,
0.05684012919664383,
-0.044222474098205566,
0.06558618694543839,
-0.10471274703741074,
0.07069794088602066,
0.0723060593008995,
-0.0007879617041908205,
-0.1037970781326294,
0.022692568600177765,
0.017868375405669212,
-0.024322686716914177,
-0.06261911243200302,
-0.026576735079288483,
-0.1155867800116539,
-0.1193900927901268,
-0.07508420199155807,
-0.024328242987394333,
-0.007971961051225662,
0.059491220861673355,
0.01619984395802021,
0.054812148213386536,
-0.04905962944030762,
0.031146196648478508,
-0.06264550238847733,
-0.017849180847406387,
0.04561568424105644,
-0.012126489542424679,
-0.060948487371206284,
-0.009961524046957493,
0.024778563529253006,
-0.0019932324066758156,
0.01040889322757721,
0.029734721407294273,
0.0762103796005249,
0.04213980957865715,
-0.04681868851184845,
0.008700414560735226,
0.013847647234797478,
0.008619747124612331,
0.012170329689979553,
0.09882309287786484,
0.0194491408765316,
0.050048623234033585,
-0.05157368630170822,
0.03146571293473244,
-0.06644484400749207,
-0.05692743510007858,
-0.031869951635599136,
-0.08625917136669159,
-0.03206494450569153,
-0.003916281275451183,
0.014551362954080105,
-0.1087186336517334,
-0.007829464040696621,
-0.009030038490891457,
0.000004738102688861545,
0.03064631298184395,
-0.003362523391842842,
-0.0389687642455101,
-0.0192122720181942,
0.13702107965946198,
0.05808217078447342,
-0.007067217957228422,
0.05197153985500336,
-0.11025196313858032,
0.025764044374227524,
-0.06002052128314972,
0.09932111203670502,
-0.08262377977371216,
-0.04465659707784653,
-0.026414688676595688,
-0.010323411785066128,
-0.08607024699449539,
-0.12686669826507568,
0.004977065604180098,
-0.07634756714105606,
-4.784521934197983e-8,
0.049616485834121704,
-0.0006407220498658717,
0.026187507435679436,
0.04966719076037407,
0.05492547154426575,
-0.04856381192803383,
-0.041718192398548126,
0.02595381624996662,
-0.10765780508518219,
-0.0006423370796255767,
0.09190885722637177,
-0.020964065566658974,
-0.009747719392180443,
0.03364460542798042,
-0.010837306268513203,
0.08568352460861206,
-0.009652252309024334,
-0.06591561436653137,
-0.019649507477879524,
0.006609449163079262,
-0.07107817381620407,
0.03739314526319504,
-0.10104336589574814,
-0.023585807532072067,
0.06405020505189896,
0.036757517606019974,
0.03235451877117157,
0.02117670699954033,
0.05223098397254944,
0.12150909006595612,
0.05802515894174576,
-0.04264436289668083,
0.020187173038721085,
0.022684961557388306,
-0.054997146129608154,
0.062064796686172485,
0.00015562069893348962,
0.007234617602080107,
0.0006306126597337425,
0.030953140929341316,
0.047230497002601624,
0.03856079652905464,
-0.0017462746473029256,
0.07882905006408691,
0.0195150226354599,
-0.020344775170087814,
0.03820778802037239,
-0.06950259208679199,
-0.023565897718071938,
-0.022583700716495514,
0.022266941145062447,
-0.056722983717918396,
0.016507184132933617,
0.05883609130978584,
0.09059585630893707,
0.04024651646614075,
0.019271349534392357,
0.011251874268054962,
-0.03219693899154663,
0.04008542373776436,
0.03359590470790863,
0.02030635066330433,
-0.06325294822454453,
0.02617727965116501
] |
1402.3331
|
Rajeev Nongpiur
|
R. C. Nongpiur and D. J. Shpak
|
L-infinity Norm Design of Linear-phase Robust Broadband Beamformers
using Constrained Optimization
| null |
IEEE Transactions on Signal Processing, vol. 61, no. 23, pp.
6034-6046, Dec. 2013
|
10.1109/TSP.2013.2283463
| null |
cs.SY cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A new method for the design of linear-phase robust far-field broadband
beamformers using constrained optimization is proposed. In the method, the
maximum passband ripple and minimum stopband attenuation are ensured to be
within prescribed levels, while at the same time maintaining a good
linear-phase characteristic at a prescribed group delay in the passband. Since
the beamformer is intended primarily for small-sized microphone arrays where
the microphone spacing is small relative to the wavelength at low frequencies,
the beamformer can become highly sensitive to spatial white noise and array
imperfections if a direct minimization of the error is performed. Therefore, to
limit the sensitivity of the beamformer the optimization is carried out by
constraining a sensitivity parameter, namely, the white noise gain (WNG) to be
above prescribed levels across the frequency band. Two novel design variants
have been developed. The first variant is formulated as a convex optimization
problem where the maximum error in the passband is minimized, while the second
variant is formulated as an iterative optimization problem and has the
advantage of significantly improving the linear-phase characteristics of the
beamformer under any prescribed group delay or linear-array configuration. In
the second variant, the passband group-delay deviation is minimized while
ensuring that the maximum passband ripple and stopband attenuation are within
prescribed levels. To reduce the computational effort in carrying out the
optimization, a nonuniform variable sampling approach over the frequency and
angular dimensions is used to compute the required parameters. Experiment
results show that beamformers designed using the proposed methods have much
smaller passband group-delay deviation for similar passband ripple and stopband
attenuation than a modified version of an existing method.
|
[
{
"created": "Thu, 13 Feb 2014 22:56:21 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Nongpiur",
"R. C.",
""
],
[
"Shpak",
"D. J.",
""
]
] |
[
0.06658266484737396,
0.04221433773636818,
-0.054931025952100754,
0.01468568667769432,
-0.03054199367761612,
-0.005212272983044386,
0.04884633794426918,
-0.04591044411063194,
-0.040365297347307205,
-0.0727657899260521,
-0.1249360591173172,
-0.0008103263098746538,
-0.0241091325879097,
-0.07873419672250748,
-0.011833147145807743,
0.023144977167248726,
0.025691242888569832,
0.04316380247473717,
-0.014901063404977322,
0.06048837676644325,
0.007860802114009857,
0.05044236406683922,
-0.0420914851129055,
0.00956818088889122,
0.033564694225788116,
-0.014013851061463356,
-0.008404460735619068,
-0.01932854950428009,
0.051442619413137436,
-0.010481528006494045,
0.014279232360422611,
-0.006344431079924107,
0.10750183463096619,
0.039223767817020416,
-0.06922116130590439,
-0.049814626574516296,
0.022827696055173874,
0.0025930400006473064,
-0.0043219453655183315,
0.054148416966199875,
-0.03343047946691513,
0.021989531815052032,
-0.01448115799576044,
-0.014338787645101547,
-0.09431333094835281,
-0.08944244682788849,
-0.016793088987469673,
-0.0442781001329422,
0.006231319159269333,
-0.0038995014037936926,
0.011423815041780472,
-0.05926439166069031,
-0.014781053178012371,
0.05200131982564926,
-0.051137812435626984,
0.0293167345225811,
-0.014400875195860863,
0.0509687177836895,
0.0645122081041336,
0.043219130486249924,
-0.06457401067018509,
-0.06238287314772606,
0.03144349157810211,
0.000200968817807734,
-0.015860605984926224,
0.021108373999595642,
-0.01089076604694128,
-0.023318856954574585,
0.03110688552260399,
-0.004882858134806156,
-0.04325347766280174,
0.0076902867294847965,
0.006193309091031551,
0.0031780358403921127,
0.038569796830415726,
0.06697295606136322,
0.10540632158517838,
0.07340056449174881,
0.04662580043077469,
0.07118316739797592,
0.07413981109857559,
-0.001491652219556272,
-0.029893221333622932,
-0.0975523367524147,
0.0634055882692337,
-0.018073497340083122,
-0.10568639636039734,
0.02025802992284298,
0.03704875335097313,
-0.09484672546386719,
-0.06847803294658661,
-0.031192895025014877,
-0.060716547071933746,
0.08549308776855469,
0.02346358262002468,
-0.03000129573047161,
0.05890493467450142,
-0.04600284993648529,
0.050342757254838943,
0.05503372848033905,
0.0281340591609478,
-0.09813389182090759,
0.04276012256741524,
0.0030143121257424355,
-0.041283562779426575,
-0.058548733592033386,
-0.04708142951130867,
0.05850076302886009,
-0.09775155037641525,
-0.0808585062623024,
0.037160687148571014,
0.027881912887096405,
0.020324407145380974,
-0.0065412577241659164,
0.040874749422073364,
-0.03690597787499428,
0.011502551846206188,
0.0083384457975626,
0.01886705495417118,
-0.051533740013837814,
-0.01062635239213705,
-0.10477378219366074,
-0.0028426735661923885,
0.060889869928359985,
0.03720017522573471,
-0.01910487189888954,
-0.03714727982878685,
3.9381371333629967e-33,
-0.041226811707019806,
0.01567208394408226,
-0.029492853209376335,
-0.0741649717092514,
-0.010872231796383858,
-0.029798593372106552,
0.005805286578834057,
0.0856824740767479,
0.07796016335487366,
0.03126909211277962,
0.05696787312626839,
-0.08833841979503632,
-0.07012513279914856,
-0.05573517456650734,
0.11345495283603668,
-0.00647426163777709,
0.020426856353878975,
0.013747395016252995,
0.049998071044683456,
-0.056606605648994446,
0.005599335301667452,
-0.059814829379320145,
0.023859666660428047,
0.013851547613739967,
0.042683426290750504,
0.02688409946858883,
0.0681845173239708,
-0.05735759809613228,
-0.0733206644654274,
0.008888905867934227,
0.0111498162150383,
-0.07824093103408813,
0.1206105649471283,
0.017917411401867867,
-0.0022005776409059763,
-0.0005211946554481983,
-0.05293800309300423,
0.03170056641101837,
0.00808653887361288,
0.02589675597846508,
-0.023735705763101578,
0.015887117013335228,
0.014476806856691837,
0.04819672927260399,
0.03211796283721924,
-0.006280592642724514,
0.011035231873393059,
0.08189097046852112,
0.004916713573038578,
0.00455645052716136,
-0.11245851963758469,
0.012607931159436703,
-0.03266255557537079,
0.12128598242998123,
0.12107083946466446,
-0.046639323234558105,
-0.02637546882033348,
0.044102877378463745,
-0.025240033864974976,
-0.0004473821900319308,
-0.03144858032464981,
-0.0806770920753479,
-0.02330106310546398,
-0.010586841031908989,
-0.024245360866189003,
-0.022614851593971252,
0.03268149495124817,
-0.010066719725728035,
-0.033220600336790085,
-0.02311071753501892,
0.05111575871706009,
-0.02618394047021866,
-0.004292238038033247,
0.021742844954133034,
-0.0465913824737072,
0.007388808764517307,
0.0520065501332283,
0.08298226445913315,
0.04377009719610214,
-0.05754086375236511,
-0.04132947325706482,
0.1710561364889145,
-0.0940517708659172,
0.07587309926748276,
-0.0950654074549675,
0.06080004200339317,
0.020955290645360947,
-0.004843275062739849,
-0.09081608057022095,
-0.044646795839071274,
-0.07209231704473495,
0.10489121079444885,
-0.0467643216252327,
0.024381186813116074,
-0.01294248178601265,
-2.9527505247824052e-33,
0.04739036038517952,
0.046388719230890274,
-0.023312794044613838,
-0.02512727677822113,
0.06535513699054718,
0.0252411849796772,
0.09414256364107132,
0.009296586737036705,
0.06663525849580765,
0.0767502412199974,
-0.03191310912370682,
-0.008076376281678677,
-0.04796668514609337,
-0.030096905305981636,
-0.006617256440222263,
0.032567378133535385,
0.033783331513404846,
0.06008961796760559,
0.03947968780994415,
0.003670026082545519,
0.10347682237625122,
0.06600728631019592,
0.010832167230546474,
0.06008772924542427,
0.00384613242931664,
-0.07568272948265076,
-0.10673122853040695,
-0.005894429981708527,
-0.006154340226203203,
0.024623246863484383,
-0.029359107837080956,
0.06781019270420074,
0.023283444344997406,
-0.02851918525993824,
0.02617579884827137,
-0.015900153666734695,
-0.00470011355355382,
0.031930480152368546,
0.10513292253017426,
-0.023794958367943764,
-0.02419408969581127,
0.07959369570016861,
0.026175109669566154,
-0.08269944041967392,
0.05355624854564667,
0.005979533772915602,
0.05114635080099106,
-0.01615278609097004,
-0.010781112127006054,
0.0007359245209954679,
-0.0006386911845766008,
-0.08291798084974289,
0.035527803003787994,
-0.036661431193351746,
-0.037826742976903915,
-0.03144010901451111,
-0.040571097284555435,
-0.07960007339715958,
0.06223254278302193,
-0.003186613554134965,
-0.016892071813344955,
0.020943477749824524,
-0.03482384979724884,
-0.02049288898706436,
0.06465413421392441,
0.05688482150435448,
0.006716778967529535,
-0.0031459874007850885,
0.00935556273907423,
0.04750669747591019,
-0.03514277935028076,
-0.037460897117853165,
0.10649670660495758,
0.09056123346090317,
-0.044311899691820145,
0.02343129925429821,
-0.061505723744630814,
-0.006024593953043222,
0.04037501662969589,
0.049167800694704056,
0.04344519227743149,
0.07085957378149033,
-0.002128784079104662,
0.0360456220805645,
-0.027896486222743988,
0.041250988841056824,
0.010616118088364601,
0.004341278690844774,
0.021437475457787514,
0.01586030051112175,
-0.014551960863173008,
0.009136560373008251,
0.07505586743354797,
-0.017457498237490654,
0.054500970989465714,
-5.5229840256743046e-8,
-0.05165235698223114,
-0.022642243653535843,
-0.09683703631162643,
-0.08064275979995728,
0.0009405257878825068,
-0.0923110619187355,
0.049001652747392654,
-0.05274524912238121,
0.055397942662239075,
-0.11563604325056076,
0.028935261070728302,
-0.0461701899766922,
0.019926374778151512,
0.0787605345249176,
-0.08799770474433899,
-0.04742913693189621,
-0.040787748992443085,
-0.058199621737003326,
0.02144097536802292,
0.016256174072623253,
-0.005755648482590914,
0.012480686418712139,
0.002340879524126649,
-0.022201377898454666,
0.08474168926477432,
-0.04449957236647606,
-0.027356335893273354,
0.08580545336008072,
0.05091668665409088,
-0.02124468795955181,
-0.09449924528598785,
0.018895860761404037,
-0.035838980227708817,
0.14440275728702545,
-0.040216635912656784,
0.015057536773383617,
-0.02245493419468403,
-0.01712237112224102,
-0.028839344158768654,
0.05702878534793854,
-0.008642898872494698,
0.07778559625148773,
0.0109667694196105,
-0.01637212559580803,
0.014877677895128727,
-0.009214945137500763,
0.05589892342686653,
0.030251814052462578,
0.008628012612462044,
-0.061876993626356125,
0.04558371752500534,
0.03708761930465698,
-0.10007984191179276,
-0.10564230382442474,
-0.011925610713660717,
-0.05803118273615837,
0.01983937807381153,
0.014598962850868702,
-0.007180320098996162,
-0.028309013694524765,
-0.11356791853904724,
0.06877508759498596,
-0.04720873013138771,
-0.003491835668683052
] | null | null | null | null | null | null | null |
[
0.06658266484737396,
0.04221433773636818,
-0.054931025952100754,
0.01468568667769432,
-0.03054199367761612,
-0.005212272983044386,
0.04884633794426918,
-0.04591044411063194,
-0.040365297347307205,
-0.0727657899260521,
-0.1249360591173172,
-0.0008103263098746538,
-0.0241091325879097,
-0.07873419672250748,
-0.011833147145807743,
0.023144977167248726,
0.025691242888569832,
0.04316380247473717,
-0.014901063404977322,
0.06048837676644325,
0.007860802114009857,
0.05044236406683922,
-0.0420914851129055,
0.00956818088889122,
0.033564694225788116,
-0.014013851061463356,
-0.008404460735619068,
-0.01932854950428009,
0.051442619413137436,
-0.010481528006494045,
0.014279232360422611,
-0.006344431079924107,
0.10750183463096619,
0.039223767817020416,
-0.06922116130590439,
-0.049814626574516296,
0.022827696055173874,
0.0025930400006473064,
-0.0043219453655183315,
0.054148416966199875,
-0.03343047946691513,
0.021989531815052032,
-0.01448115799576044,
-0.014338787645101547,
-0.09431333094835281,
-0.08944244682788849,
-0.016793088987469673,
-0.0442781001329422,
0.006231319159269333,
-0.0038995014037936926,
0.011423815041780472,
-0.05926439166069031,
-0.014781053178012371,
0.05200131982564926,
-0.051137812435626984,
0.0293167345225811,
-0.014400875195860863,
0.0509687177836895,
0.0645122081041336,
0.043219130486249924,
-0.06457401067018509,
-0.06238287314772606,
0.03144349157810211,
0.000200968817807734,
-0.015860605984926224,
0.021108373999595642,
-0.01089076604694128,
-0.023318856954574585,
0.03110688552260399,
-0.004882858134806156,
-0.04325347766280174,
0.0076902867294847965,
0.006193309091031551,
0.0031780358403921127,
0.038569796830415726,
0.06697295606136322,
0.10540632158517838,
0.07340056449174881,
0.04662580043077469,
0.07118316739797592,
0.07413981109857559,
-0.001491652219556272,
-0.029893221333622932,
-0.0975523367524147,
0.0634055882692337,
-0.018073497340083122,
-0.10568639636039734,
0.02025802992284298,
0.03704875335097313,
-0.09484672546386719,
-0.06847803294658661,
-0.031192895025014877,
-0.060716547071933746,
0.08549308776855469,
0.02346358262002468,
-0.03000129573047161,
0.05890493467450142,
-0.04600284993648529,
0.050342757254838943,
0.05503372848033905,
0.0281340591609478,
-0.09813389182090759,
0.04276012256741524,
0.0030143121257424355,
-0.041283562779426575,
-0.058548733592033386,
-0.04708142951130867,
0.05850076302886009,
-0.09775155037641525,
-0.0808585062623024,
0.037160687148571014,
0.027881912887096405,
0.020324407145380974,
-0.0065412577241659164,
0.040874749422073364,
-0.03690597787499428,
0.011502551846206188,
0.0083384457975626,
0.01886705495417118,
-0.051533740013837814,
-0.01062635239213705,
-0.10477378219366074,
-0.0028426735661923885,
0.060889869928359985,
0.03720017522573471,
-0.01910487189888954,
-0.03714727982878685,
3.9381371333629967e-33,
-0.041226811707019806,
0.01567208394408226,
-0.029492853209376335,
-0.0741649717092514,
-0.010872231796383858,
-0.029798593372106552,
0.005805286578834057,
0.0856824740767479,
0.07796016335487366,
0.03126909211277962,
0.05696787312626839,
-0.08833841979503632,
-0.07012513279914856,
-0.05573517456650734,
0.11345495283603668,
-0.00647426163777709,
0.020426856353878975,
0.013747395016252995,
0.049998071044683456,
-0.056606605648994446,
0.005599335301667452,
-0.059814829379320145,
0.023859666660428047,
0.013851547613739967,
0.042683426290750504,
0.02688409946858883,
0.0681845173239708,
-0.05735759809613228,
-0.0733206644654274,
0.008888905867934227,
0.0111498162150383,
-0.07824093103408813,
0.1206105649471283,
0.017917411401867867,
-0.0022005776409059763,
-0.0005211946554481983,
-0.05293800309300423,
0.03170056641101837,
0.00808653887361288,
0.02589675597846508,
-0.023735705763101578,
0.015887117013335228,
0.014476806856691837,
0.04819672927260399,
0.03211796283721924,
-0.006280592642724514,
0.011035231873393059,
0.08189097046852112,
0.004916713573038578,
0.00455645052716136,
-0.11245851963758469,
0.012607931159436703,
-0.03266255557537079,
0.12128598242998123,
0.12107083946466446,
-0.046639323234558105,
-0.02637546882033348,
0.044102877378463745,
-0.025240033864974976,
-0.0004473821900319308,
-0.03144858032464981,
-0.0806770920753479,
-0.02330106310546398,
-0.010586841031908989,
-0.024245360866189003,
-0.022614851593971252,
0.03268149495124817,
-0.010066719725728035,
-0.033220600336790085,
-0.02311071753501892,
0.05111575871706009,
-0.02618394047021866,
-0.004292238038033247,
0.021742844954133034,
-0.0465913824737072,
0.007388808764517307,
0.0520065501332283,
0.08298226445913315,
0.04377009719610214,
-0.05754086375236511,
-0.04132947325706482,
0.1710561364889145,
-0.0940517708659172,
0.07587309926748276,
-0.0950654074549675,
0.06080004200339317,
0.020955290645360947,
-0.004843275062739849,
-0.09081608057022095,
-0.044646795839071274,
-0.07209231704473495,
0.10489121079444885,
-0.0467643216252327,
0.024381186813116074,
-0.01294248178601265,
-2.9527505247824052e-33,
0.04739036038517952,
0.046388719230890274,
-0.023312794044613838,
-0.02512727677822113,
0.06535513699054718,
0.0252411849796772,
0.09414256364107132,
0.009296586737036705,
0.06663525849580765,
0.0767502412199974,
-0.03191310912370682,
-0.008076376281678677,
-0.04796668514609337,
-0.030096905305981636,
-0.006617256440222263,
0.032567378133535385,
0.033783331513404846,
0.06008961796760559,
0.03947968780994415,
0.003670026082545519,
0.10347682237625122,
0.06600728631019592,
0.010832167230546474,
0.06008772924542427,
0.00384613242931664,
-0.07568272948265076,
-0.10673122853040695,
-0.005894429981708527,
-0.006154340226203203,
0.024623246863484383,
-0.029359107837080956,
0.06781019270420074,
0.023283444344997406,
-0.02851918525993824,
0.02617579884827137,
-0.015900153666734695,
-0.00470011355355382,
0.031930480152368546,
0.10513292253017426,
-0.023794958367943764,
-0.02419408969581127,
0.07959369570016861,
0.026175109669566154,
-0.08269944041967392,
0.05355624854564667,
0.005979533772915602,
0.05114635080099106,
-0.01615278609097004,
-0.010781112127006054,
0.0007359245209954679,
-0.0006386911845766008,
-0.08291798084974289,
0.035527803003787994,
-0.036661431193351746,
-0.037826742976903915,
-0.03144010901451111,
-0.040571097284555435,
-0.07960007339715958,
0.06223254278302193,
-0.003186613554134965,
-0.016892071813344955,
0.020943477749824524,
-0.03482384979724884,
-0.02049288898706436,
0.06465413421392441,
0.05688482150435448,
0.006716778967529535,
-0.0031459874007850885,
0.00935556273907423,
0.04750669747591019,
-0.03514277935028076,
-0.037460897117853165,
0.10649670660495758,
0.09056123346090317,
-0.044311899691820145,
0.02343129925429821,
-0.061505723744630814,
-0.006024593953043222,
0.04037501662969589,
0.049167800694704056,
0.04344519227743149,
0.07085957378149033,
-0.002128784079104662,
0.0360456220805645,
-0.027896486222743988,
0.041250988841056824,
0.010616118088364601,
0.004341278690844774,
0.021437475457787514,
0.01586030051112175,
-0.014551960863173008,
0.009136560373008251,
0.07505586743354797,
-0.017457498237490654,
0.054500970989465714,
-5.5229840256743046e-8,
-0.05165235698223114,
-0.022642243653535843,
-0.09683703631162643,
-0.08064275979995728,
0.0009405257878825068,
-0.0923110619187355,
0.049001652747392654,
-0.05274524912238121,
0.055397942662239075,
-0.11563604325056076,
0.028935261070728302,
-0.0461701899766922,
0.019926374778151512,
0.0787605345249176,
-0.08799770474433899,
-0.04742913693189621,
-0.040787748992443085,
-0.058199621737003326,
0.02144097536802292,
0.016256174072623253,
-0.005755648482590914,
0.012480686418712139,
0.002340879524126649,
-0.022201377898454666,
0.08474168926477432,
-0.04449957236647606,
-0.027356335893273354,
0.08580545336008072,
0.05091668665409088,
-0.02124468795955181,
-0.09449924528598785,
0.018895860761404037,
-0.035838980227708817,
0.14440275728702545,
-0.040216635912656784,
0.015057536773383617,
-0.02245493419468403,
-0.01712237112224102,
-0.028839344158768654,
0.05702878534793854,
-0.008642898872494698,
0.07778559625148773,
0.0109667694196105,
-0.01637212559580803,
0.014877677895128727,
-0.009214945137500763,
0.05589892342686653,
0.030251814052462578,
0.008628012612462044,
-0.061876993626356125,
0.04558371752500534,
0.03708761930465698,
-0.10007984191179276,
-0.10564230382442474,
-0.011925610713660717,
-0.05803118273615837,
0.01983937807381153,
0.014598962850868702,
-0.007180320098996162,
-0.028309013694524765,
-0.11356791853904724,
0.06877508759498596,
-0.04720873013138771,
-0.003491835668683052
] |
1402.3332
|
Cesar Ghali
|
Cesar Ghali, Gene Tsudik and Ersin Uzun
|
Elements of Trust in Named-Data Networking
|
9 pages, 2 figures
|
ACM SIGCOMM Computer Communication Review, Volume 44 Issue 5,
October 2014
|
10.1145/2677046.2677049
| null |
cs.NI cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In contrast to today's IP-based host-oriented Internet architecture,
Information-Centric Networking (ICN) emphasizes content by making it directly
addressable and routable. Named Data Networking (NDN) architecture is an
instance of ICN that is being developed as a candidate next-generation Internet
architecture. By opportunistically caching content within the network (in
routers), NDN appears to be well-suited for large-scale content distribution
and for meeting the needs of increasingly mobile and bandwidth-hungry
applications that dominate today's Internet.
One key feature of NDN is the requirement for each content object to be
digitally signed by its producer. Thus, NDN should be, in principle, immune to
distributing fake (aka "poisoned") content. However, in practice, this poses
two challenges for detecting fake content in NDN routers: (1) overhead due to
signature verification and certificate chain traversal, and (2) lack of trust
context, i.e., determining which public keys are trusted to verify which
content. Because of these issues, NDN does not force routers to verify content
signatures, which makes the architecture susceptible to content poisoning
attacks.
This paper explores root causes of, and some cures for, content poisoning
attacks in NDN. In the process, it becomes apparent that meaningful mitigation
of content poisoning is contingent upon a network-layer trust management
architecture, elements of which we construct while carefully justifying
specific design choices. This work represents the initial effort towards
comprehensive trust management for NDN.
|
[
{
"created": "Thu, 13 Feb 2014 23:11:57 GMT",
"version": "v1"
},
{
"created": "Mon, 17 Feb 2014 17:28:53 GMT",
"version": "v2"
},
{
"created": "Thu, 20 Feb 2014 20:53:19 GMT",
"version": "v3"
},
{
"created": "Wed, 26 Feb 2014 00:49:02 GMT",
"version": "v4"
},
{
"created": "Thu, 30 Oct 2014 18:38:35 GMT",
"version": "v5"
}
] |
2014-10-31
|
[
[
"Ghali",
"Cesar",
""
],
[
"Tsudik",
"Gene",
""
],
[
"Uzun",
"Ersin",
""
]
] |
[
-0.0663679987192154,
-0.005705554503947496,
0.04762206971645355,
-0.05106618255376816,
0.049925122410058975,
-0.12809854745864868,
0.009114867076277733,
-0.036105621606111526,
0.06530502438545227,
-0.017375143244862556,
-0.031392280012369156,
0.05210213363170624,
0.04272806644439697,
-0.011658504605293274,
0.0014825004618614912,
-0.030359111726284027,
0.05824257805943489,
0.024477016180753708,
-0.02642301842570305,
-0.054506316781044006,
-0.025062071159482002,
0.004546047188341618,
0.033119603991508484,
-0.017002612352371216,
-0.062146782875061035,
-0.012507569044828415,
-0.010859486646950245,
0.0011206307681277394,
-0.011245266534388065,
-0.08675049990415573,
0.13417422771453857,
0.03133229911327362,
-0.021381445229053497,
0.06391485035419464,
-0.04297801852226257,
-0.050402138382196426,
0.043761882930994034,
-0.02396802417933941,
-0.023882918059825897,
-0.004029041156172752,
0.10354205220937729,
-0.0507950559258461,
-0.029848601669073105,
0.1000184714794159,
-0.000654931936878711,
0.011801045387983322,
0.04447464644908905,
0.06253509968519211,
-0.04322165250778198,
0.026511862874031067,
0.01614936627447605,
-0.03783859685063362,
-0.023207295686006546,
0.027523333206772804,
-0.041926395148038864,
-0.08723635226488113,
-0.020650196820497513,
0.014083105139434338,
-0.05196370184421539,
0.08229214698076248,
0.07150532305240631,
0.026419658213853836,
-0.009010856039822102,
-0.002450349507853389,
0.0061690714210271835,
0.06456534564495087,
0.10043875873088837,
-0.0001671657373663038,
0.01959899254143238,
0.0016217287629842758,
0.07377725839614868,
0.031032541766762733,
0.003575990442186594,
0.007908280938863754,
-0.03596537560224533,
-0.041944704949855804,
-0.059175632894039154,
-0.04119196534156799,
-0.04597790539264679,
-0.04543590918183327,
0.020297592505812645,
0.021339496597647667,
0.04755660146474838,
0.00027981618768535554,
-0.01700960099697113,
-0.03616849333047867,
0.02261980064213276,
-0.009240024723112583,
0.013624977320432663,
0.015240048989653587,
-0.05408480018377304,
0.022571638226509094,
0.12154844403266907,
0.026923980563879013,
0.06527534127235413,
0.04905251786112785,
-0.009881660342216492,
-0.021731171756982803,
-0.013795338571071625,
0.0570291131734848,
-0.054162174463272095,
0.03011319972574711,
-0.0009026922634802759,
-0.05207198113203049,
0.06505253165960312,
0.08911013603210449,
0.008701140061020851,
-0.0022904491052031517,
0.08719612658023834,
0.10419987887144089,
-0.12505674362182617,
0.021783266216516495,
-0.03112212009727955,
-0.07297494262456894,
0.014641421847045422,
-0.05903821811079979,
-0.007351031061261892,
0.04541834443807602,
-0.011916224844753742,
-0.045345280319452286,
0.0034554435405880213,
-0.04509231075644493,
-0.020771456882357597,
-0.03505482152104378,
0.011473669670522213,
-0.0411803238093853,
0.026297910138964653,
3.1634022348566285e-33,
-0.015521476045250893,
0.11073455214500427,
-0.014203226193785667,
-0.029056688770651817,
0.010475024580955505,
-0.015816200524568558,
0.04032808914780617,
0.04578378051519394,
-0.05157709866762161,
0.0018528171349316835,
0.01001027412712574,
0.03840601071715355,
0.029068071395158768,
-0.01780563034117222,
0.08762206882238388,
0.03443939611315727,
-0.030527321621775627,
0.004735932685434818,
0.1040838211774826,
0.026927245780825615,
0.03836798295378685,
-0.11261200159788132,
0.026258667930960655,
-0.03585607558488846,
0.007197848521173,
-0.026428936049342155,
-0.036237046122550964,
0.012690212577581406,
0.06223630532622337,
-0.0498165562748909,
0.03700551390647888,
-0.06815136969089508,
0.10199589282274246,
0.031489983201026917,
0.04135686531662941,
0.0070657008327543736,
-0.02286182902753353,
-0.055339790880680084,
0.0015202033100649714,
-0.034930601716041565,
0.009210099466145039,
0.009863187558948994,
-0.05513215810060501,
0.07204892486333847,
-0.0688067227602005,
0.05376719310879707,
-0.09337666630744934,
-0.010611229576170444,
-0.012426191940903664,
-0.02216918393969536,
0.09601874649524689,
0.04593934118747711,
0.018904758617281914,
0.011904877610504627,
-0.008257581852376461,
-0.027733026072382927,
0.003623109543696046,
-0.016346490010619164,
-0.01766478270292282,
0.04847784340381622,
0.00947004184126854,
-0.06188882887363434,
-0.061430156230926514,
0.028458010405302048,
-0.027945011854171753,
-0.000017485421267338097,
0.061915747821331024,
-0.0034087845124304295,
0.024575917050242424,
-0.020183783024549484,
-0.018536904826760292,
-0.02210311032831669,
-0.041255172342061996,
0.06039557605981827,
-0.08970616012811661,
-0.006177965085953474,
-0.07294122874736786,
0.03697511926293373,
0.020521782338619232,
0.00647020572796464,
0.02020714432001114,
-0.004547166172415018,
0.052828140556812286,
0.029541941359639168,
-0.057724833488464355,
-0.04814261943101883,
0.014977329410612583,
-0.05782372131943703,
-0.03043028712272644,
0.07997161149978638,
0.015599687583744526,
0.010804707184433937,
0.010800648480653763,
0.05717983469367027,
0.018644440919160843,
-3.273639727734758e-33,
-0.08070976287126541,
-0.052396420389413834,
-0.08555493503808975,
0.10313832759857178,
-0.07419873774051666,
-0.05298221483826637,
-0.051625143736600876,
0.025024980306625366,
0.005237404257059097,
-0.061701253056526184,
-0.05641419440507889,
-0.026442309841513634,
0.11301013082265854,
-0.05731420964002609,
-0.01482111681252718,
-0.08261698484420776,
0.019504651427268982,
0.008464283309876919,
-0.05125519633293152,
-0.0009555687429383397,
0.0006055183475837111,
0.029835419729351997,
-0.13325734436511993,
-0.03045252151787281,
0.04578250274062157,
0.052662964910268784,
-0.004105366766452789,
0.020115438848733902,
0.02001054398715496,
0.014547656290233135,
0.014358395710587502,
0.06465864926576614,
-0.00280430493876338,
-0.14713768661022186,
0.004575811326503754,
0.04796556383371353,
0.044173214584589005,
0.11885800212621689,
0.01629279926419258,
0.011868123896420002,
0.06055808439850807,
0.06356191635131836,
-0.0668291375041008,
0.014583013951778412,
-0.06541703641414642,
-0.051433347165584564,
-0.06553751975297928,
0.06472447514533997,
-0.0140420226380229,
0.014537817798554897,
0.10281059145927429,
-0.013206454925239086,
0.032843753695487976,
-0.0635208785533905,
0.05244594067335129,
0.11957200616598129,
-0.1038946732878685,
0.05516122281551361,
0.09111005067825317,
0.056147269904613495,
0.0457439161837101,
-0.07489711791276932,
-0.09338876605033875,
0.08539201319217682,
0.030674399808049202,
-0.03354393690824509,
0.00421733595430851,
0.04208933934569359,
-0.01867670752108097,
0.028563521802425385,
0.045403458178043365,
-0.027332700788974762,
-0.037469517439603806,
0.002088850364089012,
-0.02253253571689129,
-0.03967907279729843,
0.07344070822000504,
0.03984284773468971,
-0.05454248562455177,
0.037633027881383896,
-0.011283096857368946,
0.044302430003881454,
-0.0325484424829483,
-0.02643539197742939,
0.11226053535938263,
-0.0451045036315918,
0.023750074207782745,
-0.06751507520675659,
-0.007453714031726122,
0.014400260522961617,
0.05781403183937073,
0.01458120159804821,
-0.11851868033409119,
0.04365196451544762,
-0.05540637671947479,
-4.6413063614636485e-8,
-0.011038849130272865,
-0.00962158478796482,
-0.0641428753733635,
0.006158572155982256,
0.05415210872888565,
0.09589774906635284,
0.02619083598256111,
-0.04567956551909447,
-0.013811604119837284,
-0.01581956259906292,
0.057910580188035965,
-0.02428239956498146,
-0.12649399042129517,
-0.04254324361681938,
0.0393853560090065,
0.06291892379522324,
-0.043854180723428726,
-0.06691387295722961,
-0.06516050547361374,
-0.031472425907850266,
-0.07246644049882889,
0.008836553432047367,
-0.051278527826070786,
-0.04780688136816025,
0.024519747123122215,
-0.022109821438789368,
0.13476885855197906,
0.03641501069068909,
0.0353146456182003,
0.1137521043419838,
-0.043461427092552185,
-0.04068901389837265,
0.022140607237815857,
-0.054382674396038055,
0.000862880318891257,
0.1322297751903534,
0.014490201137959957,
-0.020433004945516586,
0.0031482544727623463,
0.030457884073257446,
-0.05078889802098274,
0.029954226687550545,
0.021890541538596153,
-0.013117029331624508,
-0.00919369887560606,
-0.06279341876506805,
-0.07490857690572739,
0.06069869548082352,
0.03537139669060707,
-0.02998143434524536,
0.0018831552006304264,
-0.11370070278644562,
-0.011131657287478447,
-0.009710083715617657,
-0.023814057931303978,
-0.010567767545580864,
0.00997133832424879,
0.037170007824897766,
0.06173011288046837,
0.07028751820325851,
0.039435505867004395,
-0.07136936485767365,
0.07624034583568573,
-0.013134345412254333
] | null | null | null | null | null | null | null |
[
-0.0663679987192154,
-0.005705554503947496,
0.04762206971645355,
-0.05106618255376816,
0.049925122410058975,
-0.12809854745864868,
0.009114867076277733,
-0.036105621606111526,
0.06530502438545227,
-0.017375143244862556,
-0.031392280012369156,
0.05210213363170624,
0.04272806644439697,
-0.011658504605293274,
0.0014825004618614912,
-0.030359111726284027,
0.05824257805943489,
0.024477016180753708,
-0.02642301842570305,
-0.054506316781044006,
-0.025062071159482002,
0.004546047188341618,
0.033119603991508484,
-0.017002612352371216,
-0.062146782875061035,
-0.012507569044828415,
-0.010859486646950245,
0.0011206307681277394,
-0.011245266534388065,
-0.08675049990415573,
0.13417422771453857,
0.03133229911327362,
-0.021381445229053497,
0.06391485035419464,
-0.04297801852226257,
-0.050402138382196426,
0.043761882930994034,
-0.02396802417933941,
-0.023882918059825897,
-0.004029041156172752,
0.10354205220937729,
-0.0507950559258461,
-0.029848601669073105,
0.1000184714794159,
-0.000654931936878711,
0.011801045387983322,
0.04447464644908905,
0.06253509968519211,
-0.04322165250778198,
0.026511862874031067,
0.01614936627447605,
-0.03783859685063362,
-0.023207295686006546,
0.027523333206772804,
-0.041926395148038864,
-0.08723635226488113,
-0.020650196820497513,
0.014083105139434338,
-0.05196370184421539,
0.08229214698076248,
0.07150532305240631,
0.026419658213853836,
-0.009010856039822102,
-0.002450349507853389,
0.0061690714210271835,
0.06456534564495087,
0.10043875873088837,
-0.0001671657373663038,
0.01959899254143238,
0.0016217287629842758,
0.07377725839614868,
0.031032541766762733,
0.003575990442186594,
0.007908280938863754,
-0.03596537560224533,
-0.041944704949855804,
-0.059175632894039154,
-0.04119196534156799,
-0.04597790539264679,
-0.04543590918183327,
0.020297592505812645,
0.021339496597647667,
0.04755660146474838,
0.00027981618768535554,
-0.01700960099697113,
-0.03616849333047867,
0.02261980064213276,
-0.009240024723112583,
0.013624977320432663,
0.015240048989653587,
-0.05408480018377304,
0.022571638226509094,
0.12154844403266907,
0.026923980563879013,
0.06527534127235413,
0.04905251786112785,
-0.009881660342216492,
-0.021731171756982803,
-0.013795338571071625,
0.0570291131734848,
-0.054162174463272095,
0.03011319972574711,
-0.0009026922634802759,
-0.05207198113203049,
0.06505253165960312,
0.08911013603210449,
0.008701140061020851,
-0.0022904491052031517,
0.08719612658023834,
0.10419987887144089,
-0.12505674362182617,
0.021783266216516495,
-0.03112212009727955,
-0.07297494262456894,
0.014641421847045422,
-0.05903821811079979,
-0.007351031061261892,
0.04541834443807602,
-0.011916224844753742,
-0.045345280319452286,
0.0034554435405880213,
-0.04509231075644493,
-0.020771456882357597,
-0.03505482152104378,
0.011473669670522213,
-0.0411803238093853,
0.026297910138964653,
3.1634022348566285e-33,
-0.015521476045250893,
0.11073455214500427,
-0.014203226193785667,
-0.029056688770651817,
0.010475024580955505,
-0.015816200524568558,
0.04032808914780617,
0.04578378051519394,
-0.05157709866762161,
0.0018528171349316835,
0.01001027412712574,
0.03840601071715355,
0.029068071395158768,
-0.01780563034117222,
0.08762206882238388,
0.03443939611315727,
-0.030527321621775627,
0.004735932685434818,
0.1040838211774826,
0.026927245780825615,
0.03836798295378685,
-0.11261200159788132,
0.026258667930960655,
-0.03585607558488846,
0.007197848521173,
-0.026428936049342155,
-0.036237046122550964,
0.012690212577581406,
0.06223630532622337,
-0.0498165562748909,
0.03700551390647888,
-0.06815136969089508,
0.10199589282274246,
0.031489983201026917,
0.04135686531662941,
0.0070657008327543736,
-0.02286182902753353,
-0.055339790880680084,
0.0015202033100649714,
-0.034930601716041565,
0.009210099466145039,
0.009863187558948994,
-0.05513215810060501,
0.07204892486333847,
-0.0688067227602005,
0.05376719310879707,
-0.09337666630744934,
-0.010611229576170444,
-0.012426191940903664,
-0.02216918393969536,
0.09601874649524689,
0.04593934118747711,
0.018904758617281914,
0.011904877610504627,
-0.008257581852376461,
-0.027733026072382927,
0.003623109543696046,
-0.016346490010619164,
-0.01766478270292282,
0.04847784340381622,
0.00947004184126854,
-0.06188882887363434,
-0.061430156230926514,
0.028458010405302048,
-0.027945011854171753,
-0.000017485421267338097,
0.061915747821331024,
-0.0034087845124304295,
0.024575917050242424,
-0.020183783024549484,
-0.018536904826760292,
-0.02210311032831669,
-0.041255172342061996,
0.06039557605981827,
-0.08970616012811661,
-0.006177965085953474,
-0.07294122874736786,
0.03697511926293373,
0.020521782338619232,
0.00647020572796464,
0.02020714432001114,
-0.004547166172415018,
0.052828140556812286,
0.029541941359639168,
-0.057724833488464355,
-0.04814261943101883,
0.014977329410612583,
-0.05782372131943703,
-0.03043028712272644,
0.07997161149978638,
0.015599687583744526,
0.010804707184433937,
0.010800648480653763,
0.05717983469367027,
0.018644440919160843,
-3.273639727734758e-33,
-0.08070976287126541,
-0.052396420389413834,
-0.08555493503808975,
0.10313832759857178,
-0.07419873774051666,
-0.05298221483826637,
-0.051625143736600876,
0.025024980306625366,
0.005237404257059097,
-0.061701253056526184,
-0.05641419440507889,
-0.026442309841513634,
0.11301013082265854,
-0.05731420964002609,
-0.01482111681252718,
-0.08261698484420776,
0.019504651427268982,
0.008464283309876919,
-0.05125519633293152,
-0.0009555687429383397,
0.0006055183475837111,
0.029835419729351997,
-0.13325734436511993,
-0.03045252151787281,
0.04578250274062157,
0.052662964910268784,
-0.004105366766452789,
0.020115438848733902,
0.02001054398715496,
0.014547656290233135,
0.014358395710587502,
0.06465864926576614,
-0.00280430493876338,
-0.14713768661022186,
0.004575811326503754,
0.04796556383371353,
0.044173214584589005,
0.11885800212621689,
0.01629279926419258,
0.011868123896420002,
0.06055808439850807,
0.06356191635131836,
-0.0668291375041008,
0.014583013951778412,
-0.06541703641414642,
-0.051433347165584564,
-0.06553751975297928,
0.06472447514533997,
-0.0140420226380229,
0.014537817798554897,
0.10281059145927429,
-0.013206454925239086,
0.032843753695487976,
-0.0635208785533905,
0.05244594067335129,
0.11957200616598129,
-0.1038946732878685,
0.05516122281551361,
0.09111005067825317,
0.056147269904613495,
0.0457439161837101,
-0.07489711791276932,
-0.09338876605033875,
0.08539201319217682,
0.030674399808049202,
-0.03354393690824509,
0.00421733595430851,
0.04208933934569359,
-0.01867670752108097,
0.028563521802425385,
0.045403458178043365,
-0.027332700788974762,
-0.037469517439603806,
0.002088850364089012,
-0.02253253571689129,
-0.03967907279729843,
0.07344070822000504,
0.03984284773468971,
-0.05454248562455177,
0.037633027881383896,
-0.011283096857368946,
0.044302430003881454,
-0.0325484424829483,
-0.02643539197742939,
0.11226053535938263,
-0.0451045036315918,
0.023750074207782745,
-0.06751507520675659,
-0.007453714031726122,
0.014400260522961617,
0.05781403183937073,
0.01458120159804821,
-0.11851868033409119,
0.04365196451544762,
-0.05540637671947479,
-4.6413063614636485e-8,
-0.011038849130272865,
-0.00962158478796482,
-0.0641428753733635,
0.006158572155982256,
0.05415210872888565,
0.09589774906635284,
0.02619083598256111,
-0.04567956551909447,
-0.013811604119837284,
-0.01581956259906292,
0.057910580188035965,
-0.02428239956498146,
-0.12649399042129517,
-0.04254324361681938,
0.0393853560090065,
0.06291892379522324,
-0.043854180723428726,
-0.06691387295722961,
-0.06516050547361374,
-0.031472425907850266,
-0.07246644049882889,
0.008836553432047367,
-0.051278527826070786,
-0.04780688136816025,
0.024519747123122215,
-0.022109821438789368,
0.13476885855197906,
0.03641501069068909,
0.0353146456182003,
0.1137521043419838,
-0.043461427092552185,
-0.04068901389837265,
0.022140607237815857,
-0.054382674396038055,
0.000862880318891257,
0.1322297751903534,
0.014490201137959957,
-0.020433004945516586,
0.0031482544727623463,
0.030457884073257446,
-0.05078889802098274,
0.029954226687550545,
0.021890541538596153,
-0.013117029331624508,
-0.00919369887560606,
-0.06279341876506805,
-0.07490857690572739,
0.06069869548082352,
0.03537139669060707,
-0.02998143434524536,
0.0018831552006304264,
-0.11370070278644562,
-0.011131657287478447,
-0.009710083715617657,
-0.023814057931303978,
-0.010567767545580864,
0.00997133832424879,
0.037170007824897766,
0.06173011288046837,
0.07028751820325851,
0.039435505867004395,
-0.07136936485767365,
0.07624034583568573,
-0.013134345412254333
] |
1402.3337
|
Kishore Konda
|
Kishore Konda, Roland Memisevic, David Krueger
|
Zero-bias autoencoders and the benefits of co-adapting features
| null | null | null | null |
stat.ML cs.CV cs.LG cs.NE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Regularized training of an autoencoder typically results in hidden unit
biases that take on large negative values. We show that negative biases are a
natural result of using a hidden layer whose responsibility is to both
represent the input data and act as a selection mechanism that ensures sparsity
of the representation. We then show that negative biases impede the learning of
data distributions whose intrinsic dimensionality is high. We also propose a
new activation function that decouples the two roles of the hidden layer and
that allows us to learn representations on data with very high intrinsic
dimensionality, where standard autoencoders typically fail. Since the decoupled
activation function acts like an implicit regularizer, the model can be trained
by minimizing the reconstruction error of training data, without requiring any
additional regularization.
|
[
{
"created": "Thu, 13 Feb 2014 23:37:39 GMT",
"version": "v1"
},
{
"created": "Mon, 10 Nov 2014 21:39:48 GMT",
"version": "v2"
},
{
"created": "Sat, 20 Dec 2014 02:07:47 GMT",
"version": "v3"
},
{
"created": "Sat, 28 Feb 2015 01:15:33 GMT",
"version": "v4"
},
{
"created": "Wed, 8 Apr 2015 14:51:11 GMT",
"version": "v5"
}
] |
2015-04-09
|
[
[
"Konda",
"Kishore",
""
],
[
"Memisevic",
"Roland",
""
],
[
"Krueger",
"David",
""
]
] |
[
-0.0964219868183136,
-0.06724046170711517,
0.03465455397963524,
0.07688236981630325,
0.01805722899734974,
0.039334606379270554,
0.015439295209944248,
-0.08530722558498383,
0.023252591490745544,
-0.05618174746632576,
0.02921449765563011,
-0.022077297791838646,
0.01680222526192665,
0.04511338099837303,
-0.06889639049768448,
-0.045086417347192764,
0.04077012091875076,
0.051820311695337296,
-0.1780758947134018,
-0.07242986559867859,
-0.03883659467101097,
0.027018781751394272,
-0.010488270781934261,
0.010757563635706902,
0.044207267463207245,
-0.027131719514727592,
0.0311436764895916,
0.009633519686758518,
-0.0012519237352535129,
-0.02495442144572735,
0.05231636390089989,
-0.030714577063918114,
0.025418594479560852,
0.00242794631049037,
-0.028452368453145027,
0.016273679211735725,
-0.07754714787006378,
0.09345369040966034,
-0.05172441899776459,
-0.011336706578731537,
0.04062943905591965,
0.008951648138463497,
-0.038201551884412766,
0.031025614589452744,
0.017500367015600204,
-0.028255151584744453,
0.01695924997329712,
-0.11122135072946548,
0.06475982069969177,
0.027393026277422905,
0.032114870846271515,
0.05440204218029976,
-0.01995747536420822,
0.060056671500205994,
0.009488401934504509,
-0.012651645578444004,
0.01008568424731493,
0.055713895708322525,
-0.07426238059997559,
0.030361713841557503,
0.00741382734850049,
-0.07211845368146896,
-0.030832834541797638,
-0.03642216697335243,
-0.015682674944400787,
-0.03462083265185356,
0.011779307387769222,
0.04294781759381294,
-0.0038370408583432436,
0.03737139329314232,
0.012643106281757355,
0.04760909453034401,
-0.0827837586402893,
0.019854361191391945,
0.11398687213659286,
0.005937514360994101,
-0.021244963631033897,
-0.03478401526808739,
0.09674759954214096,
-0.050398070365190506,
0.027482353150844574,
0.015598371624946594,
0.02572685480117798,
0.08247523009777069,
0.09879972785711288,
0.038394495844841,
0.012510567903518677,
0.03308001905679703,
-0.0054433103650808334,
0.018623974174261093,
-0.06150386109948158,
-0.05556299164891243,
-0.026171214878559113,
-0.00119430769700557,
-0.008996028453111649,
0.014947428368031979,
0.043244410306215286,
-0.07072333246469498,
-0.026875223964452744,
0.07525114715099335,
-0.03142256662249565,
0.016952581703662872,
-0.0005081855342723429,
0.05471489578485489,
0.061102740466594696,
-0.041933365166187286,
0.08580143749713898,
0.06998169422149658,
0.05165955424308777,
-0.06749878078699112,
0.006731389090418816,
0.03556639328598976,
0.00882102083414793,
0.002848241711035371,
0.01729939691722393,
-0.01313506718724966,
0.05255025997757912,
-0.03000643104314804,
-0.013974688947200775,
-0.02376614883542061,
-0.0742693543434143,
0.02577214129269123,
-0.07075639814138412,
0.04690049588680267,
0.06047987565398216,
-0.03050714172422886,
-0.025876721367239952,
4.62441387791808e-33,
-0.005871404428035021,
0.0957641750574112,
0.000861204054672271,
-0.05237531289458275,
-0.02113054320216179,
-0.05735757574439049,
-0.013971577398478985,
0.012209258042275906,
0.06682653725147247,
0.051240768283605576,
-0.04863700643181801,
0.00951535813510418,
-0.04807952046394348,
0.166558176279068,
-0.001061124261468649,
0.05680325627326965,
-0.03191675990819931,
0.07528871297836304,
0.056493159383535385,
-0.05336547642946243,
0.018921302631497383,
0.004480279516428709,
0.0014900336973369122,
-0.05878990516066551,
-0.03189961612224579,
-0.015597475692629814,
0.04967241734266281,
-0.008557342924177647,
-0.07972557842731476,
-0.012589707970619202,
-0.09640366584062576,
-0.008310122415423393,
0.11729246377944946,
-0.02729339897632599,
0.025513887405395508,
0.02113463170826435,
0.049084797501564026,
0.007233175914734602,
0.00945992674678564,
0.00813552737236023,
0.015573572367429733,
0.050120849162340164,
0.0205229539424181,
-0.0378631092607975,
-0.007755102589726448,
-0.05464014410972595,
0.08128170669078827,
-0.03294425085186958,
-0.07074570655822754,
-0.07552412897348404,
0.08274047821760178,
0.007410685997456312,
-0.027843544259667397,
-0.03174067661166191,
-0.015232626348733902,
0.008046596311032772,
0.043345533311367035,
0.034497812390327454,
0.05788819491863251,
0.0410475954413414,
-0.01719803735613823,
0.009948787279427052,
0.03950757905840874,
0.07075279206037521,
0.0015662191435694695,
0.01326397992670536,
0.038113072514534,
-0.034684401005506516,
0.01749202236533165,
-0.00711017195135355,
-0.019426889717578888,
0.049364134669303894,
-0.052674148231744766,
-0.09221069514751434,
0.05840490385890007,
0.06405976414680481,
0.055121082812547684,
-0.13290297985076904,
0.01733180321753025,
0.050513096153736115,
-0.031221548095345497,
-0.040485721081495285,
-0.02582833357155323,
-0.030871305614709854,
-0.11243871599435806,
-0.06892650574445724,
0.0706237182021141,
-0.07051557302474976,
0.03422965109348297,
-0.009144699200987816,
-0.04486144334077835,
-0.05367308855056763,
-0.08825798332691193,
-0.04406828433275223,
-0.010704305954277515,
-3.862386440686085e-33,
-0.014695955440402031,
0.09764619171619415,
-0.05067230388522148,
0.003178504528477788,
-0.07464838027954102,
-0.0143229179084301,
-0.02940540947020054,
0.1019807681441307,
-0.0525134913623333,
-0.03499531000852585,
0.0020884277764707804,
-0.05741729587316513,
0.06558994203805923,
0.004533075727522373,
-0.001511404407210648,
0.04624168202280998,
-0.03725532814860344,
0.03962542116641998,
0.018643425777554512,
-0.01988002099096775,
0.03701390326023102,
0.10881143808364868,
-0.09327644109725952,
0.10284451395273209,
0.0040157632902264595,
0.014115695841610432,
-0.05935849994421005,
0.10100854933261871,
0.07478203624486923,
0.023954831063747406,
-0.013695698231458664,
0.007008295506238937,
-0.02238628827035427,
-0.03252620995044708,
-0.05813060328364372,
0.06642778217792511,
-0.01903512515127659,
0.04408654570579529,
-0.04011165723204613,
0.006765468046069145,
-0.0060540856793522835,
-0.025700129568576813,
-0.07129284739494324,
0.017644109204411507,
0.015395884402096272,
-0.0610261894762516,
0.0043395464308559895,
0.0052962456829845905,
0.06128639355301857,
0.017115488648414612,
-0.034306302666664124,
0.014604728668928146,
0.009352404624223709,
0.03892095759510994,
-0.030493250116705894,
-0.010745758190751076,
0.053178489208221436,
-0.0447099506855011,
0.08098912984132767,
0.05435904115438461,
-0.050379056483507156,
-0.09863602370023727,
0.06992947310209274,
-0.03203193098306656,
-0.10390771180391312,
-0.04268645867705345,
-0.0025102521758526564,
0.04677337780594826,
0.030671946704387665,
-0.010640653781592846,
0.07000944018363953,
-0.010019330307841301,
-0.009512088261544704,
0.03165809437632561,
-0.03964843973517418,
-0.060373641550540924,
0.003761566709727049,
0.01853087730705738,
-0.036835089325904846,
0.04625624045729637,
0.0018701778026297688,
0.02581009827554226,
0.032755352556705475,
0.03843214362859726,
0.05861050635576248,
0.09924943000078201,
-0.026750626042485237,
0.008448556065559387,
-0.010166849941015244,
-0.0195236224681139,
-0.007521570194512606,
0.053427644073963165,
-0.029593337327241898,
0.015534301288425922,
-0.02602027915418148,
-4.362208017028024e-8,
-0.12240144610404968,
0.03629805147647858,
0.06865132600069046,
-0.008698814548552036,
-0.016475806012749672,
-0.07502983510494232,
0.0036564404144883156,
0.07466490566730499,
-0.05573249235749245,
-0.009224317036569118,
0.07975674420595169,
-0.04472638666629791,
-0.08996406197547913,
-0.07903030514717102,
0.03403473645448685,
0.08960599452257156,
0.052594177424907684,
0.03697206825017929,
0.034988757222890854,
-0.0009384978329762816,
-0.0029005520045757294,
0.04590093716979027,
-0.05138303339481354,
-0.1348758190870285,
0.04006979241967201,
-0.053070466965436935,
-0.0034200793597847223,
0.08183477073907852,
0.016315069049596786,
0.0036298674531280994,
0.011283294297754765,
0.03571027144789696,
0.03690103441476822,
-0.03668433427810669,
-0.007014296483248472,
0.11332447081804276,
0.06204741820693016,
-0.03572322428226471,
-0.06524106860160828,
-0.11877778172492981,
-0.07034455984830856,
0.026541544124484062,
-0.04672040790319443,
-0.0563899464905262,
-0.052025314420461655,
0.01897796057164669,
0.0364665649831295,
-0.07233413308858871,
0.007489553652703762,
-0.06431251764297485,
0.10500799119472504,
-0.06646835803985596,
0.05870099738240242,
0.03413436561822891,
0.0919351652264595,
0.013386677019298077,
-0.018756207078695297,
-0.06594718247652054,
-0.025531696155667305,
0.054380256682634354,
-0.047549810260534286,
0.0723167359828949,
-0.06739156693220139,
-0.01287048403173685
] | null | null | null | null | null | null | null |
[
-0.0964219868183136,
-0.06724046170711517,
0.03465455397963524,
0.07688236981630325,
0.01805722899734974,
0.039334606379270554,
0.015439295209944248,
-0.08530722558498383,
0.023252591490745544,
-0.05618174746632576,
0.02921449765563011,
-0.022077297791838646,
0.01680222526192665,
0.04511338099837303,
-0.06889639049768448,
-0.045086417347192764,
0.04077012091875076,
0.051820311695337296,
-0.1780758947134018,
-0.07242986559867859,
-0.03883659467101097,
0.027018781751394272,
-0.010488270781934261,
0.010757563635706902,
0.044207267463207245,
-0.027131719514727592,
0.0311436764895916,
0.009633519686758518,
-0.0012519237352535129,
-0.02495442144572735,
0.05231636390089989,
-0.030714577063918114,
0.025418594479560852,
0.00242794631049037,
-0.028452368453145027,
0.016273679211735725,
-0.07754714787006378,
0.09345369040966034,
-0.05172441899776459,
-0.011336706578731537,
0.04062943905591965,
0.008951648138463497,
-0.038201551884412766,
0.031025614589452744,
0.017500367015600204,
-0.028255151584744453,
0.01695924997329712,
-0.11122135072946548,
0.06475982069969177,
0.027393026277422905,
0.032114870846271515,
0.05440204218029976,
-0.01995747536420822,
0.060056671500205994,
0.009488401934504509,
-0.012651645578444004,
0.01008568424731493,
0.055713895708322525,
-0.07426238059997559,
0.030361713841557503,
0.00741382734850049,
-0.07211845368146896,
-0.030832834541797638,
-0.03642216697335243,
-0.015682674944400787,
-0.03462083265185356,
0.011779307387769222,
0.04294781759381294,
-0.0038370408583432436,
0.03737139329314232,
0.012643106281757355,
0.04760909453034401,
-0.0827837586402893,
0.019854361191391945,
0.11398687213659286,
0.005937514360994101,
-0.021244963631033897,
-0.03478401526808739,
0.09674759954214096,
-0.050398070365190506,
0.027482353150844574,
0.015598371624946594,
0.02572685480117798,
0.08247523009777069,
0.09879972785711288,
0.038394495844841,
0.012510567903518677,
0.03308001905679703,
-0.0054433103650808334,
0.018623974174261093,
-0.06150386109948158,
-0.05556299164891243,
-0.026171214878559113,
-0.00119430769700557,
-0.008996028453111649,
0.014947428368031979,
0.043244410306215286,
-0.07072333246469498,
-0.026875223964452744,
0.07525114715099335,
-0.03142256662249565,
0.016952581703662872,
-0.0005081855342723429,
0.05471489578485489,
0.061102740466594696,
-0.041933365166187286,
0.08580143749713898,
0.06998169422149658,
0.05165955424308777,
-0.06749878078699112,
0.006731389090418816,
0.03556639328598976,
0.00882102083414793,
0.002848241711035371,
0.01729939691722393,
-0.01313506718724966,
0.05255025997757912,
-0.03000643104314804,
-0.013974688947200775,
-0.02376614883542061,
-0.0742693543434143,
0.02577214129269123,
-0.07075639814138412,
0.04690049588680267,
0.06047987565398216,
-0.03050714172422886,
-0.025876721367239952,
4.62441387791808e-33,
-0.005871404428035021,
0.0957641750574112,
0.000861204054672271,
-0.05237531289458275,
-0.02113054320216179,
-0.05735757574439049,
-0.013971577398478985,
0.012209258042275906,
0.06682653725147247,
0.051240768283605576,
-0.04863700643181801,
0.00951535813510418,
-0.04807952046394348,
0.166558176279068,
-0.001061124261468649,
0.05680325627326965,
-0.03191675990819931,
0.07528871297836304,
0.056493159383535385,
-0.05336547642946243,
0.018921302631497383,
0.004480279516428709,
0.0014900336973369122,
-0.05878990516066551,
-0.03189961612224579,
-0.015597475692629814,
0.04967241734266281,
-0.008557342924177647,
-0.07972557842731476,
-0.012589707970619202,
-0.09640366584062576,
-0.008310122415423393,
0.11729246377944946,
-0.02729339897632599,
0.025513887405395508,
0.02113463170826435,
0.049084797501564026,
0.007233175914734602,
0.00945992674678564,
0.00813552737236023,
0.015573572367429733,
0.050120849162340164,
0.0205229539424181,
-0.0378631092607975,
-0.007755102589726448,
-0.05464014410972595,
0.08128170669078827,
-0.03294425085186958,
-0.07074570655822754,
-0.07552412897348404,
0.08274047821760178,
0.007410685997456312,
-0.027843544259667397,
-0.03174067661166191,
-0.015232626348733902,
0.008046596311032772,
0.043345533311367035,
0.034497812390327454,
0.05788819491863251,
0.0410475954413414,
-0.01719803735613823,
0.009948787279427052,
0.03950757905840874,
0.07075279206037521,
0.0015662191435694695,
0.01326397992670536,
0.038113072514534,
-0.034684401005506516,
0.01749202236533165,
-0.00711017195135355,
-0.019426889717578888,
0.049364134669303894,
-0.052674148231744766,
-0.09221069514751434,
0.05840490385890007,
0.06405976414680481,
0.055121082812547684,
-0.13290297985076904,
0.01733180321753025,
0.050513096153736115,
-0.031221548095345497,
-0.040485721081495285,
-0.02582833357155323,
-0.030871305614709854,
-0.11243871599435806,
-0.06892650574445724,
0.0706237182021141,
-0.07051557302474976,
0.03422965109348297,
-0.009144699200987816,
-0.04486144334077835,
-0.05367308855056763,
-0.08825798332691193,
-0.04406828433275223,
-0.010704305954277515,
-3.862386440686085e-33,
-0.014695955440402031,
0.09764619171619415,
-0.05067230388522148,
0.003178504528477788,
-0.07464838027954102,
-0.0143229179084301,
-0.02940540947020054,
0.1019807681441307,
-0.0525134913623333,
-0.03499531000852585,
0.0020884277764707804,
-0.05741729587316513,
0.06558994203805923,
0.004533075727522373,
-0.001511404407210648,
0.04624168202280998,
-0.03725532814860344,
0.03962542116641998,
0.018643425777554512,
-0.01988002099096775,
0.03701390326023102,
0.10881143808364868,
-0.09327644109725952,
0.10284451395273209,
0.0040157632902264595,
0.014115695841610432,
-0.05935849994421005,
0.10100854933261871,
0.07478203624486923,
0.023954831063747406,
-0.013695698231458664,
0.007008295506238937,
-0.02238628827035427,
-0.03252620995044708,
-0.05813060328364372,
0.06642778217792511,
-0.01903512515127659,
0.04408654570579529,
-0.04011165723204613,
0.006765468046069145,
-0.0060540856793522835,
-0.025700129568576813,
-0.07129284739494324,
0.017644109204411507,
0.015395884402096272,
-0.0610261894762516,
0.0043395464308559895,
0.0052962456829845905,
0.06128639355301857,
0.017115488648414612,
-0.034306302666664124,
0.014604728668928146,
0.009352404624223709,
0.03892095759510994,
-0.030493250116705894,
-0.010745758190751076,
0.053178489208221436,
-0.0447099506855011,
0.08098912984132767,
0.05435904115438461,
-0.050379056483507156,
-0.09863602370023727,
0.06992947310209274,
-0.03203193098306656,
-0.10390771180391312,
-0.04268645867705345,
-0.0025102521758526564,
0.04677337780594826,
0.030671946704387665,
-0.010640653781592846,
0.07000944018363953,
-0.010019330307841301,
-0.009512088261544704,
0.03165809437632561,
-0.03964843973517418,
-0.060373641550540924,
0.003761566709727049,
0.01853087730705738,
-0.036835089325904846,
0.04625624045729637,
0.0018701778026297688,
0.02581009827554226,
0.032755352556705475,
0.03843214362859726,
0.05861050635576248,
0.09924943000078201,
-0.026750626042485237,
0.008448556065559387,
-0.010166849941015244,
-0.0195236224681139,
-0.007521570194512606,
0.053427644073963165,
-0.029593337327241898,
0.015534301288425922,
-0.02602027915418148,
-4.362208017028024e-8,
-0.12240144610404968,
0.03629805147647858,
0.06865132600069046,
-0.008698814548552036,
-0.016475806012749672,
-0.07502983510494232,
0.0036564404144883156,
0.07466490566730499,
-0.05573249235749245,
-0.009224317036569118,
0.07975674420595169,
-0.04472638666629791,
-0.08996406197547913,
-0.07903030514717102,
0.03403473645448685,
0.08960599452257156,
0.052594177424907684,
0.03697206825017929,
0.034988757222890854,
-0.0009384978329762816,
-0.0029005520045757294,
0.04590093716979027,
-0.05138303339481354,
-0.1348758190870285,
0.04006979241967201,
-0.053070466965436935,
-0.0034200793597847223,
0.08183477073907852,
0.016315069049596786,
0.0036298674531280994,
0.011283294297754765,
0.03571027144789696,
0.03690103441476822,
-0.03668433427810669,
-0.007014296483248472,
0.11332447081804276,
0.06204741820693016,
-0.03572322428226471,
-0.06524106860160828,
-0.11877778172492981,
-0.07034455984830856,
0.026541544124484062,
-0.04672040790319443,
-0.0563899464905262,
-0.052025314420461655,
0.01897796057164669,
0.0364665649831295,
-0.07233413308858871,
0.007489553652703762,
-0.06431251764297485,
0.10500799119472504,
-0.06646835803985596,
0.05870099738240242,
0.03413436561822891,
0.0919351652264595,
0.013386677019298077,
-0.018756207078695297,
-0.06594718247652054,
-0.025531696155667305,
0.054380256682634354,
-0.047549810260534286,
0.0723167359828949,
-0.06739156693220139,
-0.01287048403173685
] |
1402.3341
|
Sebastian M. Cioab\u{a}
|
Sebastian M. Cioab\u{a}, Felix Lazebnik, Weiqiang Li
|
On the Spectrum of Wenger Graphs
|
9 pages; accepted for publication to J. Combin. Theory, Series B
| null | null | null |
math.CO cs.DM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Let $q=p^e$, where $p$ is a prime and $e\geq 1$ is an integer. For $m\geq 1$,
let $P$ and $L$ be two copies of the $(m+1)$-dimensional vector spaces over the
finite field $\mathbb{F}_q$. Consider the bipartite graph $W_m(q)$ with partite
sets $P$ and $L$ defined as follows: a point $(p)=(p_1,p_2,\ldots,p_{m+1})\in
P$ is adjacent to a line $[l]=[l_1,l_2,\ldots,l_{m+1}]\in L$ if and only if the
following $m$ equalities hold: $l_{i+1} + p_{i+1}=l_{i}p_1$ for $i=1,\ldots,
m$. We call the graphs $W_m(q)$ Wenger graphs. In this paper, we determine all
distinct eigenvalues of the adjacency matrix of $W_m(q)$ and their
multiplicities. We also survey results on Wenger graphs.
|
[
{
"created": "Fri, 14 Feb 2014 01:20:21 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Cioabă",
"Sebastian M.",
""
],
[
"Lazebnik",
"Felix",
""
],
[
"Li",
"Weiqiang",
""
]
] |
[
-0.012220061384141445,
0.07578234374523163,
-0.011881415732204914,
-0.059755463153123856,
0.028689544647932053,
0.04992971569299698,
0.05266813188791275,
-0.009155225940048695,
-0.050068095326423645,
0.011677919887006283,
-0.0207326952368021,
-0.015467997640371323,
0.053084611892700195,
-0.037121955305337906,
-0.0221110712736845,
0.09116613864898682,
-0.029000693932175636,
-0.02051580511033535,
0.021976154297590256,
0.09249840676784515,
-0.01713724620640278,
-0.06499992311000824,
0.027748510241508484,
0.017392082139849663,
0.008082166314125061,
-0.03876033052802086,
0.0032247407361865044,
0.1192237064242363,
0.07493595778942108,
-0.0037709372118115425,
-0.02317911759018898,
0.014749723486602306,
0.030686084181070328,
0.025176718831062317,
0.0002590082585811615,
-0.034000784158706665,
0.03022495098412037,
0.04330708086490631,
0.0057447077706456184,
0.08831252157688141,
0.035307709127664566,
-0.013515309430658817,
-0.030587131157517433,
-0.04177495092153549,
-0.02113655023276806,
-0.04497240483760834,
-0.04029381647706032,
0.02565932273864746,
-0.08437082916498184,
-0.07428766787052155,
-0.04652019962668419,
0.030866406857967377,
-0.047766488045454025,
0.025636635720729828,
-0.04114166647195816,
-0.13368117809295654,
0.06933006644248962,
-0.0475674606859684,
0.03205186128616333,
-0.03747539967298508,
0.031741008162498474,
-0.03055700846016407,
0.005885378923267126,
-0.04248340055346489,
-0.0051028369925916195,
-0.00465483358129859,
0.022163914516568184,
0.026955418288707733,
-0.043860990554094315,
0.011056969873607159,
0.023930251598358154,
-0.04261722415685654,
-0.07769642025232315,
0.05522313714027405,
-0.004702659789472818,
0.05304782837629318,
0.022305063903331757,
0.02593788132071495,
-0.04854652285575867,
-0.013110952451825142,
-0.04540868476033211,
-0.021446164697408676,
-0.0424746535718441,
-0.051553647965192795,
0.020293312147259712,
-0.08103127777576447,
-0.1381506472826004,
-0.021651633083820343,
0.09363475441932678,
-0.009611904621124268,
-0.09382224828004837,
-0.02031552605330944,
-0.0683969259262085,
0.12180067598819733,
0.01397777907550335,
-0.013808151707053185,
0.031108129769563675,
0.06218607351183891,
0.0440659373998642,
0.04038518667221069,
-0.0035282252356410027,
-0.030407210811972618,
-0.02763890102505684,
0.05235195904970169,
0.013488834723830223,
0.0877528041601181,
0.004708864260464907,
0.10135533660650253,
-0.026183661073446274,
-0.07777346670627594,
0.0002213532425230369,
-0.04038253054022789,
0.01448911614716053,
0.11910133808851242,
0.07905787229537964,
-0.08762248605489731,
0.05402596667408943,
-0.013272956945002079,
0.034063804894685745,
0.014889922924339771,
0.12845630943775177,
0.04532594606280327,
0.001524647232145071,
0.017430907115340233,
0.0011515960795804858,
-0.04052012786269188,
0.04190030321478844,
4.0539508775678394e-33,
0.12676408886909485,
0.004735566675662994,
0.02527499385178089,
0.0000347002423950471,
0.05387061461806297,
0.03990769386291504,
-0.05309851095080376,
0.014893685467541218,
-0.02073655091226101,
-0.08252301067113876,
-0.045749105513095856,
0.011315758340060711,
0.09071056544780731,
-0.002067993860691786,
0.030972767621278763,
-0.03264555335044861,
-0.0028285919688642025,
0.004055023659020662,
0.06118004024028778,
-0.07403668016195297,
0.07860410958528519,
0.01354674156755209,
0.03441563993692398,
0.019183076918125153,
0.035479914397001266,
0.011396742425858974,
-0.002166168997064233,
-0.005604880396276712,
-0.044195014983415604,
-0.0001329761289525777,
-0.08410128206014633,
-0.004347361624240875,
0.09990604966878891,
0.02322685346007347,
-0.05722098425030708,
-0.004871692042797804,
-0.062466610223054886,
-0.009183001704514027,
-0.012309018522500992,
-0.1480472981929779,
-0.03776329755783081,
-0.022678015753626823,
0.03613502159714699,
-0.026834456250071526,
-0.013873014599084854,
-0.048060812056064606,
-0.05003441497683525,
0.04717288166284561,
-0.015363101847469807,
0.05344930663704872,
-0.024639980867505074,
-0.0001220218327944167,
-0.12658463418483734,
0.05786282196640968,
-0.05826086923480034,
0.00619904650375247,
0.03174791485071182,
0.012527002021670341,
-0.024868786334991455,
0.07925347983837128,
0.014653591439127922,
-0.001185211818665266,
-0.020692545920610428,
-0.02050337754189968,
0.018458310514688492,
-0.043586984276771545,
0.022365722805261612,
0.024960121139883995,
0.03387922793626785,
0.006324920803308487,
-0.06370820850133896,
0.06523852050304413,
0.030594760552048683,
-0.02125593274831772,
0.023108839988708496,
-0.07077483832836151,
-0.047263339161872864,
-0.03063562698662281,
-0.13891692459583282,
0.03247126191854477,
-0.005486589390784502,
-0.027062665671110153,
-0.04439404234290123,
-0.04107201471924782,
-0.05862130597233772,
-0.05759595334529877,
0.08878759294748306,
-0.06618934869766235,
0.016846701502799988,
-0.06399264931678772,
0.06035175174474716,
-0.010582568123936653,
-0.0013113501481711864,
0.025604626163840294,
0.013555819168686867,
-4.307261093962411e-33,
0.050175439566373825,
-0.02431737445294857,
0.10874585807323456,
0.08706139773130417,
-0.001355762593448162,
-0.057042114436626434,
0.01697514019906521,
0.04364560917019844,
-0.14322631061077118,
0.04544253647327423,
0.01235080137848854,
-0.05523604527115822,
-0.0011614084942266345,
-0.0006274932529777288,
0.01799851469695568,
-0.008404780179262161,
0.05621330812573433,
0.008530128747224808,
-0.014490011148154736,
-0.031031448394060135,
0.020618902519345284,
0.023013411089777946,
-0.01740550808608532,
-0.05182253569364548,
-0.005274636670947075,
-0.005494159646332264,
-0.01832948625087738,
-0.08301714062690735,
-0.0393703430891037,
0.05078582465648651,
0.005458472762256861,
-0.014926129952073097,
-0.07906387746334076,
-0.018493233248591423,
0.04169781133532524,
0.022137602791190147,
-0.02006664127111435,
0.002141383243724704,
0.04567202925682068,
0.0895281508564949,
-0.02252442017197609,
-0.05012933164834976,
0.00009558634337736294,
-0.006915840320289135,
0.033061373978853226,
0.06047012656927109,
0.033194564282894135,
0.06744392961263657,
-0.04647020250558853,
-0.020260825753211975,
0.007433826569467783,
0.037429194897413254,
0.0193560142070055,
0.043063826858997345,
0.010248949751257896,
-0.028122426941990852,
-0.00882115587592125,
0.06301712244749069,
-0.019185028970241547,
-0.0962744876742363,
0.026527930051088333,
0.06529218703508377,
-0.05401173233985901,
-0.0034752876963466406,
0.06931726634502411,
-0.06396374851465225,
-0.05952037125825882,
-0.027673402801156044,
0.006390428636223078,
0.10103750973939896,
0.02746947854757309,
-0.014006087556481361,
0.03782298415899277,
-0.0457078255712986,
0.09546853601932526,
0.02569015696644783,
0.03552556782960892,
0.05659736692905426,
-0.07993409782648087,
0.005398660432547331,
-0.021729150786995888,
-0.02300284057855606,
0.061662524938583374,
0.050620581954717636,
-0.0483737476170063,
-0.02596868947148323,
-0.02326270006597042,
0.03380678966641426,
-0.06575649231672287,
-0.06177125871181488,
0.01978398859500885,
-0.04379494860768318,
-0.02869303897023201,
0.007881006225943565,
0.09552925825119019,
-5.3566328261922536e-8,
-0.121602863073349,
-0.08898154646158218,
-0.1343086212873459,
-0.015391423366963863,
0.025525230914354324,
-0.10320121049880981,
0.04042130708694458,
0.05263899266719818,
0.003228309564292431,
0.09121107310056686,
0.11530554294586182,
-0.0031792819499969482,
-0.03927271440625191,
0.01831514947116375,
-0.03914550319314003,
-0.028902392834424973,
-0.033456142991781235,
-0.007839122787117958,
0.02617543563246727,
-0.03467429429292679,
-0.08143993467092514,
-0.045378245413303375,
-0.003006290178745985,
0.07182006537914276,
-0.04093984141945839,
-0.01768317073583603,
-0.04792850837111473,
-0.07358331233263016,
0.060076214373111725,
0.04672950133681297,
0.019108951091766357,
0.014788836240768433,
0.10083860158920288,
0.07952676713466644,
0.008850031532347202,
0.06812454760074615,
-0.07874085009098053,
0.024615829810500145,
-0.0019269350450485945,
0.04380808770656586,
-0.023389039561152458,
0.012897821143269539,
-0.005146094132214785,
-0.020876042544841766,
0.10810548812150955,
0.0001536653726361692,
-0.026306575164198875,
0.09422080218791962,
-0.025697855278849602,
-0.04799738526344299,
-0.04122941195964813,
-0.022882970049977303,
0.11807233840227127,
-0.07983490079641342,
-0.034194573760032654,
0.03596528246998787,
-0.04442166909575462,
-0.08129563927650452,
0.11262447386980057,
0.006543281022459269,
0.02332799695432186,
-0.0061791748739778996,
0.012477817013859749,
0.0036499465350061655
] | null | null | null | null | null | null | null |
[
-0.012220061384141445,
0.07578234374523163,
-0.011881415732204914,
-0.059755463153123856,
0.028689544647932053,
0.04992971569299698,
0.05266813188791275,
-0.009155225940048695,
-0.050068095326423645,
0.011677919887006283,
-0.0207326952368021,
-0.015467997640371323,
0.053084611892700195,
-0.037121955305337906,
-0.0221110712736845,
0.09116613864898682,
-0.029000693932175636,
-0.02051580511033535,
0.021976154297590256,
0.09249840676784515,
-0.01713724620640278,
-0.06499992311000824,
0.027748510241508484,
0.017392082139849663,
0.008082166314125061,
-0.03876033052802086,
0.0032247407361865044,
0.1192237064242363,
0.07493595778942108,
-0.0037709372118115425,
-0.02317911759018898,
0.014749723486602306,
0.030686084181070328,
0.025176718831062317,
0.0002590082585811615,
-0.034000784158706665,
0.03022495098412037,
0.04330708086490631,
0.0057447077706456184,
0.08831252157688141,
0.035307709127664566,
-0.013515309430658817,
-0.030587131157517433,
-0.04177495092153549,
-0.02113655023276806,
-0.04497240483760834,
-0.04029381647706032,
0.02565932273864746,
-0.08437082916498184,
-0.07428766787052155,
-0.04652019962668419,
0.030866406857967377,
-0.047766488045454025,
0.025636635720729828,
-0.04114166647195816,
-0.13368117809295654,
0.06933006644248962,
-0.0475674606859684,
0.03205186128616333,
-0.03747539967298508,
0.031741008162498474,
-0.03055700846016407,
0.005885378923267126,
-0.04248340055346489,
-0.0051028369925916195,
-0.00465483358129859,
0.022163914516568184,
0.026955418288707733,
-0.043860990554094315,
0.011056969873607159,
0.023930251598358154,
-0.04261722415685654,
-0.07769642025232315,
0.05522313714027405,
-0.004702659789472818,
0.05304782837629318,
0.022305063903331757,
0.02593788132071495,
-0.04854652285575867,
-0.013110952451825142,
-0.04540868476033211,
-0.021446164697408676,
-0.0424746535718441,
-0.051553647965192795,
0.020293312147259712,
-0.08103127777576447,
-0.1381506472826004,
-0.021651633083820343,
0.09363475441932678,
-0.009611904621124268,
-0.09382224828004837,
-0.02031552605330944,
-0.0683969259262085,
0.12180067598819733,
0.01397777907550335,
-0.013808151707053185,
0.031108129769563675,
0.06218607351183891,
0.0440659373998642,
0.04038518667221069,
-0.0035282252356410027,
-0.030407210811972618,
-0.02763890102505684,
0.05235195904970169,
0.013488834723830223,
0.0877528041601181,
0.004708864260464907,
0.10135533660650253,
-0.026183661073446274,
-0.07777346670627594,
0.0002213532425230369,
-0.04038253054022789,
0.01448911614716053,
0.11910133808851242,
0.07905787229537964,
-0.08762248605489731,
0.05402596667408943,
-0.013272956945002079,
0.034063804894685745,
0.014889922924339771,
0.12845630943775177,
0.04532594606280327,
0.001524647232145071,
0.017430907115340233,
0.0011515960795804858,
-0.04052012786269188,
0.04190030321478844,
4.0539508775678394e-33,
0.12676408886909485,
0.004735566675662994,
0.02527499385178089,
0.0000347002423950471,
0.05387061461806297,
0.03990769386291504,
-0.05309851095080376,
0.014893685467541218,
-0.02073655091226101,
-0.08252301067113876,
-0.045749105513095856,
0.011315758340060711,
0.09071056544780731,
-0.002067993860691786,
0.030972767621278763,
-0.03264555335044861,
-0.0028285919688642025,
0.004055023659020662,
0.06118004024028778,
-0.07403668016195297,
0.07860410958528519,
0.01354674156755209,
0.03441563993692398,
0.019183076918125153,
0.035479914397001266,
0.011396742425858974,
-0.002166168997064233,
-0.005604880396276712,
-0.044195014983415604,
-0.0001329761289525777,
-0.08410128206014633,
-0.004347361624240875,
0.09990604966878891,
0.02322685346007347,
-0.05722098425030708,
-0.004871692042797804,
-0.062466610223054886,
-0.009183001704514027,
-0.012309018522500992,
-0.1480472981929779,
-0.03776329755783081,
-0.022678015753626823,
0.03613502159714699,
-0.026834456250071526,
-0.013873014599084854,
-0.048060812056064606,
-0.05003441497683525,
0.04717288166284561,
-0.015363101847469807,
0.05344930663704872,
-0.024639980867505074,
-0.0001220218327944167,
-0.12658463418483734,
0.05786282196640968,
-0.05826086923480034,
0.00619904650375247,
0.03174791485071182,
0.012527002021670341,
-0.024868786334991455,
0.07925347983837128,
0.014653591439127922,
-0.001185211818665266,
-0.020692545920610428,
-0.02050337754189968,
0.018458310514688492,
-0.043586984276771545,
0.022365722805261612,
0.024960121139883995,
0.03387922793626785,
0.006324920803308487,
-0.06370820850133896,
0.06523852050304413,
0.030594760552048683,
-0.02125593274831772,
0.023108839988708496,
-0.07077483832836151,
-0.047263339161872864,
-0.03063562698662281,
-0.13891692459583282,
0.03247126191854477,
-0.005486589390784502,
-0.027062665671110153,
-0.04439404234290123,
-0.04107201471924782,
-0.05862130597233772,
-0.05759595334529877,
0.08878759294748306,
-0.06618934869766235,
0.016846701502799988,
-0.06399264931678772,
0.06035175174474716,
-0.010582568123936653,
-0.0013113501481711864,
0.025604626163840294,
0.013555819168686867,
-4.307261093962411e-33,
0.050175439566373825,
-0.02431737445294857,
0.10874585807323456,
0.08706139773130417,
-0.001355762593448162,
-0.057042114436626434,
0.01697514019906521,
0.04364560917019844,
-0.14322631061077118,
0.04544253647327423,
0.01235080137848854,
-0.05523604527115822,
-0.0011614084942266345,
-0.0006274932529777288,
0.01799851469695568,
-0.008404780179262161,
0.05621330812573433,
0.008530128747224808,
-0.014490011148154736,
-0.031031448394060135,
0.020618902519345284,
0.023013411089777946,
-0.01740550808608532,
-0.05182253569364548,
-0.005274636670947075,
-0.005494159646332264,
-0.01832948625087738,
-0.08301714062690735,
-0.0393703430891037,
0.05078582465648651,
0.005458472762256861,
-0.014926129952073097,
-0.07906387746334076,
-0.018493233248591423,
0.04169781133532524,
0.022137602791190147,
-0.02006664127111435,
0.002141383243724704,
0.04567202925682068,
0.0895281508564949,
-0.02252442017197609,
-0.05012933164834976,
0.00009558634337736294,
-0.006915840320289135,
0.033061373978853226,
0.06047012656927109,
0.033194564282894135,
0.06744392961263657,
-0.04647020250558853,
-0.020260825753211975,
0.007433826569467783,
0.037429194897413254,
0.0193560142070055,
0.043063826858997345,
0.010248949751257896,
-0.028122426941990852,
-0.00882115587592125,
0.06301712244749069,
-0.019185028970241547,
-0.0962744876742363,
0.026527930051088333,
0.06529218703508377,
-0.05401173233985901,
-0.0034752876963466406,
0.06931726634502411,
-0.06396374851465225,
-0.05952037125825882,
-0.027673402801156044,
0.006390428636223078,
0.10103750973939896,
0.02746947854757309,
-0.014006087556481361,
0.03782298415899277,
-0.0457078255712986,
0.09546853601932526,
0.02569015696644783,
0.03552556782960892,
0.05659736692905426,
-0.07993409782648087,
0.005398660432547331,
-0.021729150786995888,
-0.02300284057855606,
0.061662524938583374,
0.050620581954717636,
-0.0483737476170063,
-0.02596868947148323,
-0.02326270006597042,
0.03380678966641426,
-0.06575649231672287,
-0.06177125871181488,
0.01978398859500885,
-0.04379494860768318,
-0.02869303897023201,
0.007881006225943565,
0.09552925825119019,
-5.3566328261922536e-8,
-0.121602863073349,
-0.08898154646158218,
-0.1343086212873459,
-0.015391423366963863,
0.025525230914354324,
-0.10320121049880981,
0.04042130708694458,
0.05263899266719818,
0.003228309564292431,
0.09121107310056686,
0.11530554294586182,
-0.0031792819499969482,
-0.03927271440625191,
0.01831514947116375,
-0.03914550319314003,
-0.028902392834424973,
-0.033456142991781235,
-0.007839122787117958,
0.02617543563246727,
-0.03467429429292679,
-0.08143993467092514,
-0.045378245413303375,
-0.003006290178745985,
0.07182006537914276,
-0.04093984141945839,
-0.01768317073583603,
-0.04792850837111473,
-0.07358331233263016,
0.060076214373111725,
0.04672950133681297,
0.019108951091766357,
0.014788836240768433,
0.10083860158920288,
0.07952676713466644,
0.008850031532347202,
0.06812454760074615,
-0.07874085009098053,
0.024615829810500145,
-0.0019269350450485945,
0.04380808770656586,
-0.023389039561152458,
0.012897821143269539,
-0.005146094132214785,
-0.020876042544841766,
0.10810548812150955,
0.0001536653726361692,
-0.026306575164198875,
0.09422080218791962,
-0.025697855278849602,
-0.04799738526344299,
-0.04122941195964813,
-0.022882970049977303,
0.11807233840227127,
-0.07983490079641342,
-0.034194573760032654,
0.03596528246998787,
-0.04442166909575462,
-0.08129563927650452,
0.11262447386980057,
0.006543281022459269,
0.02332799695432186,
-0.0061791748739778996,
0.012477817013859749,
0.0036499465350061655
] |
1402.3343
|
Xavier Moya
|
G. V. Brown and S. S. Papell
|
Regeneration tests of a room temperature magnetic refrigerator and heat
pump
|
Manuscript originally submitted to Journal of Applied Physics, but
never resubmitted, and not published elsewhere
| null | null | null |
physics.ins-det cond-mat.other
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A magnetic heat pump apparatus consisting of a solid magnetic refrigerant,
gadolinium, and a liquid regenerator column of ethanol and water has been
tested. Utilizing a 7T field, it produced a maximum temperature span of 80 K,
and in separate tests, a lowest temperature of 241 K and a highest temperature
of 328 K. Thermocouples, placed at intervals along the regenerator tube,
permitted measurement of the temperature distribution in the regenerator fluid.
No attempt was made to extract refrigeration from the device, but analysis of
the temperature distributions shows that 34 watts of refrigeration was
produced.
|
[
{
"created": "Fri, 14 Feb 2014 01:23:32 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Brown",
"G. V.",
""
],
[
"Papell",
"S. S.",
""
]
] |
[
-0.10232353210449219,
-0.005041911732405424,
-0.1055334210395813,
-0.004685772117227316,
0.009103038348257542,
0.0027752509340643883,
-0.05314595624804497,
-0.01962445117533207,
-0.10476302355527878,
-0.04661615192890167,
0.0025484662037342787,
-0.015258882194757462,
0.027185292914509773,
-0.017138052731752396,
-0.01761053130030632,
-0.05169566348195076,
-0.03961881995201111,
-0.010810253210365772,
-0.004112176597118378,
-0.05986185744404793,
0.029602164402604103,
-0.05856359004974365,
0.0467878095805645,
-0.00870556477457285,
-0.020075973123311996,
0.05222242325544357,
-0.00865958258509636,
0.028281670063734055,
-0.06042459234595299,
0.03767741844058037,
-0.029543520882725716,
-0.009983048774302006,
-0.046825431287288666,
-0.045729152858257294,
0.047441914677619934,
0.016667846590280533,
-0.0186024010181427,
0.037161458283662796,
0.02632037177681923,
0.030989836901426315,
-0.026796430349349976,
-0.09218259900808334,
0.09062401205301285,
0.0341508686542511,
-0.005586219020187855,
0.10998540371656418,
0.02120702527463436,
0.006063937675207853,
-0.031349796801805496,
-0.07612518221139908,
-0.009539301507174969,
0.040243327617645264,
0.007596809417009354,
0.0410027876496315,
0.025043491274118423,
0.062185317277908325,
-0.011645928956568241,
-0.12430419772863388,
-0.0383073054254055,
0.09912803769111633,
0.03111264482140541,
0.06358356028795242,
-0.04831482097506523,
0.025151127949357033,
0.013529473915696144,
-0.0686476081609726,
-0.07898818701505661,
0.007287262473255396,
0.0192432701587677,
-0.08125980943441391,
-0.03069925867021084,
0.006742414552718401,
0.04127053916454315,
0.01839495077729225,
0.015220441855490208,
-0.022281493991613388,
-0.014640003442764282,
-0.02385689690709114,
0.04194524511694908,
-0.005963328760117292,
0.06970582157373428,
-0.10956339538097382,
-0.010962274856865406,
0.004031739197671413,
-0.004096635151654482,
0.03458302095532417,
0.12934377789497375,
-0.02707396075129509,
0.03214913606643677,
0.1050441712141037,
0.02190246433019638,
0.031347669661045074,
-0.028608649969100952,
-0.04551875963807106,
-0.0044324048794806,
0.012198971584439278,
-0.03034377284348011,
0.04126672446727753,
-0.006589365191757679,
-0.06331954896450043,
0.046911533921957016,
0.0021507050842046738,
0.05781432241201401,
-0.014382949098944664,
-0.010669926181435585,
-0.03326632082462311,
0.00875021331012249,
0.03310178220272064,
0.05547303333878517,
0.024842550978064537,
-0.033199962228536606,
0.026632968336343765,
-0.059892959892749786,
-0.10519777983427048,
0.1039901077747345,
0.0052756392396986485,
-0.025227217003703117,
0.0016255592927336693,
-0.07108405232429504,
0.06783966720104218,
0.03815494105219841,
0.08650468289852142,
0.04627860710024834,
0.026136798784136772,
-0.05068926885724068,
0.05942375212907791,
0.09359163045883179,
3.907030614104362e-33,
-0.015276596881449223,
-0.05903228372335434,
-0.009329556487500668,
-0.0054883998818695545,
-0.03662955015897751,
0.05656611546874046,
-0.10681281983852386,
0.01269332692027092,
0.08450914174318314,
0.010039420798420906,
0.07407887279987335,
0.058400630950927734,
-0.07158573716878891,
0.01691316068172455,
-0.03627689927816391,
-0.031052855774760246,
-0.032078035175800323,
0.025592461228370667,
-0.028744174167513847,
-0.06693687289953232,
-0.012969966046512127,
0.07190605998039246,
0.009526209905743599,
0.015892677009105682,
0.07354720681905746,
0.009902500547468662,
0.03381885960698128,
-0.0034291651099920273,
0.018308233469724655,
-0.0052941967733204365,
0.03371934965252876,
-0.047212690114974976,
-0.1079227551817894,
-0.008329734206199646,
-0.026558227837085724,
-0.054644979536533356,
-0.024932900443673134,
-0.02640599198639393,
-0.00345436530187726,
0.010219007730484009,
0.05463586002588272,
0.033179353922605515,
0.16192343831062317,
0.06166345626115799,
-0.03518643230199814,
0.011545399203896523,
-0.010980942286550999,
0.023452050983905792,
0.04980524256825447,
-0.06954870373010635,
0.04432647302746773,
-0.020006489008665085,
-0.003031601198017597,
-0.012511713430285454,
0.016868852078914642,
-0.0005720980698242784,
-0.015797939151525497,
0.049026746302843094,
-0.0015936875715851784,
-0.03808453306555748,
-0.06037597730755806,
0.0975302904844284,
-0.017516518011689186,
-0.03699271008372307,
0.005672681611031294,
0.04484517127275467,
0.026668816804885864,
-0.07840245217084885,
0.04367392510175705,
0.05517956614494324,
0.016013987362384796,
-0.03631977364420891,
0.029828578233718872,
-0.05127766728401184,
0.049815546721220016,
-0.010631002485752106,
0.025890249758958817,
-0.005861174780875444,
-0.1361628621816635,
-0.11762750148773193,
-0.02094079740345478,
-0.05322378873825073,
0.07032539695501328,
0.03171546384692192,
0.0008085166336968541,
-0.0863194391131401,
-0.11749826371669769,
0.045498076826334,
0.08142153918743134,
-0.030669061467051506,
0.009775862097740173,
0.015874486416578293,
-0.014363029971718788,
0.07667186111211777,
-0.004077558871358633,
-4.2801519901805414e-33,
0.06728823482990265,
-0.06132854148745537,
0.006175017915666103,
0.022805731743574142,
-0.0025594818871468306,
0.008796499110758305,
0.03815830871462822,
-0.0000389528286177665,
-0.04704051464796066,
-0.04451052099466324,
-0.034813858568668365,
-0.0642852634191513,
0.10533201694488525,
-0.05235092714428902,
-0.04010463133454323,
0.013616564683616161,
-0.10379759222269058,
0.032417092472314835,
0.03782111406326294,
0.05682699382305145,
-0.04300180822610855,
0.10012081265449524,
0.027658307924866676,
0.06073671206831932,
-0.05785946920514107,
0.01883142627775669,
-0.027926074340939522,
-0.04627592861652374,
0.04302824288606644,
-0.027206597849726677,
0.08430557698011398,
-0.08249855786561966,
-0.025361500680446625,
0.046090930700302124,
-0.06577127426862717,
-0.0537748746573925,
0.0750129222869873,
-0.020368749275803566,
0.04549914598464966,
0.025329608470201492,
0.06314174830913544,
-0.010105166584253311,
-0.018380366265773773,
-0.03828919306397438,
0.007662817370146513,
-0.01567010022699833,
0.0282746609300375,
-0.08473478257656097,
0.10832449793815613,
0.08281682431697845,
-0.009141623973846436,
-0.11701496690511703,
-0.12626519799232483,
-0.03950423002243042,
-0.04652511328458786,
-0.01880439929664135,
0.005019461270421743,
-0.03739374876022339,
-0.006673452910035849,
-0.018285837024450302,
0.06389497965574265,
-0.06817270070314407,
-0.004614821635186672,
0.029201708734035492,
-0.03667217493057251,
0.1326938420534134,
0.04471920058131218,
0.08416618406772614,
0.03254712000489235,
-0.02695375867187977,
0.14158010482788086,
0.05268649384379387,
0.012313545681536198,
-0.02116626873612404,
0.047725699841976166,
-0.0012713404139503837,
0.027039850130677223,
-0.0008274423307739198,
-0.024699874222278595,
0.02473573014140129,
-0.024356409907341003,
0.03792201355099678,
-0.06230275705456734,
0.05424993857741356,
0.04822409525513649,
-0.1224265992641449,
0.0904962420463562,
-0.06928753852844238,
0.06382080912590027,
0.00126657634973526,
0.056164465844631195,
-0.0036630381364375353,
-0.0610932782292366,
0.014080844819545746,
-0.041401442140340805,
-4.4709544511079e-8,
-0.03593933954834938,
-0.0036296446342021227,
0.03222902864217758,
0.05266456678509712,
0.017419321462512016,
0.0010534628527238965,
0.004344390705227852,
0.0048070126213133335,
0.018112733960151672,
-0.006736064329743385,
-0.009548789821565151,
0.07651650905609131,
0.031981371343135834,
0.01848580688238144,
0.02788916788995266,
-0.06079946085810661,
-0.03832772746682167,
0.05530207231640816,
0.05268549546599388,
-0.04475460946559906,
0.09369015693664551,
-0.010547428391873837,
0.013505075126886368,
0.002189102116972208,
-0.06994741410017014,
0.055176060646772385,
-0.03773722052574158,
0.002727915532886982,
0.03617822006344795,
-0.017056943848729134,
-0.03349016606807709,
-0.02219596691429615,
0.03615889698266983,
-0.057279057800769806,
0.0047571370378136635,
0.029612218961119652,
-0.029267171397805214,
0.043049056082963943,
-0.016514860093593597,
0.03855530917644501,
0.034682828933000565,
-0.007733591366559267,
-0.053151972591876984,
-0.019034769386053085,
-0.0293316300958395,
-0.11047942191362381,
-0.13083723187446594,
0.008991597220301628,
0.038933414965867996,
0.08669629693031311,
0.0648401528596878,
0.03504385054111481,
0.08159027248620987,
-0.018496351316571236,
0.007421957794576883,
-0.07658465206623077,
-0.0979398712515831,
0.020869309082627296,
-0.05698767304420471,
0.012084050104022026,
0.029345974326133728,
0.036412034183740616,
-0.028772151097655296,
0.018348459154367447
] | null | null | null | null | null | null | null |
[
-0.10232353210449219,
-0.005041911732405424,
-0.1055334210395813,
-0.004685772117227316,
0.009103038348257542,
0.0027752509340643883,
-0.05314595624804497,
-0.01962445117533207,
-0.10476302355527878,
-0.04661615192890167,
0.0025484662037342787,
-0.015258882194757462,
0.027185292914509773,
-0.017138052731752396,
-0.01761053130030632,
-0.05169566348195076,
-0.03961881995201111,
-0.010810253210365772,
-0.004112176597118378,
-0.05986185744404793,
0.029602164402604103,
-0.05856359004974365,
0.0467878095805645,
-0.00870556477457285,
-0.020075973123311996,
0.05222242325544357,
-0.00865958258509636,
0.028281670063734055,
-0.06042459234595299,
0.03767741844058037,
-0.029543520882725716,
-0.009983048774302006,
-0.046825431287288666,
-0.045729152858257294,
0.047441914677619934,
0.016667846590280533,
-0.0186024010181427,
0.037161458283662796,
0.02632037177681923,
0.030989836901426315,
-0.026796430349349976,
-0.09218259900808334,
0.09062401205301285,
0.0341508686542511,
-0.005586219020187855,
0.10998540371656418,
0.02120702527463436,
0.006063937675207853,
-0.031349796801805496,
-0.07612518221139908,
-0.009539301507174969,
0.040243327617645264,
0.007596809417009354,
0.0410027876496315,
0.025043491274118423,
0.062185317277908325,
-0.011645928956568241,
-0.12430419772863388,
-0.0383073054254055,
0.09912803769111633,
0.03111264482140541,
0.06358356028795242,
-0.04831482097506523,
0.025151127949357033,
0.013529473915696144,
-0.0686476081609726,
-0.07898818701505661,
0.007287262473255396,
0.0192432701587677,
-0.08125980943441391,
-0.03069925867021084,
0.006742414552718401,
0.04127053916454315,
0.01839495077729225,
0.015220441855490208,
-0.022281493991613388,
-0.014640003442764282,
-0.02385689690709114,
0.04194524511694908,
-0.005963328760117292,
0.06970582157373428,
-0.10956339538097382,
-0.010962274856865406,
0.004031739197671413,
-0.004096635151654482,
0.03458302095532417,
0.12934377789497375,
-0.02707396075129509,
0.03214913606643677,
0.1050441712141037,
0.02190246433019638,
0.031347669661045074,
-0.028608649969100952,
-0.04551875963807106,
-0.0044324048794806,
0.012198971584439278,
-0.03034377284348011,
0.04126672446727753,
-0.006589365191757679,
-0.06331954896450043,
0.046911533921957016,
0.0021507050842046738,
0.05781432241201401,
-0.014382949098944664,
-0.010669926181435585,
-0.03326632082462311,
0.00875021331012249,
0.03310178220272064,
0.05547303333878517,
0.024842550978064537,
-0.033199962228536606,
0.026632968336343765,
-0.059892959892749786,
-0.10519777983427048,
0.1039901077747345,
0.0052756392396986485,
-0.025227217003703117,
0.0016255592927336693,
-0.07108405232429504,
0.06783966720104218,
0.03815494105219841,
0.08650468289852142,
0.04627860710024834,
0.026136798784136772,
-0.05068926885724068,
0.05942375212907791,
0.09359163045883179,
3.907030614104362e-33,
-0.015276596881449223,
-0.05903228372335434,
-0.009329556487500668,
-0.0054883998818695545,
-0.03662955015897751,
0.05656611546874046,
-0.10681281983852386,
0.01269332692027092,
0.08450914174318314,
0.010039420798420906,
0.07407887279987335,
0.058400630950927734,
-0.07158573716878891,
0.01691316068172455,
-0.03627689927816391,
-0.031052855774760246,
-0.032078035175800323,
0.025592461228370667,
-0.028744174167513847,
-0.06693687289953232,
-0.012969966046512127,
0.07190605998039246,
0.009526209905743599,
0.015892677009105682,
0.07354720681905746,
0.009902500547468662,
0.03381885960698128,
-0.0034291651099920273,
0.018308233469724655,
-0.0052941967733204365,
0.03371934965252876,
-0.047212690114974976,
-0.1079227551817894,
-0.008329734206199646,
-0.026558227837085724,
-0.054644979536533356,
-0.024932900443673134,
-0.02640599198639393,
-0.00345436530187726,
0.010219007730484009,
0.05463586002588272,
0.033179353922605515,
0.16192343831062317,
0.06166345626115799,
-0.03518643230199814,
0.011545399203896523,
-0.010980942286550999,
0.023452050983905792,
0.04980524256825447,
-0.06954870373010635,
0.04432647302746773,
-0.020006489008665085,
-0.003031601198017597,
-0.012511713430285454,
0.016868852078914642,
-0.0005720980698242784,
-0.015797939151525497,
0.049026746302843094,
-0.0015936875715851784,
-0.03808453306555748,
-0.06037597730755806,
0.0975302904844284,
-0.017516518011689186,
-0.03699271008372307,
0.005672681611031294,
0.04484517127275467,
0.026668816804885864,
-0.07840245217084885,
0.04367392510175705,
0.05517956614494324,
0.016013987362384796,
-0.03631977364420891,
0.029828578233718872,
-0.05127766728401184,
0.049815546721220016,
-0.010631002485752106,
0.025890249758958817,
-0.005861174780875444,
-0.1361628621816635,
-0.11762750148773193,
-0.02094079740345478,
-0.05322378873825073,
0.07032539695501328,
0.03171546384692192,
0.0008085166336968541,
-0.0863194391131401,
-0.11749826371669769,
0.045498076826334,
0.08142153918743134,
-0.030669061467051506,
0.009775862097740173,
0.015874486416578293,
-0.014363029971718788,
0.07667186111211777,
-0.004077558871358633,
-4.2801519901805414e-33,
0.06728823482990265,
-0.06132854148745537,
0.006175017915666103,
0.022805731743574142,
-0.0025594818871468306,
0.008796499110758305,
0.03815830871462822,
-0.0000389528286177665,
-0.04704051464796066,
-0.04451052099466324,
-0.034813858568668365,
-0.0642852634191513,
0.10533201694488525,
-0.05235092714428902,
-0.04010463133454323,
0.013616564683616161,
-0.10379759222269058,
0.032417092472314835,
0.03782111406326294,
0.05682699382305145,
-0.04300180822610855,
0.10012081265449524,
0.027658307924866676,
0.06073671206831932,
-0.05785946920514107,
0.01883142627775669,
-0.027926074340939522,
-0.04627592861652374,
0.04302824288606644,
-0.027206597849726677,
0.08430557698011398,
-0.08249855786561966,
-0.025361500680446625,
0.046090930700302124,
-0.06577127426862717,
-0.0537748746573925,
0.0750129222869873,
-0.020368749275803566,
0.04549914598464966,
0.025329608470201492,
0.06314174830913544,
-0.010105166584253311,
-0.018380366265773773,
-0.03828919306397438,
0.007662817370146513,
-0.01567010022699833,
0.0282746609300375,
-0.08473478257656097,
0.10832449793815613,
0.08281682431697845,
-0.009141623973846436,
-0.11701496690511703,
-0.12626519799232483,
-0.03950423002243042,
-0.04652511328458786,
-0.01880439929664135,
0.005019461270421743,
-0.03739374876022339,
-0.006673452910035849,
-0.018285837024450302,
0.06389497965574265,
-0.06817270070314407,
-0.004614821635186672,
0.029201708734035492,
-0.03667217493057251,
0.1326938420534134,
0.04471920058131218,
0.08416618406772614,
0.03254712000489235,
-0.02695375867187977,
0.14158010482788086,
0.05268649384379387,
0.012313545681536198,
-0.02116626873612404,
0.047725699841976166,
-0.0012713404139503837,
0.027039850130677223,
-0.0008274423307739198,
-0.024699874222278595,
0.02473573014140129,
-0.024356409907341003,
0.03792201355099678,
-0.06230275705456734,
0.05424993857741356,
0.04822409525513649,
-0.1224265992641449,
0.0904962420463562,
-0.06928753852844238,
0.06382080912590027,
0.00126657634973526,
0.056164465844631195,
-0.0036630381364375353,
-0.0610932782292366,
0.014080844819545746,
-0.041401442140340805,
-4.4709544511079e-8,
-0.03593933954834938,
-0.0036296446342021227,
0.03222902864217758,
0.05266456678509712,
0.017419321462512016,
0.0010534628527238965,
0.004344390705227852,
0.0048070126213133335,
0.018112733960151672,
-0.006736064329743385,
-0.009548789821565151,
0.07651650905609131,
0.031981371343135834,
0.01848580688238144,
0.02788916788995266,
-0.06079946085810661,
-0.03832772746682167,
0.05530207231640816,
0.05268549546599388,
-0.04475460946559906,
0.09369015693664551,
-0.010547428391873837,
0.013505075126886368,
0.002189102116972208,
-0.06994741410017014,
0.055176060646772385,
-0.03773722052574158,
0.002727915532886982,
0.03617822006344795,
-0.017056943848729134,
-0.03349016606807709,
-0.02219596691429615,
0.03615889698266983,
-0.057279057800769806,
0.0047571370378136635,
0.029612218961119652,
-0.029267171397805214,
0.043049056082963943,
-0.016514860093593597,
0.03855530917644501,
0.034682828933000565,
-0.007733591366559267,
-0.053151972591876984,
-0.019034769386053085,
-0.0293316300958395,
-0.11047942191362381,
-0.13083723187446594,
0.008991597220301628,
0.038933414965867996,
0.08669629693031311,
0.0648401528596878,
0.03504385054111481,
0.08159027248620987,
-0.018496351316571236,
0.007421957794576883,
-0.07658465206623077,
-0.0979398712515831,
0.020869309082627296,
-0.05698767304420471,
0.012084050104022026,
0.029345974326133728,
0.036412034183740616,
-0.028772151097655296,
0.018348459154367447
] |
1402.3344
|
Zhang Chong
|
Chong Zhang, Yu Zhao, Jochen Triesch and Bertram E. Shi
|
Intrinsically Motivated Learning of Visual Motion Perception and Smooth
Pursuit
|
6 pages, 5 figures
| null | null | null |
cs.CV q-bio.NC
|
http://creativecommons.org/licenses/by/3.0/
|
We extend the framework of efficient coding, which has been used to model the
development of sensory processing in isolation, to model the development of the
perception/action cycle. Our extension combines sparse coding and reinforcement
learning so that sensory processing and behavior co-develop to optimize a
shared intrinsic motivational signal: the fidelity of the neural encoding of
the sensory input under resource constraints. Applying this framework to a
model system consisting of an active eye behaving in a time varying
environment, we find that this generic principle leads to the simultaneous
development of both smooth pursuit behavior and model neurons whose properties
are similar to those of primary visual cortical neurons selective for different
directions of visual motion. We suggest that this general principle may form
the basis for a unified and integrated explanation of many perception/action
loops.
|
[
{
"created": "Fri, 14 Feb 2014 01:27:41 GMT",
"version": "v1"
},
{
"created": "Tue, 25 Feb 2014 03:00:00 GMT",
"version": "v2"
}
] |
2014-02-26
|
[
[
"Zhang",
"Chong",
""
],
[
"Zhao",
"Yu",
""
],
[
"Triesch",
"Jochen",
""
],
[
"Shi",
"Bertram E.",
""
]
] |
[
-0.022931795567274094,
-0.15077297389507294,
-0.004303875844925642,
0.03770428150892258,
0.014192591421306133,
0.050861746072769165,
0.07210785895586014,
-0.05322397127747536,
0.010561189614236355,
-0.00377657450735569,
0.04003746435046196,
-0.03645746782422066,
-0.00027710673748515546,
0.013240210711956024,
0.031176472082734108,
-0.032219454646110535,
0.016224320977926254,
0.037361498922109604,
-0.021119270473718643,
-0.03828246146440506,
0.0751977413892746,
-0.1126849502325058,
0.008120487444102764,
-0.011033914051949978,
-0.029828710481524467,
0.09386584162712097,
0.03639465197920799,
-0.04228079691529274,
0.047326792031526566,
-0.004435359966009855,
0.07234864681959152,
-0.10694490373134613,
0.07178842276334763,
-0.03383910283446312,
-0.02305592969059944,
0.05067972093820572,
-0.015508460812270641,
-0.04862770065665245,
-0.03190604969859123,
-0.023305611684918404,
-0.023325689136981964,
0.0234629288315773,
0.001453861128538847,
0.07853710651397705,
0.07679551094770432,
0.03378193825483322,
0.03276994824409485,
-0.021457038819789886,
-0.05798683315515518,
-0.061286404728889465,
0.010800369083881378,
-0.029821055009961128,
-0.008929247967898846,
-0.0969209372997284,
0.045690301805734634,
0.03352774679660797,
-0.07383440434932709,
0.04779642075300217,
-0.024320611730217934,
-0.028002096340060234,
0.05974667891860008,
-0.06526664644479752,
-0.010534903965890408,
0.015287855640053749,
-0.003158091800287366,
-0.016212087124586105,
0.06431128084659576,
-0.004394794348627329,
0.049409419298172,
-0.013347196392714977,
-0.01907065138220787,
0.056054480373859406,
0.008661879226565361,
-0.03882058337330818,
0.010130418464541435,
0.006702223792672157,
0.03761979565024376,
-0.022198252379894257,
0.033682674169540405,
-0.01039888709783554,
-0.0367758609354496,
-0.012977740727365017,
-0.05167429521679878,
0.008359964936971664,
0.037020862102508545,
0.017067089676856995,
-0.03263726085424423,
0.06309674680233002,
0.01797330006957054,
0.013596178963780403,
-0.036954157054424286,
-0.05591006949543953,
-0.030796831473708153,
-0.06286807358264923,
-0.06296373903751373,
0.011690805666148663,
-0.0006477566785179079,
-0.015118731185793877,
-0.0243067666888237,
0.013734007254242897,
-0.030086258426308632,
-0.010440737009048462,
-0.0343412384390831,
0.08320672810077667,
0.06734541803598404,
-0.033601295202970505,
0.07081062346696854,
0.0840129554271698,
-0.020461544394493103,
-0.014805988408625126,
-0.023619187995791435,
-0.04505695030093193,
0.016468826681375504,
0.09224380552768707,
0.024348437786102295,
0.018252752721309662,
0.031098295003175735,
-0.034690916538238525,
0.1121167242527008,
0.014295605011284351,
0.05524788424372673,
-0.08188722282648087,
-0.027450643479824066,
-0.01836647465825081,
0.022661035880446434,
-0.055385999381542206,
-0.05901240557432175,
-1.4952496609035776e-33,
0.011169908568263054,
0.015076209791004658,
0.08959794789552689,
-0.081158846616745,
0.01123927254229784,
-0.03717521205544472,
0.09531336277723312,
-0.06322209537029266,
0.0011924371356144547,
0.02814542129635811,
-0.07016303390264511,
0.031115321442484856,
-0.06615635752677917,
0.15914218127727509,
-0.007835973985493183,
-0.035446811467409134,
-0.02841164544224739,
0.06107625365257263,
0.07075685262680054,
-0.055395595729351044,
-0.002818632870912552,
0.02434462495148182,
0.012917174026370049,
-0.013928630389273167,
-0.012417596764862537,
-0.021358128637075424,
0.01379875373095274,
-0.06936924159526825,
-0.06157543882727623,
0.005570193752646446,
0.012110148556530476,
0.05945344269275665,
-0.07398753613233566,
-0.0233536958694458,
0.09272097796201706,
-0.007056583184748888,
0.10280890017747879,
0.05794832110404968,
0.050317566841840744,
0.043194111436605453,
-0.021436402574181557,
0.020413117483258247,
0.047773320227861404,
-0.047612421214580536,
-0.03246762976050377,
0.060512397438287735,
0.046070586889982224,
0.07390473037958145,
-0.13692300021648407,
0.018180040642619133,
0.03866293653845787,
0.01253680419176817,
0.047064248472452164,
-0.10347871482372284,
-0.028563715517520905,
0.014152299612760544,
-0.019546467810869217,
-0.025564122945070267,
-0.0057888152077794075,
0.04298000782728195,
0.000016679518012097105,
-0.01203437615185976,
0.05179000645875931,
0.028756262734532356,
0.01490730606019497,
0.07951251417398453,
0.011852027848362923,
-0.01351278554648161,
0.015567289665341377,
-0.03200807794928551,
0.015003558248281479,
0.10754010826349258,
-0.05328084155917168,
-0.15793083608150482,
0.08799491077661514,
0.01310636568814516,
0.09015233814716339,
-0.10518980771303177,
-0.08767373114824295,
-0.03655429184436798,
-0.06270735710859299,
-0.055678170174360275,
-0.020794278010725975,
-0.014286471530795097,
0.0028386665508151054,
0.029574334621429443,
0.021271634846925735,
-0.06350155174732208,
-0.05486753210425377,
-0.02420521154999733,
-0.07285986840724945,
-0.024696731939911842,
0.01877790503203869,
-0.05952711030840874,
0.024316946044564247,
5.934774348649139e-34,
0.06215960159897804,
0.010648094117641449,
0.00011683921911753714,
-0.05053850635886192,
-0.03896581381559372,
0.05295611545443535,
0.010202445089817047,
-0.03404541686177254,
-0.02648688480257988,
0.024807022884488106,
-0.015523349866271019,
-0.012407524511218071,
-0.00009844636224443093,
0.10277149081230164,
-0.06258457154035568,
0.00015244788664858788,
-0.020069357007741928,
0.04326631501317024,
0.06500831991434097,
-0.005366919096559286,
-0.04098987206816673,
0.07655414193868637,
-0.08998777717351913,
-0.027792641893029213,
0.021400488913059235,
0.07912454009056091,
-0.05271674320101738,
0.10270103067159653,
-0.02956150844693184,
0.006260711699724197,
-0.02545173652470112,
-0.041137032210826874,
0.003788418136537075,
-0.12323018163442612,
-0.052686721086502075,
0.05598330497741699,
0.006824679207056761,
0.060986924916505814,
-0.06196673586964607,
0.016199491918087006,
-0.02767442725598812,
-0.07913615554571152,
0.05328277871012688,
0.06605439633131027,
0.03969275951385498,
-0.02779638022184372,
0.03346741199493408,
-0.021645229309797287,
-0.16037482023239136,
0.07392630726099014,
0.028843307867646217,
0.04155943915247917,
-0.09935694932937622,
-0.06683974713087082,
-0.07607296109199524,
0.04203347861766815,
-0.018956834450364113,
-0.004215923137962818,
0.08407889306545258,
-0.037453699856996536,
0.027605358511209488,
-0.009318273514509201,
-0.07969331741333008,
0.028004413470625877,
0.013380208052694798,
0.03011215850710869,
0.007253997027873993,
-0.01057994645088911,
0.10256056487560272,
-0.05048815906047821,
0.03029697947204113,
0.017132043838500977,
0.008745753206312656,
-0.00578543683513999,
0.04614870250225067,
-0.03259061649441719,
-0.004384067840874195,
-0.027205083519220352,
-0.006232225336134434,
0.0736461952328682,
-0.04137495905160904,
0.01350483950227499,
0.017440268769860268,
0.030978627502918243,
-0.0679459348320961,
0.11112026870250702,
-0.021783296018838882,
0.026264438405632973,
-0.008520805276930332,
0.005528050474822521,
-0.022510161623358727,
0.0005694698775187135,
0.042798466980457306,
0.06530246138572693,
-0.05725444480776787,
-4.124844465991373e-8,
-0.10647167265415192,
0.07773701846599579,
0.02217724174261093,
0.00514977378770709,
0.07358024269342422,
-0.014764015562832355,
0.05917569249868393,
-0.010057207196950912,
-0.034047845751047134,
-0.04114280268549919,
0.08638843148946762,
0.006819537840783596,
0.04120894521474838,
0.023312125355005264,
0.05393445864319801,
0.02201251871883869,
0.01525877881795168,
-0.027478888630867004,
-0.035983700305223465,
0.024021198973059654,
0.044654324650764465,
0.00697588175535202,
-0.061161886900663376,
-0.009979586116969585,
0.03444955125451088,
-0.04281424731016159,
-0.04481478035449982,
0.06381162256002426,
0.03158589079976082,
0.04097513481974602,
0.04871779680252075,
0.06925898790359497,
0.013318037614226341,
-0.010433397255837917,
-0.039392877370119095,
-0.04469218850135803,
0.007014388684183359,
-0.05343110114336014,
-0.06670352816581726,
-0.01624528504908085,
-0.06424732506275177,
0.042533256113529205,
0.03183417022228241,
0.017809472978115082,
-0.06092601269483566,
0.024928871542215347,
0.053429894149303436,
-0.1874563843011856,
0.035856980830430984,
-0.01159844920039177,
-0.033508457243442535,
0.04358314722776413,
-0.02917802706360817,
0.09762288630008698,
0.06996938586235046,
-0.02004699595272541,
0.016596801578998566,
-0.049460459500551224,
-0.06933099776506424,
0.08289500325918198,
-0.0014998348196968436,
0.07765339314937592,
-0.06326913833618164,
0.011496836319565773
] | null | null | null | null | null | null | null |
[
-0.022931795567274094,
-0.15077297389507294,
-0.004303875844925642,
0.03770428150892258,
0.014192591421306133,
0.050861746072769165,
0.07210785895586014,
-0.05322397127747536,
0.010561189614236355,
-0.00377657450735569,
0.04003746435046196,
-0.03645746782422066,
-0.00027710673748515546,
0.013240210711956024,
0.031176472082734108,
-0.032219454646110535,
0.016224320977926254,
0.037361498922109604,
-0.021119270473718643,
-0.03828246146440506,
0.0751977413892746,
-0.1126849502325058,
0.008120487444102764,
-0.011033914051949978,
-0.029828710481524467,
0.09386584162712097,
0.03639465197920799,
-0.04228079691529274,
0.047326792031526566,
-0.004435359966009855,
0.07234864681959152,
-0.10694490373134613,
0.07178842276334763,
-0.03383910283446312,
-0.02305592969059944,
0.05067972093820572,
-0.015508460812270641,
-0.04862770065665245,
-0.03190604969859123,
-0.023305611684918404,
-0.023325689136981964,
0.0234629288315773,
0.001453861128538847,
0.07853710651397705,
0.07679551094770432,
0.03378193825483322,
0.03276994824409485,
-0.021457038819789886,
-0.05798683315515518,
-0.061286404728889465,
0.010800369083881378,
-0.029821055009961128,
-0.008929247967898846,
-0.0969209372997284,
0.045690301805734634,
0.03352774679660797,
-0.07383440434932709,
0.04779642075300217,
-0.024320611730217934,
-0.028002096340060234,
0.05974667891860008,
-0.06526664644479752,
-0.010534903965890408,
0.015287855640053749,
-0.003158091800287366,
-0.016212087124586105,
0.06431128084659576,
-0.004394794348627329,
0.049409419298172,
-0.013347196392714977,
-0.01907065138220787,
0.056054480373859406,
0.008661879226565361,
-0.03882058337330818,
0.010130418464541435,
0.006702223792672157,
0.03761979565024376,
-0.022198252379894257,
0.033682674169540405,
-0.01039888709783554,
-0.0367758609354496,
-0.012977740727365017,
-0.05167429521679878,
0.008359964936971664,
0.037020862102508545,
0.017067089676856995,
-0.03263726085424423,
0.06309674680233002,
0.01797330006957054,
0.013596178963780403,
-0.036954157054424286,
-0.05591006949543953,
-0.030796831473708153,
-0.06286807358264923,
-0.06296373903751373,
0.011690805666148663,
-0.0006477566785179079,
-0.015118731185793877,
-0.0243067666888237,
0.013734007254242897,
-0.030086258426308632,
-0.010440737009048462,
-0.0343412384390831,
0.08320672810077667,
0.06734541803598404,
-0.033601295202970505,
0.07081062346696854,
0.0840129554271698,
-0.020461544394493103,
-0.014805988408625126,
-0.023619187995791435,
-0.04505695030093193,
0.016468826681375504,
0.09224380552768707,
0.024348437786102295,
0.018252752721309662,
0.031098295003175735,
-0.034690916538238525,
0.1121167242527008,
0.014295605011284351,
0.05524788424372673,
-0.08188722282648087,
-0.027450643479824066,
-0.01836647465825081,
0.022661035880446434,
-0.055385999381542206,
-0.05901240557432175,
-1.4952496609035776e-33,
0.011169908568263054,
0.015076209791004658,
0.08959794789552689,
-0.081158846616745,
0.01123927254229784,
-0.03717521205544472,
0.09531336277723312,
-0.06322209537029266,
0.0011924371356144547,
0.02814542129635811,
-0.07016303390264511,
0.031115321442484856,
-0.06615635752677917,
0.15914218127727509,
-0.007835973985493183,
-0.035446811467409134,
-0.02841164544224739,
0.06107625365257263,
0.07075685262680054,
-0.055395595729351044,
-0.002818632870912552,
0.02434462495148182,
0.012917174026370049,
-0.013928630389273167,
-0.012417596764862537,
-0.021358128637075424,
0.01379875373095274,
-0.06936924159526825,
-0.06157543882727623,
0.005570193752646446,
0.012110148556530476,
0.05945344269275665,
-0.07398753613233566,
-0.0233536958694458,
0.09272097796201706,
-0.007056583184748888,
0.10280890017747879,
0.05794832110404968,
0.050317566841840744,
0.043194111436605453,
-0.021436402574181557,
0.020413117483258247,
0.047773320227861404,
-0.047612421214580536,
-0.03246762976050377,
0.060512397438287735,
0.046070586889982224,
0.07390473037958145,
-0.13692300021648407,
0.018180040642619133,
0.03866293653845787,
0.01253680419176817,
0.047064248472452164,
-0.10347871482372284,
-0.028563715517520905,
0.014152299612760544,
-0.019546467810869217,
-0.025564122945070267,
-0.0057888152077794075,
0.04298000782728195,
0.000016679518012097105,
-0.01203437615185976,
0.05179000645875931,
0.028756262734532356,
0.01490730606019497,
0.07951251417398453,
0.011852027848362923,
-0.01351278554648161,
0.015567289665341377,
-0.03200807794928551,
0.015003558248281479,
0.10754010826349258,
-0.05328084155917168,
-0.15793083608150482,
0.08799491077661514,
0.01310636568814516,
0.09015233814716339,
-0.10518980771303177,
-0.08767373114824295,
-0.03655429184436798,
-0.06270735710859299,
-0.055678170174360275,
-0.020794278010725975,
-0.014286471530795097,
0.0028386665508151054,
0.029574334621429443,
0.021271634846925735,
-0.06350155174732208,
-0.05486753210425377,
-0.02420521154999733,
-0.07285986840724945,
-0.024696731939911842,
0.01877790503203869,
-0.05952711030840874,
0.024316946044564247,
5.934774348649139e-34,
0.06215960159897804,
0.010648094117641449,
0.00011683921911753714,
-0.05053850635886192,
-0.03896581381559372,
0.05295611545443535,
0.010202445089817047,
-0.03404541686177254,
-0.02648688480257988,
0.024807022884488106,
-0.015523349866271019,
-0.012407524511218071,
-0.00009844636224443093,
0.10277149081230164,
-0.06258457154035568,
0.00015244788664858788,
-0.020069357007741928,
0.04326631501317024,
0.06500831991434097,
-0.005366919096559286,
-0.04098987206816673,
0.07655414193868637,
-0.08998777717351913,
-0.027792641893029213,
0.021400488913059235,
0.07912454009056091,
-0.05271674320101738,
0.10270103067159653,
-0.02956150844693184,
0.006260711699724197,
-0.02545173652470112,
-0.041137032210826874,
0.003788418136537075,
-0.12323018163442612,
-0.052686721086502075,
0.05598330497741699,
0.006824679207056761,
0.060986924916505814,
-0.06196673586964607,
0.016199491918087006,
-0.02767442725598812,
-0.07913615554571152,
0.05328277871012688,
0.06605439633131027,
0.03969275951385498,
-0.02779638022184372,
0.03346741199493408,
-0.021645229309797287,
-0.16037482023239136,
0.07392630726099014,
0.028843307867646217,
0.04155943915247917,
-0.09935694932937622,
-0.06683974713087082,
-0.07607296109199524,
0.04203347861766815,
-0.018956834450364113,
-0.004215923137962818,
0.08407889306545258,
-0.037453699856996536,
0.027605358511209488,
-0.009318273514509201,
-0.07969331741333008,
0.028004413470625877,
0.013380208052694798,
0.03011215850710869,
0.007253997027873993,
-0.01057994645088911,
0.10256056487560272,
-0.05048815906047821,
0.03029697947204113,
0.017132043838500977,
0.008745753206312656,
-0.00578543683513999,
0.04614870250225067,
-0.03259061649441719,
-0.004384067840874195,
-0.027205083519220352,
-0.006232225336134434,
0.0736461952328682,
-0.04137495905160904,
0.01350483950227499,
0.017440268769860268,
0.030978627502918243,
-0.0679459348320961,
0.11112026870250702,
-0.021783296018838882,
0.026264438405632973,
-0.008520805276930332,
0.005528050474822521,
-0.022510161623358727,
0.0005694698775187135,
0.042798466980457306,
0.06530246138572693,
-0.05725444480776787,
-4.124844465991373e-8,
-0.10647167265415192,
0.07773701846599579,
0.02217724174261093,
0.00514977378770709,
0.07358024269342422,
-0.014764015562832355,
0.05917569249868393,
-0.010057207196950912,
-0.034047845751047134,
-0.04114280268549919,
0.08638843148946762,
0.006819537840783596,
0.04120894521474838,
0.023312125355005264,
0.05393445864319801,
0.02201251871883869,
0.01525877881795168,
-0.027478888630867004,
-0.035983700305223465,
0.024021198973059654,
0.044654324650764465,
0.00697588175535202,
-0.061161886900663376,
-0.009979586116969585,
0.03444955125451088,
-0.04281424731016159,
-0.04481478035449982,
0.06381162256002426,
0.03158589079976082,
0.04097513481974602,
0.04871779680252075,
0.06925898790359497,
0.013318037614226341,
-0.010433397255837917,
-0.039392877370119095,
-0.04469218850135803,
0.007014388684183359,
-0.05343110114336014,
-0.06670352816581726,
-0.01624528504908085,
-0.06424732506275177,
0.042533256113529205,
0.03183417022228241,
0.017809472978115082,
-0.06092601269483566,
0.024928871542215347,
0.053429894149303436,
-0.1874563843011856,
0.035856980830430984,
-0.01159844920039177,
-0.033508457243442535,
0.04358314722776413,
-0.02917802706360817,
0.09762288630008698,
0.06996938586235046,
-0.02004699595272541,
0.016596801578998566,
-0.049460459500551224,
-0.06933099776506424,
0.08289500325918198,
-0.0014998348196968436,
0.07765339314937592,
-0.06326913833618164,
0.011496836319565773
] |
1402.3345
|
Albert Reyna Ocas
|
Albert S. Reyna and Cid B. de Ara\'ujo
|
Nonlinearity management of photonic composites and observation of
spatial-modulation instability due to quintic nonlinearity
|
20 pages, 5 figures
|
Phys. Rev. A 89, 063803 (2014)
|
10.1103/PhysRevA.89.063803
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a procedure for nonlinearity management of metal-dielectric
composites. Varying the volume fraction occupied by silver nanoparticles
suspended in acetone we could cancel the refractive index related to the
third-order susceptibility, $\chi_{eff}^{(3)}$, and the nonlinear refraction
behavior was due to the fifth-order susceptibility, $\chi_{eff}^{(5)}$. Hence,
in a cross-phase modulation experiment, we demonstrated for the first time the
effect of spatial-modulation- instability due to $\chi_{eff}^{(5)}$. The
results are corroborated with numerical calculations based on a generalized
Maxwell-Garnet model.
|
[
{
"created": "Fri, 14 Feb 2014 01:51:07 GMT",
"version": "v1"
}
] |
2014-06-18
|
[
[
"Reyna",
"Albert S.",
""
],
[
"de Araújo",
"Cid B.",
""
]
] |
[
-0.012209628708660603,
-0.10056404024362564,
0.07754423469305038,
0.03194255754351616,
0.06729183346033096,
-0.04265854135155678,
0.006385831627994776,
-0.004917616490274668,
-0.11333698034286499,
0.07533927261829376,
0.033456459641456604,
0.06205008551478386,
0.08890724182128906,
-0.03241758421063423,
0.041276682168245316,
-0.007587464526295662,
0.010595106519758701,
-0.03079867921769619,
-0.1006164476275444,
0.15746405720710754,
0.08150510489940643,
-0.1303541362285614,
-0.015258132480084896,
-0.07445994764566422,
0.03341352939605713,
0.027903644368052483,
-0.012392085045576096,
-0.03024941124022007,
-0.027061371132731438,
-0.045637600123882294,
-0.015996834263205528,
0.02524479478597641,
-0.10849170386791229,
0.07283566147089005,
-0.09939216822385788,
-0.03821674361824989,
-0.012684930115938187,
0.000009619535376259591,
-0.05448834225535393,
0.004994850605726242,
-0.014797107316553593,
0.047680679708719254,
-0.038813188672065735,
-0.0037244888953864574,
0.049823321402072906,
-0.048785027116537094,
0.030542273074388504,
-0.06414151191711426,
-0.05641500651836395,
-0.03704610839486122,
-0.016274403780698776,
0.029661644250154495,
0.022781511768698692,
0.03122975490987301,
0.056832898408174515,
0.03642628714442253,
0.06425037980079651,
-0.03714330866932869,
-0.004175066947937012,
0.03673693910241127,
0.013073963113129139,
-0.06220383197069168,
-0.03230514004826546,
-0.11059608310461044,
0.005754381883889437,
0.07774128764867783,
0.0019800968002527952,
-0.007341975811868906,
-0.04002679884433746,
0.09849312901496887,
0.0338788703083992,
-0.04250776767730713,
0.005550186615437269,
0.0038032704032957554,
0.07016633450984955,
0.041702043265104294,
0.007106275763362646,
0.045356154441833496,
-0.031965479254722595,
0.06308721750974655,
-0.05034846439957619,
-0.07521087676286697,
0.00907228048890829,
0.028305817395448685,
0.013637350872159004,
-0.03963940218091011,
0.027373865246772766,
-0.013501130975782871,
-0.08644841611385345,
0.021715333685278893,
0.022213364019989967,
0.0114704305306077,
0.0009719305671751499,
-0.03937274217605591,
0.018166787922382355,
-0.03086083196103573,
-0.019764915108680725,
-0.06385702639818192,
0.07233670353889465,
0.008858651854097843,
0.07756567746400833,
-0.047856006771326065,
-0.03886120766401291,
0.06055627390742302,
-0.011854683980345726,
-0.02284194342792034,
0.10689455270767212,
0.08922959864139557,
-0.06691760569810867,
0.031465210020542145,
0.05170349031686783,
0.03556027263402939,
-0.033825602382421494,
0.01776108518242836,
-0.05498950928449631,
0.031536925584077835,
0.01994268223643303,
0.0008087728638201952,
0.023427248001098633,
-0.033976469188928604,
0.034416910260915756,
0.11448698490858078,
-0.004234484396874905,
0.04724784567952156,
-0.0212867334485054,
0.011313634924590588,
0.02582530863583088,
-3.7327738621705274e-33,
-0.03394404053688049,
-0.006515243090689182,
0.022888556122779846,
0.006339437793940306,
0.011079852469265461,
-0.04021868482232094,
0.0988873615860939,
0.08202347904443741,
0.011584301479160786,
0.0005944921285845339,
0.017723774537444115,
0.09054891020059586,
-0.027091240510344505,
-0.035542912781238556,
-0.016524657607078552,
0.005981556139886379,
0.034054942429065704,
0.007237111683934927,
-0.00521999504417181,
0.005609740037471056,
0.02711866982281208,
-0.07578743249177933,
0.018614837899804115,
-0.04408411681652069,
-0.009828498587012291,
-0.04598201811313629,
-0.06947973370552063,
0.026260847225785255,
0.04248131439089775,
0.018720217049121857,
0.030037153512239456,
0.1564381718635559,
0.03152754530310631,
0.04590906202793121,
0.06120520457625389,
0.006263184826821089,
-0.012830802239477634,
0.05187762528657913,
0.009208422154188156,
0.057076722383499146,
0.013752803206443787,
0.017399007454514503,
0.023293986916542053,
0.08933776617050171,
0.027297254651784897,
-0.04401424899697304,
-0.015925779938697815,
0.03588305041193962,
-0.0251616220921278,
-0.024556104093790054,
-0.044122498482465744,
-0.0393960177898407,
0.002690403489395976,
0.09170810878276825,
0.08844028413295746,
0.04161401838064194,
-0.02896525152027607,
0.0062718638218939304,
0.005725549068301916,
-0.1458737850189209,
0.04715869203209877,
-0.05303598567843437,
0.060962021350860596,
-0.05482461676001549,
0.029540663585066795,
0.03170483186841011,
-0.04976540431380272,
-0.01185773778706789,
-0.09883839637041092,
-0.03690445423126221,
0.06666750460863113,
0.07149948179721832,
-0.05809174105525017,
0.055788736790418625,
-0.023066645488142967,
0.006414692848920822,
-0.024678446352481842,
-0.00941258855164051,
0.0719902291893959,
0.006167921703308821,
-0.004598435014486313,
0.04199306666851044,
-0.0802345871925354,
-0.024648183956742287,
-0.15044733881950378,
0.034101370722055435,
-0.012031682766973972,
-0.0514327771961689,
-0.07663897424936295,
-0.06405772268772125,
0.02260531112551689,
-0.02430887520313263,
0.05277705937623978,
-0.04207466542720795,
-0.10421387106180191,
5.497399073824571e-34,
0.010792017914354801,
-0.030928591266274452,
0.013463079929351807,
0.047091010957956314,
-0.003201202256605029,
0.024105753749608994,
-0.008615672588348389,
0.08970867842435837,
-0.005239078775048256,
0.06071015074849129,
0.0755469873547554,
-0.018981870263814926,
0.043890051543712616,
-0.060038771480321884,
-0.042002856731414795,
0.011317688971757889,
-0.04505394026637077,
-0.04514763876795769,
0.10176388174295425,
0.012408100999891758,
-0.038874369114637375,
0.0002326878602616489,
0.06021846830844879,
0.06093132123351097,
0.0631554052233696,
0.011780593544244766,
-0.02575835958123207,
0.016939951106905937,
-0.0328853614628315,
0.005886406637728214,
0.028752146288752556,
0.06574330478906631,
0.08022569119930267,
-0.011389302089810371,
0.03499298915266991,
0.0341002382338047,
-0.009884877130389214,
-0.037049856036901474,
-0.02093619853258133,
0.02248239330947399,
-0.0709775909781456,
0.04494062066078186,
0.10298343002796173,
-0.006876194383949041,
0.0021273556631058455,
-0.017852650955319405,
0.006318795494735241,
-0.0070043811574578285,
0.04468030855059624,
0.003177214413881302,
0.04680606722831726,
-0.09064830094575882,
-0.035456255078315735,
0.013957398943603039,
0.01713600568473339,
0.031213082373142242,
-0.04844866320490837,
0.03995855525135994,
0.017243260517716408,
0.03294328600168228,
-0.048175666481256485,
0.0295085646212101,
0.058186762034893036,
-0.015056702308356762,
-0.019585125148296356,
0.05531608685851097,
0.001055599539540708,
0.032748039811849594,
0.015244046226143837,
-0.016831684857606888,
0.011250637471675873,
0.049339186400175095,
0.012664780020713806,
0.002270652912557125,
0.0833534225821495,
0.002343769185245037,
0.018057284876704216,
0.05448240041732788,
-0.10679296404123306,
0.0035190461203455925,
0.05110950395464897,
0.10944622755050659,
-0.04961063712835312,
-0.009928328916430473,
-0.16587485373020172,
-0.027544526383280754,
0.07412894815206528,
0.004939619451761246,
-0.09004727005958557,
0.005698356777429581,
-0.08540547639131546,
-0.02176244743168354,
-0.007581554818898439,
-0.016221094876527786,
0.0763503909111023,
-4.794223329440683e-8,
0.05205252394080162,
0.03801071271300316,
-0.04873662441968918,
-0.0572967529296875,
-0.08285228163003922,
-0.07269035279750824,
-0.04516364261507988,
-0.09786048531532288,
0.021590573713183403,
-0.07980065792798996,
0.0031666397117078304,
-0.04067126661539078,
-0.008482984267175198,
-0.04441805183887482,
-0.028878895565867424,
-0.08836778253316879,
-0.030915046110749245,
-0.006814334541559219,
0.018665997311472893,
0.02027050219476223,
-0.0459500253200531,
-0.01893460750579834,
0.09934528172016144,
-0.04378943517804146,
0.023297956213355064,
0.06190226227045059,
-0.019713226705789566,
-0.052300889045000076,
-0.05034617334604263,
-0.004659734666347504,
-0.026873057708144188,
-0.015984494239091873,
-0.03659035637974739,
0.08777458220720291,
-0.14090031385421753,
0.0009475066908635199,
-0.011200216598808765,
-0.10287278890609741,
-0.018893688917160034,
-0.024719927459955215,
0.039858631789684296,
0.02375771477818489,
-0.044618524610996246,
-0.006829299498349428,
0.060766689479351044,
-0.020530525594949722,
0.04730795696377754,
0.02807394228875637,
-0.0016098585911095142,
0.0008855531923472881,
-0.08026320487260818,
0.030910760164260864,
-0.07452388107776642,
0.01214106660336256,
0.04399953782558441,
-0.0830274149775505,
-0.05592964589595795,
0.027679231017827988,
-0.028479110449552536,
-0.008114648051559925,
0.0022105686366558075,
-0.02778177335858345,
-0.10389307141304016,
0.021836768835783005
] | null | null | null | null | null | null | null |
[
-0.012209628708660603,
-0.10056404024362564,
0.07754423469305038,
0.03194255754351616,
0.06729183346033096,
-0.04265854135155678,
0.006385831627994776,
-0.004917616490274668,
-0.11333698034286499,
0.07533927261829376,
0.033456459641456604,
0.06205008551478386,
0.08890724182128906,
-0.03241758421063423,
0.041276682168245316,
-0.007587464526295662,
0.010595106519758701,
-0.03079867921769619,
-0.1006164476275444,
0.15746405720710754,
0.08150510489940643,
-0.1303541362285614,
-0.015258132480084896,
-0.07445994764566422,
0.03341352939605713,
0.027903644368052483,
-0.012392085045576096,
-0.03024941124022007,
-0.027061371132731438,
-0.045637600123882294,
-0.015996834263205528,
0.02524479478597641,
-0.10849170386791229,
0.07283566147089005,
-0.09939216822385788,
-0.03821674361824989,
-0.012684930115938187,
0.000009619535376259591,
-0.05448834225535393,
0.004994850605726242,
-0.014797107316553593,
0.047680679708719254,
-0.038813188672065735,
-0.0037244888953864574,
0.049823321402072906,
-0.048785027116537094,
0.030542273074388504,
-0.06414151191711426,
-0.05641500651836395,
-0.03704610839486122,
-0.016274403780698776,
0.029661644250154495,
0.022781511768698692,
0.03122975490987301,
0.056832898408174515,
0.03642628714442253,
0.06425037980079651,
-0.03714330866932869,
-0.004175066947937012,
0.03673693910241127,
0.013073963113129139,
-0.06220383197069168,
-0.03230514004826546,
-0.11059608310461044,
0.005754381883889437,
0.07774128764867783,
0.0019800968002527952,
-0.007341975811868906,
-0.04002679884433746,
0.09849312901496887,
0.0338788703083992,
-0.04250776767730713,
0.005550186615437269,
0.0038032704032957554,
0.07016633450984955,
0.041702043265104294,
0.007106275763362646,
0.045356154441833496,
-0.031965479254722595,
0.06308721750974655,
-0.05034846439957619,
-0.07521087676286697,
0.00907228048890829,
0.028305817395448685,
0.013637350872159004,
-0.03963940218091011,
0.027373865246772766,
-0.013501130975782871,
-0.08644841611385345,
0.021715333685278893,
0.022213364019989967,
0.0114704305306077,
0.0009719305671751499,
-0.03937274217605591,
0.018166787922382355,
-0.03086083196103573,
-0.019764915108680725,
-0.06385702639818192,
0.07233670353889465,
0.008858651854097843,
0.07756567746400833,
-0.047856006771326065,
-0.03886120766401291,
0.06055627390742302,
-0.011854683980345726,
-0.02284194342792034,
0.10689455270767212,
0.08922959864139557,
-0.06691760569810867,
0.031465210020542145,
0.05170349031686783,
0.03556027263402939,
-0.033825602382421494,
0.01776108518242836,
-0.05498950928449631,
0.031536925584077835,
0.01994268223643303,
0.0008087728638201952,
0.023427248001098633,
-0.033976469188928604,
0.034416910260915756,
0.11448698490858078,
-0.004234484396874905,
0.04724784567952156,
-0.0212867334485054,
0.011313634924590588,
0.02582530863583088,
-3.7327738621705274e-33,
-0.03394404053688049,
-0.006515243090689182,
0.022888556122779846,
0.006339437793940306,
0.011079852469265461,
-0.04021868482232094,
0.0988873615860939,
0.08202347904443741,
0.011584301479160786,
0.0005944921285845339,
0.017723774537444115,
0.09054891020059586,
-0.027091240510344505,
-0.035542912781238556,
-0.016524657607078552,
0.005981556139886379,
0.034054942429065704,
0.007237111683934927,
-0.00521999504417181,
0.005609740037471056,
0.02711866982281208,
-0.07578743249177933,
0.018614837899804115,
-0.04408411681652069,
-0.009828498587012291,
-0.04598201811313629,
-0.06947973370552063,
0.026260847225785255,
0.04248131439089775,
0.018720217049121857,
0.030037153512239456,
0.1564381718635559,
0.03152754530310631,
0.04590906202793121,
0.06120520457625389,
0.006263184826821089,
-0.012830802239477634,
0.05187762528657913,
0.009208422154188156,
0.057076722383499146,
0.013752803206443787,
0.017399007454514503,
0.023293986916542053,
0.08933776617050171,
0.027297254651784897,
-0.04401424899697304,
-0.015925779938697815,
0.03588305041193962,
-0.0251616220921278,
-0.024556104093790054,
-0.044122498482465744,
-0.0393960177898407,
0.002690403489395976,
0.09170810878276825,
0.08844028413295746,
0.04161401838064194,
-0.02896525152027607,
0.0062718638218939304,
0.005725549068301916,
-0.1458737850189209,
0.04715869203209877,
-0.05303598567843437,
0.060962021350860596,
-0.05482461676001549,
0.029540663585066795,
0.03170483186841011,
-0.04976540431380272,
-0.01185773778706789,
-0.09883839637041092,
-0.03690445423126221,
0.06666750460863113,
0.07149948179721832,
-0.05809174105525017,
0.055788736790418625,
-0.023066645488142967,
0.006414692848920822,
-0.024678446352481842,
-0.00941258855164051,
0.0719902291893959,
0.006167921703308821,
-0.004598435014486313,
0.04199306666851044,
-0.0802345871925354,
-0.024648183956742287,
-0.15044733881950378,
0.034101370722055435,
-0.012031682766973972,
-0.0514327771961689,
-0.07663897424936295,
-0.06405772268772125,
0.02260531112551689,
-0.02430887520313263,
0.05277705937623978,
-0.04207466542720795,
-0.10421387106180191,
5.497399073824571e-34,
0.010792017914354801,
-0.030928591266274452,
0.013463079929351807,
0.047091010957956314,
-0.003201202256605029,
0.024105753749608994,
-0.008615672588348389,
0.08970867842435837,
-0.005239078775048256,
0.06071015074849129,
0.0755469873547554,
-0.018981870263814926,
0.043890051543712616,
-0.060038771480321884,
-0.042002856731414795,
0.011317688971757889,
-0.04505394026637077,
-0.04514763876795769,
0.10176388174295425,
0.012408100999891758,
-0.038874369114637375,
0.0002326878602616489,
0.06021846830844879,
0.06093132123351097,
0.0631554052233696,
0.011780593544244766,
-0.02575835958123207,
0.016939951106905937,
-0.0328853614628315,
0.005886406637728214,
0.028752146288752556,
0.06574330478906631,
0.08022569119930267,
-0.011389302089810371,
0.03499298915266991,
0.0341002382338047,
-0.009884877130389214,
-0.037049856036901474,
-0.02093619853258133,
0.02248239330947399,
-0.0709775909781456,
0.04494062066078186,
0.10298343002796173,
-0.006876194383949041,
0.0021273556631058455,
-0.017852650955319405,
0.006318795494735241,
-0.0070043811574578285,
0.04468030855059624,
0.003177214413881302,
0.04680606722831726,
-0.09064830094575882,
-0.035456255078315735,
0.013957398943603039,
0.01713600568473339,
0.031213082373142242,
-0.04844866320490837,
0.03995855525135994,
0.017243260517716408,
0.03294328600168228,
-0.048175666481256485,
0.0295085646212101,
0.058186762034893036,
-0.015056702308356762,
-0.019585125148296356,
0.05531608685851097,
0.001055599539540708,
0.032748039811849594,
0.015244046226143837,
-0.016831684857606888,
0.011250637471675873,
0.049339186400175095,
0.012664780020713806,
0.002270652912557125,
0.0833534225821495,
0.002343769185245037,
0.018057284876704216,
0.05448240041732788,
-0.10679296404123306,
0.0035190461203455925,
0.05110950395464897,
0.10944622755050659,
-0.04961063712835312,
-0.009928328916430473,
-0.16587485373020172,
-0.027544526383280754,
0.07412894815206528,
0.004939619451761246,
-0.09004727005958557,
0.005698356777429581,
-0.08540547639131546,
-0.02176244743168354,
-0.007581554818898439,
-0.016221094876527786,
0.0763503909111023,
-4.794223329440683e-8,
0.05205252394080162,
0.03801071271300316,
-0.04873662441968918,
-0.0572967529296875,
-0.08285228163003922,
-0.07269035279750824,
-0.04516364261507988,
-0.09786048531532288,
0.021590573713183403,
-0.07980065792798996,
0.0031666397117078304,
-0.04067126661539078,
-0.008482984267175198,
-0.04441805183887482,
-0.028878895565867424,
-0.08836778253316879,
-0.030915046110749245,
-0.006814334541559219,
0.018665997311472893,
0.02027050219476223,
-0.0459500253200531,
-0.01893460750579834,
0.09934528172016144,
-0.04378943517804146,
0.023297956213355064,
0.06190226227045059,
-0.019713226705789566,
-0.052300889045000076,
-0.05034617334604263,
-0.004659734666347504,
-0.026873057708144188,
-0.015984494239091873,
-0.03659035637974739,
0.08777458220720291,
-0.14090031385421753,
0.0009475066908635199,
-0.011200216598808765,
-0.10287278890609741,
-0.018893688917160034,
-0.024719927459955215,
0.039858631789684296,
0.02375771477818489,
-0.044618524610996246,
-0.006829299498349428,
0.060766689479351044,
-0.020530525594949722,
0.04730795696377754,
0.02807394228875637,
-0.0016098585911095142,
0.0008855531923472881,
-0.08026320487260818,
0.030910760164260864,
-0.07452388107776642,
0.01214106660336256,
0.04399953782558441,
-0.0830274149775505,
-0.05592964589595795,
0.027679231017827988,
-0.028479110449552536,
-0.008114648051559925,
0.0022105686366558075,
-0.02778177335858345,
-0.10389307141304016,
0.021836768835783005
] |
1402.3346
|
Guido F. Montufar
|
Guido Montufar, Nihat Ay, Keyan Ghazi-Zahedi
|
Geometry and Expressive Power of Conditional Restricted Boltzmann
Machines
|
30 pages, 5 figures, 1 algorithm
| null | null | null |
cs.NE cs.LG stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Conditional restricted Boltzmann machines are undirected stochastic neural
networks with a layer of input and output units connected bipartitely to a
layer of hidden units. These networks define models of conditional probability
distributions on the states of the output units given the states of the input
units, parametrized by interaction weights and biases. We address the
representational power of these models, proving results their ability to
represent conditional Markov random fields and conditional distributions with
restricted supports, the minimal size of universal approximators, the maximal
model approximation errors, and on the dimension of the set of representable
conditional distributions. We contribute new tools for investigating
conditional probability models, which allow us to improve the results that can
be derived from existing work on restricted Boltzmann machine probability
models.
|
[
{
"created": "Fri, 14 Feb 2014 02:15:09 GMT",
"version": "v1"
},
{
"created": "Wed, 23 Jul 2014 17:00:35 GMT",
"version": "v2"
},
{
"created": "Thu, 12 Mar 2015 15:20:04 GMT",
"version": "v3"
}
] |
2015-03-13
|
[
[
"Montufar",
"Guido",
""
],
[
"Ay",
"Nihat",
""
],
[
"Ghazi-Zahedi",
"Keyan",
""
]
] |
[
-0.05403437465429306,
-0.0631406232714653,
0.03812089562416077,
0.01628219150006771,
0.06963096559047699,
0.039428532123565674,
-0.00014848762657493353,
-0.02768099494278431,
0.06057821586728096,
-0.12978579103946686,
-0.011594928801059723,
-0.052945706993341446,
0.05515317991375923,
0.03890851140022278,
-0.07618629187345505,
-0.014253725297749043,
0.09371724724769592,
0.02760797180235386,
-0.16241337358951569,
-0.00452766427770257,
-0.010777723044157028,
0.031703438609838486,
-0.019290266558527946,
-0.05295989662408829,
0.033326949924230576,
-0.023702871054410934,
0.09519999474287033,
0.009701569564640522,
-0.011224519461393356,
0.01842847838997841,
0.03439676761627197,
-0.054808858782052994,
0.04480008780956268,
0.026506824418902397,
0.07120928913354874,
0.03581619635224342,
-0.06174590438604355,
0.021527821198105812,
-0.01674662157893181,
0.011350549757480621,
0.009786996990442276,
0.013415873982012272,
0.010188176296651363,
-0.012271440587937832,
0.10294760763645172,
-0.03037932701408863,
0.02737247757613659,
-0.08333881944417953,
-0.07908117026090622,
0.06684181094169617,
0.022502953186631203,
0.04921356216073036,
0.004905630834400654,
0.05394785478711128,
-0.01222144067287445,
-0.08165354281663895,
-0.01899356208741665,
-0.00016919155314099044,
-0.07965049147605896,
-0.004866894334554672,
-0.004227717872709036,
-0.0941857397556305,
-0.013348371721804142,
-0.04652289301156998,
-0.0036555412225425243,
-0.0013570724986493587,
-0.026338161900639534,
0.11389128863811493,
0.02589591220021248,
0.05642447993159294,
-0.008444486185908318,
0.05099169537425041,
-0.10577715933322906,
0.03983575478196144,
-0.007334752939641476,
0.006773247849196196,
0.10006827116012573,
-0.06702041625976562,
0.00877659022808075,
-0.10935194045305252,
-0.0676061362028122,
-0.038174163550138474,
0.027565384283661842,
-0.049779947847127914,
0.09508968889713287,
0.04542335867881775,
-0.03755607828497887,
0.11009854823350906,
0.0037737537641078234,
-0.06294174492359161,
-0.09558170288801193,
-0.0448056124150753,
0.03742503002285957,
-0.017404772341251373,
0.03034307435154915,
0.014896449632942677,
0.04171327129006386,
-0.11202092468738556,
-0.020039981231093407,
0.06376995146274567,
-0.039152592420578,
0.007956027053296566,
0.12892013788223267,
-0.02482595108449459,
0.07543262094259262,
-0.033545758575201035,
0.017533529549837112,
0.08519335836172104,
0.043338652700185776,
-0.08321614563465118,
0.05543652921915054,
0.03811340034008026,
0.0230267196893692,
0.00837043859064579,
0.014250222593545914,
-0.07039134204387665,
0.023898882791399956,
-0.10004601627588272,
-0.0237019881606102,
0.0020149098709225655,
-0.10074280947446823,
0.06226674094796181,
-0.04541020467877388,
0.030972016975283623,
0.010815348476171494,
-0.015038109384477139,
-0.026440875604748726,
2.4506081744569176e-33,
0.005493280943483114,
-0.034127023071050644,
0.0020555665250867605,
-0.004847624339163303,
0.0787023976445198,
0.006809734273701906,
0.013518143445253372,
0.00848468579351902,
0.05739295855164528,
0.015401706099510193,
0.004740952048450708,
0.06882528960704803,
-0.0030299786012619734,
0.03440370038151741,
0.03335215523838997,
0.011544151231646538,
-0.029066799208521843,
0.03778283670544624,
0.039719779044389725,
-0.02448786422610283,
0.013676473870873451,
0.045545417815446854,
-0.019622614607214928,
0.05870090425014496,
-0.03921537846326828,
0.0055764587596058846,
0.04076845198869705,
-0.021557945758104324,
0.022530730813741684,
-0.019634287804365158,
-0.057633914053440094,
0.027503883466124535,
0.05116582289338112,
-0.08965408802032471,
0.03019910305738449,
-0.009151438251137733,
-0.009295264258980751,
-0.057875607162714005,
-0.03380845859646797,
-0.05720578134059906,
0.014025779440999031,
-0.041879843920469284,
0.026922954246401787,
-0.06164516508579254,
-0.07341599464416504,
-0.0617697648704052,
0.038099925965070724,
-0.02375039830803871,
0.0025872669648379087,
-0.11569668352603912,
0.06189093366265297,
0.02423940598964691,
0.04114750400185585,
-0.06902944296598434,
0.050526246428489685,
0.004765598103404045,
0.030960481613874435,
0.08428990095853806,
0.07543051987886429,
0.05015873536467552,
-0.03908582031726837,
0.09048284590244293,
-0.008286007679998875,
0.041702013462781906,
-0.005716124549508095,
0.06497231125831604,
-0.10258789360523224,
0.08986686915159225,
0.10713710635900497,
-0.024463891983032227,
-0.03216257318854332,
0.04147337004542351,
-0.009398242458701134,
-0.0587749183177948,
0.023671118542551994,
0.07769978046417236,
-0.043819889426231384,
-0.0720919743180275,
-0.04725990816950798,
0.06654232740402222,
-0.052198901772499084,
-0.02959713526070118,
-0.06550449132919312,
-0.022145302966237068,
-0.04090094566345215,
-0.01638619229197502,
0.04192085936665535,
-0.02393461763858795,
-0.09150419384241104,
0.029708493500947952,
-0.014059402979910374,
-0.048728179186582565,
0.013030239380896091,
0.008035817183554173,
0.005717556923627853,
-2.385683417409095e-33,
-0.057043563574552536,
0.09531170129776001,
-0.0358099527657032,
-0.03637757897377014,
0.017017653211951256,
-0.012561561539769173,
-0.04061201214790344,
0.008807129226624966,
-0.03906092420220375,
-0.040844254195690155,
-0.01846860907971859,
0.003858961397781968,
0.04668183624744415,
-0.045708801597356796,
-0.04483463242650032,
0.0063097672536969185,
0.02430681511759758,
0.06092079356312752,
0.03620683029294014,
-0.009947357699275017,
0.034082770347595215,
0.12663301825523376,
-0.05245676264166832,
0.05685693770647049,
-0.06964369118213654,
0.02575450949370861,
0.013633223250508308,
0.03947968780994415,
-0.030490580946207047,
0.015122753567993641,
-0.044451262801885605,
-0.02586222253739834,
-0.08586854487657547,
0.03992104530334473,
-0.0633547306060791,
-0.036570679396390915,
0.01677972823381424,
0.01749785616993904,
-0.04180731251835823,
-0.043376728892326355,
0.004097855184227228,
-0.03251402825117111,
-0.13697880506515503,
0.03407679870724678,
-0.027428915724158287,
0.035493072122335434,
0.05977717414498329,
-0.0176126379519701,
0.016647277399897575,
-0.02732405625283718,
0.019839489832520485,
0.03143402561545372,
-0.03719374164938927,
0.03027220070362091,
-0.05605940520763397,
-0.0758650079369545,
0.010862726718187332,
-0.05816046893596649,
0.10433650761842728,
0.028079286217689514,
-0.05886219069361687,
-0.12138334661722183,
0.04547623172402382,
0.009426918812096119,
-0.055217940360307693,
-0.049047429114580154,
-0.038767293095588684,
0.048479415476322174,
0.11530035734176636,
0.011913291178643703,
0.08977563679218292,
0.030656684190034866,
0.10842866450548172,
0.09653337299823761,
0.010691325180232525,
0.042733751237392426,
0.09265249222517014,
0.019107036292552948,
0.024042755365371704,
-0.0525166392326355,
-0.010894138365983963,
-0.07067908346652985,
0.04921802878379822,
-0.02338585816323757,
0.13593050837516785,
0.09505672752857208,
-0.05381070449948311,
-0.04310498386621475,
0.06196461617946625,
-0.050267864018678665,
-0.04185148701071739,
0.047041285783052444,
0.02996845915913582,
0.03762757405638695,
-0.10333604365587234,
-3.849254426313564e-8,
0.01642235368490219,
0.020498482510447502,
0.05213945731520653,
-0.04549408331513405,
0.07213301956653595,
0.004225795157253742,
0.03436754643917084,
-0.005721910856664181,
-0.023167306557297707,
0.06227894499897957,
0.09259489923715591,
-0.04204421490430832,
-0.019891981035470963,
-0.06120467185974121,
-0.015667956322431564,
0.018402181565761566,
0.021183859556913376,
0.03209143877029419,
0.05011094734072685,
-0.0215753186494112,
0.025167107582092285,
0.036922138184309006,
-0.022062944248318672,
0.050830744206905365,
0.05919727310538292,
-0.023679498583078384,
-0.06444770097732544,
0.004307406023144722,
0.015302803367376328,
0.03532618656754494,
0.021257314831018448,
0.010847148485481739,
0.0067569175735116005,
0.00937301479279995,
0.021808572113513947,
0.09206248074769974,
0.05218847841024399,
0.033089570701122284,
-0.0492643304169178,
0.02342991717159748,
-0.0006576691521331668,
-0.03941630199551582,
-0.05933497101068497,
-0.02300935611128807,
-0.03268042579293251,
0.02510320395231247,
0.038121212273836136,
-0.04782777279615402,
0.02899220772087574,
-0.02682596445083618,
-0.04686949774622917,
-0.04311960190534592,
0.0352611318230629,
-0.00992637686431408,
0.015699265524744987,
0.00007994995394255966,
0.04796896129846573,
-0.051665499806404114,
-0.03312608227133751,
0.03811052814126015,
0.014323597773909569,
0.06519489735364914,
-0.04860437288880348,
-0.009312359616160393
] | null | null | null | null | null | null | null |
[
-0.05403437465429306,
-0.0631406232714653,
0.03812089562416077,
0.01628219150006771,
0.06963096559047699,
0.039428532123565674,
-0.00014848762657493353,
-0.02768099494278431,
0.06057821586728096,
-0.12978579103946686,
-0.011594928801059723,
-0.052945706993341446,
0.05515317991375923,
0.03890851140022278,
-0.07618629187345505,
-0.014253725297749043,
0.09371724724769592,
0.02760797180235386,
-0.16241337358951569,
-0.00452766427770257,
-0.010777723044157028,
0.031703438609838486,
-0.019290266558527946,
-0.05295989662408829,
0.033326949924230576,
-0.023702871054410934,
0.09519999474287033,
0.009701569564640522,
-0.011224519461393356,
0.01842847838997841,
0.03439676761627197,
-0.054808858782052994,
0.04480008780956268,
0.026506824418902397,
0.07120928913354874,
0.03581619635224342,
-0.06174590438604355,
0.021527821198105812,
-0.01674662157893181,
0.011350549757480621,
0.009786996990442276,
0.013415873982012272,
0.010188176296651363,
-0.012271440587937832,
0.10294760763645172,
-0.03037932701408863,
0.02737247757613659,
-0.08333881944417953,
-0.07908117026090622,
0.06684181094169617,
0.022502953186631203,
0.04921356216073036,
0.004905630834400654,
0.05394785478711128,
-0.01222144067287445,
-0.08165354281663895,
-0.01899356208741665,
-0.00016919155314099044,
-0.07965049147605896,
-0.004866894334554672,
-0.004227717872709036,
-0.0941857397556305,
-0.013348371721804142,
-0.04652289301156998,
-0.0036555412225425243,
-0.0013570724986493587,
-0.026338161900639534,
0.11389128863811493,
0.02589591220021248,
0.05642447993159294,
-0.008444486185908318,
0.05099169537425041,
-0.10577715933322906,
0.03983575478196144,
-0.007334752939641476,
0.006773247849196196,
0.10006827116012573,
-0.06702041625976562,
0.00877659022808075,
-0.10935194045305252,
-0.0676061362028122,
-0.038174163550138474,
0.027565384283661842,
-0.049779947847127914,
0.09508968889713287,
0.04542335867881775,
-0.03755607828497887,
0.11009854823350906,
0.0037737537641078234,
-0.06294174492359161,
-0.09558170288801193,
-0.0448056124150753,
0.03742503002285957,
-0.017404772341251373,
0.03034307435154915,
0.014896449632942677,
0.04171327129006386,
-0.11202092468738556,
-0.020039981231093407,
0.06376995146274567,
-0.039152592420578,
0.007956027053296566,
0.12892013788223267,
-0.02482595108449459,
0.07543262094259262,
-0.033545758575201035,
0.017533529549837112,
0.08519335836172104,
0.043338652700185776,
-0.08321614563465118,
0.05543652921915054,
0.03811340034008026,
0.0230267196893692,
0.00837043859064579,
0.014250222593545914,
-0.07039134204387665,
0.023898882791399956,
-0.10004601627588272,
-0.0237019881606102,
0.0020149098709225655,
-0.10074280947446823,
0.06226674094796181,
-0.04541020467877388,
0.030972016975283623,
0.010815348476171494,
-0.015038109384477139,
-0.026440875604748726,
2.4506081744569176e-33,
0.005493280943483114,
-0.034127023071050644,
0.0020555665250867605,
-0.004847624339163303,
0.0787023976445198,
0.006809734273701906,
0.013518143445253372,
0.00848468579351902,
0.05739295855164528,
0.015401706099510193,
0.004740952048450708,
0.06882528960704803,
-0.0030299786012619734,
0.03440370038151741,
0.03335215523838997,
0.011544151231646538,
-0.029066799208521843,
0.03778283670544624,
0.039719779044389725,
-0.02448786422610283,
0.013676473870873451,
0.045545417815446854,
-0.019622614607214928,
0.05870090425014496,
-0.03921537846326828,
0.0055764587596058846,
0.04076845198869705,
-0.021557945758104324,
0.022530730813741684,
-0.019634287804365158,
-0.057633914053440094,
0.027503883466124535,
0.05116582289338112,
-0.08965408802032471,
0.03019910305738449,
-0.009151438251137733,
-0.009295264258980751,
-0.057875607162714005,
-0.03380845859646797,
-0.05720578134059906,
0.014025779440999031,
-0.041879843920469284,
0.026922954246401787,
-0.06164516508579254,
-0.07341599464416504,
-0.0617697648704052,
0.038099925965070724,
-0.02375039830803871,
0.0025872669648379087,
-0.11569668352603912,
0.06189093366265297,
0.02423940598964691,
0.04114750400185585,
-0.06902944296598434,
0.050526246428489685,
0.004765598103404045,
0.030960481613874435,
0.08428990095853806,
0.07543051987886429,
0.05015873536467552,
-0.03908582031726837,
0.09048284590244293,
-0.008286007679998875,
0.041702013462781906,
-0.005716124549508095,
0.06497231125831604,
-0.10258789360523224,
0.08986686915159225,
0.10713710635900497,
-0.024463891983032227,
-0.03216257318854332,
0.04147337004542351,
-0.009398242458701134,
-0.0587749183177948,
0.023671118542551994,
0.07769978046417236,
-0.043819889426231384,
-0.0720919743180275,
-0.04725990816950798,
0.06654232740402222,
-0.052198901772499084,
-0.02959713526070118,
-0.06550449132919312,
-0.022145302966237068,
-0.04090094566345215,
-0.01638619229197502,
0.04192085936665535,
-0.02393461763858795,
-0.09150419384241104,
0.029708493500947952,
-0.014059402979910374,
-0.048728179186582565,
0.013030239380896091,
0.008035817183554173,
0.005717556923627853,
-2.385683417409095e-33,
-0.057043563574552536,
0.09531170129776001,
-0.0358099527657032,
-0.03637757897377014,
0.017017653211951256,
-0.012561561539769173,
-0.04061201214790344,
0.008807129226624966,
-0.03906092420220375,
-0.040844254195690155,
-0.01846860907971859,
0.003858961397781968,
0.04668183624744415,
-0.045708801597356796,
-0.04483463242650032,
0.0063097672536969185,
0.02430681511759758,
0.06092079356312752,
0.03620683029294014,
-0.009947357699275017,
0.034082770347595215,
0.12663301825523376,
-0.05245676264166832,
0.05685693770647049,
-0.06964369118213654,
0.02575450949370861,
0.013633223250508308,
0.03947968780994415,
-0.030490580946207047,
0.015122753567993641,
-0.044451262801885605,
-0.02586222253739834,
-0.08586854487657547,
0.03992104530334473,
-0.0633547306060791,
-0.036570679396390915,
0.01677972823381424,
0.01749785616993904,
-0.04180731251835823,
-0.043376728892326355,
0.004097855184227228,
-0.03251402825117111,
-0.13697880506515503,
0.03407679870724678,
-0.027428915724158287,
0.035493072122335434,
0.05977717414498329,
-0.0176126379519701,
0.016647277399897575,
-0.02732405625283718,
0.019839489832520485,
0.03143402561545372,
-0.03719374164938927,
0.03027220070362091,
-0.05605940520763397,
-0.0758650079369545,
0.010862726718187332,
-0.05816046893596649,
0.10433650761842728,
0.028079286217689514,
-0.05886219069361687,
-0.12138334661722183,
0.04547623172402382,
0.009426918812096119,
-0.055217940360307693,
-0.049047429114580154,
-0.038767293095588684,
0.048479415476322174,
0.11530035734176636,
0.011913291178643703,
0.08977563679218292,
0.030656684190034866,
0.10842866450548172,
0.09653337299823761,
0.010691325180232525,
0.042733751237392426,
0.09265249222517014,
0.019107036292552948,
0.024042755365371704,
-0.0525166392326355,
-0.010894138365983963,
-0.07067908346652985,
0.04921802878379822,
-0.02338585816323757,
0.13593050837516785,
0.09505672752857208,
-0.05381070449948311,
-0.04310498386621475,
0.06196461617946625,
-0.050267864018678665,
-0.04185148701071739,
0.047041285783052444,
0.02996845915913582,
0.03762757405638695,
-0.10333604365587234,
-3.849254426313564e-8,
0.01642235368490219,
0.020498482510447502,
0.05213945731520653,
-0.04549408331513405,
0.07213301956653595,
0.004225795157253742,
0.03436754643917084,
-0.005721910856664181,
-0.023167306557297707,
0.06227894499897957,
0.09259489923715591,
-0.04204421490430832,
-0.019891981035470963,
-0.06120467185974121,
-0.015667956322431564,
0.018402181565761566,
0.021183859556913376,
0.03209143877029419,
0.05011094734072685,
-0.0215753186494112,
0.025167107582092285,
0.036922138184309006,
-0.022062944248318672,
0.050830744206905365,
0.05919727310538292,
-0.023679498583078384,
-0.06444770097732544,
0.004307406023144722,
0.015302803367376328,
0.03532618656754494,
0.021257314831018448,
0.010847148485481739,
0.0067569175735116005,
0.00937301479279995,
0.021808572113513947,
0.09206248074769974,
0.05218847841024399,
0.033089570701122284,
-0.0492643304169178,
0.02342991717159748,
-0.0006576691521331668,
-0.03941630199551582,
-0.05933497101068497,
-0.02300935611128807,
-0.03268042579293251,
0.02510320395231247,
0.038121212273836136,
-0.04782777279615402,
0.02899220772087574,
-0.02682596445083618,
-0.04686949774622917,
-0.04311960190534592,
0.0352611318230629,
-0.00992637686431408,
0.015699265524744987,
0.00007994995394255966,
0.04796896129846573,
-0.051665499806404114,
-0.03312608227133751,
0.03811052814126015,
0.014323597773909569,
0.06519489735364914,
-0.04860437288880348,
-0.009312359616160393
] |
1402.3350
|
Ruta Mehta
|
Ruta Mehta
|
Constant Rank Bimatrix Games are PPAD-hard
| null | null | null | null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The rank of a bimatrix game (A,B) is defined as rank(A+B). Computing a Nash
equilibrium (NE) of a rank-$0$, i.e., zero-sum game is equivalent to linear
programming (von Neumann'28, Dantzig'51). In 2005, Kannan and Theobald gave an
FPTAS for constant rank games, and asked if there exists a polynomial time
algorithm to compute an exact NE. Adsul et al. (2011) answered this question
affirmatively for rank-$1$ games, leaving rank-2 and beyond unresolved.
In this paper we show that NE computation in games with rank $\ge 3$, is
PPAD-hard, settling a decade long open problem. Interestingly, this is the
first instance that a problem with an FPTAS turns out to be PPAD-hard. Our
reduction bypasses graphical games and game gadgets, and provides a simpler
proof of PPAD-hardness for NE computation in bimatrix games. In addition, we
get:
* An equivalence between 2D-Linear-FIXP and PPAD, improving a result by
Etessami and Yannakakis (2007) on equivalence between Linear-FIXP and PPAD.
* NE computation in a bimatrix game with convex set of Nash equilibria is as
hard as solving a simple stochastic game.
* Computing a symmetric NE of a symmetric bimatrix game with rank $\ge 6$ is
PPAD-hard.
* Computing a (1/poly(n))-approximate fixed-point of a (Linear-FIXP)
piecewise-linear function is PPAD-hard.
The status of rank-$2$ games remains unresolved.
|
[
{
"created": "Fri, 14 Feb 2014 02:32:42 GMT",
"version": "v1"
},
{
"created": "Sat, 22 Mar 2014 16:57:17 GMT",
"version": "v2"
}
] |
2014-03-25
|
[
[
"Mehta",
"Ruta",
""
]
] |
[
-0.05964766815304756,
-0.006031773053109646,
-0.05219370126724243,
-0.08708580583333969,
-0.030678095296025276,
0.02905380167067051,
0.01968347653746605,
-0.007611211854964495,
-0.022124022245407104,
0.10110489279031754,
-0.043229956179857254,
-0.0009503170731477439,
0.05578989163041115,
0.04917711392045021,
0.006836378015577793,
0.045657288283109665,
0.06426706165075302,
0.015211643651127815,
0.0716807097196579,
0.0005230764509178698,
-0.0489722415804863,
-0.08727507293224335,
-0.029405958950519562,
-0.08001658320426941,
0.007919462397694588,
-0.051109474152326584,
0.009938244707882404,
0.007021910045295954,
-0.04291414096951485,
0.02194879576563835,
-0.016492098569869995,
0.05657798796892166,
0.07195992022752762,
-0.02709449641406536,
-0.059499774128198624,
0.0453859306871891,
-0.04218458756804466,
0.015527475625276566,
-0.017587002366781235,
0.029869306832551956,
0.0466122142970562,
0.03951393812894821,
-0.03615206852555275,
-0.03156496211886406,
0.019778484478592873,
-0.018876168876886368,
0.015443094074726105,
-0.024423843249678612,
-0.04589438810944557,
-0.031060639768838882,
-0.03142847493290901,
0.012268626131117344,
-0.017068268731236458,
0.006649426184594631,
-0.013520603999495506,
-0.09306584298610687,
0.04064951092004776,
0.020310426130890846,
-0.021798305213451385,
-0.02415742352604866,
0.0020114141516387463,
-0.06342413276433945,
0.019993960857391357,
-0.057488758116960526,
0.0922146737575531,
-0.008256027474999428,
0.05878894776105881,
0.004016092512756586,
-0.05139125883579254,
0.06295192986726761,
-0.006682068575173616,
-0.0011513996869325638,
-0.055144552141427994,
-0.05329116806387901,
-0.029871385544538498,
-0.02392672747373581,
0.009777462109923363,
0.00027234418666921556,
0.018332291394472122,
0.03840862959623337,
0.03802907094359398,
-0.048890355974435806,
-0.08086112886667252,
0.042163070291280746,
0.0011180383153259754,
-0.007441628258675337,
-0.01134871318936348,
0.0254901684820652,
0.11126089096069336,
-0.09300611913204193,
-0.062493883073329926,
0.06971189379692078,
0.04437095671892166,
0.07187813520431519,
0.035636018961668015,
-0.05246419087052345,
-0.020451266318559647,
0.01850184239447117,
-0.007187052629888058,
0.10232124477624893,
-0.018169434741139412,
0.040446456521749496,
-0.03497515618801117,
0.0016669792821630836,
0.05709915608167648,
0.11389429122209549,
0.004824595060199499,
0.06503891199827194,
-0.04315878450870514,
-0.06209263578057289,
0.011891376227140427,
-0.03193994611501694,
0.0617125928401947,
0.009828879497945309,
-0.06698373705148697,
0.031152822077274323,
0.029960479587316513,
0.0007474441081285477,
0.010672720149159431,
0.001052648527547717,
0.08840728551149368,
0.014050464145839214,
0.07110978662967682,
0.04202476516366005,
0.02000277489423752,
0.1080385223031044,
0.01683417521417141,
2.1416256272524407e-33,
0.007982900366187096,
0.0291333869099617,
0.06848295778036118,
0.005809696391224861,
0.033138591796159744,
-0.012339344248175621,
0.08784805983304977,
-0.06320527195930481,
-0.03885792940855026,
-0.041622620075941086,
-0.03308615833520889,
0.09239882975816727,
-0.029217272996902466,
0.033843982964754105,
0.09616391360759735,
0.009120016358792782,
0.05189599469304085,
-0.052074167877435684,
0.022378452122211456,
-0.07259131222963333,
0.08766870200634003,
0.01874927431344986,
0.02742904983460903,
-0.08478958904743195,
0.06824612617492676,
-0.021462906152009964,
-0.015664828941226006,
-0.11753960698843002,
-0.010587742552161217,
-0.04135311394929886,
-0.07032972574234009,
-0.0213547945022583,
-0.0384787917137146,
0.0855315700173378,
-0.0049270568415522575,
-0.020011957734823227,
-0.010857039131224155,
0.00225527654401958,
-0.02478589117527008,
-0.07106300443410873,
-0.04950619488954544,
0.016165412962436676,
0.00721758184954524,
-0.028955094516277313,
-0.02346198260784149,
-0.0656038448214531,
-0.015502053312957287,
0.06636068224906921,
-0.07921136170625687,
0.02133229561150074,
0.024900371208786964,
0.03364237770438194,
-0.01898019015789032,
-0.048410069197416306,
-0.06411547213792801,
-0.09066362679004669,
0.03311287239193916,
0.017445677891373634,
0.007471808232367039,
0.09740212559700012,
0.03651943802833557,
-0.041161634027957916,
-0.024449706077575684,
-0.022057345137000084,
-0.11365239322185516,
0.128890261054039,
-0.03202947601675987,
-0.019938791170716286,
0.1362270712852478,
-0.009818271733820438,
-0.0115489037707448,
0.03150079399347305,
0.050368890166282654,
-0.04098442196846008,
0.07518269121646881,
0.007550020236521959,
0.06667584180831909,
-0.11406605690717697,
-0.05482878535985947,
-0.08810916543006897,
0.029597140848636627,
-0.01585390418767929,
-0.016366641968488693,
-0.07498013228178024,
-0.0772588700056076,
-0.10140278935432434,
-0.0024614029098302126,
-0.003742082277312875,
0.018471579998731613,
-0.06262842565774918,
-0.03032711148262024,
0.010425817221403122,
-0.04346858337521553,
0.041488826274871826,
0.0962880477309227,
-1.842813126563492e-33,
-0.02917521633207798,
-0.09767939895391464,
-0.06637338548898697,
0.039720628410577774,
0.031153764575719833,
-0.054238367825746536,
0.004011720884591341,
-0.07914359867572784,
0.00585176981985569,
0.0006484522600658238,
-0.0795845165848732,
0.08593302220106125,
0.08892033249139786,
0.05509279668331146,
0.07655109465122223,
-0.05028346925973892,
-0.006470181047916412,
0.0360373817384243,
-0.044090136885643005,
-0.009676973335444927,
0.035861317068338394,
0.12706297636032104,
-0.07977565377950668,
0.027426086366176605,
0.041343241930007935,
0.07749363780021667,
0.031054850667715073,
-0.029811851680278778,
-0.01160968653857708,
0.022490523755550385,
0.029629848897457123,
-0.0522923618555069,
-0.08005751669406891,
0.0042935702949762344,
0.0461900532245636,
0.019451012834906578,
0.060200855135917664,
0.0011996617540717125,
-0.0746120885014534,
0.042633358389139175,
-0.055616479367017746,
-0.04694107919931412,
-0.08157458156347275,
0.04255886748433113,
0.07531682401895523,
0.047757018357515335,
-0.06407143920660019,
-0.021934732794761658,
-0.005204421933740377,
-0.04599607363343239,
0.013128104619681835,
0.06960880011320114,
0.014353529550135136,
-0.016421927139163017,
-0.018196744844317436,
-0.0032517993822693825,
-0.10395108163356781,
0.06959965825080872,
0.04075730964541435,
-0.0015485486947000027,
0.038923654705286026,
-0.004441088065505028,
-0.0875747948884964,
0.08917425572872162,
-0.01653054915368557,
-0.03594927117228508,
-0.032334305346012115,
0.0033309385180473328,
-0.0013846372021362185,
-0.004042687825858593,
-0.019313177093863487,
0.06722091883420944,
-0.06600827723741531,
-0.02830512821674347,
-0.051262710243463516,
0.11326136440038681,
0.01232761237770319,
0.11632245779037476,
-0.026697954162955284,
0.013192190788686275,
-0.001839981647208333,
-0.011491341516375542,
0.08390165120363235,
-0.023583412170410156,
-0.036858174949884415,
-0.03760174289345741,
0.08683686703443527,
-0.036552395671606064,
0.04178110137581825,
-0.10438108444213867,
0.028353272005915642,
-0.035811398178339005,
0.011091019958257675,
0.01055168453603983,
-0.034226834774017334,
-4.426919630873272e-8,
-0.015486416406929493,
-0.005317289382219315,
-0.015798989683389664,
0.06022817641496658,
0.01702270656824112,
-0.028400849550962448,
-0.0001160573519882746,
0.003562684403732419,
-0.005648455582559109,
0.0894320011138916,
0.030757199972867966,
0.022152038291096687,
-0.005740332417190075,
-0.03356511890888214,
-0.02548191137611866,
0.10358773171901703,
-0.0109840277582407,
-0.021667538210749626,
-0.01802455633878708,
-0.029080823063850403,
-0.04233638942241669,
0.07371794432401657,
-0.06261812150478363,
-0.012647319585084915,
-0.11694003641605377,
-0.04023437574505806,
-0.02629534900188446,
-0.004744762554764748,
0.1168932393193245,
0.0993032455444336,
0.03857259824872017,
-0.021574625745415688,
0.13103953003883362,
-0.010987136512994766,
0.056582994759082794,
0.02657908946275711,
0.018087610602378845,
0.09372317790985107,
-0.048907242715358734,
-0.07649528235197067,
-0.046773333102464676,
0.022146621719002724,
-0.03313150629401207,
-0.026041753590106964,
0.044283851981163025,
-0.014308477751910686,
-0.05412614718079567,
-0.09396526217460632,
-0.0036043727304786444,
-0.004293317906558514,
0.07309158146381378,
0.05233500152826309,
-0.03892621025443077,
-0.0258171446621418,
0.004344277549535036,
0.059531524777412415,
-0.047343529760837555,
-0.03170749545097351,
0.004586908966302872,
0.007843281142413616,
0.013010535389184952,
0.012468591332435608,
0.0039197225123643875,
0.048351433128118515
] | null | null | null | null | null | null | null |
[
-0.05964766815304756,
-0.006031773053109646,
-0.05219370126724243,
-0.08708580583333969,
-0.030678095296025276,
0.02905380167067051,
0.01968347653746605,
-0.007611211854964495,
-0.022124022245407104,
0.10110489279031754,
-0.043229956179857254,
-0.0009503170731477439,
0.05578989163041115,
0.04917711392045021,
0.006836378015577793,
0.045657288283109665,
0.06426706165075302,
0.015211643651127815,
0.0716807097196579,
0.0005230764509178698,
-0.0489722415804863,
-0.08727507293224335,
-0.029405958950519562,
-0.08001658320426941,
0.007919462397694588,
-0.051109474152326584,
0.009938244707882404,
0.007021910045295954,
-0.04291414096951485,
0.02194879576563835,
-0.016492098569869995,
0.05657798796892166,
0.07195992022752762,
-0.02709449641406536,
-0.059499774128198624,
0.0453859306871891,
-0.04218458756804466,
0.015527475625276566,
-0.017587002366781235,
0.029869306832551956,
0.0466122142970562,
0.03951393812894821,
-0.03615206852555275,
-0.03156496211886406,
0.019778484478592873,
-0.018876168876886368,
0.015443094074726105,
-0.024423843249678612,
-0.04589438810944557,
-0.031060639768838882,
-0.03142847493290901,
0.012268626131117344,
-0.017068268731236458,
0.006649426184594631,
-0.013520603999495506,
-0.09306584298610687,
0.04064951092004776,
0.020310426130890846,
-0.021798305213451385,
-0.02415742352604866,
0.0020114141516387463,
-0.06342413276433945,
0.019993960857391357,
-0.057488758116960526,
0.0922146737575531,
-0.008256027474999428,
0.05878894776105881,
0.004016092512756586,
-0.05139125883579254,
0.06295192986726761,
-0.006682068575173616,
-0.0011513996869325638,
-0.055144552141427994,
-0.05329116806387901,
-0.029871385544538498,
-0.02392672747373581,
0.009777462109923363,
0.00027234418666921556,
0.018332291394472122,
0.03840862959623337,
0.03802907094359398,
-0.048890355974435806,
-0.08086112886667252,
0.042163070291280746,
0.0011180383153259754,
-0.007441628258675337,
-0.01134871318936348,
0.0254901684820652,
0.11126089096069336,
-0.09300611913204193,
-0.062493883073329926,
0.06971189379692078,
0.04437095671892166,
0.07187813520431519,
0.035636018961668015,
-0.05246419087052345,
-0.020451266318559647,
0.01850184239447117,
-0.007187052629888058,
0.10232124477624893,
-0.018169434741139412,
0.040446456521749496,
-0.03497515618801117,
0.0016669792821630836,
0.05709915608167648,
0.11389429122209549,
0.004824595060199499,
0.06503891199827194,
-0.04315878450870514,
-0.06209263578057289,
0.011891376227140427,
-0.03193994611501694,
0.0617125928401947,
0.009828879497945309,
-0.06698373705148697,
0.031152822077274323,
0.029960479587316513,
0.0007474441081285477,
0.010672720149159431,
0.001052648527547717,
0.08840728551149368,
0.014050464145839214,
0.07110978662967682,
0.04202476516366005,
0.02000277489423752,
0.1080385223031044,
0.01683417521417141,
2.1416256272524407e-33,
0.007982900366187096,
0.0291333869099617,
0.06848295778036118,
0.005809696391224861,
0.033138591796159744,
-0.012339344248175621,
0.08784805983304977,
-0.06320527195930481,
-0.03885792940855026,
-0.041622620075941086,
-0.03308615833520889,
0.09239882975816727,
-0.029217272996902466,
0.033843982964754105,
0.09616391360759735,
0.009120016358792782,
0.05189599469304085,
-0.052074167877435684,
0.022378452122211456,
-0.07259131222963333,
0.08766870200634003,
0.01874927431344986,
0.02742904983460903,
-0.08478958904743195,
0.06824612617492676,
-0.021462906152009964,
-0.015664828941226006,
-0.11753960698843002,
-0.010587742552161217,
-0.04135311394929886,
-0.07032972574234009,
-0.0213547945022583,
-0.0384787917137146,
0.0855315700173378,
-0.0049270568415522575,
-0.020011957734823227,
-0.010857039131224155,
0.00225527654401958,
-0.02478589117527008,
-0.07106300443410873,
-0.04950619488954544,
0.016165412962436676,
0.00721758184954524,
-0.028955094516277313,
-0.02346198260784149,
-0.0656038448214531,
-0.015502053312957287,
0.06636068224906921,
-0.07921136170625687,
0.02133229561150074,
0.024900371208786964,
0.03364237770438194,
-0.01898019015789032,
-0.048410069197416306,
-0.06411547213792801,
-0.09066362679004669,
0.03311287239193916,
0.017445677891373634,
0.007471808232367039,
0.09740212559700012,
0.03651943802833557,
-0.041161634027957916,
-0.024449706077575684,
-0.022057345137000084,
-0.11365239322185516,
0.128890261054039,
-0.03202947601675987,
-0.019938791170716286,
0.1362270712852478,
-0.009818271733820438,
-0.0115489037707448,
0.03150079399347305,
0.050368890166282654,
-0.04098442196846008,
0.07518269121646881,
0.007550020236521959,
0.06667584180831909,
-0.11406605690717697,
-0.05482878535985947,
-0.08810916543006897,
0.029597140848636627,
-0.01585390418767929,
-0.016366641968488693,
-0.07498013228178024,
-0.0772588700056076,
-0.10140278935432434,
-0.0024614029098302126,
-0.003742082277312875,
0.018471579998731613,
-0.06262842565774918,
-0.03032711148262024,
0.010425817221403122,
-0.04346858337521553,
0.041488826274871826,
0.0962880477309227,
-1.842813126563492e-33,
-0.02917521633207798,
-0.09767939895391464,
-0.06637338548898697,
0.039720628410577774,
0.031153764575719833,
-0.054238367825746536,
0.004011720884591341,
-0.07914359867572784,
0.00585176981985569,
0.0006484522600658238,
-0.0795845165848732,
0.08593302220106125,
0.08892033249139786,
0.05509279668331146,
0.07655109465122223,
-0.05028346925973892,
-0.006470181047916412,
0.0360373817384243,
-0.044090136885643005,
-0.009676973335444927,
0.035861317068338394,
0.12706297636032104,
-0.07977565377950668,
0.027426086366176605,
0.041343241930007935,
0.07749363780021667,
0.031054850667715073,
-0.029811851680278778,
-0.01160968653857708,
0.022490523755550385,
0.029629848897457123,
-0.0522923618555069,
-0.08005751669406891,
0.0042935702949762344,
0.0461900532245636,
0.019451012834906578,
0.060200855135917664,
0.0011996617540717125,
-0.0746120885014534,
0.042633358389139175,
-0.055616479367017746,
-0.04694107919931412,
-0.08157458156347275,
0.04255886748433113,
0.07531682401895523,
0.047757018357515335,
-0.06407143920660019,
-0.021934732794761658,
-0.005204421933740377,
-0.04599607363343239,
0.013128104619681835,
0.06960880011320114,
0.014353529550135136,
-0.016421927139163017,
-0.018196744844317436,
-0.0032517993822693825,
-0.10395108163356781,
0.06959965825080872,
0.04075730964541435,
-0.0015485486947000027,
0.038923654705286026,
-0.004441088065505028,
-0.0875747948884964,
0.08917425572872162,
-0.01653054915368557,
-0.03594927117228508,
-0.032334305346012115,
0.0033309385180473328,
-0.0013846372021362185,
-0.004042687825858593,
-0.019313177093863487,
0.06722091883420944,
-0.06600827723741531,
-0.02830512821674347,
-0.051262710243463516,
0.11326136440038681,
0.01232761237770319,
0.11632245779037476,
-0.026697954162955284,
0.013192190788686275,
-0.001839981647208333,
-0.011491341516375542,
0.08390165120363235,
-0.023583412170410156,
-0.036858174949884415,
-0.03760174289345741,
0.08683686703443527,
-0.036552395671606064,
0.04178110137581825,
-0.10438108444213867,
0.028353272005915642,
-0.035811398178339005,
0.011091019958257675,
0.01055168453603983,
-0.034226834774017334,
-4.426919630873272e-8,
-0.015486416406929493,
-0.005317289382219315,
-0.015798989683389664,
0.06022817641496658,
0.01702270656824112,
-0.028400849550962448,
-0.0001160573519882746,
0.003562684403732419,
-0.005648455582559109,
0.0894320011138916,
0.030757199972867966,
0.022152038291096687,
-0.005740332417190075,
-0.03356511890888214,
-0.02548191137611866,
0.10358773171901703,
-0.0109840277582407,
-0.021667538210749626,
-0.01802455633878708,
-0.029080823063850403,
-0.04233638942241669,
0.07371794432401657,
-0.06261812150478363,
-0.012647319585084915,
-0.11694003641605377,
-0.04023437574505806,
-0.02629534900188446,
-0.004744762554764748,
0.1168932393193245,
0.0993032455444336,
0.03857259824872017,
-0.021574625745415688,
0.13103953003883362,
-0.010987136512994766,
0.056582994759082794,
0.02657908946275711,
0.018087610602378845,
0.09372317790985107,
-0.048907242715358734,
-0.07649528235197067,
-0.046773333102464676,
0.022146621719002724,
-0.03313150629401207,
-0.026041753590106964,
0.044283851981163025,
-0.014308477751910686,
-0.05412614718079567,
-0.09396526217460632,
-0.0036043727304786444,
-0.004293317906558514,
0.07309158146381378,
0.05233500152826309,
-0.03892621025443077,
-0.0258171446621418,
0.004344277549535036,
0.059531524777412415,
-0.047343529760837555,
-0.03170749545097351,
0.004586908966302872,
0.007843281142413616,
0.013010535389184952,
0.012468591332435608,
0.0039197225123643875,
0.048351433128118515
] |
1402.3352
|
Rajeev Nongpiur
|
R. C. Nongpiur, D. J. Shpak, and A. Antoniou
|
Improved Design Method for Nearly Linear-Phase IIR Filters Using
Constrained Optimization
| null |
IEEE Transactions on Signal Processing, vol. 61, no. 4, Feb. 2013
|
10.1109/TSP.2012.2231678
| null |
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A new optimization method for the design of nearly linear-phase IIR digital
filters that satisfy prescribed specifications is proposed. The group-delay
deviation is minimized under the constraint that the passband ripple and
stopband attenuation are within the prescribed specifications and either a
prescribed or an optimized group delay can be achieved. By representing the
filter in terms of a cascade of second-order sections, a non-restrictive
stability constraint characterized by a set of linear inequality constraints
can be incorporated in the optimization algorithm. An additional feature of the
method, which is very useful in certain applications, is that it provides the
capability of constraining the maximum gain in transition bands to be below a
prescribed level. Experimental results show that filters designed using the
proposed method have much lower group-delay deviation for the same passband
ripple and stopband attenuation when compared with corresponding filters
designed with several state-of-the-art competing methods.
|
[
{
"created": "Fri, 14 Feb 2014 03:07:52 GMT",
"version": "v1"
}
] |
2016-11-18
|
[
[
"Nongpiur",
"R. C.",
""
],
[
"Shpak",
"D. J.",
""
],
[
"Antoniou",
"A.",
""
]
] |
[
-0.001602692878805101,
0.07012582570314407,
-0.01866377331316471,
-0.03490617498755455,
0.004276582505553961,
-0.029155047610402107,
-0.003181903623044491,
-0.066858671605587,
-0.001999544445425272,
-0.01695992611348629,
-0.044952936470508575,
-0.04692572355270386,
-0.017487145960330963,
-0.09752050042152405,
0.011784693226218224,
0.021348975598812103,
-0.00336688500829041,
0.04313463345170021,
0.018418561667203903,
-0.04239994287490845,
0.0605049766600132,
0.020117972046136856,
-0.069729283452034,
-0.05733572319149971,
0.010199754498898983,
-0.02714064158499241,
-0.11360803246498108,
-0.032017406076192856,
0.08053337782621384,
-0.04565434530377388,
-0.03854701668024063,
-0.001132455887272954,
0.03984005004167557,
0.018749438226222992,
-0.07516064494848251,
-0.021233713254332542,
0.10075477510690689,
0.0303947813808918,
0.04022038355469704,
0.01835845410823822,
-0.025024592876434326,
0.06074646860361099,
0.0209268257021904,
-0.06584659218788147,
-0.0472172386944294,
0.01785259135067463,
-0.014329099096357822,
-0.02480229176580906,
-0.0025218394584953785,
-0.02022528648376465,
0.04117131978273392,
0.023384617641568184,
-0.021202335134148598,
0.028160663321614265,
-0.024974538013339043,
0.015729540959000587,
-0.05135904252529144,
0.0415654331445694,
-0.03778691589832306,
0.04099469631910324,
-0.03979313746094704,
-0.11536623537540436,
0.06020018085837364,
0.006608978379517794,
-0.004908286035060883,
0.0831347331404686,
0.047144565731287,
-0.06277409940958023,
0.026887165382504463,
0.018440749496221542,
-0.06492578983306885,
-0.024359039962291718,
0.02686331607401371,
0.05083379149436951,
0.03741011768579483,
0.0005446459399536252,
0.08671055734157562,
0.09031425416469574,
0.007245415821671486,
0.030079923570156097,
0.020787958055734634,
-0.04083244130015373,
0.036598026752471924,
-0.03491375222802162,
-0.02661234699189663,
0.02184400148689747,
-0.037032466381788254,
-0.08913601189851761,
0.049879033118486404,
-0.05036703124642372,
-0.02303195372223854,
0.033755891025066376,
0.024242084473371506,
0.07892388850450516,
-0.0054146056063473225,
-0.019751328974962234,
0.06654433906078339,
0.03961284086108208,
0.1313609778881073,
0.021001730114221573,
0.04791667312383652,
-0.012263644486665726,
0.011834042146801949,
-0.022053247317671776,
0.023479249328374863,
-0.1020583063364029,
0.03514391928911209,
0.022394314408302307,
-0.0767696350812912,
0.010304266586899757,
-0.04940345883369446,
0.05550049990415573,
0.005141898524016142,
-0.03419745713472366,
0.01719442568719387,
0.05338522046804428,
0.0874461829662323,
0.012935047037899494,
0.07143232226371765,
-0.11412918567657471,
-0.026552455499768257,
-0.015883512794971466,
-0.028623273596167564,
0.022004347294569016,
0.04316321387887001,
0.028446728363633156,
-0.06448959559202194,
5.876946455073414e-34,
-0.11490578949451447,
-0.052341997623443604,
-0.027089152485132217,
-0.05969490110874176,
-0.0843542143702507,
0.014014046639204025,
0.03101333975791931,
0.057952143251895905,
0.052695970982313156,
0.03731696307659149,
0.006968400441110134,
-0.1460156887769699,
-0.0805058553814888,
-0.034075405448675156,
0.08402925729751587,
-0.08399219065904617,
-0.03836182504892349,
-0.07003138214349747,
0.059548549354076385,
-0.07539714127779007,
-0.026992475613951683,
-0.07231716811656952,
-0.012237867340445518,
-0.008570254780352116,
0.008572441525757313,
0.03322792053222656,
0.028787098824977875,
0.002068114001303911,
0.016841640695929527,
-0.005397893954068422,
0.015511016361415386,
-0.018337538465857506,
0.017835555598139763,
-0.005410562735050917,
-0.024685891345143318,
-0.016614964231848717,
-0.002845087554305792,
0.04596661031246185,
0.10249630361795425,
0.06360626220703125,
-0.004931948147714138,
0.020157085731625557,
-0.0035356199368834496,
0.0048134480603039265,
-0.009292926639318466,
-0.044438570737838745,
-0.004055954050272703,
0.08807682245969772,
-0.015041672624647617,
0.027351856231689453,
-0.08083122223615646,
-0.005596610717475414,
-0.06481150537729263,
0.02394987642765045,
0.12976472079753876,
-0.00404812628403306,
0.006764523684978485,
0.1299959272146225,
-0.09374255686998367,
0.061567168682813644,
-0.030752254649996758,
-0.06181196868419647,
0.0357833057641983,
0.02359601855278015,
0.028630685061216354,
0.03451085090637207,
0.09994515031576157,
0.002424977021291852,
-0.03463544324040413,
-0.09408123046159744,
0.00036415812792256474,
-0.02158322185277939,
-0.009700664319097996,
-0.01127023808658123,
0.04224923998117447,
-0.05626257508993149,
0.0034787568729370832,
0.05146188661456108,
0.06744953244924545,
-0.05992523580789566,
0.010810727253556252,
0.06568484008312225,
-0.041405316442251205,
0.03465868905186653,
-0.08574256300926208,
0.011789417825639248,
0.038024500012397766,
-0.007849130779504776,
-0.09722734242677689,
-0.04179099202156067,
-0.15286585688591003,
0.11667797714471817,
0.026196207851171494,
0.10561991482973099,
0.011716967448592186,
-1.4546917078868508e-33,
0.07478716969490051,
-0.010978329926729202,
0.09792714565992355,
0.008870079182088375,
0.05126912519335747,
-0.014533034525811672,
0.041513651609420776,
0.0002753903972916305,
0.07410264760255814,
0.07769849896430969,
0.06703153252601624,
-0.02241397649049759,
-0.017590558156371117,
0.012612207792699337,
-0.019880734384059906,
0.047731924802064896,
0.04432528465986252,
-0.019236961379647255,
0.015653027221560478,
-0.02867312915623188,
0.021662427112460136,
0.015654809772968292,
0.016559403389692307,
0.0632627010345459,
-0.020847957581281662,
-0.012899990193545818,
-0.07764863967895508,
-0.022926926612854004,
0.03662997856736183,
0.04314924031496048,
-0.05537193641066551,
0.06468876451253891,
0.07095618546009064,
-0.04073492810130119,
0.05208676680922508,
-0.047673728317022324,
-0.06696998327970505,
0.02686614915728569,
0.08032739162445068,
0.02575317583978176,
-0.014034467749297619,
0.040388450026512146,
0.05129121616482735,
-0.10371997952461243,
0.03846270591020584,
0.01684519462287426,
0.13465386629104614,
-0.021671153604984283,
-0.12051831930875778,
0.04345700144767761,
-0.019222605973482132,
-0.04841739311814308,
0.021411107853055,
-0.02749555930495262,
0.03882597014307976,
0.03139345720410347,
-0.024926433339715004,
-0.06093573570251465,
0.0164337158203125,
0.01950770802795887,
0.007727019488811493,
0.005542787257581949,
-0.03262263908982277,
-0.03254764527082443,
0.006616299971938133,
0.04785168543457985,
0.023294150829315186,
-0.035973891615867615,
-0.0023904205299913883,
0.0383799709379673,
-0.05005810037255287,
-0.031301435083150864,
0.018833301961421967,
0.03246981278061867,
-0.06721857935190201,
-0.10050372779369354,
0.012345176190137863,
0.051644373685121536,
0.03938383609056473,
0.048704832792282104,
-0.051242101937532425,
0.09983829408884048,
-0.03890196233987808,
0.07197894155979156,
-0.037728238850831985,
0.043528687208890915,
-0.00010830911924131215,
-0.04669777303934097,
0.07488861680030823,
-0.008735546842217445,
-0.006634978111833334,
0.052007392048835754,
0.025798263028264046,
0.04395543783903122,
-0.03154942765831947,
-5.1570680170698324e-8,
0.04991179332137108,
-0.02502860315144062,
-0.04930931702256203,
-0.02378368377685547,
0.021735329180955887,
0.028112903237342834,
-0.004036205355077982,
-0.034478623420000076,
-0.02020353078842163,
-0.07681617885828018,
-0.003363187424838543,
0.07581312954425812,
0.056785907596349716,
0.005360448267310858,
-0.0532965250313282,
-0.06252337992191315,
-0.04123659431934357,
-0.06535319238901138,
0.05389600992202759,
0.0450088232755661,
-0.002522005932405591,
-0.09630739688873291,
0.03290994465351105,
-0.09773797541856766,
0.0055367411114275455,
-0.010566827841103077,
-0.04292969033122063,
-0.05543757230043411,
0.06303873658180237,
-0.03278779983520508,
-0.1054336428642273,
0.062283966690301895,
-0.03526397421956062,
0.09336604923009872,
-0.01511042844504118,
-0.02503584325313568,
0.0171639546751976,
-0.07022881507873535,
0.027963832020759583,
0.0860062763094902,
0.07651911675930023,
0.030114760622382164,
0.03283015638589859,
0.022772159427404404,
-0.012271900661289692,
-0.032729241997003555,
0.04098945111036301,
0.012389096431434155,
0.02421984076499939,
0.04639169201254845,
0.062393710017204285,
0.03351348266005516,
-0.0364854633808136,
-0.0786932036280632,
-0.0216353852301836,
-0.13877055048942566,
-0.038242410868406296,
0.022918740287423134,
-0.05266246944665909,
0.03150733560323715,
-0.050599828362464905,
0.011446787975728512,
-0.07368782162666321,
0.02618030644953251
] | null | null | null | null | null | null | null |
[
-0.001602692878805101,
0.07012582570314407,
-0.01866377331316471,
-0.03490617498755455,
0.004276582505553961,
-0.029155047610402107,
-0.003181903623044491,
-0.066858671605587,
-0.001999544445425272,
-0.01695992611348629,
-0.044952936470508575,
-0.04692572355270386,
-0.017487145960330963,
-0.09752050042152405,
0.011784693226218224,
0.021348975598812103,
-0.00336688500829041,
0.04313463345170021,
0.018418561667203903,
-0.04239994287490845,
0.0605049766600132,
0.020117972046136856,
-0.069729283452034,
-0.05733572319149971,
0.010199754498898983,
-0.02714064158499241,
-0.11360803246498108,
-0.032017406076192856,
0.08053337782621384,
-0.04565434530377388,
-0.03854701668024063,
-0.001132455887272954,
0.03984005004167557,
0.018749438226222992,
-0.07516064494848251,
-0.021233713254332542,
0.10075477510690689,
0.0303947813808918,
0.04022038355469704,
0.01835845410823822,
-0.025024592876434326,
0.06074646860361099,
0.0209268257021904,
-0.06584659218788147,
-0.0472172386944294,
0.01785259135067463,
-0.014329099096357822,
-0.02480229176580906,
-0.0025218394584953785,
-0.02022528648376465,
0.04117131978273392,
0.023384617641568184,
-0.021202335134148598,
0.028160663321614265,
-0.024974538013339043,
0.015729540959000587,
-0.05135904252529144,
0.0415654331445694,
-0.03778691589832306,
0.04099469631910324,
-0.03979313746094704,
-0.11536623537540436,
0.06020018085837364,
0.006608978379517794,
-0.004908286035060883,
0.0831347331404686,
0.047144565731287,
-0.06277409940958023,
0.026887165382504463,
0.018440749496221542,
-0.06492578983306885,
-0.024359039962291718,
0.02686331607401371,
0.05083379149436951,
0.03741011768579483,
0.0005446459399536252,
0.08671055734157562,
0.09031425416469574,
0.007245415821671486,
0.030079923570156097,
0.020787958055734634,
-0.04083244130015373,
0.036598026752471924,
-0.03491375222802162,
-0.02661234699189663,
0.02184400148689747,
-0.037032466381788254,
-0.08913601189851761,
0.049879033118486404,
-0.05036703124642372,
-0.02303195372223854,
0.033755891025066376,
0.024242084473371506,
0.07892388850450516,
-0.0054146056063473225,
-0.019751328974962234,
0.06654433906078339,
0.03961284086108208,
0.1313609778881073,
0.021001730114221573,
0.04791667312383652,
-0.012263644486665726,
0.011834042146801949,
-0.022053247317671776,
0.023479249328374863,
-0.1020583063364029,
0.03514391928911209,
0.022394314408302307,
-0.0767696350812912,
0.010304266586899757,
-0.04940345883369446,
0.05550049990415573,
0.005141898524016142,
-0.03419745713472366,
0.01719442568719387,
0.05338522046804428,
0.0874461829662323,
0.012935047037899494,
0.07143232226371765,
-0.11412918567657471,
-0.026552455499768257,
-0.015883512794971466,
-0.028623273596167564,
0.022004347294569016,
0.04316321387887001,
0.028446728363633156,
-0.06448959559202194,
5.876946455073414e-34,
-0.11490578949451447,
-0.052341997623443604,
-0.027089152485132217,
-0.05969490110874176,
-0.0843542143702507,
0.014014046639204025,
0.03101333975791931,
0.057952143251895905,
0.052695970982313156,
0.03731696307659149,
0.006968400441110134,
-0.1460156887769699,
-0.0805058553814888,
-0.034075405448675156,
0.08402925729751587,
-0.08399219065904617,
-0.03836182504892349,
-0.07003138214349747,
0.059548549354076385,
-0.07539714127779007,
-0.026992475613951683,
-0.07231716811656952,
-0.012237867340445518,
-0.008570254780352116,
0.008572441525757313,
0.03322792053222656,
0.028787098824977875,
0.002068114001303911,
0.016841640695929527,
-0.005397893954068422,
0.015511016361415386,
-0.018337538465857506,
0.017835555598139763,
-0.005410562735050917,
-0.024685891345143318,
-0.016614964231848717,
-0.002845087554305792,
0.04596661031246185,
0.10249630361795425,
0.06360626220703125,
-0.004931948147714138,
0.020157085731625557,
-0.0035356199368834496,
0.0048134480603039265,
-0.009292926639318466,
-0.044438570737838745,
-0.004055954050272703,
0.08807682245969772,
-0.015041672624647617,
0.027351856231689453,
-0.08083122223615646,
-0.005596610717475414,
-0.06481150537729263,
0.02394987642765045,
0.12976472079753876,
-0.00404812628403306,
0.006764523684978485,
0.1299959272146225,
-0.09374255686998367,
0.061567168682813644,
-0.030752254649996758,
-0.06181196868419647,
0.0357833057641983,
0.02359601855278015,
0.028630685061216354,
0.03451085090637207,
0.09994515031576157,
0.002424977021291852,
-0.03463544324040413,
-0.09408123046159744,
0.00036415812792256474,
-0.02158322185277939,
-0.009700664319097996,
-0.01127023808658123,
0.04224923998117447,
-0.05626257508993149,
0.0034787568729370832,
0.05146188661456108,
0.06744953244924545,
-0.05992523580789566,
0.010810727253556252,
0.06568484008312225,
-0.041405316442251205,
0.03465868905186653,
-0.08574256300926208,
0.011789417825639248,
0.038024500012397766,
-0.007849130779504776,
-0.09722734242677689,
-0.04179099202156067,
-0.15286585688591003,
0.11667797714471817,
0.026196207851171494,
0.10561991482973099,
0.011716967448592186,
-1.4546917078868508e-33,
0.07478716969490051,
-0.010978329926729202,
0.09792714565992355,
0.008870079182088375,
0.05126912519335747,
-0.014533034525811672,
0.041513651609420776,
0.0002753903972916305,
0.07410264760255814,
0.07769849896430969,
0.06703153252601624,
-0.02241397649049759,
-0.017590558156371117,
0.012612207792699337,
-0.019880734384059906,
0.047731924802064896,
0.04432528465986252,
-0.019236961379647255,
0.015653027221560478,
-0.02867312915623188,
0.021662427112460136,
0.015654809772968292,
0.016559403389692307,
0.0632627010345459,
-0.020847957581281662,
-0.012899990193545818,
-0.07764863967895508,
-0.022926926612854004,
0.03662997856736183,
0.04314924031496048,
-0.05537193641066551,
0.06468876451253891,
0.07095618546009064,
-0.04073492810130119,
0.05208676680922508,
-0.047673728317022324,
-0.06696998327970505,
0.02686614915728569,
0.08032739162445068,
0.02575317583978176,
-0.014034467749297619,
0.040388450026512146,
0.05129121616482735,
-0.10371997952461243,
0.03846270591020584,
0.01684519462287426,
0.13465386629104614,
-0.021671153604984283,
-0.12051831930875778,
0.04345700144767761,
-0.019222605973482132,
-0.04841739311814308,
0.021411107853055,
-0.02749555930495262,
0.03882597014307976,
0.03139345720410347,
-0.024926433339715004,
-0.06093573570251465,
0.0164337158203125,
0.01950770802795887,
0.007727019488811493,
0.005542787257581949,
-0.03262263908982277,
-0.03254764527082443,
0.006616299971938133,
0.04785168543457985,
0.023294150829315186,
-0.035973891615867615,
-0.0023904205299913883,
0.0383799709379673,
-0.05005810037255287,
-0.031301435083150864,
0.018833301961421967,
0.03246981278061867,
-0.06721857935190201,
-0.10050372779369354,
0.012345176190137863,
0.051644373685121536,
0.03938383609056473,
0.048704832792282104,
-0.051242101937532425,
0.09983829408884048,
-0.03890196233987808,
0.07197894155979156,
-0.037728238850831985,
0.043528687208890915,
-0.00010830911924131215,
-0.04669777303934097,
0.07488861680030823,
-0.008735546842217445,
-0.006634978111833334,
0.052007392048835754,
0.025798263028264046,
0.04395543783903122,
-0.03154942765831947,
-5.1570680170698324e-8,
0.04991179332137108,
-0.02502860315144062,
-0.04930931702256203,
-0.02378368377685547,
0.021735329180955887,
0.028112903237342834,
-0.004036205355077982,
-0.034478623420000076,
-0.02020353078842163,
-0.07681617885828018,
-0.003363187424838543,
0.07581312954425812,
0.056785907596349716,
0.005360448267310858,
-0.0532965250313282,
-0.06252337992191315,
-0.04123659431934357,
-0.06535319238901138,
0.05389600992202759,
0.0450088232755661,
-0.002522005932405591,
-0.09630739688873291,
0.03290994465351105,
-0.09773797541856766,
0.0055367411114275455,
-0.010566827841103077,
-0.04292969033122063,
-0.05543757230043411,
0.06303873658180237,
-0.03278779983520508,
-0.1054336428642273,
0.062283966690301895,
-0.03526397421956062,
0.09336604923009872,
-0.01511042844504118,
-0.02503584325313568,
0.0171639546751976,
-0.07022881507873535,
0.027963832020759583,
0.0860062763094902,
0.07651911675930023,
0.030114760622382164,
0.03283015638589859,
0.022772159427404404,
-0.012271900661289692,
-0.032729241997003555,
0.04098945111036301,
0.012389096431434155,
0.02421984076499939,
0.04639169201254845,
0.062393710017204285,
0.03351348266005516,
-0.0364854633808136,
-0.0786932036280632,
-0.0216353852301836,
-0.13877055048942566,
-0.038242410868406296,
0.022918740287423134,
-0.05266246944665909,
0.03150733560323715,
-0.050599828362464905,
0.011446787975728512,
-0.07368782162666321,
0.02618030644953251
] |
1402.3355
|
Jiajun Zhao
|
Jiajun Zhao, Tiancheng Han, Zhining Chen, Baowen Li, Cheng-Wei Qiu
|
Robust acoustic cloaking with density-near-zero materials
| null | null | null | null |
physics.class-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Using the phenomenon of extraordinary sound transmission (EST) through
artificially constructed density-near-zero (DNZ) materials, we propose an
alternative approach to realize a very robust acoustic cloaking, which includes
one absorber and one projector connected by an energy channel. The elementary
unit cell is made of one single-piece homogeneous copper, but it well maintains
both the original planar wavefront and the nearly perfect one-dimensional
transmission, in the presence of any inserted objects. Furthermore, the overall
cloaked space can be increased, designed, and distributed by arbitrarily
assembling additional DNZ cells without any upper limit in the total cloaking
volume. We demonstrate acoustic cloaking by different combinations of DNZ cells
in free space as well as in acoustic waveguides, which enables any objects
inside the cells imperceptible along undistorted sound paths.
|
[
{
"created": "Fri, 14 Feb 2014 04:06:15 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Zhao",
"Jiajun",
""
],
[
"Han",
"Tiancheng",
""
],
[
"Chen",
"Zhining",
""
],
[
"Li",
"Baowen",
""
],
[
"Qiu",
"Cheng-Wei",
""
]
] |
[
-0.08643591403961182,
0.003336771856993437,
0.02043638564646244,
0.03577650710940361,
0.014867976307868958,
-0.0713987722992897,
0.016241298988461494,
-0.06573708355426788,
-0.019236909225583076,
0.026550058275461197,
0.016631457954645157,
-0.05133261904120445,
-0.03099995106458664,
-0.025818701833486557,
0.006380989216268063,
-0.044751495122909546,
0.11331631243228912,
0.03554566204547882,
-0.04219307750463486,
-0.017419131472706795,
0.11461076885461807,
0.013533525168895721,
0.03241213038563728,
-0.03324548155069351,
0.05286407470703125,
-0.02566550485789776,
0.029963333159685135,
-0.051139600574970245,
-0.03226622939109802,
-0.014837427996098995,
0.019588876515626907,
-0.06521393358707428,
-0.041989535093307495,
0.027417080476880074,
-0.004535493440926075,
-0.06316162645816803,
0.06323666125535965,
0.03832753375172615,
-0.027716023847460747,
-0.05630787834525108,
0.0003375970700290054,
0.09426641464233398,
-0.009583507664501667,
-0.016802122816443443,
-0.0646933987736702,
-0.0895681232213974,
0.036972127854824066,
-0.02052171900868416,
0.010941979475319386,
-0.06451140344142914,
-0.011163157410919666,
-0.037984102964401245,
0.03964344412088394,
0.08443986624479294,
0.0023705242201685905,
0.07076314836740494,
-0.019571851938962936,
0.049216460436582565,
0.011625638231635094,
-0.08621115237474442,
0.03541672229766846,
-0.010068783536553383,
0.08912494033575058,
-0.05869339779019356,
0.045400701463222504,
-0.04174751788377762,
-0.0437927320599556,
0.0705614984035492,
0.013835296034812927,
0.04025352746248245,
0.008478163741528988,
0.010236876085400581,
-0.0011159073328599334,
0.05378526449203491,
0.0817837044596672,
0.06007450073957443,
0.0020424951799213886,
-0.043567974120378494,
0.06417109817266464,
0.13995198905467987,
0.016107814386487007,
-0.05270793288946152,
-0.014066549949347973,
0.01446487195789814,
-0.0010610189056023955,
0.05666942521929741,
-0.013200408779084682,
-0.006982434540987015,
-0.013503409922122955,
-0.09203911572694778,
-0.040029142051935196,
-0.022841986268758774,
-0.07145647704601288,
0.03916104882955551,
-0.015600543469190598,
-0.12925778329372406,
-0.044037625193595886,
0.020044701173901558,
0.017359605059027672,
0.02560020051896572,
-0.0008200735319405794,
-0.0588846281170845,
0.06295808404684067,
0.010824485681951046,
-0.07623698562383652,
-0.016274098306894302,
-0.02962946705520153,
0.05353172495961189,
-0.05377816781401634,
0.016920555382966995,
0.06072034314274788,
0.00937635637819767,
-0.0010849935933947563,
0.06741771101951599,
-0.010191326960921288,
-0.022661054506897926,
0.007486592046916485,
0.055288806557655334,
0.07383358478546143,
0.04598857834935188,
0.02672862634062767,
0.07676981389522552,
0.055865976959466934,
0.0962556004524231,
0.01731913536787033,
-0.012285151518881321,
-0.032622192054986954,
2.4264965812696447e-33,
-0.009953062981367111,
0.07269293814897537,
-0.07624611258506775,
0.0156239103525877,
0.06688831746578217,
-0.08782795816659927,
0.09069007635116577,
0.06988314539194107,
0.014070139266550541,
0.032201606780290604,
-0.025324253365397453,
0.06650452315807343,
0.040831658989191055,
-0.00007615981303388253,
-0.0014304397627711296,
-0.013062484562397003,
0.017066290602087975,
0.016079150140285492,
0.01170205045491457,
-0.03476091846823692,
0.000034386306651867926,
0.0025740708224475384,
0.03874633461236954,
-0.03629603236913681,
0.05869700387120247,
-0.04337947443127632,
0.016432758420705795,
-0.08247903734445572,
0.019962191581726074,
0.028306271880865097,
-0.08173118531703949,
0.030751017853617668,
0.07928457111120224,
-0.0035269123036414385,
-0.0014418085338547826,
0.11997351795434952,
-0.02623177506029606,
0.03372877091169357,
0.10155594348907471,
-0.01428232528269291,
-0.0618729442358017,
-0.040278349071741104,
0.04844371974468231,
-0.013048181310296059,
0.00002148775638488587,
-0.049763936549425125,
0.004806346260011196,
0.11272130906581879,
-0.03705219551920891,
-0.040899988263845444,
0.07964165508747101,
-0.08551289886236191,
-0.08492787927389145,
-0.0416237898170948,
0.003295261412858963,
-0.10169192403554916,
-0.008710674941539764,
-0.03998327627778053,
0.04700843244791031,
-0.059052664786577225,
0.058269351720809937,
0.021432973444461823,
-0.01826229877769947,
0.0720689669251442,
-0.019347229972481728,
-0.01636267639696598,
-0.03890078887343407,
0.007682169321924448,
0.006887545809149742,
-0.04522542282938957,
-0.012395366095006466,
-0.01221407949924469,
-0.002573394915089011,
-0.018986491486430168,
-0.017173971980810165,
0.007364360615611076,
-0.023223064839839935,
-0.07693588733673096,
0.042412836104631424,
0.00150105613283813,
-0.053054023534059525,
0.014188174158334732,
-0.03708602488040924,
0.00871214922517538,
-0.10436688363552094,
0.0696418285369873,
-0.044473797082901,
0.011082139797508717,
-0.04175425320863724,
-0.09798695892095566,
0.08120881021022797,
-0.06478725373744965,
-0.013414028100669384,
-0.07736291736364365,
-0.03287580981850624,
-3.6874174126440495e-33,
-0.012535326182842255,
0.050204601138830185,
-0.014528467319905758,
-0.03748713433742523,
0.05673433467745781,
0.08318042010068893,
0.03806889429688454,
-0.0346059612929821,
0.025640012696385384,
0.00005169405267224647,
0.04746377095580101,
0.009722753427922726,
0.01744954101741314,
0.046119239181280136,
-0.04514190927147865,
-0.0016688028117641807,
0.08018629997968674,
0.02215045504271984,
0.0017820547800511122,
-0.016737721860408783,
0.02425800822675228,
-0.025990094989538193,
-0.03307143971323967,
0.05499916151165962,
-0.06920820474624634,
0.007572094909846783,
0.0035567947197705507,
0.007308497559279203,
0.057815276086330414,
0.049807850271463394,
-0.05468463897705078,
0.05187993124127388,
0.027986912056803703,
-0.05569567158818245,
0.027920592576265335,
0.05977944657206535,
-0.004977228585630655,
0.0076979356817901134,
0.001216309261508286,
-0.13079319894313812,
-0.061001021414995193,
0.05555940046906471,
0.004669799469411373,
0.008524072356522083,
-0.04264802113175392,
0.041521523147821426,
-0.006767865736037493,
0.00971008650958538,
-0.08949540555477142,
-0.029212426394224167,
0.020475080236792564,
-0.028681382536888123,
0.08426015824079514,
-0.10644292831420898,
-0.032267242670059204,
0.060120049864053726,
0.015369389206171036,
0.027469538152217865,
0.09748504310846329,
0.05305889993906021,
0.05200830101966858,
0.003387012518942356,
-0.01232879888266325,
-0.09287069737911224,
-0.06780702620744705,
0.06984172761440277,
0.006577564403414726,
0.054394032806158066,
0.03217094764113426,
-0.015365663915872574,
0.08658450841903687,
0.06397092342376709,
0.016529196873307228,
-0.05258006975054741,
-0.04994286224246025,
0.025558263063430786,
-0.016805745661258698,
-0.07089858502149582,
-0.03407075256109238,
0.07376905530691147,
-0.0019188362639397383,
-0.0032393543515354395,
-0.01957525499165058,
-0.06334275752305984,
0.1261858195066452,
0.0070473626255989075,
0.01773315668106079,
0.030625177547335625,
-0.06020556390285492,
0.05766182765364647,
0.043331824243068695,
-0.03563205525279045,
0.06487982720136642,
-0.03926939517259598,
0.08645812422037125,
-4.353350391284039e-8,
0.06392892450094223,
0.055960725992918015,
0.01249083224684,
-0.0846010372042656,
-0.11649730056524277,
-0.048594288527965546,
0.06741105765104294,
-0.08032228797674179,
0.05499190464615822,
-0.040819693356752396,
-0.029978446662425995,
-0.06270193308591843,
0.04281086474657059,
0.057362183928489685,
0.021138295531272888,
0.07229115068912506,
-0.08780346065759659,
0.028905371204018593,
-0.045637816190719604,
-0.11052524298429489,
-0.028995782136917114,
0.03511015325784683,
-0.048516783863306046,
-0.0421527735888958,
0.05107973515987396,
0.01460986863821745,
-0.06891313195228577,
-0.01855963096022606,
0.0803971067070961,
0.04346144571900368,
-0.10506445169448853,
-0.03199702128767967,
-0.04376506432890892,
0.05211494117975235,
-0.08432869613170624,
0.017963025718927383,
-0.02763187326490879,
-0.039047710597515106,
-0.03992949053645134,
-0.042027126997709274,
-0.005931374616920948,
-0.044061727821826935,
-0.004813114181160927,
0.04055904224514961,
-0.017435332760214806,
-0.07697109878063202,
0.023951087146997452,
-0.06977237015962601,
-0.08221279829740524,
0.06487962603569031,
-0.023234987631440163,
0.016288788989186287,
-0.016066763550043106,
-0.037623822689056396,
-0.02337396889925003,
0.10784255713224411,
-0.03659742325544357,
0.004615845624357462,
-0.132760152220726,
-0.006477508693933487,
0.033122263848781586,
-0.012592281214892864,
-0.09311487525701523,
0.04864352568984032
] | null | null | null | null | null | null | null |
[
-0.08643591403961182,
0.003336771856993437,
0.02043638564646244,
0.03577650710940361,
0.014867976307868958,
-0.0713987722992897,
0.016241298988461494,
-0.06573708355426788,
-0.019236909225583076,
0.026550058275461197,
0.016631457954645157,
-0.05133261904120445,
-0.03099995106458664,
-0.025818701833486557,
0.006380989216268063,
-0.044751495122909546,
0.11331631243228912,
0.03554566204547882,
-0.04219307750463486,
-0.017419131472706795,
0.11461076885461807,
0.013533525168895721,
0.03241213038563728,
-0.03324548155069351,
0.05286407470703125,
-0.02566550485789776,
0.029963333159685135,
-0.051139600574970245,
-0.03226622939109802,
-0.014837427996098995,
0.019588876515626907,
-0.06521393358707428,
-0.041989535093307495,
0.027417080476880074,
-0.004535493440926075,
-0.06316162645816803,
0.06323666125535965,
0.03832753375172615,
-0.027716023847460747,
-0.05630787834525108,
0.0003375970700290054,
0.09426641464233398,
-0.009583507664501667,
-0.016802122816443443,
-0.0646933987736702,
-0.0895681232213974,
0.036972127854824066,
-0.02052171900868416,
0.010941979475319386,
-0.06451140344142914,
-0.011163157410919666,
-0.037984102964401245,
0.03964344412088394,
0.08443986624479294,
0.0023705242201685905,
0.07076314836740494,
-0.019571851938962936,
0.049216460436582565,
0.011625638231635094,
-0.08621115237474442,
0.03541672229766846,
-0.010068783536553383,
0.08912494033575058,
-0.05869339779019356,
0.045400701463222504,
-0.04174751788377762,
-0.0437927320599556,
0.0705614984035492,
0.013835296034812927,
0.04025352746248245,
0.008478163741528988,
0.010236876085400581,
-0.0011159073328599334,
0.05378526449203491,
0.0817837044596672,
0.06007450073957443,
0.0020424951799213886,
-0.043567974120378494,
0.06417109817266464,
0.13995198905467987,
0.016107814386487007,
-0.05270793288946152,
-0.014066549949347973,
0.01446487195789814,
-0.0010610189056023955,
0.05666942521929741,
-0.013200408779084682,
-0.006982434540987015,
-0.013503409922122955,
-0.09203911572694778,
-0.040029142051935196,
-0.022841986268758774,
-0.07145647704601288,
0.03916104882955551,
-0.015600543469190598,
-0.12925778329372406,
-0.044037625193595886,
0.020044701173901558,
0.017359605059027672,
0.02560020051896572,
-0.0008200735319405794,
-0.0588846281170845,
0.06295808404684067,
0.010824485681951046,
-0.07623698562383652,
-0.016274098306894302,
-0.02962946705520153,
0.05353172495961189,
-0.05377816781401634,
0.016920555382966995,
0.06072034314274788,
0.00937635637819767,
-0.0010849935933947563,
0.06741771101951599,
-0.010191326960921288,
-0.022661054506897926,
0.007486592046916485,
0.055288806557655334,
0.07383358478546143,
0.04598857834935188,
0.02672862634062767,
0.07676981389522552,
0.055865976959466934,
0.0962556004524231,
0.01731913536787033,
-0.012285151518881321,
-0.032622192054986954,
2.4264965812696447e-33,
-0.009953062981367111,
0.07269293814897537,
-0.07624611258506775,
0.0156239103525877,
0.06688831746578217,
-0.08782795816659927,
0.09069007635116577,
0.06988314539194107,
0.014070139266550541,
0.032201606780290604,
-0.025324253365397453,
0.06650452315807343,
0.040831658989191055,
-0.00007615981303388253,
-0.0014304397627711296,
-0.013062484562397003,
0.017066290602087975,
0.016079150140285492,
0.01170205045491457,
-0.03476091846823692,
0.000034386306651867926,
0.0025740708224475384,
0.03874633461236954,
-0.03629603236913681,
0.05869700387120247,
-0.04337947443127632,
0.016432758420705795,
-0.08247903734445572,
0.019962191581726074,
0.028306271880865097,
-0.08173118531703949,
0.030751017853617668,
0.07928457111120224,
-0.0035269123036414385,
-0.0014418085338547826,
0.11997351795434952,
-0.02623177506029606,
0.03372877091169357,
0.10155594348907471,
-0.01428232528269291,
-0.0618729442358017,
-0.040278349071741104,
0.04844371974468231,
-0.013048181310296059,
0.00002148775638488587,
-0.049763936549425125,
0.004806346260011196,
0.11272130906581879,
-0.03705219551920891,
-0.040899988263845444,
0.07964165508747101,
-0.08551289886236191,
-0.08492787927389145,
-0.0416237898170948,
0.003295261412858963,
-0.10169192403554916,
-0.008710674941539764,
-0.03998327627778053,
0.04700843244791031,
-0.059052664786577225,
0.058269351720809937,
0.021432973444461823,
-0.01826229877769947,
0.0720689669251442,
-0.019347229972481728,
-0.01636267639696598,
-0.03890078887343407,
0.007682169321924448,
0.006887545809149742,
-0.04522542282938957,
-0.012395366095006466,
-0.01221407949924469,
-0.002573394915089011,
-0.018986491486430168,
-0.017173971980810165,
0.007364360615611076,
-0.023223064839839935,
-0.07693588733673096,
0.042412836104631424,
0.00150105613283813,
-0.053054023534059525,
0.014188174158334732,
-0.03708602488040924,
0.00871214922517538,
-0.10436688363552094,
0.0696418285369873,
-0.044473797082901,
0.011082139797508717,
-0.04175425320863724,
-0.09798695892095566,
0.08120881021022797,
-0.06478725373744965,
-0.013414028100669384,
-0.07736291736364365,
-0.03287580981850624,
-3.6874174126440495e-33,
-0.012535326182842255,
0.050204601138830185,
-0.014528467319905758,
-0.03748713433742523,
0.05673433467745781,
0.08318042010068893,
0.03806889429688454,
-0.0346059612929821,
0.025640012696385384,
0.00005169405267224647,
0.04746377095580101,
0.009722753427922726,
0.01744954101741314,
0.046119239181280136,
-0.04514190927147865,
-0.0016688028117641807,
0.08018629997968674,
0.02215045504271984,
0.0017820547800511122,
-0.016737721860408783,
0.02425800822675228,
-0.025990094989538193,
-0.03307143971323967,
0.05499916151165962,
-0.06920820474624634,
0.007572094909846783,
0.0035567947197705507,
0.007308497559279203,
0.057815276086330414,
0.049807850271463394,
-0.05468463897705078,
0.05187993124127388,
0.027986912056803703,
-0.05569567158818245,
0.027920592576265335,
0.05977944657206535,
-0.004977228585630655,
0.0076979356817901134,
0.001216309261508286,
-0.13079319894313812,
-0.061001021414995193,
0.05555940046906471,
0.004669799469411373,
0.008524072356522083,
-0.04264802113175392,
0.041521523147821426,
-0.006767865736037493,
0.00971008650958538,
-0.08949540555477142,
-0.029212426394224167,
0.020475080236792564,
-0.028681382536888123,
0.08426015824079514,
-0.10644292831420898,
-0.032267242670059204,
0.060120049864053726,
0.015369389206171036,
0.027469538152217865,
0.09748504310846329,
0.05305889993906021,
0.05200830101966858,
0.003387012518942356,
-0.01232879888266325,
-0.09287069737911224,
-0.06780702620744705,
0.06984172761440277,
0.006577564403414726,
0.054394032806158066,
0.03217094764113426,
-0.015365663915872574,
0.08658450841903687,
0.06397092342376709,
0.016529196873307228,
-0.05258006975054741,
-0.04994286224246025,
0.025558263063430786,
-0.016805745661258698,
-0.07089858502149582,
-0.03407075256109238,
0.07376905530691147,
-0.0019188362639397383,
-0.0032393543515354395,
-0.01957525499165058,
-0.06334275752305984,
0.1261858195066452,
0.0070473626255989075,
0.01773315668106079,
0.030625177547335625,
-0.06020556390285492,
0.05766182765364647,
0.043331824243068695,
-0.03563205525279045,
0.06487982720136642,
-0.03926939517259598,
0.08645812422037125,
-4.353350391284039e-8,
0.06392892450094223,
0.055960725992918015,
0.01249083224684,
-0.0846010372042656,
-0.11649730056524277,
-0.048594288527965546,
0.06741105765104294,
-0.08032228797674179,
0.05499190464615822,
-0.040819693356752396,
-0.029978446662425995,
-0.06270193308591843,
0.04281086474657059,
0.057362183928489685,
0.021138295531272888,
0.07229115068912506,
-0.08780346065759659,
0.028905371204018593,
-0.045637816190719604,
-0.11052524298429489,
-0.028995782136917114,
0.03511015325784683,
-0.048516783863306046,
-0.0421527735888958,
0.05107973515987396,
0.01460986863821745,
-0.06891313195228577,
-0.01855963096022606,
0.0803971067070961,
0.04346144571900368,
-0.10506445169448853,
-0.03199702128767967,
-0.04376506432890892,
0.05211494117975235,
-0.08432869613170624,
0.017963025718927383,
-0.02763187326490879,
-0.039047710597515106,
-0.03992949053645134,
-0.042027126997709274,
-0.005931374616920948,
-0.044061727821826935,
-0.004813114181160927,
0.04055904224514961,
-0.017435332760214806,
-0.07697109878063202,
0.023951087146997452,
-0.06977237015962601,
-0.08221279829740524,
0.06487962603569031,
-0.023234987631440163,
0.016288788989186287,
-0.016066763550043106,
-0.037623822689056396,
-0.02337396889925003,
0.10784255713224411,
-0.03659742325544357,
0.004615845624357462,
-0.132760152220726,
-0.006477508693933487,
0.033122263848781586,
-0.012592281214892864,
-0.09311487525701523,
0.04864352568984032
] |
1402.3364
|
Muad Abu-Ata
|
Muad Abu-Ata and Feodor F. Dragan
|
Metric tree-like structures in real-life networks: an empirical study
| null | null | null | null |
cs.SI cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Based on solid theoretical foundations, we present strong evidences that a
number of real-life networks, taken from different domains like Internet
measurements, biological data, web graphs, social and collaboration networks,
exhibit tree-like structures from a metric point of view. We investigate few
graph parameters, namely, the tree-distortion and the tree-stretch, the
tree-length and the tree-breadth, the Gromov's hyperbolicity, the
cluster-diameter and the cluster-radius in a layering partition of a graph,
which capture and quantify this phenomenon of being metrically close to a tree.
By bringing all those parameters together, we not only provide efficient means
for detecting such metric tree-like structures in large-scale networks but also
show how such structures can be used, for example, to efficiently and compactly
encode approximate distance and almost shortest path information and to fast
and accurately estimate diameters and radii of those networks. Estimating the
diameter and the radius of a graph or distances between its arbitrary vertices
are fundamental primitives in many data and graph mining algorithms.
|
[
{
"created": "Fri, 14 Feb 2014 05:06:44 GMT",
"version": "v1"
},
{
"created": "Fri, 21 Feb 2014 19:49:31 GMT",
"version": "v2"
}
] |
2014-02-24
|
[
[
"Abu-Ata",
"Muad",
""
],
[
"Dragan",
"Feodor F.",
""
]
] |
[
-0.0036490701604634523,
-0.027736404910683632,
-0.035792671144008636,
-0.009831530973315239,
0.08165663480758667,
-0.07992342859506607,
-0.042202260345220566,
0.01837451569736004,
0.06128211319446564,
0.0073418025858700275,
0.039710719138383865,
-0.020226186141371727,
0.01983974128961563,
0.06666526943445206,
-0.05333220586180687,
-0.015489498153328896,
-0.00132261891849339,
0.03322313725948334,
-0.021439166739583015,
-0.0817883089184761,
0.03709755837917328,
0.023831328377127647,
-0.01843256875872612,
0.043177761137485504,
0.06200522184371948,
0.025028398260474205,
-0.03139197826385498,
-0.018976295366883278,
-0.050704263150691986,
0.01964888907968998,
-0.008930149488151073,
-0.03079061210155487,
0.00551039120182395,
0.029628265649080276,
-0.04684016853570938,
0.06816209852695465,
0.051008544862270355,
0.011574532836675644,
0.03229347988963127,
0.00246106437407434,
0.02750466763973236,
0.036785922944545746,
0.056529559195041656,
0.05029473081231117,
-0.03447426110506058,
0.037285346537828445,
-0.12964926660060883,
0.05976554751396179,
-0.08827748894691467,
-0.01762092113494873,
-0.07973788678646088,
-0.05634743347764015,
-0.01033345889300108,
0.03541465476155281,
0.093329519033432,
-0.030415967106819153,
-0.05468927323818207,
-0.03523730859160423,
-0.008728750981390476,
0.06408128887414932,
0.09782770276069641,
-0.06730812788009644,
-0.007511537987738848,
-0.02498101070523262,
-0.029396886005997658,
0.0787726640701294,
0.06602097302675247,
0.009477146901190281,
-0.0020861742086708546,
0.04443338140845299,
0.04034097492694855,
0.06457199156284332,
-0.1438543200492859,
0.11494673788547516,
0.054978515952825546,
0.048188429325819016,
0.025207648053765297,
0.0875125303864479,
-0.059750307351350784,
-0.04655615985393524,
-0.02752578817307949,
0.058082740753889084,
0.02234765887260437,
0.021256258711218834,
0.032718028873205185,
-0.013135700486600399,
0.034398142248392105,
-0.001413356396369636,
0.03765169158577919,
-0.010926363058388233,
-0.07696089893579483,
-0.013735293410718441,
-0.07726617157459259,
-0.04705704748630524,
-0.043060388416051865,
-0.031597286462783813,
-0.048057448118925095,
-0.04402487725019455,
-0.004236279055476189,
0.07398360967636108,
-0.05430673807859421,
0.00416076835244894,
-0.0007479854393750429,
-0.07774470746517181,
0.011544391512870789,
0.11613897979259491,
-0.03852107375860214,
0.018788600340485573,
0.11926000565290451,
0.04513964802026749,
-0.04047996178269386,
0.020595839247107506,
-0.043465886265039444,
0.060526181012392044,
0.033800940960645676,
-0.07117537409067154,
0.04683227464556694,
-0.014280974864959717,
-0.00610367814078927,
0.06032945588231087,
-0.00931855570524931,
0.024626677855849266,
-0.029535023495554924,
-0.05636517331004143,
0.08061567693948746,
0.015744218602776527,
-0.016144806519150734,
-9.996887014102524e-34,
0.03884432837367058,
0.045191120356321335,
0.0736679956316948,
0.032020002603530884,
0.04914780706167221,
0.0014138863189145923,
-0.05895529314875603,
-0.011233644559979439,
0.03738189488649368,
0.0005125454044900835,
-0.10144081711769104,
0.062495674937963486,
0.08178473263978958,
0.008025861345231533,
0.13260167837142944,
0.00014996074605733156,
0.05957862362265587,
0.01312047429382801,
0.037644077092409134,
-0.05629608407616615,
0.022194212302565575,
-0.08209341764450073,
0.019839109852910042,
0.001691430457867682,
-0.0038505198899656534,
-0.032582901418209076,
-0.05514088645577431,
0.008050333708524704,
0.03906102478504181,
-0.0008621656452305615,
-0.01864568702876568,
-0.019107693806290627,
-0.022476736456155777,
0.002018681028857827,
-0.0027579169254750013,
-0.0040822881273925304,
-0.014808333478868008,
-0.04231887310743332,
-0.038209158927202225,
-0.08600849658250809,
0.0011916187359020114,
0.021172750741243362,
-0.008984233252704144,
-0.01779325120151043,
-0.06251586228609085,
-0.01372859999537468,
-0.020027894526720047,
-0.02663830667734146,
0.02803065814077854,
-0.06861624866724014,
0.057345375418663025,
-0.03773212805390358,
0.05385851114988327,
0.05541427806019783,
-0.0559980608522892,
0.07209150493144989,
0.009675347246229649,
0.03126945719122887,
0.06063123419880867,
0.12047041207551956,
0.07377630472183228,
-0.057636335492134094,
0.03855028748512268,
0.00489294296130538,
0.035765547305345535,
0.00934346579015255,
-0.05600062385201454,
-0.03077857196331024,
0.05175665766000748,
0.025536028668284416,
0.022268572822213173,
0.029111666604876518,
-0.03740460053086281,
-0.015164870768785477,
-0.04253053665161133,
-0.02611858956515789,
-0.013130574487149715,
-0.1015777587890625,
-0.061925530433654785,
0.07092602550983429,
-0.10190235078334808,
-0.05324363708496094,
0.05608128383755684,
-0.06655175983905792,
-0.03873249888420105,
-0.10472416877746582,
0.05749250203371048,
0.029079819098114967,
-0.07447582483291626,
-0.019585086032748222,
-0.05599971488118172,
0.017531434074044228,
0.020035315304994583,
-0.005781859625130892,
-0.011028753593564034,
-3.0190618600689693e-34,
-0.03600643575191498,
0.0006664825486950576,
0.1112036406993866,
0.043866995722055435,
-0.02330152690410614,
-0.05861876904964447,
-0.061407413333654404,
0.024417290464043617,
-0.0946921780705452,
-0.03094847872853279,
-0.02679869905114174,
-0.020865628495812416,
0.020531896501779556,
-0.0750487744808197,
0.054872944951057434,
0.05297176539897919,
0.02584810182452202,
-0.08512536436319351,
-0.01152342651039362,
-0.01563318818807602,
0.02008369192481041,
0.011948101222515106,
-0.09239888936281204,
-0.029614903032779694,
0.0884023979306221,
0.02286430075764656,
0.03851941600441933,
-0.03655068948864937,
-0.039554450660943985,
0.011558092199265957,
-0.0394037663936615,
-0.06178829446434975,
-0.04662148281931877,
-0.0628720074892044,
0.02008659578859806,
0.045588720589876175,
0.032658230513334274,
0.014112531207501888,
0.034062597900629044,
0.0036435388028621674,
0.008918533101677895,
0.05133472755551338,
-0.09091169387102127,
0.010425456799566746,
0.014171904884278774,
0.029930489137768745,
-0.02378220111131668,
0.06800287216901779,
-0.1199740618467331,
-0.0012685598339885473,
0.04031694307923317,
0.09287051856517792,
0.03912781551480293,
0.0012617917964234948,
-0.0034069831017404795,
0.04902578517794609,
-0.10973039269447327,
0.08519057929515839,
0.02998541295528412,
-0.005354655906558037,
-0.06882944703102112,
-0.12669584155082703,
-0.05857520177960396,
0.08691257238388062,
-0.05656692385673523,
-0.057874977588653564,
-0.0242310781031847,
-0.04822275787591934,
-0.060172200202941895,
0.03236686810851097,
0.017535405233502388,
0.0744413211941719,
-0.059795208275318146,
0.024612627923488617,
-0.06848043203353882,
-0.04081325605511665,
0.051682956516742706,
0.06868740916252136,
-0.008109771646559238,
0.04539112374186516,
0.007994962856173515,
0.07381737232208252,
0.004120167810469866,
-0.04591558873653412,
0.10625649243593216,
-0.026110708713531494,
0.04993688687682152,
0.05990396440029144,
0.05649493634700775,
0.06884387135505676,
0.006201936397701502,
-0.0126371243968606,
-0.053856439888477325,
-0.013357706367969513,
-0.009840806946158409,
-4.101790196386901e-8,
-0.10494623333215714,
0.002514375140890479,
0.0013322548475116491,
0.0014959665713831782,
0.06309594959020615,
0.0640459880232811,
0.11324309557676315,
0.1300920695066452,
-0.07400794327259064,
0.05173385888338089,
0.05457305535674095,
0.01456675585359335,
-0.0665256604552269,
0.07524363696575165,
-0.028215790167450905,
-0.005139827262610197,
-0.007305140607059002,
-0.054594121873378754,
0.0023781349882483482,
0.09132767468690872,
-0.07249264419078827,
-0.010291596874594688,
-0.06198081001639366,
0.06380408257246017,
0.05503574386239052,
-0.09806112200021744,
-0.024133658036589622,
0.017577964812517166,
-0.07026541978120804,
-0.01739942841231823,
-0.004916002508252859,
0.02550298534333706,
0.059271279722452164,
0.02842937596142292,
-0.04176277667284012,
0.0626300796866417,
-0.06407127529382706,
0.05283885821700096,
-0.05065064877271652,
0.043810658156871796,
0.03455381095409393,
0.0034229131415486336,
0.027202999219298363,
0.009274753741919994,
0.024070139974355698,
0.018579773604869843,
0.020606957376003265,
0.07072581350803375,
-0.0332937091588974,
-0.06350245326757431,
0.0031373021192848682,
-0.02993411011993885,
-0.032075170427560806,
-0.06849738210439682,
-0.02087637037038803,
-0.04317925497889519,
-0.0493224635720253,
-0.06073497235774994,
0.05382353439927101,
0.01265738531947136,
0.018951112404465675,
-0.017856033518910408,
-0.00988843385130167,
-0.05047750845551491
] | null | null | null | null | null | null | null |
[
-0.0036490701604634523,
-0.027736404910683632,
-0.035792671144008636,
-0.009831530973315239,
0.08165663480758667,
-0.07992342859506607,
-0.042202260345220566,
0.01837451569736004,
0.06128211319446564,
0.0073418025858700275,
0.039710719138383865,
-0.020226186141371727,
0.01983974128961563,
0.06666526943445206,
-0.05333220586180687,
-0.015489498153328896,
-0.00132261891849339,
0.03322313725948334,
-0.021439166739583015,
-0.0817883089184761,
0.03709755837917328,
0.023831328377127647,
-0.01843256875872612,
0.043177761137485504,
0.06200522184371948,
0.025028398260474205,
-0.03139197826385498,
-0.018976295366883278,
-0.050704263150691986,
0.01964888907968998,
-0.008930149488151073,
-0.03079061210155487,
0.00551039120182395,
0.029628265649080276,
-0.04684016853570938,
0.06816209852695465,
0.051008544862270355,
0.011574532836675644,
0.03229347988963127,
0.00246106437407434,
0.02750466763973236,
0.036785922944545746,
0.056529559195041656,
0.05029473081231117,
-0.03447426110506058,
0.037285346537828445,
-0.12964926660060883,
0.05976554751396179,
-0.08827748894691467,
-0.01762092113494873,
-0.07973788678646088,
-0.05634743347764015,
-0.01033345889300108,
0.03541465476155281,
0.093329519033432,
-0.030415967106819153,
-0.05468927323818207,
-0.03523730859160423,
-0.008728750981390476,
0.06408128887414932,
0.09782770276069641,
-0.06730812788009644,
-0.007511537987738848,
-0.02498101070523262,
-0.029396886005997658,
0.0787726640701294,
0.06602097302675247,
0.009477146901190281,
-0.0020861742086708546,
0.04443338140845299,
0.04034097492694855,
0.06457199156284332,
-0.1438543200492859,
0.11494673788547516,
0.054978515952825546,
0.048188429325819016,
0.025207648053765297,
0.0875125303864479,
-0.059750307351350784,
-0.04655615985393524,
-0.02752578817307949,
0.058082740753889084,
0.02234765887260437,
0.021256258711218834,
0.032718028873205185,
-0.013135700486600399,
0.034398142248392105,
-0.001413356396369636,
0.03765169158577919,
-0.010926363058388233,
-0.07696089893579483,
-0.013735293410718441,
-0.07726617157459259,
-0.04705704748630524,
-0.043060388416051865,
-0.031597286462783813,
-0.048057448118925095,
-0.04402487725019455,
-0.004236279055476189,
0.07398360967636108,
-0.05430673807859421,
0.00416076835244894,
-0.0007479854393750429,
-0.07774470746517181,
0.011544391512870789,
0.11613897979259491,
-0.03852107375860214,
0.018788600340485573,
0.11926000565290451,
0.04513964802026749,
-0.04047996178269386,
0.020595839247107506,
-0.043465886265039444,
0.060526181012392044,
0.033800940960645676,
-0.07117537409067154,
0.04683227464556694,
-0.014280974864959717,
-0.00610367814078927,
0.06032945588231087,
-0.00931855570524931,
0.024626677855849266,
-0.029535023495554924,
-0.05636517331004143,
0.08061567693948746,
0.015744218602776527,
-0.016144806519150734,
-9.996887014102524e-34,
0.03884432837367058,
0.045191120356321335,
0.0736679956316948,
0.032020002603530884,
0.04914780706167221,
0.0014138863189145923,
-0.05895529314875603,
-0.011233644559979439,
0.03738189488649368,
0.0005125454044900835,
-0.10144081711769104,
0.062495674937963486,
0.08178473263978958,
0.008025861345231533,
0.13260167837142944,
0.00014996074605733156,
0.05957862362265587,
0.01312047429382801,
0.037644077092409134,
-0.05629608407616615,
0.022194212302565575,
-0.08209341764450073,
0.019839109852910042,
0.001691430457867682,
-0.0038505198899656534,
-0.032582901418209076,
-0.05514088645577431,
0.008050333708524704,
0.03906102478504181,
-0.0008621656452305615,
-0.01864568702876568,
-0.019107693806290627,
-0.022476736456155777,
0.002018681028857827,
-0.0027579169254750013,
-0.0040822881273925304,
-0.014808333478868008,
-0.04231887310743332,
-0.038209158927202225,
-0.08600849658250809,
0.0011916187359020114,
0.021172750741243362,
-0.008984233252704144,
-0.01779325120151043,
-0.06251586228609085,
-0.01372859999537468,
-0.020027894526720047,
-0.02663830667734146,
0.02803065814077854,
-0.06861624866724014,
0.057345375418663025,
-0.03773212805390358,
0.05385851114988327,
0.05541427806019783,
-0.0559980608522892,
0.07209150493144989,
0.009675347246229649,
0.03126945719122887,
0.06063123419880867,
0.12047041207551956,
0.07377630472183228,
-0.057636335492134094,
0.03855028748512268,
0.00489294296130538,
0.035765547305345535,
0.00934346579015255,
-0.05600062385201454,
-0.03077857196331024,
0.05175665766000748,
0.025536028668284416,
0.022268572822213173,
0.029111666604876518,
-0.03740460053086281,
-0.015164870768785477,
-0.04253053665161133,
-0.02611858956515789,
-0.013130574487149715,
-0.1015777587890625,
-0.061925530433654785,
0.07092602550983429,
-0.10190235078334808,
-0.05324363708496094,
0.05608128383755684,
-0.06655175983905792,
-0.03873249888420105,
-0.10472416877746582,
0.05749250203371048,
0.029079819098114967,
-0.07447582483291626,
-0.019585086032748222,
-0.05599971488118172,
0.017531434074044228,
0.020035315304994583,
-0.005781859625130892,
-0.011028753593564034,
-3.0190618600689693e-34,
-0.03600643575191498,
0.0006664825486950576,
0.1112036406993866,
0.043866995722055435,
-0.02330152690410614,
-0.05861876904964447,
-0.061407413333654404,
0.024417290464043617,
-0.0946921780705452,
-0.03094847872853279,
-0.02679869905114174,
-0.020865628495812416,
0.020531896501779556,
-0.0750487744808197,
0.054872944951057434,
0.05297176539897919,
0.02584810182452202,
-0.08512536436319351,
-0.01152342651039362,
-0.01563318818807602,
0.02008369192481041,
0.011948101222515106,
-0.09239888936281204,
-0.029614903032779694,
0.0884023979306221,
0.02286430075764656,
0.03851941600441933,
-0.03655068948864937,
-0.039554450660943985,
0.011558092199265957,
-0.0394037663936615,
-0.06178829446434975,
-0.04662148281931877,
-0.0628720074892044,
0.02008659578859806,
0.045588720589876175,
0.032658230513334274,
0.014112531207501888,
0.034062597900629044,
0.0036435388028621674,
0.008918533101677895,
0.05133472755551338,
-0.09091169387102127,
0.010425456799566746,
0.014171904884278774,
0.029930489137768745,
-0.02378220111131668,
0.06800287216901779,
-0.1199740618467331,
-0.0012685598339885473,
0.04031694307923317,
0.09287051856517792,
0.03912781551480293,
0.0012617917964234948,
-0.0034069831017404795,
0.04902578517794609,
-0.10973039269447327,
0.08519057929515839,
0.02998541295528412,
-0.005354655906558037,
-0.06882944703102112,
-0.12669584155082703,
-0.05857520177960396,
0.08691257238388062,
-0.05656692385673523,
-0.057874977588653564,
-0.0242310781031847,
-0.04822275787591934,
-0.060172200202941895,
0.03236686810851097,
0.017535405233502388,
0.0744413211941719,
-0.059795208275318146,
0.024612627923488617,
-0.06848043203353882,
-0.04081325605511665,
0.051682956516742706,
0.06868740916252136,
-0.008109771646559238,
0.04539112374186516,
0.007994962856173515,
0.07381737232208252,
0.004120167810469866,
-0.04591558873653412,
0.10625649243593216,
-0.026110708713531494,
0.04993688687682152,
0.05990396440029144,
0.05649493634700775,
0.06884387135505676,
0.006201936397701502,
-0.0126371243968606,
-0.053856439888477325,
-0.013357706367969513,
-0.009840806946158409,
-4.101790196386901e-8,
-0.10494623333215714,
0.002514375140890479,
0.0013322548475116491,
0.0014959665713831782,
0.06309594959020615,
0.0640459880232811,
0.11324309557676315,
0.1300920695066452,
-0.07400794327259064,
0.05173385888338089,
0.05457305535674095,
0.01456675585359335,
-0.0665256604552269,
0.07524363696575165,
-0.028215790167450905,
-0.005139827262610197,
-0.007305140607059002,
-0.054594121873378754,
0.0023781349882483482,
0.09132767468690872,
-0.07249264419078827,
-0.010291596874594688,
-0.06198081001639366,
0.06380408257246017,
0.05503574386239052,
-0.09806112200021744,
-0.024133658036589622,
0.017577964812517166,
-0.07026541978120804,
-0.01739942841231823,
-0.004916002508252859,
0.02550298534333706,
0.059271279722452164,
0.02842937596142292,
-0.04176277667284012,
0.0626300796866417,
-0.06407127529382706,
0.05283885821700096,
-0.05065064877271652,
0.043810658156871796,
0.03455381095409393,
0.0034229131415486336,
0.027202999219298363,
0.009274753741919994,
0.024070139974355698,
0.018579773604869843,
0.020606957376003265,
0.07072581350803375,
-0.0332937091588974,
-0.06350245326757431,
0.0031373021192848682,
-0.02993411011993885,
-0.032075170427560806,
-0.06849738210439682,
-0.02087637037038803,
-0.04317925497889519,
-0.0493224635720253,
-0.06073497235774994,
0.05382353439927101,
0.01265738531947136,
0.018951112404465675,
-0.017856033518910408,
-0.00988843385130167,
-0.05047750845551491
] |
1402.3370
|
Shyamal Biswas
|
Shyamal Biswas
|
Fermi-Dirac Statistics
|
8 pages, 1 figure. This article has some overlap with Fermi-Dirac
statistics: derivation and consequences, S. Chaturvedi and S. Biswas,
Resonance 19, 45 (2014)
| null | null | null |
physics.hist-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Here we have discussed on Fermi-Dirac statistics, in particular, on its brief
historical progress, derivation, consequences, applications, etc. Importance of
Fermi-Dirac statistics has been discussed even in connection with the current
progresses in science. This article is aimed mainly for undergraduate and
graduate students.
|
[
{
"created": "Fri, 14 Feb 2014 05:56:50 GMT",
"version": "v1"
},
{
"created": "Sat, 8 Mar 2014 07:14:43 GMT",
"version": "v2"
},
{
"created": "Mon, 23 Feb 2015 06:45:02 GMT",
"version": "v3"
},
{
"created": "Sat, 28 Feb 2015 15:18:44 GMT",
"version": "v4"
}
] |
2015-03-03
|
[
[
"Biswas",
"Shyamal",
""
]
] |
[
-0.11665273457765579,
-0.04085226729512215,
0.01084072608500719,
0.07975471764802933,
-0.04758940637111664,
0.026344088837504387,
0.0491010881960392,
0.09730187058448792,
-0.02032756432890892,
0.023491820320487022,
0.026949960738420486,
0.029580147936940193,
-0.021244119852781296,
0.02942807227373123,
-0.0027544593904167414,
-0.11386734247207642,
0.0284486822783947,
-0.029252637177705765,
-0.04431893303990364,
0.00011558546248124912,
-0.052768316119909286,
0.009556478820741177,
0.10267873108386993,
-0.09040932357311249,
-0.016656948253512383,
-0.08450111001729965,
0.03413555771112442,
-0.07516404986381531,
0.018576227128505707,
-0.029253391548991203,
0.05701969936490059,
0.10478753596544266,
0.08052147924900055,
-0.05097325146198273,
-0.016459476202726364,
-0.0523371547460556,
0.041295431554317474,
0.05074218288064003,
0.09090429544448853,
0.05193472281098366,
0.007231395225971937,
0.07039900124073029,
0.015801530331373215,
0.034682497382164,
0.017612706869840622,
-0.08390314877033234,
0.047166574746370316,
-0.0763034075498581,
-0.026492301374673843,
0.026151249185204506,
0.04984597489237785,
0.11957874894142151,
-0.01411374006420374,
0.036455411463975906,
-0.04610488936305046,
-0.06820347905158997,
0.04820021241903305,
-0.05559581145644188,
-0.020008105784654617,
0.0186174176633358,
0.006751006934791803,
0.005854626651853323,
-0.08016713708639145,
-0.004169127903878689,
0.03748740628361702,
-0.007840601727366447,
0.037513505667448044,
0.008034764789044857,
0.06308571994304657,
0.07491699606180191,
-0.026983387768268585,
0.022933566942811012,
-0.11421876400709152,
0.01661381684243679,
0.05717683956027031,
-0.028702162206172943,
-0.019332636147737503,
-0.04178833216428757,
0.025231655687093735,
-0.03647879138588905,
0.00032815473969094455,
-0.05245782807469368,
-0.002084329491481185,
-0.06337447464466095,
0.05911022424697876,
0.060117702931165695,
-0.10618685930967331,
0.07514448463916779,
-0.05656353384256363,
-0.0854673683643341,
0.05101440101861954,
-0.02791745774447918,
-0.043651480227708817,
0.054150454699993134,
-0.019856125116348267,
0.07206147164106369,
-0.07845620810985565,
0.0327841080725193,
0.05485014244914055,
0.009765313006937504,
0.03697097674012184,
-0.08212754130363464,
-0.0328899547457695,
0.045717865228652954,
-0.03846915438771248,
-0.006007840391248465,
0.0886877179145813,
-0.006732792593538761,
-0.005614376161247492,
0.016440873965620995,
0.018667401745915413,
-0.0006759157404303551,
-0.026844754815101624,
-0.002065151697024703,
-0.0651497021317482,
-0.11564436554908752,
0.012796036899089813,
0.0846068486571312,
0.02803955227136612,
-0.04507322236895561,
0.048143044114112854,
0.02643013373017311,
-0.0008587390766479075,
-0.0016310581704601645,
-0.02967057004570961,
0.016508014872670174,
-0.06823273748159409,
1.712874899378558e-33,
0.02180825173854828,
-0.020195404067635536,
0.008632640354335308,
0.03012894093990326,
-0.01751706562936306,
0.04352767392992973,
-0.047427136451005936,
-0.12600837647914886,
0.017793916165828705,
0.015200318768620491,
-0.027093736454844475,
0.04964485019445419,
-0.01629875972867012,
-0.09090828895568848,
-0.03801289200782776,
-0.007001770660281181,
-0.07647938281297684,
0.004403736442327499,
0.1033003106713295,
-0.07748188823461533,
0.11044520884752274,
0.10436540096998215,
0.07298660278320312,
-0.004840997513383627,
0.1211143434047699,
0.01746726781129837,
0.0163495484739542,
-0.03909218683838844,
-0.05997360497713089,
0.03189048171043396,
0.046297989785671234,
0.09439106285572052,
-0.053032319992780685,
0.0008474857895635068,
0.0480121448636055,
-0.04057406261563301,
-0.0988435298204422,
0.004147913306951523,
-0.014320680871605873,
-0.07996546477079391,
-0.08136765658855438,
0.06717582792043686,
-0.02743694931268692,
-0.0922456830739975,
-0.0455779992043972,
-0.01126863993704319,
0.05086828023195267,
-0.0023417682386934757,
0.07595476508140564,
-0.03372560814023018,
-0.06247137114405632,
-0.04282081499695778,
0.013363146223127842,
0.05618831515312195,
0.027264514937996864,
0.01912430301308632,
0.005338896065950394,
-0.002492658793926239,
-0.004961838945746422,
0.03753006458282471,
-0.05192403495311737,
0.0880257785320282,
0.030157417058944702,
-0.0655830129981041,
0.02114749327301979,
0.045223455876111984,
-0.05530384182929993,
0.05628857761621475,
0.020569896325469017,
0.02842620015144348,
-0.0035593127831816673,
0.07851581275463104,
-0.08125215768814087,
-0.0790584608912468,
0.04889611899852753,
-0.011678933165967464,
-0.042613767087459564,
-0.08124189078807831,
-0.035392582416534424,
0.03190327808260918,
0.0024673757143318653,
-0.12279216200113297,
0.012937108986079693,
0.020652586594223976,
0.026023907586932182,
0.05991065129637718,
-0.023458825424313545,
-0.015091621316969395,
-0.025928346440196037,
-0.07281171530485153,
0.11192484200000763,
-0.06037615239620209,
-0.005595301743596792,
-0.00174183608032763,
-0.059277668595314026,
-4.3294320194448734e-33,
-0.11770353466272354,
0.03387179598212242,
0.029855219647288322,
0.025246838107705116,
-0.03782520443201065,
-0.04998354986310005,
-0.02838398702442646,
0.004916987847536802,
-0.00292845256626606,
-0.018830306828022003,
-0.0006308656302280724,
0.08642919361591339,
-0.0010954863391816616,
-0.059563301503658295,
-0.01798408292233944,
0.03394690155982971,
-0.017511071637272835,
0.04302113130688667,
0.033197686076164246,
-0.014237148687243462,
-0.0265972763299942,
-0.0616440549492836,
-0.02899380400776863,
-0.05097699537873268,
-0.05492248758673668,
-0.04344523325562477,
0.013090373016893864,
-0.01177701260894537,
0.04714961722493172,
-0.035693105310201645,
0.019888287410140038,
-0.0142544349655509,
-0.02357723005115986,
0.013402322307229042,
-0.035378310829401016,
-0.07408355921506882,
0.05788364261388779,
0.10362241417169571,
-0.003542077261954546,
-0.022607889026403427,
0.05273604393005371,
0.07366283982992172,
0.11182636767625809,
-0.09023658186197281,
0.0736372321844101,
0.009189187549054623,
0.004122382495552301,
0.0009463751339353621,
-0.11464789509773254,
-0.027653981000185013,
0.04769973084330559,
-0.017367662861943245,
0.01964428462088108,
0.01361923012882471,
-0.03768926113843918,
-0.02421816624701023,
0.0026671935338526964,
0.051074814051389694,
0.055808085948228836,
0.02632073499262333,
-0.053842693567276,
-0.02011706493794918,
0.03763241693377495,
0.046555470675230026,
-0.016638902947306633,
-0.06393163651227951,
-0.08333292603492737,
-0.008186733350157738,
0.023366350680589676,
0.012220896780490875,
0.08996812999248505,
-0.0110112763941288,
-0.07085952907800674,
0.026144282892346382,
-0.024486279115080833,
0.024466169998049736,
0.04822738096117973,
-0.061438873410224915,
0.006999592762440443,
0.07173832505941391,
-0.005287634674459696,
0.029485996812582016,
-0.01258507277816534,
-0.04568105190992355,
0.04963420331478119,
-0.02276553399860859,
0.005335613153874874,
-0.06550543755292892,
0.0945114940404892,
-0.028678597882390022,
-0.04374184459447861,
0.014238536357879639,
0.05819465219974518,
-0.01838061586022377,
0.01956617273390293,
-3.546135118881466e-8,
-0.00445572379976511,
-0.02544657699763775,
-0.027711419388651848,
0.0007458892068825662,
0.07510235905647278,
0.03981001302599907,
0.00909960363060236,
0.02854442037642002,
-0.052237436175346375,
0.06448938697576523,
0.09890706092119217,
0.051581211388111115,
-0.026350680738687515,
-0.056528039276599884,
-0.04359577223658562,
0.029209470376372337,
-0.0019346203189343214,
0.04520735144615173,
0.06327637284994125,
-0.033230528235435486,
0.0267817210406065,
0.03213324397802353,
0.043791308999061584,
0.025746064260601997,
-0.06405124813318253,
0.033024147152900696,
-0.028375163674354553,
-0.09386090934276581,
-0.035344623029232025,
-0.03670923039317131,
-0.06379247456789017,
-0.03663620352745056,
0.09570460021495819,
-0.047405511140823364,
0.04811576008796692,
-0.003646667581051588,
-0.04869313910603523,
-0.0392061248421669,
0.039383284747600555,
0.024164441972970963,
0.014881594106554985,
0.04820086434483528,
0.029932918027043343,
0.059584446251392365,
0.0842510238289833,
-0.049708642065525055,
-0.04444195702672005,
0.02729734405875206,
-0.02112484537065029,
0.00822725985199213,
0.001982577610760927,
0.022387312725186348,
-0.04326363280415535,
-0.08563900738954544,
-0.01644866168498993,
0.044643573462963104,
-0.0563543364405632,
-0.032967500388622284,
0.028823889791965485,
-0.04519258067011833,
0.06891557574272156,
-0.00678584910929203,
-0.10483931750059128,
0.0208294615149498
] | null | null | null | null | null | null | null |
[
-0.11665273457765579,
-0.04085226729512215,
0.01084072608500719,
0.07975471764802933,
-0.04758940637111664,
0.026344088837504387,
0.0491010881960392,
0.09730187058448792,
-0.02032756432890892,
0.023491820320487022,
0.026949960738420486,
0.029580147936940193,
-0.021244119852781296,
0.02942807227373123,
-0.0027544593904167414,
-0.11386734247207642,
0.0284486822783947,
-0.029252637177705765,
-0.04431893303990364,
0.00011558546248124912,
-0.052768316119909286,
0.009556478820741177,
0.10267873108386993,
-0.09040932357311249,
-0.016656948253512383,
-0.08450111001729965,
0.03413555771112442,
-0.07516404986381531,
0.018576227128505707,
-0.029253391548991203,
0.05701969936490059,
0.10478753596544266,
0.08052147924900055,
-0.05097325146198273,
-0.016459476202726364,
-0.0523371547460556,
0.041295431554317474,
0.05074218288064003,
0.09090429544448853,
0.05193472281098366,
0.007231395225971937,
0.07039900124073029,
0.015801530331373215,
0.034682497382164,
0.017612706869840622,
-0.08390314877033234,
0.047166574746370316,
-0.0763034075498581,
-0.026492301374673843,
0.026151249185204506,
0.04984597489237785,
0.11957874894142151,
-0.01411374006420374,
0.036455411463975906,
-0.04610488936305046,
-0.06820347905158997,
0.04820021241903305,
-0.05559581145644188,
-0.020008105784654617,
0.0186174176633358,
0.006751006934791803,
0.005854626651853323,
-0.08016713708639145,
-0.004169127903878689,
0.03748740628361702,
-0.007840601727366447,
0.037513505667448044,
0.008034764789044857,
0.06308571994304657,
0.07491699606180191,
-0.026983387768268585,
0.022933566942811012,
-0.11421876400709152,
0.01661381684243679,
0.05717683956027031,
-0.028702162206172943,
-0.019332636147737503,
-0.04178833216428757,
0.025231655687093735,
-0.03647879138588905,
0.00032815473969094455,
-0.05245782807469368,
-0.002084329491481185,
-0.06337447464466095,
0.05911022424697876,
0.060117702931165695,
-0.10618685930967331,
0.07514448463916779,
-0.05656353384256363,
-0.0854673683643341,
0.05101440101861954,
-0.02791745774447918,
-0.043651480227708817,
0.054150454699993134,
-0.019856125116348267,
0.07206147164106369,
-0.07845620810985565,
0.0327841080725193,
0.05485014244914055,
0.009765313006937504,
0.03697097674012184,
-0.08212754130363464,
-0.0328899547457695,
0.045717865228652954,
-0.03846915438771248,
-0.006007840391248465,
0.0886877179145813,
-0.006732792593538761,
-0.005614376161247492,
0.016440873965620995,
0.018667401745915413,
-0.0006759157404303551,
-0.026844754815101624,
-0.002065151697024703,
-0.0651497021317482,
-0.11564436554908752,
0.012796036899089813,
0.0846068486571312,
0.02803955227136612,
-0.04507322236895561,
0.048143044114112854,
0.02643013373017311,
-0.0008587390766479075,
-0.0016310581704601645,
-0.02967057004570961,
0.016508014872670174,
-0.06823273748159409,
1.712874899378558e-33,
0.02180825173854828,
-0.020195404067635536,
0.008632640354335308,
0.03012894093990326,
-0.01751706562936306,
0.04352767392992973,
-0.047427136451005936,
-0.12600837647914886,
0.017793916165828705,
0.015200318768620491,
-0.027093736454844475,
0.04964485019445419,
-0.01629875972867012,
-0.09090828895568848,
-0.03801289200782776,
-0.007001770660281181,
-0.07647938281297684,
0.004403736442327499,
0.1033003106713295,
-0.07748188823461533,
0.11044520884752274,
0.10436540096998215,
0.07298660278320312,
-0.004840997513383627,
0.1211143434047699,
0.01746726781129837,
0.0163495484739542,
-0.03909218683838844,
-0.05997360497713089,
0.03189048171043396,
0.046297989785671234,
0.09439106285572052,
-0.053032319992780685,
0.0008474857895635068,
0.0480121448636055,
-0.04057406261563301,
-0.0988435298204422,
0.004147913306951523,
-0.014320680871605873,
-0.07996546477079391,
-0.08136765658855438,
0.06717582792043686,
-0.02743694931268692,
-0.0922456830739975,
-0.0455779992043972,
-0.01126863993704319,
0.05086828023195267,
-0.0023417682386934757,
0.07595476508140564,
-0.03372560814023018,
-0.06247137114405632,
-0.04282081499695778,
0.013363146223127842,
0.05618831515312195,
0.027264514937996864,
0.01912430301308632,
0.005338896065950394,
-0.002492658793926239,
-0.004961838945746422,
0.03753006458282471,
-0.05192403495311737,
0.0880257785320282,
0.030157417058944702,
-0.0655830129981041,
0.02114749327301979,
0.045223455876111984,
-0.05530384182929993,
0.05628857761621475,
0.020569896325469017,
0.02842620015144348,
-0.0035593127831816673,
0.07851581275463104,
-0.08125215768814087,
-0.0790584608912468,
0.04889611899852753,
-0.011678933165967464,
-0.042613767087459564,
-0.08124189078807831,
-0.035392582416534424,
0.03190327808260918,
0.0024673757143318653,
-0.12279216200113297,
0.012937108986079693,
0.020652586594223976,
0.026023907586932182,
0.05991065129637718,
-0.023458825424313545,
-0.015091621316969395,
-0.025928346440196037,
-0.07281171530485153,
0.11192484200000763,
-0.06037615239620209,
-0.005595301743596792,
-0.00174183608032763,
-0.059277668595314026,
-4.3294320194448734e-33,
-0.11770353466272354,
0.03387179598212242,
0.029855219647288322,
0.025246838107705116,
-0.03782520443201065,
-0.04998354986310005,
-0.02838398702442646,
0.004916987847536802,
-0.00292845256626606,
-0.018830306828022003,
-0.0006308656302280724,
0.08642919361591339,
-0.0010954863391816616,
-0.059563301503658295,
-0.01798408292233944,
0.03394690155982971,
-0.017511071637272835,
0.04302113130688667,
0.033197686076164246,
-0.014237148687243462,
-0.0265972763299942,
-0.0616440549492836,
-0.02899380400776863,
-0.05097699537873268,
-0.05492248758673668,
-0.04344523325562477,
0.013090373016893864,
-0.01177701260894537,
0.04714961722493172,
-0.035693105310201645,
0.019888287410140038,
-0.0142544349655509,
-0.02357723005115986,
0.013402322307229042,
-0.035378310829401016,
-0.07408355921506882,
0.05788364261388779,
0.10362241417169571,
-0.003542077261954546,
-0.022607889026403427,
0.05273604393005371,
0.07366283982992172,
0.11182636767625809,
-0.09023658186197281,
0.0736372321844101,
0.009189187549054623,
0.004122382495552301,
0.0009463751339353621,
-0.11464789509773254,
-0.027653981000185013,
0.04769973084330559,
-0.017367662861943245,
0.01964428462088108,
0.01361923012882471,
-0.03768926113843918,
-0.02421816624701023,
0.0026671935338526964,
0.051074814051389694,
0.055808085948228836,
0.02632073499262333,
-0.053842693567276,
-0.02011706493794918,
0.03763241693377495,
0.046555470675230026,
-0.016638902947306633,
-0.06393163651227951,
-0.08333292603492737,
-0.008186733350157738,
0.023366350680589676,
0.012220896780490875,
0.08996812999248505,
-0.0110112763941288,
-0.07085952907800674,
0.026144282892346382,
-0.024486279115080833,
0.024466169998049736,
0.04822738096117973,
-0.061438873410224915,
0.006999592762440443,
0.07173832505941391,
-0.005287634674459696,
0.029485996812582016,
-0.01258507277816534,
-0.04568105190992355,
0.04963420331478119,
-0.02276553399860859,
0.005335613153874874,
-0.06550543755292892,
0.0945114940404892,
-0.028678597882390022,
-0.04374184459447861,
0.014238536357879639,
0.05819465219974518,
-0.01838061586022377,
0.01956617273390293,
-3.546135118881466e-8,
-0.00445572379976511,
-0.02544657699763775,
-0.027711419388651848,
0.0007458892068825662,
0.07510235905647278,
0.03981001302599907,
0.00909960363060236,
0.02854442037642002,
-0.052237436175346375,
0.06448938697576523,
0.09890706092119217,
0.051581211388111115,
-0.026350680738687515,
-0.056528039276599884,
-0.04359577223658562,
0.029209470376372337,
-0.0019346203189343214,
0.04520735144615173,
0.06327637284994125,
-0.033230528235435486,
0.0267817210406065,
0.03213324397802353,
0.043791308999061584,
0.025746064260601997,
-0.06405124813318253,
0.033024147152900696,
-0.028375163674354553,
-0.09386090934276581,
-0.035344623029232025,
-0.03670923039317131,
-0.06379247456789017,
-0.03663620352745056,
0.09570460021495819,
-0.047405511140823364,
0.04811576008796692,
-0.003646667581051588,
-0.04869313910603523,
-0.0392061248421669,
0.039383284747600555,
0.024164441972970963,
0.014881594106554985,
0.04820086434483528,
0.029932918027043343,
0.059584446251392365,
0.0842510238289833,
-0.049708642065525055,
-0.04444195702672005,
0.02729734405875206,
-0.02112484537065029,
0.00822725985199213,
0.001982577610760927,
0.022387312725186348,
-0.04326363280415535,
-0.08563900738954544,
-0.01644866168498993,
0.044643573462963104,
-0.0563543364405632,
-0.032967500388622284,
0.028823889791965485,
-0.04519258067011833,
0.06891557574272156,
-0.00678584910929203,
-0.10483931750059128,
0.0208294615149498
] |
1402.3371
|
Andrea Ballatore
|
Andrea Ballatore, Michela Bertolotto, David C. Wilson
|
An evaluative baseline for geo-semantic relatedness and similarity
|
GeoInformatica 2014
| null |
10.1007/s10707-013-0197-8
| null |
cs.CL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In geographic information science and semantics, the computation of semantic
similarity is widely recognised as key to supporting a vast number of tasks in
information integration and retrieval. By contrast, the role of geo-semantic
relatedness has been largely ignored. In natural language processing, semantic
relatedness is often confused with the more specific semantic similarity. In
this article, we discuss a notion of geo-semantic relatedness based on Lehrer's
semantic fields, and we compare it with geo-semantic similarity. We then
describe and validate the Geo Relatedness and Similarity Dataset (GeReSiD), a
new open dataset designed to evaluate computational measures of geo-semantic
relatedness and similarity. This dataset is larger than existing datasets of
this kind, and includes 97 geographic terms combined into 50 term pairs rated
by 203 human subjects. GeReSiD is available online and can be used as an
evaluation baseline to determine empirically to what degree a given
computational model approximates geo-semantic relatedness and similarity.
|
[
{
"created": "Fri, 14 Feb 2014 06:06:47 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Ballatore",
"Andrea",
""
],
[
"Bertolotto",
"Michela",
""
],
[
"Wilson",
"David C.",
""
]
] |
[
0.08935318142175674,
-0.0034843734465539455,
0.006313676480203867,
-0.03537612408399582,
0.00916948914527893,
0.00623079389333725,
-0.019840268418192863,
-0.02316027134656906,
-0.033146925270557404,
-0.057780295610427856,
0.025489458814263344,
-0.05140860378742218,
0.0691390335559845,
0.12172780930995941,
-0.0034147349651902914,
-0.01942053623497486,
0.04411153867840767,
-0.0033245596569031477,
-0.08997298777103424,
0.009649134241044521,
0.04628263786435127,
0.10702312737703323,
0.10012450814247131,
0.06032070890069008,
0.0003977475571446121,
0.004796500783413649,
0.07935304939746857,
-0.027487125247716904,
-0.03855458274483681,
0.10232456028461456,
0.07350628823041916,
0.0990552231669426,
-0.05130423232913017,
0.06200943514704704,
-0.02348470315337181,
0.05596563592553139,
0.003724416485056281,
0.05128001421689987,
-0.019676867872476578,
0.026630651205778122,
-0.06990215927362442,
-0.07584056258201599,
0.031216606497764587,
0.09747139364480972,
0.05249948427081108,
0.060605619102716446,
-0.1023608073592186,
-0.023961087688803673,
0.0030917483381927013,
0.08400942385196686,
-0.05622535198926926,
-0.011723493225872517,
-0.01903242990374565,
0.046836741268634796,
-0.03817128762602806,
0.019599158316850662,
-0.023274431005120277,
0.005450533702969551,
-0.0372229665517807,
-0.04796507582068443,
-0.029392274096608162,
-0.14192801713943481,
-0.003662561299279332,
0.008075295016169548,
0.0029915107879787683,
-0.03943351283669472,
0.002972745569422841,
-0.048270490020513535,
-0.0004855595761910081,
-0.09574360400438309,
0.015441508032381535,
0.11510777473449707,
-0.03680054470896721,
0.04250054061412811,
-0.04061181843280792,
0.0637354850769043,
-0.026529990136623383,
0.027093693614006042,
-0.017620505765080452,
-0.08793509751558304,
0.04942680150270462,
0.06148345395922661,
0.09318411350250244,
0.00531270494684577,
0.08976594358682632,
-0.013014709576964378,
0.06234947219491005,
0.03070693649351597,
-0.052969470620155334,
-0.04956584796309471,
-0.01291015837341547,
-0.07476963847875595,
0.06665804237127304,
-0.016935177147388458,
-0.016789890825748444,
0.00009208903793478385,
-0.04041436314582825,
-0.08316995948553085,
-0.0018308728467673063,
0.022066224366426468,
-0.007529204711318016,
0.012227343395352364,
-0.0270635224878788,
0.03450735658407211,
0.044553641229867935,
0.026773663237690926,
-0.0003634179010987282,
0.010932374745607376,
-0.015055600553750992,
-0.056474559009075165,
-0.04354280233383179,
0.053402043879032135,
-0.024784080684185028,
0.060420989990234375,
-0.02678687870502472,
-0.0016084929229691625,
0.016513628885149956,
0.012599828653037548,
0.05572526156902313,
-0.05966523662209511,
-0.04994042217731476,
0.021149974316358566,
0.012406846508383751,
-0.01730015128850937,
-0.02434787154197693,
-0.06894425302743912,
0.040232378989458084,
5.819091010848841e-34,
0.06095955893397331,
-0.06757219135761261,
0.016002962365746498,
0.02899814024567604,
-0.013871080242097378,
-0.015772469341754913,
-0.10401908308267593,
0.031392551958560944,
-0.057888735085725784,
0.02294745482504368,
-0.05767056345939636,
0.08588443696498871,
-0.0007081523071974516,
0.025033731013536453,
0.0006017293781042099,
0.05278349667787552,
-0.07053029537200928,
0.029791388660669327,
-0.0582231804728508,
0.013502483256161213,
0.028612060472369194,
0.024515662342309952,
0.04155445843935013,
0.00973839033395052,
-0.017487799748778343,
-0.025707172229886055,
-0.057985443621873856,
-0.041658591479063034,
0.006179625168442726,
-0.029335225000977516,
0.007828294299542904,
0.009767979383468628,
0.0255886223167181,
-0.0014729347312822938,
0.021477891132235527,
-0.03834894672036171,
0.03712740167975426,
-0.05592101439833641,
0.02175532653927803,
-0.05073470249772072,
-0.10693851858377457,
0.046843159943819046,
-0.00816842820495367,
-0.07067982852458954,
0.04979892820119858,
-0.008727059699594975,
0.09176244586706161,
-0.015987329185009003,
0.06993807852268219,
-0.03697791323065758,
0.06869097054004669,
-0.03864477947354317,
-0.022071611136198044,
0.029583942145109177,
0.00924290344119072,
0.01666662096977234,
0.021615900099277496,
0.02467115968465805,
0.05622754245996475,
0.03317444398999214,
0.03449346870183945,
0.045030802488327026,
0.08971504867076874,
-0.014530842192471027,
0.038290176540613174,
-0.03259986266493797,
-0.01497297827154398,
0.0939595028758049,
0.020860709249973297,
0.081025131046772,
0.025265077129006386,
0.04429054632782936,
-0.003206271445378661,
0.04586652293801308,
-0.00088919373229146,
0.024311160668730736,
0.04276121407747269,
-0.08771869540214539,
-0.02364487200975418,
0.10913820564746857,
-0.058381035923957825,
-0.06848298013210297,
-0.010209174826741219,
-0.0796440839767456,
-0.07289360463619232,
-0.031310778111219406,
0.054783955216407776,
-0.10170628130435944,
0.018029024824500084,
-0.02561933547258377,
-0.020341074094176292,
0.03543098270893097,
-0.039344966411590576,
0.006770532112568617,
0.021717505529522896,
-1.0399174241732528e-33,
-0.1224617138504982,
-0.10811101645231247,
0.016729529947042465,
-0.004195540212094784,
-0.04521618410944939,
-0.08493953198194504,
0.03253640606999397,
0.04418979212641716,
-0.03921736031770706,
-0.013966197147965431,
-0.050897590816020966,
-0.05719412863254547,
0.04687201976776123,
0.013449100777506828,
0.06448260694742203,
0.015544450841844082,
-0.02236536517739296,
0.06255099177360535,
-0.03125832602381706,
0.1199926808476448,
0.07790873944759369,
0.04148881509900093,
-0.10742397606372833,
-0.019028037786483765,
-0.014396552927792072,
0.020563557744026184,
-0.009452169761061668,
-0.028667738661170006,
-0.061984073370695114,
0.002333760727196932,
-0.014109432697296143,
-0.006684794090688229,
-0.01251143217086792,
-0.07589545845985413,
-0.08080308884382248,
-0.01003288198262453,
0.04934963583946228,
-0.05937821790575981,
-0.051313720643520355,
-0.023293932899832726,
-0.055594854056835175,
0.03334423899650574,
-0.017192116007208824,
0.015437522903084755,
-0.026956340298056602,
0.02486374042928219,
-0.10980167239904404,
0.0304744690656662,
-0.026082588359713554,
-0.011900406330823898,
0.03122239001095295,
0.07197220623493195,
-0.08888505399227142,
0.019195018336176872,
0.10018985718488693,
-0.10534951090812683,
-0.01991106942296028,
-0.10245538502931595,
-0.08177335560321808,
-0.06279537826776505,
0.05088973045349121,
0.03967977687716484,
0.011217901483178139,
0.08347183465957642,
0.011187883093953133,
-0.0321388766169548,
-0.061911486089229584,
0.012178122065961361,
0.0061104148626327515,
0.08314139395952225,
0.0025834727566689253,
-0.005851993337273598,
-0.029968805611133575,
-0.07072731852531433,
0.004045082256197929,
0.008836760185658932,
0.07138185948133469,
0.017045466229319572,
0.011083408258855343,
-0.03046283684670925,
0.08043856918811798,
-0.013334495946764946,
0.0007458401960320771,
0.05972950533032417,
0.017434312030673027,
0.10112134367227554,
0.04700642079114914,
0.020648110657930374,
0.03660178184509277,
0.06816316395998001,
-0.04470139369368553,
0.0006494465051218867,
-0.09142255783081055,
0.03130646049976349,
-0.07093645632266998,
-3.857613251057046e-8,
-0.07869813591241837,
0.020134903490543365,
-0.05215660482645035,
0.025243327021598816,
-0.09003732353448868,
-0.02341432496905327,
-0.012132910080254078,
0.08789168298244476,
-0.11485975980758667,
0.020364461466670036,
0.018759267404675484,
0.06295064836740494,
-0.0440092608332634,
0.020069336518645287,
-0.0013130398001521826,
-0.006075029261410236,
0.011865445412695408,
0.025345411151647568,
0.03590858355164528,
0.12498806416988373,
0.04496391862630844,
0.08141451328992844,
0.025479504838585854,
0.03459297865629196,
0.07251538336277008,
-0.016804169863462448,
0.01395441498607397,
0.056817054748535156,
0.04745715856552124,
-0.1071634516119957,
0.03647995740175247,
-0.05599473789334297,
-0.03983605280518532,
-0.045180317014455795,
0.04918770119547844,
0.017647888511419296,
-0.0024578513111919165,
-0.012565060518682003,
-0.05119972676038742,
-0.023019379004836082,
0.006005961447954178,
0.0023357197642326355,
0.034146565943956375,
0.05320122092962265,
0.12413294613361359,
-0.008628042414784431,
0.03578704223036766,
-0.000028046373699908145,
-0.0031659728847444057,
0.0224227886646986,
-0.08497358858585358,
-0.016174009069800377,
-0.07870662957429886,
0.023445693776011467,
0.0691564530134201,
-0.026479726657271385,
-0.06601639837026596,
-0.011104223318397999,
0.09973335266113281,
-0.012509951367974281,
0.030870512127876282,
0.007370404899120331,
-0.03799290582537651,
-0.007527216337621212
] | null | null | null | null | null | null | null |
[
0.08935318142175674,
-0.0034843734465539455,
0.006313676480203867,
-0.03537612408399582,
0.00916948914527893,
0.00623079389333725,
-0.019840268418192863,
-0.02316027134656906,
-0.033146925270557404,
-0.057780295610427856,
0.025489458814263344,
-0.05140860378742218,
0.0691390335559845,
0.12172780930995941,
-0.0034147349651902914,
-0.01942053623497486,
0.04411153867840767,
-0.0033245596569031477,
-0.08997298777103424,
0.009649134241044521,
0.04628263786435127,
0.10702312737703323,
0.10012450814247131,
0.06032070890069008,
0.0003977475571446121,
0.004796500783413649,
0.07935304939746857,
-0.027487125247716904,
-0.03855458274483681,
0.10232456028461456,
0.07350628823041916,
0.0990552231669426,
-0.05130423232913017,
0.06200943514704704,
-0.02348470315337181,
0.05596563592553139,
0.003724416485056281,
0.05128001421689987,
-0.019676867872476578,
0.026630651205778122,
-0.06990215927362442,
-0.07584056258201599,
0.031216606497764587,
0.09747139364480972,
0.05249948427081108,
0.060605619102716446,
-0.1023608073592186,
-0.023961087688803673,
0.0030917483381927013,
0.08400942385196686,
-0.05622535198926926,
-0.011723493225872517,
-0.01903242990374565,
0.046836741268634796,
-0.03817128762602806,
0.019599158316850662,
-0.023274431005120277,
0.005450533702969551,
-0.0372229665517807,
-0.04796507582068443,
-0.029392274096608162,
-0.14192801713943481,
-0.003662561299279332,
0.008075295016169548,
0.0029915107879787683,
-0.03943351283669472,
0.002972745569422841,
-0.048270490020513535,
-0.0004855595761910081,
-0.09574360400438309,
0.015441508032381535,
0.11510777473449707,
-0.03680054470896721,
0.04250054061412811,
-0.04061181843280792,
0.0637354850769043,
-0.026529990136623383,
0.027093693614006042,
-0.017620505765080452,
-0.08793509751558304,
0.04942680150270462,
0.06148345395922661,
0.09318411350250244,
0.00531270494684577,
0.08976594358682632,
-0.013014709576964378,
0.06234947219491005,
0.03070693649351597,
-0.052969470620155334,
-0.04956584796309471,
-0.01291015837341547,
-0.07476963847875595,
0.06665804237127304,
-0.016935177147388458,
-0.016789890825748444,
0.00009208903793478385,
-0.04041436314582825,
-0.08316995948553085,
-0.0018308728467673063,
0.022066224366426468,
-0.007529204711318016,
0.012227343395352364,
-0.0270635224878788,
0.03450735658407211,
0.044553641229867935,
0.026773663237690926,
-0.0003634179010987282,
0.010932374745607376,
-0.015055600553750992,
-0.056474559009075165,
-0.04354280233383179,
0.053402043879032135,
-0.024784080684185028,
0.060420989990234375,
-0.02678687870502472,
-0.0016084929229691625,
0.016513628885149956,
0.012599828653037548,
0.05572526156902313,
-0.05966523662209511,
-0.04994042217731476,
0.021149974316358566,
0.012406846508383751,
-0.01730015128850937,
-0.02434787154197693,
-0.06894425302743912,
0.040232378989458084,
5.819091010848841e-34,
0.06095955893397331,
-0.06757219135761261,
0.016002962365746498,
0.02899814024567604,
-0.013871080242097378,
-0.015772469341754913,
-0.10401908308267593,
0.031392551958560944,
-0.057888735085725784,
0.02294745482504368,
-0.05767056345939636,
0.08588443696498871,
-0.0007081523071974516,
0.025033731013536453,
0.0006017293781042099,
0.05278349667787552,
-0.07053029537200928,
0.029791388660669327,
-0.0582231804728508,
0.013502483256161213,
0.028612060472369194,
0.024515662342309952,
0.04155445843935013,
0.00973839033395052,
-0.017487799748778343,
-0.025707172229886055,
-0.057985443621873856,
-0.041658591479063034,
0.006179625168442726,
-0.029335225000977516,
0.007828294299542904,
0.009767979383468628,
0.0255886223167181,
-0.0014729347312822938,
0.021477891132235527,
-0.03834894672036171,
0.03712740167975426,
-0.05592101439833641,
0.02175532653927803,
-0.05073470249772072,
-0.10693851858377457,
0.046843159943819046,
-0.00816842820495367,
-0.07067982852458954,
0.04979892820119858,
-0.008727059699594975,
0.09176244586706161,
-0.015987329185009003,
0.06993807852268219,
-0.03697791323065758,
0.06869097054004669,
-0.03864477947354317,
-0.022071611136198044,
0.029583942145109177,
0.00924290344119072,
0.01666662096977234,
0.021615900099277496,
0.02467115968465805,
0.05622754245996475,
0.03317444398999214,
0.03449346870183945,
0.045030802488327026,
0.08971504867076874,
-0.014530842192471027,
0.038290176540613174,
-0.03259986266493797,
-0.01497297827154398,
0.0939595028758049,
0.020860709249973297,
0.081025131046772,
0.025265077129006386,
0.04429054632782936,
-0.003206271445378661,
0.04586652293801308,
-0.00088919373229146,
0.024311160668730736,
0.04276121407747269,
-0.08771869540214539,
-0.02364487200975418,
0.10913820564746857,
-0.058381035923957825,
-0.06848298013210297,
-0.010209174826741219,
-0.0796440839767456,
-0.07289360463619232,
-0.031310778111219406,
0.054783955216407776,
-0.10170628130435944,
0.018029024824500084,
-0.02561933547258377,
-0.020341074094176292,
0.03543098270893097,
-0.039344966411590576,
0.006770532112568617,
0.021717505529522896,
-1.0399174241732528e-33,
-0.1224617138504982,
-0.10811101645231247,
0.016729529947042465,
-0.004195540212094784,
-0.04521618410944939,
-0.08493953198194504,
0.03253640606999397,
0.04418979212641716,
-0.03921736031770706,
-0.013966197147965431,
-0.050897590816020966,
-0.05719412863254547,
0.04687201976776123,
0.013449100777506828,
0.06448260694742203,
0.015544450841844082,
-0.02236536517739296,
0.06255099177360535,
-0.03125832602381706,
0.1199926808476448,
0.07790873944759369,
0.04148881509900093,
-0.10742397606372833,
-0.019028037786483765,
-0.014396552927792072,
0.020563557744026184,
-0.009452169761061668,
-0.028667738661170006,
-0.061984073370695114,
0.002333760727196932,
-0.014109432697296143,
-0.006684794090688229,
-0.01251143217086792,
-0.07589545845985413,
-0.08080308884382248,
-0.01003288198262453,
0.04934963583946228,
-0.05937821790575981,
-0.051313720643520355,
-0.023293932899832726,
-0.055594854056835175,
0.03334423899650574,
-0.017192116007208824,
0.015437522903084755,
-0.026956340298056602,
0.02486374042928219,
-0.10980167239904404,
0.0304744690656662,
-0.026082588359713554,
-0.011900406330823898,
0.03122239001095295,
0.07197220623493195,
-0.08888505399227142,
0.019195018336176872,
0.10018985718488693,
-0.10534951090812683,
-0.01991106942296028,
-0.10245538502931595,
-0.08177335560321808,
-0.06279537826776505,
0.05088973045349121,
0.03967977687716484,
0.011217901483178139,
0.08347183465957642,
0.011187883093953133,
-0.0321388766169548,
-0.061911486089229584,
0.012178122065961361,
0.0061104148626327515,
0.08314139395952225,
0.0025834727566689253,
-0.005851993337273598,
-0.029968805611133575,
-0.07072731852531433,
0.004045082256197929,
0.008836760185658932,
0.07138185948133469,
0.017045466229319572,
0.011083408258855343,
-0.03046283684670925,
0.08043856918811798,
-0.013334495946764946,
0.0007458401960320771,
0.05972950533032417,
0.017434312030673027,
0.10112134367227554,
0.04700642079114914,
0.020648110657930374,
0.03660178184509277,
0.06816316395998001,
-0.04470139369368553,
0.0006494465051218867,
-0.09142255783081055,
0.03130646049976349,
-0.07093645632266998,
-3.857613251057046e-8,
-0.07869813591241837,
0.020134903490543365,
-0.05215660482645035,
0.025243327021598816,
-0.09003732353448868,
-0.02341432496905327,
-0.012132910080254078,
0.08789168298244476,
-0.11485975980758667,
0.020364461466670036,
0.018759267404675484,
0.06295064836740494,
-0.0440092608332634,
0.020069336518645287,
-0.0013130398001521826,
-0.006075029261410236,
0.011865445412695408,
0.025345411151647568,
0.03590858355164528,
0.12498806416988373,
0.04496391862630844,
0.08141451328992844,
0.025479504838585854,
0.03459297865629196,
0.07251538336277008,
-0.016804169863462448,
0.01395441498607397,
0.056817054748535156,
0.04745715856552124,
-0.1071634516119957,
0.03647995740175247,
-0.05599473789334297,
-0.03983605280518532,
-0.045180317014455795,
0.04918770119547844,
0.017647888511419296,
-0.0024578513111919165,
-0.012565060518682003,
-0.05119972676038742,
-0.023019379004836082,
0.006005961447954178,
0.0023357197642326355,
0.034146565943956375,
0.05320122092962265,
0.12413294613361359,
-0.008628042414784431,
0.03578704223036766,
-0.000028046373699908145,
-0.0031659728847444057,
0.0224227886646986,
-0.08497358858585358,
-0.016174009069800377,
-0.07870662957429886,
0.023445693776011467,
0.0691564530134201,
-0.026479726657271385,
-0.06601639837026596,
-0.011104223318397999,
0.09973335266113281,
-0.012509951367974281,
0.030870512127876282,
0.007370404899120331,
-0.03799290582537651,
-0.007527216337621212
] |
1402.3374
|
Thippeswamy B M
|
B M Thippeswamy, S Reshma, K Shaila, K R Venugopal, S S Iyengar, L M
Patnaik
|
EDOCR: Energy Density On-demand Cluster Routing in Wireless Sensor
Networks
|
18 pages,7 Figures
|
International Journal of Computer Networks & Communications
(IJCNC) Vol.6, No.1, January 2014
|
10.5121/ijcnc.2014.6115
| null |
cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Energy management is one of the critical parameters in Wireless Sensor
Networks. In this paper we attempt for a solution to balance the energy usage
for maximizing the network lifetime, increase the packet delivery ratio and
throughput. Our proposed algorithm is based on Energy Density of the clusters
in Wireless Sensor Networks. The cluster head is selected using two step method
and on-demand routing approach to calculate the balanced energy shortest path
from source to sink. This unique approach maintains the balanced energy
utilization among all nodes by selecting the different cluster heads
dynamically. Our simulation results have compared with one of the plain routing
scheme (EBRP) and cluster based routing (TSCHS), which shows the significant
improvements in minimizing the delay and energy utilization and maximizing the
network lifetime and throughput with respect to these works.
|
[
{
"created": "Fri, 14 Feb 2014 06:16:01 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Thippeswamy",
"B M",
""
],
[
"Reshma",
"S",
""
],
[
"Shaila",
"K",
""
],
[
"Venugopal",
"K R",
""
],
[
"Iyengar",
"S S",
""
],
[
"Patnaik",
"L M",
""
]
] |
[
0.01125068124383688,
0.0459417849779129,
-0.012970606796443462,
0.09479042887687683,
0.04952984303236008,
-0.061201293021440506,
0.021481335163116455,
0.0006851404323242605,
0.006962838117033243,
0.08701024949550629,
-0.019514160230755806,
-0.040603525936603546,
-0.023411555215716362,
-0.0430767796933651,
-0.029619509354233742,
0.0170602947473526,
0.06548373401165009,
0.004620671737939119,
0.02867596410214901,
-0.12430477887392044,
-0.008417089469730854,
0.017174961045384407,
0.1207459419965744,
-0.0005301342462189496,
0.0038010606076568365,
0.07017997652292252,
0.013937387615442276,
0.0072106728330254555,
0.0046405489556491375,
0.05075337365269661,
-0.03484422713518143,
-0.02613173983991146,
0.018078487366437912,
-0.030332576483488083,
-0.01180446520447731,
0.10233642160892487,
-0.01854569837450981,
0.05661362409591675,
-0.016369162127375603,
0.05241527780890465,
-0.09750735014677048,
0.029878119006752968,
-0.02723090723156929,
0.023255635052919388,
-0.11666346341371536,
-0.030040645971894264,
-0.07174375653266907,
0.03459131717681885,
-0.002252291887998581,
0.03529684245586395,
0.05407041683793068,
-0.0827406644821167,
-0.022578829899430275,
0.07729202508926392,
-0.00765710324048996,
0.0024271346628665924,
-0.053749170154333115,
-0.0027720588259398937,
0.013787775300443172,
0.013947054743766785,
0.024213863536715508,
-0.11023394763469696,
0.07008469104766846,
-0.014202253893017769,
-0.02980036288499832,
0.0415632501244545,
0.034914687275886536,
0.02128664031624794,
-0.0358344241976738,
-0.027611954137682915,
-0.010628855787217617,
-0.018855445086956024,
0.01731683686375618,
-0.01592470332980156,
-0.05422913655638695,
0.01849285699427128,
0.09892553836107254,
-0.03822780400514603,
0.01927667111158371,
0.0877087339758873,
-0.04983293637633324,
0.01037233229726553,
-0.025973033159971237,
0.009954729117453098,
0.016073618084192276,
0.015956439077854156,
-0.057652126997709274,
-0.04387407749891281,
0.04148701950907707,
-0.055307768285274506,
-0.04556359723210335,
0.05828200280666351,
-0.017448894679546356,
0.020086172968149185,
0.027241749688982964,
-0.00970483012497425,
-0.07550671696662903,
-0.04253605380654335,
0.007773309014737606,
-0.01273772120475769,
-0.06478404253721237,
-0.04695426672697067,
-0.025758137926459312,
-0.01881074346601963,
0.047874823212623596,
-0.023787718266248703,
-0.02980772964656353,
0.007380398456007242,
0.09729807078838348,
0.09002817422151566,
0.02813858352601528,
0.022774018347263336,
0.03475070744752884,
0.038089003413915634,
-0.08994664251804352,
0.03807953745126724,
0.011426533572375774,
0.005844486877322197,
-0.023802882060408592,
0.10263348370790482,
0.029976457357406616,
-0.058526813983917236,
-0.009895890951156616,
-0.023718304932117462,
0.04613654315471649,
-0.043594881892204285,
0.05433737114071846,
-1.4909333007486558e-33,
-0.09981166571378708,
-0.024461988359689713,
0.015002797357738018,
-0.05964301526546478,
0.014324815012514591,
-0.0005295510636642575,
0.005195767618715763,
0.006623833905905485,
-0.056769564747810364,
-0.08317820727825165,
-0.05792975053191185,
-0.027790797874331474,
0.02494373917579651,
-0.017903469502925873,
0.002429105807095766,
-0.09701625257730484,
0.013100318610668182,
0.03589602932333946,
0.0699554830789566,
-0.07385393232107162,
0.046174030750989914,
-0.04728350415825844,
-0.00029962777625769377,
-0.0007729617645964026,
-0.011170325800776482,
0.06287720799446106,
0.03406263515353203,
0.007030591834336519,
-0.0026871750596910715,
0.00170111411716789,
0.011842653155326843,
-0.024759968742728233,
-0.03520934283733368,
-0.05857033282518387,
-0.03889603912830353,
0.034440867602825165,
0.05090535804629326,
0.02258409932255745,
0.07534076273441315,
0.019584938883781433,
-0.035589348524808884,
0.017142275348305702,
0.020833933725953102,
-0.03141362592577934,
0.018482057377696037,
-0.0008317745523527265,
-0.005068212281912565,
-0.039419692009687424,
-0.022436225786805153,
0.002298519015312195,
-0.009086360223591328,
-0.055208876729011536,
0.09794214367866516,
0.08197205513715744,
-0.0151371406391263,
-0.0008740241755731404,
0.014157767407596111,
0.04513304680585861,
0.03326491639018059,
0.1102796345949173,
-0.011964795179665089,
0.014170091599225998,
-0.03905102610588074,
-0.005896607413887978,
0.08642078191041946,
-0.0090236347168684,
0.013912281021475792,
0.04134773835539818,
-0.009111035615205765,
0.028483539819717407,
0.0719137191772461,
0.027282748371362686,
0.01216514129191637,
0.1084403544664383,
-0.021709255874156952,
0.04354983940720558,
0.011128009296953678,
0.0605938695371151,
-0.11525946855545044,
0.008721099235117435,
-0.08338768780231476,
0.05882704257965088,
-0.021969381719827652,
-0.01726466417312622,
0.11824876815080643,
-0.09944858402013779,
-0.016920417547225952,
-0.039825357496738434,
-0.04389166831970215,
0.06437569856643677,
-0.043745726346969604,
0.03548299893736839,
-0.020535675808787346,
-0.012881321832537651,
-0.029979443177580833,
9.230780611473176e-34,
0.02018936350941658,
0.07840113341808319,
-0.07068265974521637,
0.09094797819852829,
0.008648732677102089,
-0.04478205740451813,
-0.01110118255019188,
-0.016360243782401085,
0.021707849577069283,
0.02906953915953636,
-0.07885564118623734,
-0.03994233161211014,
-0.05858033895492554,
-0.029012922197580338,
0.07678066194057465,
-0.051071085035800934,
-0.00961474422365427,
-0.08254280686378479,
0.0010309860808774829,
-0.029477696865797043,
-0.029852669686079025,
-0.035843122750520706,
-0.10129368305206299,
-0.08697967976331711,
0.05042601376771927,
0.042638957500457764,
0.024858785793185234,
0.014705718494951725,
-0.03518299013376236,
0.04813363403081894,
-0.0664067268371582,
0.008834117092192173,
0.04524271562695503,
-0.05361519753932953,
0.08394250273704529,
0.03747282177209854,
-0.026704635471105576,
0.0906541645526886,
0.07478486001491547,
0.054556988179683685,
0.04275178164243698,
-0.08890967816114426,
-0.051918189972639084,
-0.016743509098887444,
-0.020457932725548744,
-0.03919408842921257,
0.014698274433612823,
0.02105536311864853,
-0.07306598871946335,
-0.01262764260172844,
0.03707652539014816,
-0.03161287680268288,
-0.03522438183426857,
0.05324206128716469,
0.0017638467252254486,
0.06503923237323761,
-0.037953030318021774,
0.06781218200922012,
-0.030264131724834442,
-0.03463653847575188,
0.16257478296756744,
-0.08133076876401901,
0.03417845815420151,
0.08607055246829987,
0.0017845409456640482,
-0.03576824441552162,
0.04740317910909653,
-0.06698338687419891,
-0.039066147059202194,
0.03617448732256889,
-0.09882606565952301,
0.10382933914661407,
0.11777959764003754,
0.033199649304151535,
-0.023941515013575554,
0.03742629662156105,
0.04791571572422981,
0.061471324414014816,
0.041198570281267166,
0.02430078387260437,
-0.07450782507658005,
0.05301061272621155,
0.015929829329252243,
-0.039961088448762894,
0.09375491738319397,
0.0005146929179318249,
-0.03037343919277191,
-0.011874190531671047,
0.01964421570301056,
0.08087872713804245,
0.0011984641896560788,
-0.07216379791498184,
0.06347081065177917,
-0.0008976812823675573,
-0.11869769543409348,
-3.799354431066604e-8,
-0.045222215354442596,
-0.07243508100509644,
0.06851553916931152,
-0.061016350984573364,
0.020349010825157166,
0.015882128849625587,
0.048954565078020096,
0.009858562611043453,
0.013579949736595154,
0.034245919436216354,
0.06616127490997314,
0.03159238398075104,
-0.008341367356479168,
0.049217283725738525,
0.004217877984046936,
0.014103217981755733,
-0.0018472897354513407,
-0.09139769524335861,
-0.007343843579292297,
-0.05568204075098038,
-0.12429610639810562,
-0.03347389027476311,
0.01415949035435915,
0.00007790583185851574,
-0.003368627978488803,
0.01741517148911953,
0.022244038060307503,
-0.022885262966156006,
0.016783038154244423,
-0.10031554102897644,
-0.18272294104099274,
-0.008477119728922844,
0.02159084752202034,
0.06782125681638718,
-0.04719388857483864,
-0.02427884191274643,
-0.12859489023685455,
0.07718893140554428,
-0.017193906009197235,
0.08499321341514587,
0.08370181918144226,
0.006743383128196001,
0.04343022033572197,
-0.015934700146317482,
0.015529489144682884,
0.04244757443666458,
-0.022701291367411613,
0.13915228843688965,
0.014890579506754875,
0.036872416734695435,
-0.043244410306215286,
0.006413851398974657,
-0.054327402263879776,
0.0027181266341358423,
-0.045084789395332336,
-0.012332770973443985,
-0.04290589690208435,
-0.05601944401860237,
0.023060442879796028,
-0.04021875187754631,
-0.0027977603022009134,
0.013909876346588135,
-0.03369896486401558,
-0.04011140763759613
] | null | null | null | null | null | null | null |
[
0.01125068124383688,
0.0459417849779129,
-0.012970606796443462,
0.09479042887687683,
0.04952984303236008,
-0.061201293021440506,
0.021481335163116455,
0.0006851404323242605,
0.006962838117033243,
0.08701024949550629,
-0.019514160230755806,
-0.040603525936603546,
-0.023411555215716362,
-0.0430767796933651,
-0.029619509354233742,
0.0170602947473526,
0.06548373401165009,
0.004620671737939119,
0.02867596410214901,
-0.12430477887392044,
-0.008417089469730854,
0.017174961045384407,
0.1207459419965744,
-0.0005301342462189496,
0.0038010606076568365,
0.07017997652292252,
0.013937387615442276,
0.0072106728330254555,
0.0046405489556491375,
0.05075337365269661,
-0.03484422713518143,
-0.02613173983991146,
0.018078487366437912,
-0.030332576483488083,
-0.01180446520447731,
0.10233642160892487,
-0.01854569837450981,
0.05661362409591675,
-0.016369162127375603,
0.05241527780890465,
-0.09750735014677048,
0.029878119006752968,
-0.02723090723156929,
0.023255635052919388,
-0.11666346341371536,
-0.030040645971894264,
-0.07174375653266907,
0.03459131717681885,
-0.002252291887998581,
0.03529684245586395,
0.05407041683793068,
-0.0827406644821167,
-0.022578829899430275,
0.07729202508926392,
-0.00765710324048996,
0.0024271346628665924,
-0.053749170154333115,
-0.0027720588259398937,
0.013787775300443172,
0.013947054743766785,
0.024213863536715508,
-0.11023394763469696,
0.07008469104766846,
-0.014202253893017769,
-0.02980036288499832,
0.0415632501244545,
0.034914687275886536,
0.02128664031624794,
-0.0358344241976738,
-0.027611954137682915,
-0.010628855787217617,
-0.018855445086956024,
0.01731683686375618,
-0.01592470332980156,
-0.05422913655638695,
0.01849285699427128,
0.09892553836107254,
-0.03822780400514603,
0.01927667111158371,
0.0877087339758873,
-0.04983293637633324,
0.01037233229726553,
-0.025973033159971237,
0.009954729117453098,
0.016073618084192276,
0.015956439077854156,
-0.057652126997709274,
-0.04387407749891281,
0.04148701950907707,
-0.055307768285274506,
-0.04556359723210335,
0.05828200280666351,
-0.017448894679546356,
0.020086172968149185,
0.027241749688982964,
-0.00970483012497425,
-0.07550671696662903,
-0.04253605380654335,
0.007773309014737606,
-0.01273772120475769,
-0.06478404253721237,
-0.04695426672697067,
-0.025758137926459312,
-0.01881074346601963,
0.047874823212623596,
-0.023787718266248703,
-0.02980772964656353,
0.007380398456007242,
0.09729807078838348,
0.09002817422151566,
0.02813858352601528,
0.022774018347263336,
0.03475070744752884,
0.038089003413915634,
-0.08994664251804352,
0.03807953745126724,
0.011426533572375774,
0.005844486877322197,
-0.023802882060408592,
0.10263348370790482,
0.029976457357406616,
-0.058526813983917236,
-0.009895890951156616,
-0.023718304932117462,
0.04613654315471649,
-0.043594881892204285,
0.05433737114071846,
-1.4909333007486558e-33,
-0.09981166571378708,
-0.024461988359689713,
0.015002797357738018,
-0.05964301526546478,
0.014324815012514591,
-0.0005295510636642575,
0.005195767618715763,
0.006623833905905485,
-0.056769564747810364,
-0.08317820727825165,
-0.05792975053191185,
-0.027790797874331474,
0.02494373917579651,
-0.017903469502925873,
0.002429105807095766,
-0.09701625257730484,
0.013100318610668182,
0.03589602932333946,
0.0699554830789566,
-0.07385393232107162,
0.046174030750989914,
-0.04728350415825844,
-0.00029962777625769377,
-0.0007729617645964026,
-0.011170325800776482,
0.06287720799446106,
0.03406263515353203,
0.007030591834336519,
-0.0026871750596910715,
0.00170111411716789,
0.011842653155326843,
-0.024759968742728233,
-0.03520934283733368,
-0.05857033282518387,
-0.03889603912830353,
0.034440867602825165,
0.05090535804629326,
0.02258409932255745,
0.07534076273441315,
0.019584938883781433,
-0.035589348524808884,
0.017142275348305702,
0.020833933725953102,
-0.03141362592577934,
0.018482057377696037,
-0.0008317745523527265,
-0.005068212281912565,
-0.039419692009687424,
-0.022436225786805153,
0.002298519015312195,
-0.009086360223591328,
-0.055208876729011536,
0.09794214367866516,
0.08197205513715744,
-0.0151371406391263,
-0.0008740241755731404,
0.014157767407596111,
0.04513304680585861,
0.03326491639018059,
0.1102796345949173,
-0.011964795179665089,
0.014170091599225998,
-0.03905102610588074,
-0.005896607413887978,
0.08642078191041946,
-0.0090236347168684,
0.013912281021475792,
0.04134773835539818,
-0.009111035615205765,
0.028483539819717407,
0.0719137191772461,
0.027282748371362686,
0.01216514129191637,
0.1084403544664383,
-0.021709255874156952,
0.04354983940720558,
0.011128009296953678,
0.0605938695371151,
-0.11525946855545044,
0.008721099235117435,
-0.08338768780231476,
0.05882704257965088,
-0.021969381719827652,
-0.01726466417312622,
0.11824876815080643,
-0.09944858402013779,
-0.016920417547225952,
-0.039825357496738434,
-0.04389166831970215,
0.06437569856643677,
-0.043745726346969604,
0.03548299893736839,
-0.020535675808787346,
-0.012881321832537651,
-0.029979443177580833,
9.230780611473176e-34,
0.02018936350941658,
0.07840113341808319,
-0.07068265974521637,
0.09094797819852829,
0.008648732677102089,
-0.04478205740451813,
-0.01110118255019188,
-0.016360243782401085,
0.021707849577069283,
0.02906953915953636,
-0.07885564118623734,
-0.03994233161211014,
-0.05858033895492554,
-0.029012922197580338,
0.07678066194057465,
-0.051071085035800934,
-0.00961474422365427,
-0.08254280686378479,
0.0010309860808774829,
-0.029477696865797043,
-0.029852669686079025,
-0.035843122750520706,
-0.10129368305206299,
-0.08697967976331711,
0.05042601376771927,
0.042638957500457764,
0.024858785793185234,
0.014705718494951725,
-0.03518299013376236,
0.04813363403081894,
-0.0664067268371582,
0.008834117092192173,
0.04524271562695503,
-0.05361519753932953,
0.08394250273704529,
0.03747282177209854,
-0.026704635471105576,
0.0906541645526886,
0.07478486001491547,
0.054556988179683685,
0.04275178164243698,
-0.08890967816114426,
-0.051918189972639084,
-0.016743509098887444,
-0.020457932725548744,
-0.03919408842921257,
0.014698274433612823,
0.02105536311864853,
-0.07306598871946335,
-0.01262764260172844,
0.03707652539014816,
-0.03161287680268288,
-0.03522438183426857,
0.05324206128716469,
0.0017638467252254486,
0.06503923237323761,
-0.037953030318021774,
0.06781218200922012,
-0.030264131724834442,
-0.03463653847575188,
0.16257478296756744,
-0.08133076876401901,
0.03417845815420151,
0.08607055246829987,
0.0017845409456640482,
-0.03576824441552162,
0.04740317910909653,
-0.06698338687419891,
-0.039066147059202194,
0.03617448732256889,
-0.09882606565952301,
0.10382933914661407,
0.11777959764003754,
0.033199649304151535,
-0.023941515013575554,
0.03742629662156105,
0.04791571572422981,
0.061471324414014816,
0.041198570281267166,
0.02430078387260437,
-0.07450782507658005,
0.05301061272621155,
0.015929829329252243,
-0.039961088448762894,
0.09375491738319397,
0.0005146929179318249,
-0.03037343919277191,
-0.011874190531671047,
0.01964421570301056,
0.08087872713804245,
0.0011984641896560788,
-0.07216379791498184,
0.06347081065177917,
-0.0008976812823675573,
-0.11869769543409348,
-3.799354431066604e-8,
-0.045222215354442596,
-0.07243508100509644,
0.06851553916931152,
-0.061016350984573364,
0.020349010825157166,
0.015882128849625587,
0.048954565078020096,
0.009858562611043453,
0.013579949736595154,
0.034245919436216354,
0.06616127490997314,
0.03159238398075104,
-0.008341367356479168,
0.049217283725738525,
0.004217877984046936,
0.014103217981755733,
-0.0018472897354513407,
-0.09139769524335861,
-0.007343843579292297,
-0.05568204075098038,
-0.12429610639810562,
-0.03347389027476311,
0.01415949035435915,
0.00007790583185851574,
-0.003368627978488803,
0.01741517148911953,
0.022244038060307503,
-0.022885262966156006,
0.016783038154244423,
-0.10031554102897644,
-0.18272294104099274,
-0.008477119728922844,
0.02159084752202034,
0.06782125681638718,
-0.04719388857483864,
-0.02427884191274643,
-0.12859489023685455,
0.07718893140554428,
-0.017193906009197235,
0.08499321341514587,
0.08370181918144226,
0.006743383128196001,
0.04343022033572197,
-0.015934700146317482,
0.015529489144682884,
0.04244757443666458,
-0.022701291367411613,
0.13915228843688965,
0.014890579506754875,
0.036872416734695435,
-0.043244410306215286,
0.006413851398974657,
-0.054327402263879776,
0.0027181266341358423,
-0.045084789395332336,
-0.012332770973443985,
-0.04290589690208435,
-0.05601944401860237,
0.023060442879796028,
-0.04021875187754631,
-0.0027977603022009134,
0.013909876346588135,
-0.03369896486401558,
-0.04011140763759613
] |
1402.3382
|
Rosy Madaan
|
K.Rajan, Dr.V.Ramalingam, Dr.M.Ganesan
|
Machine Learning of Phonologically Conditioned Noun Declensions For
Tamil Morphological Generators
|
13 pages. International Journal of Computer Engineering and
Applications, 2013
| null | null | null |
cs.CL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper presents machine learning solutions to a practical problem of
Natural Language Generation (NLG), particularly the word formation in
agglutinative languages like Tamil, in a supervised manner. The morphological
generator is an important component of Natural Language Processing in
Artificial Intelligence. It generates word forms given a root and affixes. The
morphophonemic changes like addition, deletion, alternation etc., occur when
two or more morphemes or words joined together. The Sandhi rules should be
explicitly specified in the rule based morphological analyzers and generators.
In machine learning framework, these rules can be learned automatically by the
system from the training samples and subsequently be applied for new inputs. In
this paper we proposed the machine learning models which learn the
morphophonemic rules for noun declensions from the given training data. These
models are trained to learn sandhi rules using various learning algorithms and
the performance of those algorithms are presented. From this we conclude that
machine learning of morphological processing such as word form generation can
be successfully learned in a supervised manner, without explicit description of
rules. The performance of Decision trees and Bayesian machine learning
algorithms on noun declensions are discussed.
|
[
{
"created": "Fri, 14 Feb 2014 06:46:44 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Rajan",
"K.",
""
],
[
"Ramalingam",
"Dr. V.",
""
],
[
"Ganesan",
"Dr. M.",
""
]
] |
[
-0.06330497562885284,
-0.025665003806352615,
0.04594029486179352,
-0.010415398515760899,
-0.05805983766913414,
-0.08308034390211105,
0.009973162785172462,
-0.045497696846723557,
0.024563925340771675,
0.04971550777554512,
0.024866417050361633,
-0.10383278876543045,
0.07688076794147491,
-0.03356943279504776,
0.04435660317540169,
0.0013184346025809646,
-0.030993979424238205,
0.09614961594343185,
-0.12490338832139969,
-0.051886726170778275,
0.12390334159135818,
0.09095361828804016,
-0.040961671620607376,
-0.01881052553653717,
0.06542135775089264,
0.056849826127290726,
0.012931356206536293,
0.02061043493449688,
0.06802315264940262,
-0.011268280446529388,
0.05157434940338135,
-0.05386848747730255,
0.05183781310915947,
0.038871970027685165,
-0.001513587310910225,
0.003838676493614912,
-0.05023197457194328,
0.07937020063400269,
0.06377813220024109,
-0.022583914920687675,
-0.08167336881160736,
-0.036253806203603745,
0.005355227738618851,
0.02358482964336872,
0.1249031201004982,
0.08644326776266098,
-0.09741906821727753,
0.01086261123418808,
-0.0639895647764206,
0.025492848828434944,
-0.10911493003368378,
-0.05374390259385109,
-0.032027386128902435,
0.08735725283622742,
-0.022241469472646713,
-0.016264192759990692,
0.04221189394593239,
-0.014536300674080849,
-0.04127204045653343,
-0.06239529326558113,
-0.03619478642940521,
-0.08817854523658752,
-0.06130030006170273,
-0.0635112002491951,
-0.06408039480447769,
0.02441982738673687,
0.026332177221775055,
-0.013254746794700623,
-0.03583879396319389,
0.042715396732091904,
-0.05189790576696396,
0.09302977472543716,
0.01457737386226654,
0.0859755203127861,
-0.10492461919784546,
0.056914761662483215,
-0.016041550785303116,
0.026935849338769913,
0.05833333358168602,
-0.013698653317987919,
0.025263125076889992,
0.03180332109332085,
0.05711708217859268,
0.005442482419312,
0.007425661198794842,
0.01685342565178871,
-0.008647528477013111,
0.00922651682049036,
0.018841199576854706,
0.04729598015546799,
-0.05160555988550186,
-0.012592350132763386,
0.08661407977342606,
-0.04782913997769356,
-0.03008021041750908,
0.014045936055481434,
-0.03811924532055855,
-0.024253379553556442,
0.04502854868769646,
0.08448759466409683,
0.004377953242510557,
0.09179770946502686,
-0.003694262821227312,
-0.046105578541755676,
-0.04353174939751625,
-0.0009638743358664215,
-0.030098233371973038,
-0.0728500485420227,
0.10163765400648117,
-0.0350709892809391,
0.015510926954448223,
0.06232282891869545,
-0.04312533140182495,
-0.02005377784371376,
0.009630663320422173,
0.04223710298538208,
0.012692270800471306,
0.013741720467805862,
0.05249444395303726,
0.052611976861953735,
-0.029932714998722076,
0.014293787069618702,
0.02656039036810398,
0.09390315413475037,
0.01833261549472809,
-0.08309030532836914,
-0.025705140084028244,
1.3212748439429482e-33,
0.08206476271152496,
0.008552740328013897,
-0.061804868280887604,
-0.01961682178080082,
0.07348599284887314,
-0.018659623339772224,
-0.04930128902196884,
-0.04236597195267677,
0.03270699828863144,
-0.052124395966529846,
-0.05592808872461319,
-0.05102865770459175,
-0.03498108312487602,
-0.058167800307273865,
0.10524461418390274,
0.01285108644515276,
-0.006933305878192186,
-0.017448309808969498,
-0.06015675142407417,
-0.00932365469634533,
-0.0031762318685650826,
0.027346473187208176,
0.07384340465068817,
-0.043028324842453,
-0.018199767917394638,
0.005133926402777433,
0.05226593837141991,
-0.062339186668395996,
-0.028923528268933296,
0.023146066814661026,
-0.012284076772630215,
-0.11381176859140396,
0.035585660487413406,
0.040871359407901764,
-0.047513771802186966,
-0.03579479083418846,
-0.03675565868616104,
-0.018313487991690636,
-0.01760491542518139,
-0.0028768007177859545,
-0.007797861937433481,
-0.01623787172138691,
0.05120708793401718,
0.08674353361129761,
-0.04901124909520149,
0.060916949063539505,
-0.04207473620772362,
0.0022143383976072073,
-0.011675349436700344,
-0.02973204292356968,
0.0463026687502861,
0.021993404254317284,
0.015004266984760761,
-0.0016870314721018076,
0.01709596812725067,
0.12645168602466583,
-0.013552764430642128,
-0.01399142760783434,
-0.04255909472703934,
-0.009544542990624905,
0.046210646629333496,
0.046430591493844986,
0.01615603268146515,
0.05599372833967209,
-0.040101733058691025,
-0.0008756064926274121,
0.026730863377451897,
0.038444604724645615,
0.049308642745018005,
-0.027979765087366104,
0.020575566217303276,
-0.06679607927799225,
-0.07113229483366013,
0.04354222118854523,
0.03341883420944214,
0.01370264496654272,
0.057680949568748474,
-0.023440510034561157,
-0.047038741409778595,
-0.019499173387885094,
-0.02835669554769993,
0.045013122260570526,
0.06822896748781204,
-0.09162258356809616,
0.05174560099840164,
-0.0919952541589737,
0.013191686943173409,
-0.012395167723298073,
0.03963453695178032,
-0.03415638953447342,
-0.044358134269714355,
-0.0177904199808836,
-0.042088404297828674,
0.030666533857584,
-0.0013017968740314245,
-1.4094712667301828e-33,
-0.08487682044506073,
-0.02731669880449772,
-0.09989091753959656,
0.1148710548877716,
-0.05979553610086441,
-0.04331953451037407,
-0.03232690691947937,
0.04982464388012886,
0.02007173001766205,
-0.06131624057888985,
-0.095201276242733,
0.04845321178436279,
0.038186538964509964,
0.008060303516685963,
-0.028985189273953438,
-0.046865902841091156,
0.02388794906437397,
0.0056280652061104774,
0.028050847351551056,
0.1024465411901474,
-0.0448148250579834,
0.07848935574293137,
-0.07898926734924316,
0.012874828651547432,
0.03365299850702286,
-0.003416848136112094,
-0.04524243623018265,
0.08785919845104218,
-0.046820998191833496,
0.054165542125701904,
-0.00284821935929358,
0.00723164901137352,
-0.010383706539869308,
-0.009898452088236809,
-0.0627843588590622,
-0.09077439457178116,
0.013348718173801899,
-0.06460534781217575,
0.024701105430722237,
0.0987759605050087,
-0.027520064264535904,
0.064434714615345,
-0.021726787090301514,
-0.013234219513833523,
-0.042754143476486206,
-0.07094571739435196,
-0.06701554358005524,
0.0265736635774374,
-0.010931535623967648,
-0.03722503036260605,
0.029442433267831802,
-0.023289306089282036,
-0.05887967720627785,
0.015791257843375206,
-0.04957587271928787,
-0.0018238930497318506,
-0.04645311087369919,
-0.01955234445631504,
0.009853867813944817,
0.008014416322112083,
-0.05156797915697098,
-0.03276049718260765,
0.026256810873746872,
0.0003794779477175325,
0.07637712359428406,
0.021780790761113167,
-0.0258219875395298,
0.05531332269310951,
0.036180559545755386,
-0.07557562738656998,
-0.02564655989408493,
-0.004332255572080612,
-0.02445475570857525,
0.0835421159863472,
-0.026373403146862984,
-0.023629428818821907,
-0.02271530032157898,
-0.058013834059238434,
-0.014790515415370464,
-0.11619071662425995,
-0.02913082204759121,
0.003943722695112228,
-0.014111451804637909,
0.03808264806866646,
-0.006691573187708855,
0.0057779778726398945,
0.06628792732954025,
0.03232225030660629,
0.05828693136572838,
0.017780732363462448,
0.022076984867453575,
0.0834575891494751,
0.005336040630936623,
0.15752491354942322,
-0.025373267009854317,
-4.029897127111326e-8,
-0.013933097012341022,
-0.021667171269655228,
-0.01614009216427803,
0.03840645030140877,
0.06038505211472511,
-0.017532970756292343,
-0.012139282189309597,
0.02407165803015232,
0.007679974194616079,
-0.14719025790691376,
-0.0253281369805336,
0.04633649066090584,
-0.06433431059122086,
-0.023092664778232574,
-0.04994094744324684,
0.0530264712870121,
0.046004269272089005,
0.08656937628984451,
-0.01581018790602684,
-0.022020787000656128,
0.0606771782040596,
0.032349586486816406,
-0.00987101811915636,
0.07474913448095322,
-0.012308647856116295,
-0.04741530120372772,
-0.030416781082749367,
-0.0704398825764656,
0.007449067663401365,
0.0597565583884716,
-0.03726013004779816,
0.062281832098960876,
0.010189831256866455,
0.01921774074435234,
0.05481892079114914,
0.10714984685182571,
-0.029837507754564285,
-0.08221350610256195,
0.05801345035433769,
0.06329671293497086,
0.11179568618535995,
0.033167995512485504,
-0.031561437994241714,
-0.0039422400295734406,
0.02341471053659916,
-0.05464605242013931,
0.016952013596892357,
-0.10353196412324905,
0.02613215520977974,
-0.04687066003680229,
0.10348840802907944,
0.0025110889691859484,
0.012745456770062447,
-0.055333614349365234,
0.021071966737508774,
-0.035610079765319824,
-0.01736711524426937,
0.028871094807982445,
0.08320698142051697,
0.03487136960029602,
-0.008845318108797073,
0.05752215534448624,
0.09140952676534653,
-0.025111455470323563
] | null | null | null | null | null | null | null |
[
-0.06330497562885284,
-0.025665003806352615,
0.04594029486179352,
-0.010415398515760899,
-0.05805983766913414,
-0.08308034390211105,
0.009973162785172462,
-0.045497696846723557,
0.024563925340771675,
0.04971550777554512,
0.024866417050361633,
-0.10383278876543045,
0.07688076794147491,
-0.03356943279504776,
0.04435660317540169,
0.0013184346025809646,
-0.030993979424238205,
0.09614961594343185,
-0.12490338832139969,
-0.051886726170778275,
0.12390334159135818,
0.09095361828804016,
-0.040961671620607376,
-0.01881052553653717,
0.06542135775089264,
0.056849826127290726,
0.012931356206536293,
0.02061043493449688,
0.06802315264940262,
-0.011268280446529388,
0.05157434940338135,
-0.05386848747730255,
0.05183781310915947,
0.038871970027685165,
-0.001513587310910225,
0.003838676493614912,
-0.05023197457194328,
0.07937020063400269,
0.06377813220024109,
-0.022583914920687675,
-0.08167336881160736,
-0.036253806203603745,
0.005355227738618851,
0.02358482964336872,
0.1249031201004982,
0.08644326776266098,
-0.09741906821727753,
0.01086261123418808,
-0.0639895647764206,
0.025492848828434944,
-0.10911493003368378,
-0.05374390259385109,
-0.032027386128902435,
0.08735725283622742,
-0.022241469472646713,
-0.016264192759990692,
0.04221189394593239,
-0.014536300674080849,
-0.04127204045653343,
-0.06239529326558113,
-0.03619478642940521,
-0.08817854523658752,
-0.06130030006170273,
-0.0635112002491951,
-0.06408039480447769,
0.02441982738673687,
0.026332177221775055,
-0.013254746794700623,
-0.03583879396319389,
0.042715396732091904,
-0.05189790576696396,
0.09302977472543716,
0.01457737386226654,
0.0859755203127861,
-0.10492461919784546,
0.056914761662483215,
-0.016041550785303116,
0.026935849338769913,
0.05833333358168602,
-0.013698653317987919,
0.025263125076889992,
0.03180332109332085,
0.05711708217859268,
0.005442482419312,
0.007425661198794842,
0.01685342565178871,
-0.008647528477013111,
0.00922651682049036,
0.018841199576854706,
0.04729598015546799,
-0.05160555988550186,
-0.012592350132763386,
0.08661407977342606,
-0.04782913997769356,
-0.03008021041750908,
0.014045936055481434,
-0.03811924532055855,
-0.024253379553556442,
0.04502854868769646,
0.08448759466409683,
0.004377953242510557,
0.09179770946502686,
-0.003694262821227312,
-0.046105578541755676,
-0.04353174939751625,
-0.0009638743358664215,
-0.030098233371973038,
-0.0728500485420227,
0.10163765400648117,
-0.0350709892809391,
0.015510926954448223,
0.06232282891869545,
-0.04312533140182495,
-0.02005377784371376,
0.009630663320422173,
0.04223710298538208,
0.012692270800471306,
0.013741720467805862,
0.05249444395303726,
0.052611976861953735,
-0.029932714998722076,
0.014293787069618702,
0.02656039036810398,
0.09390315413475037,
0.01833261549472809,
-0.08309030532836914,
-0.025705140084028244,
1.3212748439429482e-33,
0.08206476271152496,
0.008552740328013897,
-0.061804868280887604,
-0.01961682178080082,
0.07348599284887314,
-0.018659623339772224,
-0.04930128902196884,
-0.04236597195267677,
0.03270699828863144,
-0.052124395966529846,
-0.05592808872461319,
-0.05102865770459175,
-0.03498108312487602,
-0.058167800307273865,
0.10524461418390274,
0.01285108644515276,
-0.006933305878192186,
-0.017448309808969498,
-0.06015675142407417,
-0.00932365469634533,
-0.0031762318685650826,
0.027346473187208176,
0.07384340465068817,
-0.043028324842453,
-0.018199767917394638,
0.005133926402777433,
0.05226593837141991,
-0.062339186668395996,
-0.028923528268933296,
0.023146066814661026,
-0.012284076772630215,
-0.11381176859140396,
0.035585660487413406,
0.040871359407901764,
-0.047513771802186966,
-0.03579479083418846,
-0.03675565868616104,
-0.018313487991690636,
-0.01760491542518139,
-0.0028768007177859545,
-0.007797861937433481,
-0.01623787172138691,
0.05120708793401718,
0.08674353361129761,
-0.04901124909520149,
0.060916949063539505,
-0.04207473620772362,
0.0022143383976072073,
-0.011675349436700344,
-0.02973204292356968,
0.0463026687502861,
0.021993404254317284,
0.015004266984760761,
-0.0016870314721018076,
0.01709596812725067,
0.12645168602466583,
-0.013552764430642128,
-0.01399142760783434,
-0.04255909472703934,
-0.009544542990624905,
0.046210646629333496,
0.046430591493844986,
0.01615603268146515,
0.05599372833967209,
-0.040101733058691025,
-0.0008756064926274121,
0.026730863377451897,
0.038444604724645615,
0.049308642745018005,
-0.027979765087366104,
0.020575566217303276,
-0.06679607927799225,
-0.07113229483366013,
0.04354222118854523,
0.03341883420944214,
0.01370264496654272,
0.057680949568748474,
-0.023440510034561157,
-0.047038741409778595,
-0.019499173387885094,
-0.02835669554769993,
0.045013122260570526,
0.06822896748781204,
-0.09162258356809616,
0.05174560099840164,
-0.0919952541589737,
0.013191686943173409,
-0.012395167723298073,
0.03963453695178032,
-0.03415638953447342,
-0.044358134269714355,
-0.0177904199808836,
-0.042088404297828674,
0.030666533857584,
-0.0013017968740314245,
-1.4094712667301828e-33,
-0.08487682044506073,
-0.02731669880449772,
-0.09989091753959656,
0.1148710548877716,
-0.05979553610086441,
-0.04331953451037407,
-0.03232690691947937,
0.04982464388012886,
0.02007173001766205,
-0.06131624057888985,
-0.095201276242733,
0.04845321178436279,
0.038186538964509964,
0.008060303516685963,
-0.028985189273953438,
-0.046865902841091156,
0.02388794906437397,
0.0056280652061104774,
0.028050847351551056,
0.1024465411901474,
-0.0448148250579834,
0.07848935574293137,
-0.07898926734924316,
0.012874828651547432,
0.03365299850702286,
-0.003416848136112094,
-0.04524243623018265,
0.08785919845104218,
-0.046820998191833496,
0.054165542125701904,
-0.00284821935929358,
0.00723164901137352,
-0.010383706539869308,
-0.009898452088236809,
-0.0627843588590622,
-0.09077439457178116,
0.013348718173801899,
-0.06460534781217575,
0.024701105430722237,
0.0987759605050087,
-0.027520064264535904,
0.064434714615345,
-0.021726787090301514,
-0.013234219513833523,
-0.042754143476486206,
-0.07094571739435196,
-0.06701554358005524,
0.0265736635774374,
-0.010931535623967648,
-0.03722503036260605,
0.029442433267831802,
-0.023289306089282036,
-0.05887967720627785,
0.015791257843375206,
-0.04957587271928787,
-0.0018238930497318506,
-0.04645311087369919,
-0.01955234445631504,
0.009853867813944817,
0.008014416322112083,
-0.05156797915697098,
-0.03276049718260765,
0.026256810873746872,
0.0003794779477175325,
0.07637712359428406,
0.021780790761113167,
-0.0258219875395298,
0.05531332269310951,
0.036180559545755386,
-0.07557562738656998,
-0.02564655989408493,
-0.004332255572080612,
-0.02445475570857525,
0.0835421159863472,
-0.026373403146862984,
-0.023629428818821907,
-0.02271530032157898,
-0.058013834059238434,
-0.014790515415370464,
-0.11619071662425995,
-0.02913082204759121,
0.003943722695112228,
-0.014111451804637909,
0.03808264806866646,
-0.006691573187708855,
0.0057779778726398945,
0.06628792732954025,
0.03232225030660629,
0.05828693136572838,
0.017780732363462448,
0.022076984867453575,
0.0834575891494751,
0.005336040630936623,
0.15752491354942322,
-0.025373267009854317,
-4.029897127111326e-8,
-0.013933097012341022,
-0.021667171269655228,
-0.01614009216427803,
0.03840645030140877,
0.06038505211472511,
-0.017532970756292343,
-0.012139282189309597,
0.02407165803015232,
0.007679974194616079,
-0.14719025790691376,
-0.0253281369805336,
0.04633649066090584,
-0.06433431059122086,
-0.023092664778232574,
-0.04994094744324684,
0.0530264712870121,
0.046004269272089005,
0.08656937628984451,
-0.01581018790602684,
-0.022020787000656128,
0.0606771782040596,
0.032349586486816406,
-0.00987101811915636,
0.07474913448095322,
-0.012308647856116295,
-0.04741530120372772,
-0.030416781082749367,
-0.0704398825764656,
0.007449067663401365,
0.0597565583884716,
-0.03726013004779816,
0.062281832098960876,
0.010189831256866455,
0.01921774074435234,
0.05481892079114914,
0.10714984685182571,
-0.029837507754564285,
-0.08221350610256195,
0.05801345035433769,
0.06329671293497086,
0.11179568618535995,
0.033167995512485504,
-0.031561437994241714,
-0.0039422400295734406,
0.02341471053659916,
-0.05464605242013931,
0.016952013596892357,
-0.10353196412324905,
0.02613215520977974,
-0.04687066003680229,
0.10348840802907944,
0.0025110889691859484,
0.012745456770062447,
-0.055333614349365234,
0.021071966737508774,
-0.035610079765319824,
-0.01736711524426937,
0.028871094807982445,
0.08320698142051697,
0.03487136960029602,
-0.008845318108797073,
0.05752215534448624,
0.09140952676534653,
-0.025111455470323563
] |
1402.3384
|
Weina Wang
|
Weina Wang, Lei Ying and Junshan Zhang
|
A Minimax Distortion View of Differentially Private Query Release
| null | null | null | null |
cs.CR cs.DB cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the problem of differentially private query release through a
synthetic database approach. Departing from the existing approaches that
require the query set to be specified in advance, we advocate to devise
query-set independent mechanisms, with an ambitious goal of providing accurate
answers, while meeting the privacy constraints, for all queries in a general
query class. Specifically, a differentially private mechanism is constructed to
"encode" rich stochastic structure into the synthetic database, and
"customized" companion estimators are then derived to provide accurate answers
by making use of all available information, including the mechanism (which is
public information) and the query functions. Accordingly, the distortion under
the best of this kind of mechanisms at the worst-case query in a general query
class, so called the minimax distortion, provides a fundamental
characterization of differentially private query release.
For the general class of statistical queries, we prove that with the
squared-error distortion measure, the minimax distortion is $O(1/n)$ by
deriving asymptotically tight upper and lower bounds in the regime that the
database size $n$ goes to infinity. The upper bound is achievable by a
mechanism $\mathcal{E}$ and its corresponding companion estimators, which
points directly to the feasibility of the proposed approach in large databases.
We further evaluate the mechanism $\mathcal{E}$ and the companion estimators
through experiments on real datasets from Netflix and Facebook. Experimental
results show improvement over the state-of-art MWEM algorithm and verify the
scaling behavior $O(1/n)$ of the minimax distortion.
|
[
{
"created": "Fri, 14 Feb 2014 06:54:49 GMT",
"version": "v1"
},
{
"created": "Mon, 1 Dec 2014 07:01:08 GMT",
"version": "v2"
}
] |
2014-12-02
|
[
[
"Wang",
"Weina",
""
],
[
"Ying",
"Lei",
""
],
[
"Zhang",
"Junshan",
""
]
] |
[
-0.09076884388923645,
-0.039997853338718414,
-0.03486325591802597,
0.09324899315834045,
0.002753641689196229,
0.013440930284559727,
0.03280922770500183,
0.009304997511208057,
0.061806317418813705,
-0.005982622504234314,
0.0007675882079638541,
0.01942320726811886,
0.09566682577133179,
-0.08655145764350891,
-0.007251562085002661,
-0.011118200607597828,
0.06878761947154999,
0.11370064318180084,
-0.08827744424343109,
0.07614486664533615,
0.0036806396674364805,
0.005639560986310244,
0.025687063112854958,
0.07575362920761108,
0.0284452885389328,
-0.07966870814561844,
0.06310676783323288,
-0.03857366368174553,
-0.004707947373390198,
-0.06806299835443497,
0.0002542267902754247,
0.01419009454548359,
-0.01490408182144165,
0.04269317910075188,
0.054141562432050705,
-0.062188342213630676,
-0.019853534176945686,
-0.007913929410278797,
-0.046983733773231506,
-0.03943025320768356,
0.007997404783964157,
0.022284794598817825,
-0.061207640916109085,
-0.0066183870658278465,
-0.03183244913816452,
0.020247425884008408,
0.041970763355493546,
0.042925506830215454,
-0.06036534160375595,
0.006692376919090748,
-0.04403579980134964,
-0.0030165482312440872,
-0.043570905923843384,
0.00093299918808043,
0.030805222690105438,
-0.06817957013845444,
-0.07081054151058197,
-0.010767740197479725,
-0.07410316914319992,
0.12480346858501434,
0.022746099159121513,
-0.06061697006225586,
-0.010367338545620441,
-0.0015894582029432058,
-0.023178106173872948,
-0.028766818344593048,
0.10168728232383728,
0.003979579545557499,
0.03261416777968407,
0.011656263843178749,
-0.050285812467336655,
0.03391965478658676,
-0.09717463701963425,
0.05330028384923935,
0.06095876544713974,
0.010545123368501663,
-0.049269285053014755,
-0.01169789582490921,
-0.016012117266654968,
0.005013566929847002,
-0.019604114815592766,
-0.03967849537730217,
0.05409391596913338,
0.008661117404699326,
0.03203627094626427,
-0.026734041050076485,
0.0832967758178711,
-0.018867427483201027,
0.09853503853082657,
-0.020837580785155296,
-0.08919040858745575,
0.005367751698940992,
-0.047191984951496124,
0.030078615993261337,
0.04798750951886177,
-0.0344039723277092,
0.012555787339806557,
-0.010170008055865765,
0.08787853270769119,
0.06128062680363655,
0.024303151294589043,
0.11118969321250916,
-0.02816951647400856,
-0.06582413613796234,
0.030654102563858032,
0.02957044169306755,
0.06076881289482117,
-0.009108888916671276,
0.0076701645739376545,
-0.004257652442902327,
0.008859778754413128,
0.016550304368138313,
-0.0073678200133144855,
-0.10455389320850372,
-0.015708545222878456,
-0.03241325169801712,
-0.025575868785381317,
0.03770958632230759,
-0.01932785101234913,
-0.042588308453559875,
0.026335641741752625,
0.0730884000658989,
0.03733465448021889,
-0.0105740986764431,
-0.031190376728773117,
0.02980611100792885,
-0.09518870711326599,
7.838931015252277e-34,
0.055955104529857635,
0.0259384848177433,
0.03998550400137901,
-0.10874871909618378,
-0.02323257178068161,
0.045251984149217606,
-0.03118840605020523,
0.04713450372219086,
-0.03625119850039482,
0.02540203556418419,
0.018968356773257256,
0.049793217331171036,
0.0035933181643486023,
-0.012931276112794876,
0.12401179224252701,
0.05039728432893753,
0.017685743048787117,
0.11847854405641556,
0.08268779516220093,
-0.027347790077328682,
0.12869028747081757,
0.0012072117533534765,
0.007374514359980822,
-0.013862957246601582,
0.05659986659884453,
0.0039035072550177574,
-0.005067077465355396,
-0.024930844083428383,
0.04594220221042633,
0.016665024682879448,
-0.055114492774009705,
0.014741695486009121,
-0.03115180693566799,
-0.015124771744012833,
0.07087945938110352,
-0.012928926385939121,
-0.05891479179263115,
0.012103814631700516,
0.024913625791668892,
0.05972592905163765,
-0.011499965563416481,
0.03200693801045418,
0.017659567296504974,
0.0002862024703063071,
-0.1256893277168274,
-0.03762473538517952,
-0.0454392172396183,
0.057268328964710236,
-0.02104288339614868,
-0.08972194045782089,
-0.009469009935855865,
0.03078894130885601,
-0.0487230010330677,
0.004141844343394041,
0.01342704426497221,
-0.0102227833122015,
0.07386188954114914,
0.0025445742066949606,
-0.015152393840253353,
0.11176882684230804,
-0.05405087396502495,
0.0015061498852446675,
0.07243373245000839,
-0.06987795978784561,
0.009232726879417896,
0.014809807762503624,
-0.034390561282634735,
-0.005639154929667711,
0.09992574155330658,
-0.06261979788541794,
0.019685015082359314,
0.04709617421030998,
-0.04355454817414284,
-0.06391831487417221,
-0.007880354300141335,
-0.031518515199422836,
0.049021799117326736,
0.010775517672300339,
0.07726368308067322,
-0.0013831292744725943,
-0.01312863640487194,
-0.0372852198779583,
-0.011937894858419895,
0.03658641502261162,
-0.10517711192369461,
-0.016772538423538208,
-0.01674860157072544,
0.05201822891831398,
-0.07453122735023499,
0.03764992207288742,
-0.05189566686749458,
-0.06434161961078644,
-0.03291844576597214,
-0.05157691240310669,
-0.01108869444578886,
-2.1803464111685268e-33,
-0.08265133947134018,
-0.004015958867967129,
-0.06597141176462173,
0.04362412542104721,
0.02709394134581089,
-0.0797029659152031,
-0.07354792952537537,
0.03346170485019684,
-0.02691211737692356,
-0.014621911570429802,
-0.07766062766313553,
0.018215075135231018,
0.07022236287593842,
-0.04990025609731674,
-0.021358629688620567,
0.033262018114328384,
0.04218427091836929,
-0.003147945273667574,
-0.08734621107578278,
0.05891987308859825,
-0.04315836355090141,
0.12649179995059967,
-0.05999637022614479,
0.05446423590183258,
0.07991257309913635,
0.007886074483394623,
-0.11348474025726318,
0.0996430516242981,
0.008976259268820286,
-0.009465919807553291,
-0.0501285083591938,
-0.07500636577606201,
-0.11300873756408691,
-0.07653708010911942,
-0.05233391374349594,
-0.012879597954452038,
-0.05645472928881645,
0.0747462809085846,
0.0005238160956650972,
0.0656377300620079,
-0.003365209558978677,
0.03281063586473465,
-0.03640958294272423,
0.05402588099241257,
0.07939359545707703,
-0.029728775843977928,
-0.10535219311714172,
0.0005836975178681314,
0.04978276789188385,
0.04450254887342453,
-0.007698522415012121,
0.02550765872001648,
0.050292398780584335,
0.061556264758110046,
0.02331831492483616,
-0.04133743792772293,
-0.06977351009845734,
-0.01731506548821926,
0.032132718712091446,
0.06545386463403702,
0.008543053641915321,
0.032898083329200745,
-0.10720278322696686,
0.04654168710112572,
-0.011525607667863369,
-0.074805848300457,
-0.049949176609516144,
-0.0798352062702179,
0.01517767459154129,
-0.02191290818154812,
0.04599720984697342,
-0.07371664047241211,
0.01759951561689377,
0.04070112481713295,
0.004876112099736929,
0.07445687055587769,
0.00003083820047322661,
0.018935440108180046,
-0.0023563741706311703,
0.11450398713350296,
0.02165238931775093,
0.007420976180583239,
0.11678126454353333,
-0.060074832290410995,
0.04205166921019554,
-0.062235523015260696,
0.07605226337909698,
-0.0685570240020752,
0.02791515551507473,
-0.0007020313641987741,
-0.002920381259173155,
-0.04176748916506767,
-0.13647031784057617,
0.02991950325667858,
-0.08071333914995193,
-4.363305095012038e-8,
-0.007497743237763643,
0.009678357280790806,
0.009402673691511154,
0.03353697061538696,
0.09992440789937973,
-0.06667827814817429,
-0.05862221121788025,
0.07033821940422058,
-0.07234320044517517,
-0.014510884881019592,
0.07224816083908081,
0.006699660327285528,
0.012121403589844704,
-0.0069235218688845634,
0.033308517187833786,
0.061137787997722626,
-0.036202676594257355,
-0.03818712756037712,
-0.04541683569550514,
-0.0501336008310318,
-0.11941726505756378,
0.026566913351416588,
-0.06285551190376282,
-0.006789967883378267,
0.01673736236989498,
0.008223269134759903,
0.05193839594721794,
0.003985085058957338,
0.060190532356500626,
0.07582022994756699,
0.045400992035865784,
-0.03996174782514572,
0.039813924580812454,
0.0198411475867033,
-0.0023572775535285473,
0.07233542203903198,
-0.05817855894565582,
0.03180012106895447,
-0.04236710071563721,
-0.0005418609944172204,
0.04070816561579704,
-0.008357638493180275,
-0.004703604616224766,
0.062300968915224075,
0.0011288258247077465,
-0.04791724309325218,
0.043485127389431,
-0.07347814738750458,
0.00539868650957942,
-0.04847947880625725,
0.026471134275197983,
-0.06438294798135757,
-0.015485036186873913,
0.03163842856884003,
0.04247521609067917,
0.03711193427443504,
0.0005055509973317385,
-0.02341405116021633,
0.009178631007671356,
0.01613546721637249,
-0.022601129487156868,
0.0204195324331522,
-0.014356118626892567,
0.029958663508296013
] | null | null | null | null | null | null | null |
[
-0.09076884388923645,
-0.039997853338718414,
-0.03486325591802597,
0.09324899315834045,
0.002753641689196229,
0.013440930284559727,
0.03280922770500183,
0.009304997511208057,
0.061806317418813705,
-0.005982622504234314,
0.0007675882079638541,
0.01942320726811886,
0.09566682577133179,
-0.08655145764350891,
-0.007251562085002661,
-0.011118200607597828,
0.06878761947154999,
0.11370064318180084,
-0.08827744424343109,
0.07614486664533615,
0.0036806396674364805,
0.005639560986310244,
0.025687063112854958,
0.07575362920761108,
0.0284452885389328,
-0.07966870814561844,
0.06310676783323288,
-0.03857366368174553,
-0.004707947373390198,
-0.06806299835443497,
0.0002542267902754247,
0.01419009454548359,
-0.01490408182144165,
0.04269317910075188,
0.054141562432050705,
-0.062188342213630676,
-0.019853534176945686,
-0.007913929410278797,
-0.046983733773231506,
-0.03943025320768356,
0.007997404783964157,
0.022284794598817825,
-0.061207640916109085,
-0.0066183870658278465,
-0.03183244913816452,
0.020247425884008408,
0.041970763355493546,
0.042925506830215454,
-0.06036534160375595,
0.006692376919090748,
-0.04403579980134964,
-0.0030165482312440872,
-0.043570905923843384,
0.00093299918808043,
0.030805222690105438,
-0.06817957013845444,
-0.07081054151058197,
-0.010767740197479725,
-0.07410316914319992,
0.12480346858501434,
0.022746099159121513,
-0.06061697006225586,
-0.010367338545620441,
-0.0015894582029432058,
-0.023178106173872948,
-0.028766818344593048,
0.10168728232383728,
0.003979579545557499,
0.03261416777968407,
0.011656263843178749,
-0.050285812467336655,
0.03391965478658676,
-0.09717463701963425,
0.05330028384923935,
0.06095876544713974,
0.010545123368501663,
-0.049269285053014755,
-0.01169789582490921,
-0.016012117266654968,
0.005013566929847002,
-0.019604114815592766,
-0.03967849537730217,
0.05409391596913338,
0.008661117404699326,
0.03203627094626427,
-0.026734041050076485,
0.0832967758178711,
-0.018867427483201027,
0.09853503853082657,
-0.020837580785155296,
-0.08919040858745575,
0.005367751698940992,
-0.047191984951496124,
0.030078615993261337,
0.04798750951886177,
-0.0344039723277092,
0.012555787339806557,
-0.010170008055865765,
0.08787853270769119,
0.06128062680363655,
0.024303151294589043,
0.11118969321250916,
-0.02816951647400856,
-0.06582413613796234,
0.030654102563858032,
0.02957044169306755,
0.06076881289482117,
-0.009108888916671276,
0.0076701645739376545,
-0.004257652442902327,
0.008859778754413128,
0.016550304368138313,
-0.0073678200133144855,
-0.10455389320850372,
-0.015708545222878456,
-0.03241325169801712,
-0.025575868785381317,
0.03770958632230759,
-0.01932785101234913,
-0.042588308453559875,
0.026335641741752625,
0.0730884000658989,
0.03733465448021889,
-0.0105740986764431,
-0.031190376728773117,
0.02980611100792885,
-0.09518870711326599,
7.838931015252277e-34,
0.055955104529857635,
0.0259384848177433,
0.03998550400137901,
-0.10874871909618378,
-0.02323257178068161,
0.045251984149217606,
-0.03118840605020523,
0.04713450372219086,
-0.03625119850039482,
0.02540203556418419,
0.018968356773257256,
0.049793217331171036,
0.0035933181643486023,
-0.012931276112794876,
0.12401179224252701,
0.05039728432893753,
0.017685743048787117,
0.11847854405641556,
0.08268779516220093,
-0.027347790077328682,
0.12869028747081757,
0.0012072117533534765,
0.007374514359980822,
-0.013862957246601582,
0.05659986659884453,
0.0039035072550177574,
-0.005067077465355396,
-0.024930844083428383,
0.04594220221042633,
0.016665024682879448,
-0.055114492774009705,
0.014741695486009121,
-0.03115180693566799,
-0.015124771744012833,
0.07087945938110352,
-0.012928926385939121,
-0.05891479179263115,
0.012103814631700516,
0.024913625791668892,
0.05972592905163765,
-0.011499965563416481,
0.03200693801045418,
0.017659567296504974,
0.0002862024703063071,
-0.1256893277168274,
-0.03762473538517952,
-0.0454392172396183,
0.057268328964710236,
-0.02104288339614868,
-0.08972194045782089,
-0.009469009935855865,
0.03078894130885601,
-0.0487230010330677,
0.004141844343394041,
0.01342704426497221,
-0.0102227833122015,
0.07386188954114914,
0.0025445742066949606,
-0.015152393840253353,
0.11176882684230804,
-0.05405087396502495,
0.0015061498852446675,
0.07243373245000839,
-0.06987795978784561,
0.009232726879417896,
0.014809807762503624,
-0.034390561282634735,
-0.005639154929667711,
0.09992574155330658,
-0.06261979788541794,
0.019685015082359314,
0.04709617421030998,
-0.04355454817414284,
-0.06391831487417221,
-0.007880354300141335,
-0.031518515199422836,
0.049021799117326736,
0.010775517672300339,
0.07726368308067322,
-0.0013831292744725943,
-0.01312863640487194,
-0.0372852198779583,
-0.011937894858419895,
0.03658641502261162,
-0.10517711192369461,
-0.016772538423538208,
-0.01674860157072544,
0.05201822891831398,
-0.07453122735023499,
0.03764992207288742,
-0.05189566686749458,
-0.06434161961078644,
-0.03291844576597214,
-0.05157691240310669,
-0.01108869444578886,
-2.1803464111685268e-33,
-0.08265133947134018,
-0.004015958867967129,
-0.06597141176462173,
0.04362412542104721,
0.02709394134581089,
-0.0797029659152031,
-0.07354792952537537,
0.03346170485019684,
-0.02691211737692356,
-0.014621911570429802,
-0.07766062766313553,
0.018215075135231018,
0.07022236287593842,
-0.04990025609731674,
-0.021358629688620567,
0.033262018114328384,
0.04218427091836929,
-0.003147945273667574,
-0.08734621107578278,
0.05891987308859825,
-0.04315836355090141,
0.12649179995059967,
-0.05999637022614479,
0.05446423590183258,
0.07991257309913635,
0.007886074483394623,
-0.11348474025726318,
0.0996430516242981,
0.008976259268820286,
-0.009465919807553291,
-0.0501285083591938,
-0.07500636577606201,
-0.11300873756408691,
-0.07653708010911942,
-0.05233391374349594,
-0.012879597954452038,
-0.05645472928881645,
0.0747462809085846,
0.0005238160956650972,
0.0656377300620079,
-0.003365209558978677,
0.03281063586473465,
-0.03640958294272423,
0.05402588099241257,
0.07939359545707703,
-0.029728775843977928,
-0.10535219311714172,
0.0005836975178681314,
0.04978276789188385,
0.04450254887342453,
-0.007698522415012121,
0.02550765872001648,
0.050292398780584335,
0.061556264758110046,
0.02331831492483616,
-0.04133743792772293,
-0.06977351009845734,
-0.01731506548821926,
0.032132718712091446,
0.06545386463403702,
0.008543053641915321,
0.032898083329200745,
-0.10720278322696686,
0.04654168710112572,
-0.011525607667863369,
-0.074805848300457,
-0.049949176609516144,
-0.0798352062702179,
0.01517767459154129,
-0.02191290818154812,
0.04599720984697342,
-0.07371664047241211,
0.01759951561689377,
0.04070112481713295,
0.004876112099736929,
0.07445687055587769,
0.00003083820047322661,
0.018935440108180046,
-0.0023563741706311703,
0.11450398713350296,
0.02165238931775093,
0.007420976180583239,
0.11678126454353333,
-0.060074832290410995,
0.04205166921019554,
-0.062235523015260696,
0.07605226337909698,
-0.0685570240020752,
0.02791515551507473,
-0.0007020313641987741,
-0.002920381259173155,
-0.04176748916506767,
-0.13647031784057617,
0.02991950325667858,
-0.08071333914995193,
-4.363305095012038e-8,
-0.007497743237763643,
0.009678357280790806,
0.009402673691511154,
0.03353697061538696,
0.09992440789937973,
-0.06667827814817429,
-0.05862221121788025,
0.07033821940422058,
-0.07234320044517517,
-0.014510884881019592,
0.07224816083908081,
0.006699660327285528,
0.012121403589844704,
-0.0069235218688845634,
0.033308517187833786,
0.061137787997722626,
-0.036202676594257355,
-0.03818712756037712,
-0.04541683569550514,
-0.0501336008310318,
-0.11941726505756378,
0.026566913351416588,
-0.06285551190376282,
-0.006789967883378267,
0.01673736236989498,
0.008223269134759903,
0.05193839594721794,
0.003985085058957338,
0.060190532356500626,
0.07582022994756699,
0.045400992035865784,
-0.03996174782514572,
0.039813924580812454,
0.0198411475867033,
-0.0023572775535285473,
0.07233542203903198,
-0.05817855894565582,
0.03180012106895447,
-0.04236710071563721,
-0.0005418609944172204,
0.04070816561579704,
-0.008357638493180275,
-0.004703604616224766,
0.062300968915224075,
0.0011288258247077465,
-0.04791724309325218,
0.043485127389431,
-0.07347814738750458,
0.00539868650957942,
-0.04847947880625725,
0.026471134275197983,
-0.06438294798135757,
-0.015485036186873913,
0.03163842856884003,
0.04247521609067917,
0.03711193427443504,
0.0005055509973317385,
-0.02341405116021633,
0.009178631007671356,
0.01613546721637249,
-0.022601129487156868,
0.0204195324331522,
-0.014356118626892567,
0.029958663508296013
] |
1402.3388
|
Jan K\v{r}et\'insk\'y
|
Javier Esparza and Jan K\v{r}et\'insk\'y
|
From LTL to Deterministic Automata: A Safraless Compositional Approach
| null | null | null | null |
cs.LO cs.FL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present a new algorithm to construct a deterministic Rabin automaton for
an LTL formula $\varphi$. The automaton is the product of a master automaton
and an array of slave automata, one for each $G$-subformula of $\varphi$. The
slave automaton for $G\psi$ is in charge of recognizing whether $FG\psi$ holds.
As opposed to standard determinization procedures, the states of all our
automata have a clear logical structure, which allows to apply various
optimizations. Our construction subsumes former algorithms for fragments of
LTL. Experimental results show improvement in the sizes of the resulting
automata compared to existing methods.
|
[
{
"created": "Fri, 14 Feb 2014 07:27:09 GMT",
"version": "v1"
},
{
"created": "Fri, 6 Jun 2014 07:56:35 GMT",
"version": "v2"
},
{
"created": "Wed, 24 Sep 2014 21:21:14 GMT",
"version": "v3"
}
] |
2014-09-26
|
[
[
"Esparza",
"Javier",
""
],
[
"Křetínský",
"Jan",
""
]
] |
[
-0.07875806093215942,
0.020256496965885162,
0.012017551809549332,
-0.03484397381544113,
-0.014713993296027184,
-0.024154597893357277,
0.013318894430994987,
-0.0018694516038522124,
-0.01932533085346222,
-0.028894079849123955,
-0.025299454107880592,
-0.035487767308950424,
0.013835355639457703,
0.058514174073934555,
-0.027260692790150642,
0.026803141459822655,
-0.0020112672355026007,
-0.005594095215201378,
-0.04354614391922951,
-0.07488807290792465,
0.00806385651230812,
0.03366932272911072,
-0.11977754533290863,
-0.007143716793507338,
0.03891950100660324,
-0.03967715799808502,
0.01299875695258379,
-0.05776991322636604,
0.08429718762636185,
-0.01832996867597103,
0.031501561403274536,
-0.008698227815330029,
0.07448616623878479,
0.034519657492637634,
0.02329709753394127,
0.047887612134218216,
-0.04592500999569893,
-0.024165119975805283,
0.014597760513424873,
-0.022365551441907883,
-0.014284699223935604,
-0.07541298866271973,
0.03709053248167038,
0.03357960283756256,
-0.05392317846417427,
0.02723168395459652,
0.027071673423051834,
0.03079061768949032,
-0.042719144374132156,
-0.030028274282813072,
0.009671433828771114,
0.04356708005070686,
-0.06923386454582214,
0.04441755264997482,
-0.020692888647317886,
-0.022306526079773903,
-0.047561705112457275,
-0.09718920290470123,
-0.025764023885130882,
0.020133718848228455,
-0.04848447069525719,
-0.002519357716664672,
-0.07932569086551666,
-0.02103971131145954,
-0.00019919029728043824,
0.06798190623521805,
0.023574763908982277,
-0.0174027718603611,
0.09106223285198212,
0.09753397852182388,
-0.049425702542066574,
0.03996238857507706,
-0.01726791076362133,
0.07366890460252762,
-0.017388323321938515,
0.00543539272621274,
-0.011928516440093517,
-0.051243919879198074,
0.034975580871105194,
-0.05360392481088638,
-0.09788864105939865,
0.00998736172914505,
0.02341241016983986,
0.02654797025024891,
0.07017791271209717,
0.021870095282793045,
-0.0643116682767868,
0.04557086527347565,
0.09685153514146805,
-0.01619052141904831,
-0.016164954751729965,
0.027753779664635658,
0.05694812908768654,
0.015956509858369827,
-0.059592101722955704,
0.040461428463459015,
0.0442003458738327,
-0.018373969942331314,
0.039329640567302704,
0.049745071679353714,
-0.004576132632791996,
0.10751187056303024,
0.03712479770183563,
-0.059451229870319366,
-0.02755310758948326,
0.03490576893091202,
-0.03469235450029373,
-0.007187246810644865,
-0.055644530802965164,
-0.09799198806285858,
0.032012391835451126,
0.0417327918112278,
0.03700204938650131,
-0.016307756304740906,
-0.03474083170294762,
0.04430881142616272,
-0.024696417152881622,
-0.0413680225610733,
-0.012307613156735897,
0.01379223819822073,
-0.005691268481314182,
-0.01878315955400467,
-0.011320131830871105,
0.11469677835702896,
0.06783868372440338,
-0.016376284882426262,
-0.07666128128767014,
4.1920681577115965e-33,
0.008603256195783615,
0.07838442921638489,
-0.06474839150905609,
0.042778369039297104,
-0.02268870361149311,
0.04800554737448692,
0.04633080214262009,
-0.03277911990880966,
-0.08029554039239883,
0.10250338912010193,
0.06672021746635437,
0.0542413666844368,
-0.0548260323703289,
-0.0016010744730010629,
0.02809629589319229,
-0.009793663397431374,
0.02220880798995495,
0.015324492938816547,
-0.052481379359960556,
-0.04391486570239067,
0.02698330022394657,
0.07950491458177567,
-0.0066661168821156025,
0.007967895828187466,
-0.03333853557705879,
0.06578336656093597,
0.038633715361356735,
-0.055053021758794785,
0.018995000049471855,
0.06975984573364258,
-0.030931197106838226,
-0.022299498319625854,
0.015803448855876923,
0.10120494663715363,
0.04433254897594452,
-0.01492175180464983,
-0.07991421967744827,
-0.04781748354434967,
0.022404106333851814,
-0.022564208135008812,
0.0724683478474617,
0.037832774221897125,
-0.06595825403928757,
-0.05327950417995453,
-0.007306674495339394,
-0.09100053459405899,
0.010786215774714947,
0.0341455452144146,
-0.008917789906263351,
-0.010066294111311436,
0.09158651530742645,
0.0063520027324557304,
0.007926913909614086,
-0.03143909573554993,
0.06016568839550018,
-0.02795308269560337,
-0.001997534651309252,
0.11500222980976105,
0.04517271742224693,
0.13336555659770966,
-0.09271088987588882,
0.02476894110441208,
-0.07149416953325272,
0.07824957370758057,
0.01580451801419258,
0.007871436886489391,
-0.019838789477944374,
-0.08946836739778519,
0.08814097195863724,
0.05827808007597923,
0.012161160819232464,
0.023883167654275894,
-0.016616834327578545,
0.055945754051208496,
0.049033645540475845,
-0.07643157243728638,
0.07040092349052429,
-0.036622852087020874,
-0.019672147929668427,
-0.025822175666689873,
-0.07227587699890137,
0.14057837426662445,
-0.007963143289089203,
0.023234734311699867,
0.060324251651763916,
-0.11055818945169449,
0.007296593394130468,
-0.0890684723854065,
-0.11014223843812943,
-0.0370040237903595,
-0.03751998767256737,
-0.07579664885997772,
0.07117927819490433,
0.03232920169830322,
-0.011468452401459217,
-4.251234829150313e-33,
0.007955202832818031,
-0.04676470533013344,
0.028873484581708908,
0.07710256427526474,
-0.045147355645895004,
-0.15445277094841003,
0.014339273795485497,
0.019225336611270905,
0.045824918895959854,
-0.00392335606738925,
0.02808360382914543,
0.03726097196340561,
0.022858642041683197,
0.09181806445121765,
0.038439542055130005,
-0.015825549140572548,
0.06884144991636276,
-0.07293512672185898,
0.014024551026523113,
0.05314198136329651,
-0.024660229682922363,
0.10202482342720032,
0.04507850855588913,
0.04079288989305496,
-0.006229332648217678,
0.003958694636821747,
-0.02144675701856613,
0.0653768852353096,
-0.018118955194950104,
0.0036934728268533945,
-0.03881373256444931,
0.015703296288847923,
0.007518664933741093,
-0.06120319291949272,
-0.035510387271642685,
-0.11859316378831863,
0.06875480711460114,
0.09508579224348068,
0.05035066232085228,
-0.030004097148776054,
0.03396798297762871,
-0.021144649013876915,
0.0011769731063395739,
-0.10018941015005112,
-0.05116545036435127,
0.005458206404000521,
-0.04866005480289459,
0.013204846531152725,
-0.028662217780947685,
-0.1417224109172821,
-0.0063787284307181835,
-0.05880165845155716,
0.019429011270403862,
-0.05660277232527733,
0.007451475132256746,
0.03451734036207199,
-0.04072214290499687,
0.004135889001190662,
0.04023974388837814,
0.007395310793071985,
-0.022099759429693222,
-0.019606830552220345,
0.06667724251747131,
0.012406419031322002,
0.07125477492809296,
-0.01930156722664833,
-0.03583040460944176,
-0.017427604645490646,
-0.031089389696717262,
0.04578545689582825,
0.10973235219717026,
0.03086673840880394,
-0.058408740907907486,
0.04263466224074364,
0.013791166245937347,
-0.09389974176883698,
0.038723643869161606,
0.003444313770160079,
0.07467988133430481,
0.0015425090678036213,
-0.05746501684188843,
0.022764287889003754,
-0.009315917268395424,
0.02601710706949234,
-0.13261400163173676,
0.03625592216849327,
0.024700941517949104,
0.06744328141212463,
0.05638403072953224,
0.0016475373413413763,
-0.06811454147100449,
0.07568549364805222,
0.04151136055588722,
0.032757971435785294,
0.050459831953048706,
-4.259877073309326e-8,
-0.032891351729631424,
0.02130388468503952,
0.02619927190244198,
-0.0329517237842083,
0.07067032903432846,
0.05407538637518883,
-0.06048193573951721,
-0.025117645040154457,
0.0344192199409008,
-0.013886647298932076,
0.07174171507358551,
0.028478343039751053,
-0.004132880829274654,
-0.057743437588214874,
-0.10574350506067276,
0.028444398194551468,
-0.017290137708187103,
-0.07694102823734283,
-0.041199348866939545,
-0.005061208736151457,
0.03306255489587784,
0.07014206796884537,
0.041632190346717834,
0.021423116326332092,
-0.03206953778862953,
-0.07466159760951996,
-0.024185368791222572,
-0.037871427834033966,
0.0013505470706149936,
0.05689544230699539,
0.026057008653879166,
0.039940472692251205,
0.09181879460811615,
0.04447990283370018,
-0.02618938870728016,
0.009812136180698872,
-0.004226156044751406,
-0.044370751827955246,
0.008336460217833519,
-0.058428529649972916,
0.10756669193506241,
0.10529728978872299,
-0.10077185183763504,
-0.028940126299858093,
-0.016235023736953735,
-0.07888536900281906,
0.0021314031910151243,
-0.089378722012043,
-0.02686729095876217,
-0.03870466724038124,
-0.005824278108775616,
-0.013032009825110435,
-0.07812806218862534,
-0.03370065614581108,
-0.0047574276104569435,
-0.059106457978487015,
0.00688763614743948,
-0.0645962581038475,
0.035388413816690445,
-0.04470916464924812,
-0.0003068462829105556,
0.023171881213784218,
-0.008202900178730488,
-0.012851466424763203
] | null | null | null | null | null | null | null |
[
-0.07875806093215942,
0.020256496965885162,
0.012017551809549332,
-0.03484397381544113,
-0.014713993296027184,
-0.024154597893357277,
0.013318894430994987,
-0.0018694516038522124,
-0.01932533085346222,
-0.028894079849123955,
-0.025299454107880592,
-0.035487767308950424,
0.013835355639457703,
0.058514174073934555,
-0.027260692790150642,
0.026803141459822655,
-0.0020112672355026007,
-0.005594095215201378,
-0.04354614391922951,
-0.07488807290792465,
0.00806385651230812,
0.03366932272911072,
-0.11977754533290863,
-0.007143716793507338,
0.03891950100660324,
-0.03967715799808502,
0.01299875695258379,
-0.05776991322636604,
0.08429718762636185,
-0.01832996867597103,
0.031501561403274536,
-0.008698227815330029,
0.07448616623878479,
0.034519657492637634,
0.02329709753394127,
0.047887612134218216,
-0.04592500999569893,
-0.024165119975805283,
0.014597760513424873,
-0.022365551441907883,
-0.014284699223935604,
-0.07541298866271973,
0.03709053248167038,
0.03357960283756256,
-0.05392317846417427,
0.02723168395459652,
0.027071673423051834,
0.03079061768949032,
-0.042719144374132156,
-0.030028274282813072,
0.009671433828771114,
0.04356708005070686,
-0.06923386454582214,
0.04441755264997482,
-0.020692888647317886,
-0.022306526079773903,
-0.047561705112457275,
-0.09718920290470123,
-0.025764023885130882,
0.020133718848228455,
-0.04848447069525719,
-0.002519357716664672,
-0.07932569086551666,
-0.02103971131145954,
-0.00019919029728043824,
0.06798190623521805,
0.023574763908982277,
-0.0174027718603611,
0.09106223285198212,
0.09753397852182388,
-0.049425702542066574,
0.03996238857507706,
-0.01726791076362133,
0.07366890460252762,
-0.017388323321938515,
0.00543539272621274,
-0.011928516440093517,
-0.051243919879198074,
0.034975580871105194,
-0.05360392481088638,
-0.09788864105939865,
0.00998736172914505,
0.02341241016983986,
0.02654797025024891,
0.07017791271209717,
0.021870095282793045,
-0.0643116682767868,
0.04557086527347565,
0.09685153514146805,
-0.01619052141904831,
-0.016164954751729965,
0.027753779664635658,
0.05694812908768654,
0.015956509858369827,
-0.059592101722955704,
0.040461428463459015,
0.0442003458738327,
-0.018373969942331314,
0.039329640567302704,
0.049745071679353714,
-0.004576132632791996,
0.10751187056303024,
0.03712479770183563,
-0.059451229870319366,
-0.02755310758948326,
0.03490576893091202,
-0.03469235450029373,
-0.007187246810644865,
-0.055644530802965164,
-0.09799198806285858,
0.032012391835451126,
0.0417327918112278,
0.03700204938650131,
-0.016307756304740906,
-0.03474083170294762,
0.04430881142616272,
-0.024696417152881622,
-0.0413680225610733,
-0.012307613156735897,
0.01379223819822073,
-0.005691268481314182,
-0.01878315955400467,
-0.011320131830871105,
0.11469677835702896,
0.06783868372440338,
-0.016376284882426262,
-0.07666128128767014,
4.1920681577115965e-33,
0.008603256195783615,
0.07838442921638489,
-0.06474839150905609,
0.042778369039297104,
-0.02268870361149311,
0.04800554737448692,
0.04633080214262009,
-0.03277911990880966,
-0.08029554039239883,
0.10250338912010193,
0.06672021746635437,
0.0542413666844368,
-0.0548260323703289,
-0.0016010744730010629,
0.02809629589319229,
-0.009793663397431374,
0.02220880798995495,
0.015324492938816547,
-0.052481379359960556,
-0.04391486570239067,
0.02698330022394657,
0.07950491458177567,
-0.0066661168821156025,
0.007967895828187466,
-0.03333853557705879,
0.06578336656093597,
0.038633715361356735,
-0.055053021758794785,
0.018995000049471855,
0.06975984573364258,
-0.030931197106838226,
-0.022299498319625854,
0.015803448855876923,
0.10120494663715363,
0.04433254897594452,
-0.01492175180464983,
-0.07991421967744827,
-0.04781748354434967,
0.022404106333851814,
-0.022564208135008812,
0.0724683478474617,
0.037832774221897125,
-0.06595825403928757,
-0.05327950417995453,
-0.007306674495339394,
-0.09100053459405899,
0.010786215774714947,
0.0341455452144146,
-0.008917789906263351,
-0.010066294111311436,
0.09158651530742645,
0.0063520027324557304,
0.007926913909614086,
-0.03143909573554993,
0.06016568839550018,
-0.02795308269560337,
-0.001997534651309252,
0.11500222980976105,
0.04517271742224693,
0.13336555659770966,
-0.09271088987588882,
0.02476894110441208,
-0.07149416953325272,
0.07824957370758057,
0.01580451801419258,
0.007871436886489391,
-0.019838789477944374,
-0.08946836739778519,
0.08814097195863724,
0.05827808007597923,
0.012161160819232464,
0.023883167654275894,
-0.016616834327578545,
0.055945754051208496,
0.049033645540475845,
-0.07643157243728638,
0.07040092349052429,
-0.036622852087020874,
-0.019672147929668427,
-0.025822175666689873,
-0.07227587699890137,
0.14057837426662445,
-0.007963143289089203,
0.023234734311699867,
0.060324251651763916,
-0.11055818945169449,
0.007296593394130468,
-0.0890684723854065,
-0.11014223843812943,
-0.0370040237903595,
-0.03751998767256737,
-0.07579664885997772,
0.07117927819490433,
0.03232920169830322,
-0.011468452401459217,
-4.251234829150313e-33,
0.007955202832818031,
-0.04676470533013344,
0.028873484581708908,
0.07710256427526474,
-0.045147355645895004,
-0.15445277094841003,
0.014339273795485497,
0.019225336611270905,
0.045824918895959854,
-0.00392335606738925,
0.02808360382914543,
0.03726097196340561,
0.022858642041683197,
0.09181806445121765,
0.038439542055130005,
-0.015825549140572548,
0.06884144991636276,
-0.07293512672185898,
0.014024551026523113,
0.05314198136329651,
-0.024660229682922363,
0.10202482342720032,
0.04507850855588913,
0.04079288989305496,
-0.006229332648217678,
0.003958694636821747,
-0.02144675701856613,
0.0653768852353096,
-0.018118955194950104,
0.0036934728268533945,
-0.03881373256444931,
0.015703296288847923,
0.007518664933741093,
-0.06120319291949272,
-0.035510387271642685,
-0.11859316378831863,
0.06875480711460114,
0.09508579224348068,
0.05035066232085228,
-0.030004097148776054,
0.03396798297762871,
-0.021144649013876915,
0.0011769731063395739,
-0.10018941015005112,
-0.05116545036435127,
0.005458206404000521,
-0.04866005480289459,
0.013204846531152725,
-0.028662217780947685,
-0.1417224109172821,
-0.0063787284307181835,
-0.05880165845155716,
0.019429011270403862,
-0.05660277232527733,
0.007451475132256746,
0.03451734036207199,
-0.04072214290499687,
0.004135889001190662,
0.04023974388837814,
0.007395310793071985,
-0.022099759429693222,
-0.019606830552220345,
0.06667724251747131,
0.012406419031322002,
0.07125477492809296,
-0.01930156722664833,
-0.03583040460944176,
-0.017427604645490646,
-0.031089389696717262,
0.04578545689582825,
0.10973235219717026,
0.03086673840880394,
-0.058408740907907486,
0.04263466224074364,
0.013791166245937347,
-0.09389974176883698,
0.038723643869161606,
0.003444313770160079,
0.07467988133430481,
0.0015425090678036213,
-0.05746501684188843,
0.022764287889003754,
-0.009315917268395424,
0.02601710706949234,
-0.13261400163173676,
0.03625592216849327,
0.024700941517949104,
0.06744328141212463,
0.05638403072953224,
0.0016475373413413763,
-0.06811454147100449,
0.07568549364805222,
0.04151136055588722,
0.032757971435785294,
0.050459831953048706,
-4.259877073309326e-8,
-0.032891351729631424,
0.02130388468503952,
0.02619927190244198,
-0.0329517237842083,
0.07067032903432846,
0.05407538637518883,
-0.06048193573951721,
-0.025117645040154457,
0.0344192199409008,
-0.013886647298932076,
0.07174171507358551,
0.028478343039751053,
-0.004132880829274654,
-0.057743437588214874,
-0.10574350506067276,
0.028444398194551468,
-0.017290137708187103,
-0.07694102823734283,
-0.041199348866939545,
-0.005061208736151457,
0.03306255489587784,
0.07014206796884537,
0.041632190346717834,
0.021423116326332092,
-0.03206953778862953,
-0.07466159760951996,
-0.024185368791222572,
-0.037871427834033966,
0.0013505470706149936,
0.05689544230699539,
0.026057008653879166,
0.039940472692251205,
0.09181879460811615,
0.04447990283370018,
-0.02618938870728016,
0.009812136180698872,
-0.004226156044751406,
-0.044370751827955246,
0.008336460217833519,
-0.058428529649972916,
0.10756669193506241,
0.10529728978872299,
-0.10077185183763504,
-0.028940126299858093,
-0.016235023736953735,
-0.07888536900281906,
0.0021314031910151243,
-0.089378722012043,
-0.02686729095876217,
-0.03870466724038124,
-0.005824278108775616,
-0.013032009825110435,
-0.07812806218862534,
-0.03370065614581108,
-0.0047574276104569435,
-0.059106457978487015,
0.00688763614743948,
-0.0645962581038475,
0.035388413816690445,
-0.04470916464924812,
-0.0003068462829105556,
0.023171881213784218,
-0.008202900178730488,
-0.012851466424763203
] |
1402.3390
|
Luca Guidoni
|
Brice Dubost (MPQ, ICFO), Romain Dubessy (MPQ, LPL), Benjamin
Szymanski (MPQ), Samuel Guibal (MPQ), Jean-Pierre Likforman (MPQ), Luca
Guidoni (MPQ)
|
Isotope shifts of natural Sr+ measured by laser fluorescence in a
sympathetically cooled Coulomb crystal
|
19 pages; 5 figures; accepted on Phys. Rev. A (http://pra.aps.org/)
| null |
10.1103/PhysRevA.89.032504
| null |
physics.atom-ph physics.optics quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We measured by laser spectroscopy the isotope shifts between
naturally-occurring even-isotopes of strontium ions for both the
$5s\,\,^2S_{1/2}\to 5p\,\,^2P_{1/2}$ (violet) and the $4d\,\,^2D_{3/2}\to
5p\,\,^2P_{1/2}$ (infrared) dipole-allowed optical transitions. Fluorescence
spectra were taken by simultaneous measurements on a two-component Coulomb
crystal in a linear Paul trap containing $10^3$--$10^4$ laser-cooled Sr$^+$
ions. The isotope shifts are extracted from the experimental spectra by fitting
the data with the analytical solution of the optical Bloch equations describing
a three-level atom in interaction with two laser beams. This technique allowed
us to increase the precision with respect to previously reported data obtained
by optogalvanic spectroscopy or fast atomic-beam techniques. The results for
the $5s\,\,^2S_{1/2}\to 5p\,\,^2P_{1/2}$ transition are
$\nu_{88}-\nu_{84}=+378(4)$ MHz and $\nu_{88}-\nu_{86}=+170(3)$ MHz, in
agreement with previously reported measurements. In the case of the previously
unexplored $4d\,\,^2D_{3/2}\to 5p\,\,^2P_{1/2}$ transition we find
$\nu_{88}-\nu_{84}=-828(4)$ MHz and $\nu_{88}-\nu_{86}=-402(2)$ MHz. These
results provide more data for stringent tests of theoretical calculations of
the isotope shifts of alkali-metal-like atoms. Moreover, they simplify the
identification and the addressing of Sr$^+$ isotopes for ion frequency
standards or quantum-information-processing applications in the case of
multi-isotope ion strings.
|
[
{
"created": "Fri, 14 Feb 2014 07:35:04 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Dubost",
"Brice",
"",
"MPQ, ICFO"
],
[
"Dubessy",
"Romain",
"",
"MPQ, LPL"
],
[
"Szymanski",
"Benjamin",
"",
"MPQ"
],
[
"Guibal",
"Samuel",
"",
"MPQ"
],
[
"Likforman",
"Jean-Pierre",
"",
"MPQ"
],
[
"Guidoni",
"Luca",
"",
"MPQ"
]
] |
[
-0.005400441121309996,
-0.046149153262376785,
-0.01863536797463894,
0.00527723366394639,
-0.0034451030660420656,
-0.0006531472317874432,
0.0498695932328701,
0.05465387552976608,
0.011230847798287868,
-0.0015168917598202825,
0.03325553610920906,
-0.007404417730867863,
-0.047642115503549576,
-0.018544889986515045,
0.07535678148269653,
0.02525392547249794,
0.031278304755687714,
0.034048307687044144,
0.02804439701139927,
0.04936083406209946,
0.047830354422330856,
-0.14811015129089355,
-0.007429163437336683,
-0.023896140977740288,
-0.0062818387523293495,
0.05094904080033302,
-0.05874243006110191,
-0.013061567209661007,
0.01694379933178425,
0.017845379188656807,
0.009211939759552479,
-0.03176306188106537,
-0.0713048055768013,
-0.046668633818626404,
0.04956517741084099,
-0.058364830911159515,
0.025976940989494324,
0.0045477766543626785,
-0.0686454251408577,
0.0034952410496771336,
0.04978649690747261,
-0.008458370342850685,
0.002656157361343503,
0.028633490204811096,
-0.057390570640563965,
-0.0031692367047071457,
0.009176469407975674,
0.006619882304221392,
-0.08634784817695618,
-0.08142569661140442,
0.001821412704885006,
0.031729601323604584,
0.00044655418605543673,
0.028091492131352425,
-0.0781620442867279,
0.010951830074191093,
0.06683726608753204,
0.06635028123855591,
0.03537222743034363,
-0.050614770501852036,
-0.05246276035904884,
-0.016141243278980255,
-0.05654827132821083,
-0.04770273342728615,
0.03845704346895218,
0.048489779233932495,
-0.008762683719396591,
-0.11265995353460312,
0.07601121068000793,
0.03771064803004265,
0.006328610237687826,
0.007387770339846611,
0.034280963242053986,
-0.02092692069709301,
-0.044198717921972275,
-0.02968265861272812,
0.019882528111338615,
0.06974922120571136,
0.0338313952088356,
-0.026677703484892845,
0.016728194430470467,
-0.03589653968811035,
0.041581928730010986,
0.014697776176035404,
-0.05280537158250809,
0.01455460861325264,
-0.021522359922528267,
0.02519960328936577,
-0.037201132625341415,
-0.08353494107723236,
0.009302139282226562,
0.020956655964255333,
-0.02591136284172535,
-0.06260792165994644,
-0.01141359657049179,
0.06826260685920715,
0.06888235360383987,
-0.024496259167790413,
0.0866626501083374,
0.0014777089236304164,
0.14593876898288727,
0.009016788564622402,
-0.06765101104974747,
0.045670706778764725,
-0.0818721204996109,
0.02185409516096115,
0.05996735766530037,
0.05204891785979271,
-0.07824047654867172,
0.017155179753899574,
0.01912059262394905,
-0.02059795893728733,
-0.049008648842573166,
-0.02214004471898079,
0.03889087960124016,
0.005652677733451128,
-0.020377719774842262,
0.014113922603428364,
-0.021281318739056587,
-0.010864624753594398,
-0.025011885911226273,
0.04784182831645012,
0.053806666284799576,
0.0720190554857254,
0.06625588983297348,
0.019975893199443817,
-0.08658549934625626,
-2.528044599501305e-33,
0.027521882206201553,
0.0902767926454544,
-0.007790184114128351,
0.018463796004652977,
-0.09776143729686737,
-0.053315628319978714,
-0.06117752566933632,
-0.02389685809612274,
-0.1370856761932373,
0.08843349665403366,
0.046732474118471146,
-0.0614374540746212,
0.06851420551538467,
-0.10220497846603394,
0.030651455745100975,
-0.022374846041202545,
-0.0008274462888948619,
0.0461568683385849,
0.1097295805811882,
0.009433906525373459,
0.010643676854670048,
0.04700823873281479,
0.017805295065045357,
0.074894480407238,
-0.014198520220816135,
0.08246815949678421,
-0.04537329822778702,
-0.005582830868661404,
0.015768615528941154,
-0.024100763723254204,
0.06712576001882553,
0.04575122892856598,
-0.040247369557619095,
-0.03086080402135849,
0.06982532888650894,
-0.06388392299413681,
0.0065662371926009655,
0.017634572461247444,
0.02194656990468502,
-0.07272569835186005,
0.0321524553000927,
-0.016507133841514587,
0.05271364375948906,
0.025584258139133453,
0.07527749985456467,
-0.034803975373506546,
-0.030722690746188164,
-0.028164267539978027,
0.06350196152925491,
-0.02452068403363228,
-0.035711027681827545,
-0.0027881194837391376,
0.01636301539838314,
0.04697846993803978,
0.04526011645793915,
-0.0016772401286289096,
0.11634949594736099,
0.016782930120825768,
0.05317758396267891,
0.022047163918614388,
0.107062429189682,
-0.0047356365248560905,
0.04395366832613945,
-0.01712052710354328,
-0.001008381717838347,
0.12799522280693054,
-0.08747776597738266,
0.023933084681630135,
0.052085187286138535,
0.05109165236353874,
-0.024705275893211365,
0.017953529953956604,
0.13535071909427643,
-0.024271782487630844,
0.11018600314855576,
0.03129201382398605,
0.022114170715212822,
-0.039779555052518845,
0.01017387118190527,
0.018126919865608215,
-0.041004620492458344,
-0.06732847541570663,
-0.033335763961076736,
-0.05537257343530655,
-0.11198479682207108,
-0.02788909710943699,
-0.06296547502279282,
-0.052392102777957916,
0.008114422671496868,
0.05478069186210632,
0.0681002214550972,
-0.08989564329385757,
-0.004769657272845507,
-0.023576194420456886,
-0.09308110177516937,
5.425155762416926e-34,
-0.0012040954316034913,
-0.023646840825676918,
0.016424957662820816,
0.012176288291811943,
0.0354195199906826,
-0.015462757088243961,
0.03959911689162254,
0.0667351484298706,
0.03686308488249779,
0.04402066394686699,
0.09528368711471558,
0.05200503021478653,
-0.07627558708190918,
-0.03753726929426193,
-0.08181282877922058,
0.048199936747550964,
0.013340309262275696,
0.03273952379822731,
0.16331139206886292,
0.043763428926467896,
-0.026077628135681152,
0.024702930822968483,
0.02852863445878029,
0.04815453663468361,
0.04009333625435829,
0.058669280260801315,
0.16918344795703888,
-0.038265638053417206,
0.024714656174182892,
-0.06010070815682411,
-0.04199457913637161,
0.03884348273277283,
0.00874379463493824,
-0.022285031154751778,
-0.05053257569670677,
-0.07146111875772476,
-0.0735478326678276,
0.0006151414127089083,
-0.040913257747888565,
0.006625711917877197,
-0.008444631472229958,
0.009885096922516823,
0.02925003319978714,
-0.06549911946058273,
0.02700178511440754,
0.02246897853910923,
-0.048239029943943024,
0.08661846816539764,
-0.01338339876383543,
-0.10060779750347137,
-0.03965897113084793,
-0.010074859485030174,
-0.059518441557884216,
0.036823175847530365,
-0.010036344639956951,
-0.049826011061668396,
0.005296582821756601,
0.053692713379859924,
0.022431211546063423,
0.07013341039419174,
-0.03347984701395035,
-0.020946970209479332,
0.001622190815396607,
-0.0017164010787382722,
0.020716506987810135,
-0.009785081259906292,
0.024172144010663033,
-0.019998624920845032,
-0.029030855745077133,
-0.010055890306830406,
-0.030207864940166473,
-0.0750064104795456,
0.0629848912358284,
0.03746074065566063,
0.052524685859680176,
-0.06094801425933838,
0.0411887988448143,
-0.027720700949430466,
0.05418561398983002,
-0.000024340977688552812,
-0.08876364678144455,
-0.004133109003305435,
-0.06515901535749435,
-0.05206618085503578,
0.03425529971718788,
-0.048583611845970154,
-0.046500980854034424,
0.039713647216558456,
0.0025007573422044516,
-0.10295433551073074,
-0.013118096627295017,
-0.051600564271211624,
0.048479367047548294,
-0.13950498402118683,
0.1222185418009758,
-5.2077243850590094e-8,
0.062011029571294785,
0.01611151546239853,
0.010071402415633202,
0.029344866052269936,
0.03788643702864647,
0.01584411971271038,
-0.06037820503115654,
0.023435890674591064,
0.006645738612860441,
0.002374880015850067,
0.024692291393876076,
-0.03840231895446777,
0.0450994037091732,
-0.03898359090089798,
0.03760445490479469,
0.0053290436044335365,
-0.028879163786768913,
-0.07966066896915436,
-0.0006725133862346411,
-0.01918274164199829,
-0.03628121688961983,
-0.0027664597146213055,
0.05999704822897911,
-0.08678551763296127,
-0.08264055848121643,
0.017743607982993126,
-0.05669010803103447,
0.030217787250876427,
0.00016713261720724404,
-0.08211545646190643,
0.048058394342660904,
-0.0024018611293286085,
0.05468013137578964,
0.0023776309099048376,
-0.004906489513814449,
-0.016258813440799713,
-0.07049205899238586,
0.03312729671597481,
0.0036693387664854527,
-0.011781285516917706,
-0.03771885111927986,
-0.03726734220981598,
-0.0426003560423851,
0.027246752753853798,
-0.048650261014699936,
0.04679420217871666,
-0.03627360239624977,
-0.009329240769147873,
0.0046549648977816105,
0.05277092009782791,
-0.06253959983587265,
0.00959955994039774,
-0.06785404682159424,
-0.020617617294192314,
-0.024915704503655434,
-0.11255844682455063,
-0.03477668762207031,
0.013717141933739185,
-0.045146312564611435,
0.057249877601861954,
0.10742442309856415,
-0.10599156469106674,
-0.049525510519742966,
-0.055757950991392136
] | null | null | null | null | null | null | null |
[
-0.005400441121309996,
-0.046149153262376785,
-0.01863536797463894,
0.00527723366394639,
-0.0034451030660420656,
-0.0006531472317874432,
0.0498695932328701,
0.05465387552976608,
0.011230847798287868,
-0.0015168917598202825,
0.03325553610920906,
-0.007404417730867863,
-0.047642115503549576,
-0.018544889986515045,
0.07535678148269653,
0.02525392547249794,
0.031278304755687714,
0.034048307687044144,
0.02804439701139927,
0.04936083406209946,
0.047830354422330856,
-0.14811015129089355,
-0.007429163437336683,
-0.023896140977740288,
-0.0062818387523293495,
0.05094904080033302,
-0.05874243006110191,
-0.013061567209661007,
0.01694379933178425,
0.017845379188656807,
0.009211939759552479,
-0.03176306188106537,
-0.0713048055768013,
-0.046668633818626404,
0.04956517741084099,
-0.058364830911159515,
0.025976940989494324,
0.0045477766543626785,
-0.0686454251408577,
0.0034952410496771336,
0.04978649690747261,
-0.008458370342850685,
0.002656157361343503,
0.028633490204811096,
-0.057390570640563965,
-0.0031692367047071457,
0.009176469407975674,
0.006619882304221392,
-0.08634784817695618,
-0.08142569661140442,
0.001821412704885006,
0.031729601323604584,
0.00044655418605543673,
0.028091492131352425,
-0.0781620442867279,
0.010951830074191093,
0.06683726608753204,
0.06635028123855591,
0.03537222743034363,
-0.050614770501852036,
-0.05246276035904884,
-0.016141243278980255,
-0.05654827132821083,
-0.04770273342728615,
0.03845704346895218,
0.048489779233932495,
-0.008762683719396591,
-0.11265995353460312,
0.07601121068000793,
0.03771064803004265,
0.006328610237687826,
0.007387770339846611,
0.034280963242053986,
-0.02092692069709301,
-0.044198717921972275,
-0.02968265861272812,
0.019882528111338615,
0.06974922120571136,
0.0338313952088356,
-0.026677703484892845,
0.016728194430470467,
-0.03589653968811035,
0.041581928730010986,
0.014697776176035404,
-0.05280537158250809,
0.01455460861325264,
-0.021522359922528267,
0.02519960328936577,
-0.037201132625341415,
-0.08353494107723236,
0.009302139282226562,
0.020956655964255333,
-0.02591136284172535,
-0.06260792165994644,
-0.01141359657049179,
0.06826260685920715,
0.06888235360383987,
-0.024496259167790413,
0.0866626501083374,
0.0014777089236304164,
0.14593876898288727,
0.009016788564622402,
-0.06765101104974747,
0.045670706778764725,
-0.0818721204996109,
0.02185409516096115,
0.05996735766530037,
0.05204891785979271,
-0.07824047654867172,
0.017155179753899574,
0.01912059262394905,
-0.02059795893728733,
-0.049008648842573166,
-0.02214004471898079,
0.03889087960124016,
0.005652677733451128,
-0.020377719774842262,
0.014113922603428364,
-0.021281318739056587,
-0.010864624753594398,
-0.025011885911226273,
0.04784182831645012,
0.053806666284799576,
0.0720190554857254,
0.06625588983297348,
0.019975893199443817,
-0.08658549934625626,
-2.528044599501305e-33,
0.027521882206201553,
0.0902767926454544,
-0.007790184114128351,
0.018463796004652977,
-0.09776143729686737,
-0.053315628319978714,
-0.06117752566933632,
-0.02389685809612274,
-0.1370856761932373,
0.08843349665403366,
0.046732474118471146,
-0.0614374540746212,
0.06851420551538467,
-0.10220497846603394,
0.030651455745100975,
-0.022374846041202545,
-0.0008274462888948619,
0.0461568683385849,
0.1097295805811882,
0.009433906525373459,
0.010643676854670048,
0.04700823873281479,
0.017805295065045357,
0.074894480407238,
-0.014198520220816135,
0.08246815949678421,
-0.04537329822778702,
-0.005582830868661404,
0.015768615528941154,
-0.024100763723254204,
0.06712576001882553,
0.04575122892856598,
-0.040247369557619095,
-0.03086080402135849,
0.06982532888650894,
-0.06388392299413681,
0.0065662371926009655,
0.017634572461247444,
0.02194656990468502,
-0.07272569835186005,
0.0321524553000927,
-0.016507133841514587,
0.05271364375948906,
0.025584258139133453,
0.07527749985456467,
-0.034803975373506546,
-0.030722690746188164,
-0.028164267539978027,
0.06350196152925491,
-0.02452068403363228,
-0.035711027681827545,
-0.0027881194837391376,
0.01636301539838314,
0.04697846993803978,
0.04526011645793915,
-0.0016772401286289096,
0.11634949594736099,
0.016782930120825768,
0.05317758396267891,
0.022047163918614388,
0.107062429189682,
-0.0047356365248560905,
0.04395366832613945,
-0.01712052710354328,
-0.001008381717838347,
0.12799522280693054,
-0.08747776597738266,
0.023933084681630135,
0.052085187286138535,
0.05109165236353874,
-0.024705275893211365,
0.017953529953956604,
0.13535071909427643,
-0.024271782487630844,
0.11018600314855576,
0.03129201382398605,
0.022114170715212822,
-0.039779555052518845,
0.01017387118190527,
0.018126919865608215,
-0.041004620492458344,
-0.06732847541570663,
-0.033335763961076736,
-0.05537257343530655,
-0.11198479682207108,
-0.02788909710943699,
-0.06296547502279282,
-0.052392102777957916,
0.008114422671496868,
0.05478069186210632,
0.0681002214550972,
-0.08989564329385757,
-0.004769657272845507,
-0.023576194420456886,
-0.09308110177516937,
5.425155762416926e-34,
-0.0012040954316034913,
-0.023646840825676918,
0.016424957662820816,
0.012176288291811943,
0.0354195199906826,
-0.015462757088243961,
0.03959911689162254,
0.0667351484298706,
0.03686308488249779,
0.04402066394686699,
0.09528368711471558,
0.05200503021478653,
-0.07627558708190918,
-0.03753726929426193,
-0.08181282877922058,
0.048199936747550964,
0.013340309262275696,
0.03273952379822731,
0.16331139206886292,
0.043763428926467896,
-0.026077628135681152,
0.024702930822968483,
0.02852863445878029,
0.04815453663468361,
0.04009333625435829,
0.058669280260801315,
0.16918344795703888,
-0.038265638053417206,
0.024714656174182892,
-0.06010070815682411,
-0.04199457913637161,
0.03884348273277283,
0.00874379463493824,
-0.022285031154751778,
-0.05053257569670677,
-0.07146111875772476,
-0.0735478326678276,
0.0006151414127089083,
-0.040913257747888565,
0.006625711917877197,
-0.008444631472229958,
0.009885096922516823,
0.02925003319978714,
-0.06549911946058273,
0.02700178511440754,
0.02246897853910923,
-0.048239029943943024,
0.08661846816539764,
-0.01338339876383543,
-0.10060779750347137,
-0.03965897113084793,
-0.010074859485030174,
-0.059518441557884216,
0.036823175847530365,
-0.010036344639956951,
-0.049826011061668396,
0.005296582821756601,
0.053692713379859924,
0.022431211546063423,
0.07013341039419174,
-0.03347984701395035,
-0.020946970209479332,
0.001622190815396607,
-0.0017164010787382722,
0.020716506987810135,
-0.009785081259906292,
0.024172144010663033,
-0.019998624920845032,
-0.029030855745077133,
-0.010055890306830406,
-0.030207864940166473,
-0.0750064104795456,
0.0629848912358284,
0.03746074065566063,
0.052524685859680176,
-0.06094801425933838,
0.0411887988448143,
-0.027720700949430466,
0.05418561398983002,
-0.000024340977688552812,
-0.08876364678144455,
-0.004133109003305435,
-0.06515901535749435,
-0.05206618085503578,
0.03425529971718788,
-0.048583611845970154,
-0.046500980854034424,
0.039713647216558456,
0.0025007573422044516,
-0.10295433551073074,
-0.013118096627295017,
-0.051600564271211624,
0.048479367047548294,
-0.13950498402118683,
0.1222185418009758,
-5.2077243850590094e-8,
0.062011029571294785,
0.01611151546239853,
0.010071402415633202,
0.029344866052269936,
0.03788643702864647,
0.01584411971271038,
-0.06037820503115654,
0.023435890674591064,
0.006645738612860441,
0.002374880015850067,
0.024692291393876076,
-0.03840231895446777,
0.0450994037091732,
-0.03898359090089798,
0.03760445490479469,
0.0053290436044335365,
-0.028879163786768913,
-0.07966066896915436,
-0.0006725133862346411,
-0.01918274164199829,
-0.03628121688961983,
-0.0027664597146213055,
0.05999704822897911,
-0.08678551763296127,
-0.08264055848121643,
0.017743607982993126,
-0.05669010803103447,
0.030217787250876427,
0.00016713261720724404,
-0.08211545646190643,
0.048058394342660904,
-0.0024018611293286085,
0.05468013137578964,
0.0023776309099048376,
-0.004906489513814449,
-0.016258813440799713,
-0.07049205899238586,
0.03312729671597481,
0.0036693387664854527,
-0.011781285516917706,
-0.03771885111927986,
-0.03726734220981598,
-0.0426003560423851,
0.027246752753853798,
-0.048650261014699936,
0.04679420217871666,
-0.03627360239624977,
-0.009329240769147873,
0.0046549648977816105,
0.05277092009782791,
-0.06253959983587265,
0.00959955994039774,
-0.06785404682159424,
-0.020617617294192314,
-0.024915704503655434,
-0.11255844682455063,
-0.03477668762207031,
0.013717141933739185,
-0.045146312564611435,
0.057249877601861954,
0.10742442309856415,
-0.10599156469106674,
-0.049525510519742966,
-0.055757950991392136
] |
1402.3392
|
Fabian Giesen
|
Fabian Giesen
|
Interleaved entropy coders
|
16 pages
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The ANS family of arithmetic coders developed by Jarek Duda has the unique
property that encoder and decoder are completely symmetric in the sense that a
decoder reading bits will be in the exact same state that the encoder was in
when writing those bits---all "buffering" of information is explicitly part of
the coder state and identical between encoder and decoder. As a consequence,
the output from multiple ABS/ANS coders can be interleaved into the same
bitstream without any additional metadata. This allows for very efficient
encoding and decoding on CPUs supporting superscalar execution or SIMD
instructions, as well as GPU implementations. We also show how interleaving
without additional metadata can be implemented for any entropy coder, at some
increase in encoder complexity.
|
[
{
"created": "Fri, 14 Feb 2014 07:52:50 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Giesen",
"Fabian",
""
]
] |
[
-0.09698303043842316,
-0.02436048910021782,
-0.07387499511241913,
-0.07145436853170395,
-0.04495922103524208,
-0.11674033105373383,
-0.04999387264251709,
-0.035941049456596375,
0.011614283546805382,
-0.028817068785429,
-0.041796423494815826,
0.01383175514638424,
-0.03647296503186226,
-0.03153806924819946,
-0.050320617854595184,
-0.025698542594909668,
-0.006903918460011482,
0.10005678236484528,
-0.06782835721969604,
-0.09136873483657837,
0.06108967214822769,
-0.05343729257583618,
-0.08607685565948486,
0.04481939226388931,
0.027059150859713554,
0.023829571902751923,
-0.016866372898221016,
0.006018343381583691,
0.09903962165117264,
-0.005951161030679941,
0.07009927928447723,
-0.00312568130902946,
0.07685349136590958,
0.016475623473525047,
-0.03387356176972389,
-0.007725520990788937,
0.06444200873374939,
-0.07470238208770752,
-0.031159577891230583,
0.001623813295736909,
-0.05455692112445831,
0.03423217684030533,
0.007430754601955414,
0.02082347683608532,
-0.08142159134149551,
-0.011820139363408089,
-0.0019316484685987234,
-0.045635659247636795,
-0.03275506943464279,
-0.09456982463598251,
0.03536033257842064,
0.11031647026538849,
-0.020623978227376938,
-0.011911950074136257,
-0.016193993389606476,
-0.05047796666622162,
-0.010948387905955315,
-0.004377017728984356,
-0.06394527852535248,
0.056979916989803314,
-0.09172438085079193,
0.014710658229887486,
0.042819906026124954,
0.08151595294475555,
-0.01737268827855587,
0.026349179446697235,
0.09869720786809921,
0.032378412783145905,
-0.002556507010012865,
-0.06056951358914375,
-0.03893636539578438,
-0.08198004961013794,
-0.09221355617046356,
0.03672757372260094,
-0.004466292914003134,
-0.0011997977271676064,
0.01069935318082571,
0.029514145106077194,
-0.016627298668026924,
-0.048142269253730774,
-0.01098543405532837,
-0.07378759235143661,
0.07283081859350204,
0.027281345799565315,
0.06738042086362839,
-0.09632591158151627,
0.05150327458977699,
0.05754004418849945,
0.052217405289411545,
0.0012497699353843927,
-0.049592360854148865,
-0.015687698498368263,
0.06597474962472916,
-0.004048528149724007,
0.022635633125901222,
0.00869391392916441,
0.02789546735584736,
0.0262126624584198,
0.008485609665513039,
0.005806391127407551,
-0.015476586297154427,
0.0006890811491757631,
0.020884716883301735,
-0.009149053134024143,
-0.0010628227610141039,
-0.008487113751471043,
0.008221586234867573,
0.08747398853302002,
0.006002809852361679,
0.016679145395755768,
0.02457180991768837,
0.0695776641368866,
0.026200467720627785,
-0.043457623571157455,
0.06684135645627975,
0.0048170327208936214,
-0.07984116673469543,
0.009214780293405056,
0.06677618622779846,
-0.024352537468075752,
-0.05716022104024887,
-0.048092588782310486,
-0.07070694863796234,
0.06748203188180923,
0.05560680851340294,
-0.048968605697155,
-0.08713667094707489,
4.200111477807098e-33,
-0.08566312491893768,
0.00014555139932781458,
0.011141432449221611,
-0.024331102147698402,
-0.08418478816747665,
0.01539220754057169,
-0.011078592389822006,
-0.02722887322306633,
-0.008767098188400269,
0.056262850761413574,
0.0031230526510626078,
0.026847153902053833,
0.023002423346042633,
0.05939340218901634,
0.031419117003679276,
0.037793952971696854,
-0.039599623531103134,
-0.013799550011754036,
-0.04151245951652527,
0.00996550265699625,
0.042623989284038544,
0.048788681626319885,
-0.032632436603307724,
-0.03197053074836731,
0.031034009531140327,
0.04552290588617325,
0.0070256432518363,
-0.0883466824889183,
0.0259261392056942,
0.018765538930892944,
-0.06460690498352051,
-0.03912130743265152,
-0.01879964955151081,
-0.011682654730975628,
0.05583636090159416,
0.023909466341137886,
0.050106484442949295,
0.006711146794259548,
-0.03555386886000633,
-0.017636820673942566,
0.052439965307712555,
0.015005764551460743,
-0.012582224793732166,
-0.1410818099975586,
-0.0053242952562868595,
-0.06415840238332748,
-0.0347537025809288,
0.016598008573055267,
-0.011143730022013187,
0.014724448323249817,
0.05094020441174507,
0.035586822777986526,
-0.012536268681287766,
0.015388013795018196,
0.0970955491065979,
-0.03154008090496063,
0.021331747993826866,
-0.04311198741197586,
0.06791677325963974,
0.21522709727287292,
-0.07563376426696777,
0.016852326691150665,
-0.013306613080203533,
-0.007703818846493959,
-0.04016430303454399,
-0.006120738107711077,
0.009493702091276646,
-0.0054846229031682014,
-0.011863653548061848,
0.04291078448295593,
-0.10959448665380478,
0.04002563655376434,
0.01637883670628071,
-0.016731450334191322,
0.06652559340000153,
0.046428535133600235,
0.004611405078321695,
-0.09877052158117294,
-0.026359865441918373,
0.037631742656230927,
-0.0398164801299572,
0.03628642484545708,
0.07014843076467514,
0.04960370436310768,
-0.02895136922597885,
-0.02993561327457428,
-0.07728662341833115,
-0.04275193065404892,
-0.04271338880062103,
-0.0016443621134385467,
0.029707398265600204,
-0.07681889832019806,
0.08054997026920319,
-0.06018344312906265,
-0.033418960869312286,
-6.654729190026273e-33,
-0.024759039282798767,
-0.024079132825136185,
-0.004949737340211868,
0.10060534626245499,
-0.06111234799027443,
-0.025600502267479897,
0.09057851880788803,
-0.039609093219041824,
-0.0028661489486694336,
-0.06522268056869507,
-0.007659519091248512,
0.04075269028544426,
0.004759660456329584,
0.00008774783054832369,
0.08118202537298203,
0.02660994976758957,
0.00584740424528718,
0.05421709269285202,
0.004832164384424686,
0.009415147826075554,
0.06986034661531448,
0.1149851605296135,
0.062127161771059036,
0.026619844138622284,
0.023194044828414917,
0.026653984561562538,
-0.08139562606811523,
0.06748886406421661,
0.07741297036409378,
0.017197061330080032,
0.044744089245796204,
-0.03003809228539467,
0.0057709054090082645,
-0.04810478910803795,
-0.01413035485893488,
-0.0677952691912651,
0.06056807562708855,
0.0226893350481987,
-0.09783274680376053,
0.013703472912311554,
0.05372398719191551,
0.029601702466607094,
-0.02617516741156578,
0.03987812623381615,
0.04314867779612541,
0.01987539418041706,
-0.09842690825462341,
0.002126182895153761,
0.01906774938106537,
-0.07407630980014801,
0.05908781662583351,
-0.007477985229343176,
0.01861986704170704,
0.050078921020030975,
0.01086761150509119,
-0.03181751072406769,
-0.06819455325603485,
0.03288593888282776,
0.031171360984444618,
0.06466812640428543,
0.056403156369924545,
-0.08681001514196396,
0.03444691374897957,
-0.051649801433086395,
-0.020732685923576355,
-0.03253135085105896,
0.0077104102820158005,
-0.07988425344228745,
-0.11539588123559952,
-0.018683791160583496,
0.1030215322971344,
-0.049087196588516235,
-0.05832647532224655,
0.026959633454680443,
0.021661382168531418,
0.03916819021105766,
-0.011168471537530422,
-0.10170318931341171,
-0.06800049543380737,
0.017125139012932777,
-0.09575726091861725,
0.03646497428417206,
0.012012375518679619,
0.023334220051765442,
0.027270404621958733,
0.023514054715633392,
-0.01448967307806015,
-0.10576783865690231,
-0.012044494971632957,
-0.11133404821157455,
-0.043204374611377716,
0.09327657520771027,
0.0060325851663947105,
0.0546499602496624,
-0.058166198432445526,
-4.536218511930201e-8,
0.04258517175912857,
-0.04219745844602585,
-0.06069998815655708,
-0.01953997276723385,
-0.006600184831768274,
-0.03399382904171944,
-0.03290700539946556,
-0.02312186174094677,
0.003202748252078891,
-0.01097461674362421,
0.14058169722557068,
-0.027373965829610825,
-0.0456710010766983,
0.02235257439315319,
0.12905004620552063,
0.08113643527030945,
0.05217567831277847,
-0.06169864162802696,
-0.012049760669469833,
-0.02521379105746746,
0.012565577402710915,
0.02876984141767025,
-0.05888503044843674,
-0.0274843480437994,
-0.061784565448760986,
-0.02366969734430313,
0.03692243993282318,
0.0423201285302639,
0.10351619124412537,
0.026669178158044815,
0.020550336688756943,
0.019775543361902237,
0.081148661673069,
0.02099636197090149,
0.05353742465376854,
-0.03637660667300224,
0.06272301077842712,
0.029800910502672195,
0.028555236756801605,
-0.05332602560520172,
-0.0051319594494998455,
-0.06520386040210724,
-0.049666061997413635,
0.030932296067476273,
0.07063469290733337,
-0.005597225856035948,
-0.025389324873685837,
-0.022674839943647385,
-0.0610855408012867,
0.05280543491244316,
0.025196649134159088,
0.07129067927598953,
-0.03568730503320694,
0.025126926600933075,
0.04248560592532158,
-0.06201262027025223,
-0.07975757122039795,
-0.05287152901291847,
0.036941491067409515,
0.03218306601047516,
0.044275913387537,
-0.0050403703935444355,
-0.004060425795614719,
-0.009685753844678402
] |
Interleaved entropy coders
|
http://arxiv.org/abs/1402.3392v1
|
http://arxiv.org/pdf/1402.3392v1.pdf
|
https://github.com/j-towns/craystack
| false | false |
https://paperswithcode.com/paper/interleaved-entropy-coders
|
[
-0.09698303043842316,
-0.02436048910021782,
-0.07387499511241913,
-0.07145436853170395,
-0.04495922103524208,
-0.11674033105373383,
-0.04999387264251709,
-0.035941049456596375,
0.011614283546805382,
-0.028817068785429,
-0.041796423494815826,
0.01383175514638424,
-0.03647296503186226,
-0.03153806924819946,
-0.050320617854595184,
-0.025698542594909668,
-0.006903918460011482,
0.10005678236484528,
-0.06782835721969604,
-0.09136873483657837,
0.06108967214822769,
-0.05343729257583618,
-0.08607685565948486,
0.04481939226388931,
0.027059150859713554,
0.023829571902751923,
-0.016866372898221016,
0.006018343381583691,
0.09903962165117264,
-0.005951161030679941,
0.07009927928447723,
-0.00312568130902946,
0.07685349136590958,
0.016475623473525047,
-0.03387356176972389,
-0.007725520990788937,
0.06444200873374939,
-0.07470238208770752,
-0.031159577891230583,
0.001623813295736909,
-0.05455692112445831,
0.03423217684030533,
0.007430754601955414,
0.02082347683608532,
-0.08142159134149551,
-0.011820139363408089,
-0.0019316484685987234,
-0.045635659247636795,
-0.03275506943464279,
-0.09456982463598251,
0.03536033257842064,
0.11031647026538849,
-0.020623978227376938,
-0.011911950074136257,
-0.016193993389606476,
-0.05047796666622162,
-0.010948387905955315,
-0.004377017728984356,
-0.06394527852535248,
0.056979916989803314,
-0.09172438085079193,
0.014710658229887486,
0.042819906026124954,
0.08151595294475555,
-0.01737268827855587,
0.026349179446697235,
0.09869720786809921,
0.032378412783145905,
-0.002556507010012865,
-0.06056951358914375,
-0.03893636539578438,
-0.08198004961013794,
-0.09221355617046356,
0.03672757372260094,
-0.004466292914003134,
-0.0011997977271676064,
0.01069935318082571,
0.029514145106077194,
-0.016627298668026924,
-0.048142269253730774,
-0.01098543405532837,
-0.07378759235143661,
0.07283081859350204,
0.027281345799565315,
0.06738042086362839,
-0.09632591158151627,
0.05150327458977699,
0.05754004418849945,
0.052217405289411545,
0.0012497699353843927,
-0.049592360854148865,
-0.015687698498368263,
0.06597474962472916,
-0.004048528149724007,
0.022635633125901222,
0.00869391392916441,
0.02789546735584736,
0.0262126624584198,
0.008485609665513039,
0.005806391127407551,
-0.015476586297154427,
0.0006890811491757631,
0.020884716883301735,
-0.009149053134024143,
-0.0010628227610141039,
-0.008487113751471043,
0.008221586234867573,
0.08747398853302002,
0.006002809852361679,
0.016679145395755768,
0.02457180991768837,
0.0695776641368866,
0.026200467720627785,
-0.043457623571157455,
0.06684135645627975,
0.0048170327208936214,
-0.07984116673469543,
0.009214780293405056,
0.06677618622779846,
-0.024352537468075752,
-0.05716022104024887,
-0.048092588782310486,
-0.07070694863796234,
0.06748203188180923,
0.05560680851340294,
-0.048968605697155,
-0.08713667094707489,
4.200111477807098e-33,
-0.08566312491893768,
0.00014555139932781458,
0.011141432449221611,
-0.024331102147698402,
-0.08418478816747665,
0.01539220754057169,
-0.011078592389822006,
-0.02722887322306633,
-0.008767098188400269,
0.056262850761413574,
0.0031230526510626078,
0.026847153902053833,
0.023002423346042633,
0.05939340218901634,
0.031419117003679276,
0.037793952971696854,
-0.039599623531103134,
-0.013799550011754036,
-0.04151245951652527,
0.00996550265699625,
0.042623989284038544,
0.048788681626319885,
-0.032632436603307724,
-0.03197053074836731,
0.031034009531140327,
0.04552290588617325,
0.0070256432518363,
-0.0883466824889183,
0.0259261392056942,
0.018765538930892944,
-0.06460690498352051,
-0.03912130743265152,
-0.01879964955151081,
-0.011682654730975628,
0.05583636090159416,
0.023909466341137886,
0.050106484442949295,
0.006711146794259548,
-0.03555386886000633,
-0.017636820673942566,
0.052439965307712555,
0.015005764551460743,
-0.012582224793732166,
-0.1410818099975586,
-0.0053242952562868595,
-0.06415840238332748,
-0.0347537025809288,
0.016598008573055267,
-0.011143730022013187,
0.014724448323249817,
0.05094020441174507,
0.035586822777986526,
-0.012536268681287766,
0.015388013795018196,
0.0970955491065979,
-0.03154008090496063,
0.021331747993826866,
-0.04311198741197586,
0.06791677325963974,
0.21522709727287292,
-0.07563376426696777,
0.016852326691150665,
-0.013306613080203533,
-0.007703818846493959,
-0.04016430303454399,
-0.006120738107711077,
0.009493702091276646,
-0.0054846229031682014,
-0.011863653548061848,
0.04291078448295593,
-0.10959448665380478,
0.04002563655376434,
0.01637883670628071,
-0.016731450334191322,
0.06652559340000153,
0.046428535133600235,
0.004611405078321695,
-0.09877052158117294,
-0.026359865441918373,
0.037631742656230927,
-0.0398164801299572,
0.03628642484545708,
0.07014843076467514,
0.04960370436310768,
-0.02895136922597885,
-0.02993561327457428,
-0.07728662341833115,
-0.04275193065404892,
-0.04271338880062103,
-0.0016443621134385467,
0.029707398265600204,
-0.07681889832019806,
0.08054997026920319,
-0.06018344312906265,
-0.033418960869312286,
-6.654729190026273e-33,
-0.024759039282798767,
-0.024079132825136185,
-0.004949737340211868,
0.10060534626245499,
-0.06111234799027443,
-0.025600502267479897,
0.09057851880788803,
-0.039609093219041824,
-0.0028661489486694336,
-0.06522268056869507,
-0.007659519091248512,
0.04075269028544426,
0.004759660456329584,
0.00008774783054832369,
0.08118202537298203,
0.02660994976758957,
0.00584740424528718,
0.05421709269285202,
0.004832164384424686,
0.009415147826075554,
0.06986034661531448,
0.1149851605296135,
0.062127161771059036,
0.026619844138622284,
0.023194044828414917,
0.026653984561562538,
-0.08139562606811523,
0.06748886406421661,
0.07741297036409378,
0.017197061330080032,
0.044744089245796204,
-0.03003809228539467,
0.0057709054090082645,
-0.04810478910803795,
-0.01413035485893488,
-0.0677952691912651,
0.06056807562708855,
0.0226893350481987,
-0.09783274680376053,
0.013703472912311554,
0.05372398719191551,
0.029601702466607094,
-0.02617516741156578,
0.03987812623381615,
0.04314867779612541,
0.01987539418041706,
-0.09842690825462341,
0.002126182895153761,
0.01906774938106537,
-0.07407630980014801,
0.05908781662583351,
-0.007477985229343176,
0.01861986704170704,
0.050078921020030975,
0.01086761150509119,
-0.03181751072406769,
-0.06819455325603485,
0.03288593888282776,
0.031171360984444618,
0.06466812640428543,
0.056403156369924545,
-0.08681001514196396,
0.03444691374897957,
-0.051649801433086395,
-0.020732685923576355,
-0.03253135085105896,
0.0077104102820158005,
-0.07988425344228745,
-0.11539588123559952,
-0.018683791160583496,
0.1030215322971344,
-0.049087196588516235,
-0.05832647532224655,
0.026959633454680443,
0.021661382168531418,
0.03916819021105766,
-0.011168471537530422,
-0.10170318931341171,
-0.06800049543380737,
0.017125139012932777,
-0.09575726091861725,
0.03646497428417206,
0.012012375518679619,
0.023334220051765442,
0.027270404621958733,
0.023514054715633392,
-0.01448967307806015,
-0.10576783865690231,
-0.012044494971632957,
-0.11133404821157455,
-0.043204374611377716,
0.09327657520771027,
0.0060325851663947105,
0.0546499602496624,
-0.058166198432445526,
-4.536218511930201e-8,
0.04258517175912857,
-0.04219745844602585,
-0.06069998815655708,
-0.01953997276723385,
-0.006600184831768274,
-0.03399382904171944,
-0.03290700539946556,
-0.02312186174094677,
0.003202748252078891,
-0.01097461674362421,
0.14058169722557068,
-0.027373965829610825,
-0.0456710010766983,
0.02235257439315319,
0.12905004620552063,
0.08113643527030945,
0.05217567831277847,
-0.06169864162802696,
-0.012049760669469833,
-0.02521379105746746,
0.012565577402710915,
0.02876984141767025,
-0.05888503044843674,
-0.0274843480437994,
-0.061784565448760986,
-0.02366969734430313,
0.03692243993282318,
0.0423201285302639,
0.10351619124412537,
0.026669178158044815,
0.020550336688756943,
0.019775543361902237,
0.081148661673069,
0.02099636197090149,
0.05353742465376854,
-0.03637660667300224,
0.06272301077842712,
0.029800910502672195,
0.028555236756801605,
-0.05332602560520172,
-0.0051319594494998455,
-0.06520386040210724,
-0.049666061997413635,
0.030932296067476273,
0.07063469290733337,
-0.005597225856035948,
-0.025389324873685837,
-0.022674839943647385,
-0.0610855408012867,
0.05280543491244316,
0.025196649134159088,
0.07129067927598953,
-0.03568730503320694,
0.025126926600933075,
0.04248560592532158,
-0.06201262027025223,
-0.07975757122039795,
-0.05287152901291847,
0.036941491067409515,
0.03218306601047516,
0.044275913387537,
-0.0050403703935444355,
-0.004060425795614719,
-0.009685753844678402
] |
1402.3401
|
Emiliano De Cristofaro
|
Abdelberi Chaabane, Terence Chen, Mathieu Cunche, Emiliano De
Cristofaro, Arik Friedman, Mohamed Ali Kaafar
|
Censorship in the Wild: Analyzing Internet Filtering in Syria
|
A preliminary version of this paper appears in IMC 2014. This is the
full version
| null | null | null |
cs.CY cs.CR cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Internet censorship is enforced by numerous governments worldwide, however,
due to the lack of publicly available information, as well as the inherent
risks of performing active measurements, it is often hard for the research
community to investigate censorship practices in the wild. Thus, the leak of
600GB worth of logs from 7 Blue Coat SG-9000 proxies, deployed in Syria to
filter Internet traffic at a country scale, represents a unique opportunity to
provide a detailed snapshot of a real-world censorship ecosystem. This paper
presents the methodology and the results of a measurement analysis of the
leaked Blue Coat logs, revealing a relatively stealthy, yet quite targeted,
censorship. We find that traffic is filtered in several ways: using IP
addresses and domain names to block subnets or websites, and keywords or
categories to target specific content. We show that keyword-based censorship
produces some collateral damage as many requests are blocked even if they do
not relate to sensitive content. We also discover that Instant Messaging is
heavily censored, while filtering of social media is limited to specific pages.
Finally, we show that Syrian users try to evade censorship by using web/socks
proxies, Tor, VPNs, and BitTorrent. To the best of our knowledge, our work
provides the first analytical look into Internet filtering in Syria.
|
[
{
"created": "Fri, 14 Feb 2014 09:13:11 GMT",
"version": "v1"
},
{
"created": "Wed, 19 Feb 2014 07:45:54 GMT",
"version": "v2"
},
{
"created": "Sun, 18 May 2014 16:09:40 GMT",
"version": "v3"
},
{
"created": "Sun, 7 Sep 2014 08:55:11 GMT",
"version": "v4"
},
{
"created": "Wed, 5 Nov 2014 19:31:15 GMT",
"version": "v5"
}
] |
2014-11-06
|
[
[
"Chaabane",
"Abdelberi",
""
],
[
"Chen",
"Terence",
""
],
[
"Cunche",
"Mathieu",
""
],
[
"De Cristofaro",
"Emiliano",
""
],
[
"Friedman",
"Arik",
""
],
[
"Kaafar",
"Mohamed Ali",
""
]
] |
[
-0.06851212680339813,
-0.015983527526259422,
0.018237102776765823,
-0.051228489726781845,
0.07409494370222092,
-0.025431111454963684,
0.06037382781505585,
-0.12784762680530548,
0.04119547829031944,
0.020819148048758507,
0.01605050452053547,
0.02089318074285984,
0.04362926632165909,
-0.009926307946443558,
-0.014842521399259567,
0.0011155218817293644,
0.03183043748140335,
0.01793324574828148,
-0.06964659690856934,
-0.08361316472291946,
0.0628422349691391,
-0.00148688443005085,
0.03388745337724686,
-0.004095362965017557,
-0.03920280933380127,
-0.02620689757168293,
-0.054432936012744904,
-0.011710773222148418,
-0.020617827773094177,
-0.01642383262515068,
0.021064426749944687,
-0.023444166406989098,
-0.038642313331365585,
0.07424305379390717,
-0.04828812554478645,
-0.06712757050991058,
0.03488922119140625,
0.033165398985147476,
-0.06895642727613449,
-0.002214741660282016,
0.07191167771816254,
-0.030912000685930252,
0.03866565600037575,
-0.011825469322502613,
-0.022544370964169502,
-0.010270650498569012,
0.04631324112415314,
0.0889328271150589,
-0.05561816692352295,
-0.012875594198703766,
0.016073087230324745,
0.005760418716818094,
0.0007938150665722787,
0.03022352233529091,
-0.025361347943544388,
-0.1815221905708313,
-0.0403113029897213,
-0.04479098320007324,
0.0003622378862928599,
0.03697691485285759,
-0.0646672248840332,
-0.005315187852829695,
-0.055209435522556305,
0.0016230352921411395,
-0.034150056540966034,
0.017199348658323288,
0.03322889655828476,
0.09139963239431381,
0.0006003211019560695,
0.09437990933656693,
-0.03224586695432663,
0.03373504430055618,
-0.04487660154700279,
0.091826893389225,
0.021267931908369064,
-0.03178159520030022,
0.017497440800070763,
0.01862483285367489,
-0.041469886898994446,
-0.04859217628836632,
0.08221271634101868,
-0.07677119970321655,
0.0815713182091713,
0.034050069749355316,
-0.05682636424899101,
-0.033923886716365814,
0.05229838564991951,
-0.0046772719360888,
0.04561162739992142,
0.04951167479157448,
-0.03726467862725258,
0.07018263638019562,
0.1322808861732483,
0.10232415050268173,
0.011837054044008255,
-0.010966205038130283,
0.03416318818926811,
-0.006111136171966791,
0.007417730055749416,
0.09829003363847733,
-0.001594268367625773,
0.00500138383358717,
-0.019934913143515587,
-0.07400619983673096,
0.0008692976552993059,
0.05627146363258362,
0.004481698852032423,
0.060915347188711166,
0.037122856825590134,
0.09992315620183945,
-0.10951900482177734,
-0.017529429867863655,
-0.015255250036716461,
-0.09907495975494385,
0.03701772168278694,
-0.050134044140577316,
0.030367201194167137,
-0.023716730996966362,
0.010826494544744492,
0.054027192294597626,
0.029761241748929024,
0.04459308832883835,
0.027419060468673706,
-0.03796404227614403,
0.012993518263101578,
0.06046139448881149,
-0.02404850162565708,
1.5933238178220696e-33,
0.06310641765594482,
0.02671072818338871,
-0.07705401629209518,
-0.004492172040045261,
-0.03213706985116005,
0.06136022135615349,
-0.007554437033832073,
0.0628838911652565,
-0.048412784934043884,
0.01981319487094879,
-0.0025586530100554228,
-0.01291690208017826,
-0.015668829903006554,
0.03329657018184662,
0.09091740846633911,
-0.00027680970379151404,
0.022731633856892586,
0.031088339164853096,
0.06547201424837112,
0.007080439478158951,
-0.003638488706201315,
-0.07440420240163803,
0.03612615540623665,
0.012897430919110775,
0.03474351391196251,
-0.03911354020237923,
-0.013020725920796394,
-0.02946421504020691,
0.0652785375714302,
0.04008275642991066,
-0.018178869038820267,
0.03261365368962288,
0.01710408553481102,
-0.035078663378953934,
0.03610192611813545,
-0.01557389460504055,
-0.008378797210752964,
-0.031997308135032654,
0.012864532880485058,
-0.0012945677153766155,
-0.03205568343400955,
0.024609649553894997,
-0.09786976128816605,
-0.000593875243794173,
-0.034293197095394135,
0.022136183455586433,
-0.009523779153823853,
-0.07210884988307953,
0.0130179263651371,
-0.005034072790294886,
0.08469334244728088,
0.05357722193002701,
-0.0024409389588981867,
-0.03272896632552147,
-0.05239764600992203,
0.05779809504747391,
-0.033157993108034134,
-0.021201234310865402,
0.0198038462549448,
0.004292420111596584,
0.020593971014022827,
0.025853624567389488,
0.018349429592490196,
-0.02383948117494583,
0.04297158122062683,
0.011853132396936417,
0.04195507988333702,
0.06255000829696655,
-0.059163566678762436,
-0.05764242261648178,
0.002263722475618124,
-0.04601729288697243,
0.08970917016267776,
0.052253127098083496,
-0.11360477656126022,
0.009182833135128021,
-0.02668990008533001,
-0.0028855770360678434,
0.005371857900172472,
-0.027986370027065277,
0.04550745338201523,
-0.013282280415296555,
0.11866370588541031,
-0.020760228857398033,
-0.1595200002193451,
-0.06425986438989639,
0.04856725409626961,
0.024125581607222557,
-0.0313907228410244,
0.010786102153360844,
-0.10287633538246155,
0.0394873172044754,
-0.035404451191425323,
-0.009176107123494148,
-0.0582200326025486,
-2.4772540599961664e-33,
-0.12633509933948517,
0.018737565726041794,
-0.08632037043571472,
0.0346623919904232,
-0.044029682874679565,
-0.03117426112294197,
0.005105862859636545,
0.04848950356245041,
0.03675279766321182,
0.017704233527183533,
-0.054689303040504456,
-0.0011749350233003497,
0.07654836028814316,
-0.0402199849486351,
-0.025214755907654762,
-0.05261567234992981,
0.034379374235868454,
0.005090072751045227,
-0.16861176490783691,
-0.011313204653561115,
-0.04233648255467415,
0.0036252422723919153,
-0.1018146499991417,
0.013470456935465336,
0.02241506241261959,
-0.004816313739866018,
0.012873603962361813,
0.05702586472034454,
0.04744349420070648,
0.005599004216492176,
0.05204613506793976,
0.029254738241434097,
-0.041710611432790756,
-0.022376932203769684,
-0.0027188288513571024,
0.002510050544515252,
0.03384121507406235,
0.11502905935049057,
0.008936864323914051,
-0.018182793632149696,
0.01831185445189476,
0.07475807517766953,
-0.05464780703186989,
-0.03374017775058746,
-0.06364838778972626,
0.05550045520067215,
-0.04606562852859497,
0.047700803726911545,
-0.011914740316569805,
-0.07338536530733109,
0.05286611616611481,
-0.0026604391168802977,
0.06210179254412651,
-0.027058392763137817,
0.019846495240926743,
0.006188054569065571,
-0.08718397468328476,
-0.017755670472979546,
0.07338213920593262,
0.033263735473155975,
-0.017649440094828606,
-0.018514901399612427,
-0.12868979573249817,
0.027398448437452316,
0.05618450045585632,
-0.04707880690693855,
-0.011875122785568237,
-0.025565404444932938,
0.002040593884885311,
-0.007539316546171904,
0.10978718101978302,
-0.02163245715200901,
-0.04322154447436333,
-0.0012128271628171206,
0.05482630059123039,
0.02815079502761364,
0.08867760747671127,
0.03582567349076271,
-0.10858631134033203,
0.10644865781068802,
0.057755716145038605,
0.02695723995566368,
-0.05101347714662552,
-0.06534355878829956,
0.08937136828899384,
-0.022126587107777596,
-0.011492795310914516,
-0.04147227108478546,
-0.012382964603602886,
-0.018635783344507217,
0.004426439758390188,
-0.03522860258817673,
-0.158279150724411,
0.038646209985017776,
0.030641045421361923,
-4.091493721603001e-8,
0.03367247059941292,
-0.03298221528530121,
-0.0114279231056571,
0.06788310408592224,
-0.012142919935286045,
0.1045849621295929,
0.020062748342752457,
-0.02635973133146763,
-0.05125182121992111,
-0.01708257757127285,
0.06976382434368134,
-0.048765573650598526,
-0.0519631989300251,
0.01107365358620882,
-0.004968357738107443,
-0.02038753218948841,
-0.05289315804839134,
-0.03406456857919693,
-0.0317513570189476,
-0.023778723552823067,
-0.04586189612746239,
-0.002227885415777564,
-0.049341075122356415,
-0.04841098189353943,
0.010282556526362896,
-0.04401693120598793,
0.006065727677196264,
0.001160247134976089,
0.04809549078345299,
0.11323459446430206,
-0.002505209296941757,
-0.013215593993663788,
-0.022624792531132698,
-0.04091179743409157,
-0.05390593409538269,
0.12564939260482788,
-0.11142193526029587,
0.01993977651000023,
-0.025857890024781227,
0.10062094777822495,
0.04178135097026825,
-0.010041063651442528,
0.06820598244667053,
0.005322263576090336,
0.005770458839833736,
-0.053998272866010666,
-0.03250086307525635,
-0.010587120428681374,
0.03211414813995361,
-0.007416801527142525,
0.032602034509181976,
-0.04896318539977074,
0.02812349796295166,
0.09704367071390152,
0.06629355251789093,
-0.0648457258939743,
0.013266759924590588,
-0.024477431550621986,
-0.02198861911892891,
0.10254432260990143,
0.055358629673719406,
-0.08884404599666595,
-0.04621824249625206,
0.03811746463179588
] | null | null | null | null | null | null | null |
[
-0.06851212680339813,
-0.015983527526259422,
0.018237102776765823,
-0.051228489726781845,
0.07409494370222092,
-0.025431111454963684,
0.06037382781505585,
-0.12784762680530548,
0.04119547829031944,
0.020819148048758507,
0.01605050452053547,
0.02089318074285984,
0.04362926632165909,
-0.009926307946443558,
-0.014842521399259567,
0.0011155218817293644,
0.03183043748140335,
0.01793324574828148,
-0.06964659690856934,
-0.08361316472291946,
0.0628422349691391,
-0.00148688443005085,
0.03388745337724686,
-0.004095362965017557,
-0.03920280933380127,
-0.02620689757168293,
-0.054432936012744904,
-0.011710773222148418,
-0.020617827773094177,
-0.01642383262515068,
0.021064426749944687,
-0.023444166406989098,
-0.038642313331365585,
0.07424305379390717,
-0.04828812554478645,
-0.06712757050991058,
0.03488922119140625,
0.033165398985147476,
-0.06895642727613449,
-0.002214741660282016,
0.07191167771816254,
-0.030912000685930252,
0.03866565600037575,
-0.011825469322502613,
-0.022544370964169502,
-0.010270650498569012,
0.04631324112415314,
0.0889328271150589,
-0.05561816692352295,
-0.012875594198703766,
0.016073087230324745,
0.005760418716818094,
0.0007938150665722787,
0.03022352233529091,
-0.025361347943544388,
-0.1815221905708313,
-0.0403113029897213,
-0.04479098320007324,
0.0003622378862928599,
0.03697691485285759,
-0.0646672248840332,
-0.005315187852829695,
-0.055209435522556305,
0.0016230352921411395,
-0.034150056540966034,
0.017199348658323288,
0.03322889655828476,
0.09139963239431381,
0.0006003211019560695,
0.09437990933656693,
-0.03224586695432663,
0.03373504430055618,
-0.04487660154700279,
0.091826893389225,
0.021267931908369064,
-0.03178159520030022,
0.017497440800070763,
0.01862483285367489,
-0.041469886898994446,
-0.04859217628836632,
0.08221271634101868,
-0.07677119970321655,
0.0815713182091713,
0.034050069749355316,
-0.05682636424899101,
-0.033923886716365814,
0.05229838564991951,
-0.0046772719360888,
0.04561162739992142,
0.04951167479157448,
-0.03726467862725258,
0.07018263638019562,
0.1322808861732483,
0.10232415050268173,
0.011837054044008255,
-0.010966205038130283,
0.03416318818926811,
-0.006111136171966791,
0.007417730055749416,
0.09829003363847733,
-0.001594268367625773,
0.00500138383358717,
-0.019934913143515587,
-0.07400619983673096,
0.0008692976552993059,
0.05627146363258362,
0.004481698852032423,
0.060915347188711166,
0.037122856825590134,
0.09992315620183945,
-0.10951900482177734,
-0.017529429867863655,
-0.015255250036716461,
-0.09907495975494385,
0.03701772168278694,
-0.050134044140577316,
0.030367201194167137,
-0.023716730996966362,
0.010826494544744492,
0.054027192294597626,
0.029761241748929024,
0.04459308832883835,
0.027419060468673706,
-0.03796404227614403,
0.012993518263101578,
0.06046139448881149,
-0.02404850162565708,
1.5933238178220696e-33,
0.06310641765594482,
0.02671072818338871,
-0.07705401629209518,
-0.004492172040045261,
-0.03213706985116005,
0.06136022135615349,
-0.007554437033832073,
0.0628838911652565,
-0.048412784934043884,
0.01981319487094879,
-0.0025586530100554228,
-0.01291690208017826,
-0.015668829903006554,
0.03329657018184662,
0.09091740846633911,
-0.00027680970379151404,
0.022731633856892586,
0.031088339164853096,
0.06547201424837112,
0.007080439478158951,
-0.003638488706201315,
-0.07440420240163803,
0.03612615540623665,
0.012897430919110775,
0.03474351391196251,
-0.03911354020237923,
-0.013020725920796394,
-0.02946421504020691,
0.0652785375714302,
0.04008275642991066,
-0.018178869038820267,
0.03261365368962288,
0.01710408553481102,
-0.035078663378953934,
0.03610192611813545,
-0.01557389460504055,
-0.008378797210752964,
-0.031997308135032654,
0.012864532880485058,
-0.0012945677153766155,
-0.03205568343400955,
0.024609649553894997,
-0.09786976128816605,
-0.000593875243794173,
-0.034293197095394135,
0.022136183455586433,
-0.009523779153823853,
-0.07210884988307953,
0.0130179263651371,
-0.005034072790294886,
0.08469334244728088,
0.05357722193002701,
-0.0024409389588981867,
-0.03272896632552147,
-0.05239764600992203,
0.05779809504747391,
-0.033157993108034134,
-0.021201234310865402,
0.0198038462549448,
0.004292420111596584,
0.020593971014022827,
0.025853624567389488,
0.018349429592490196,
-0.02383948117494583,
0.04297158122062683,
0.011853132396936417,
0.04195507988333702,
0.06255000829696655,
-0.059163566678762436,
-0.05764242261648178,
0.002263722475618124,
-0.04601729288697243,
0.08970917016267776,
0.052253127098083496,
-0.11360477656126022,
0.009182833135128021,
-0.02668990008533001,
-0.0028855770360678434,
0.005371857900172472,
-0.027986370027065277,
0.04550745338201523,
-0.013282280415296555,
0.11866370588541031,
-0.020760228857398033,
-0.1595200002193451,
-0.06425986438989639,
0.04856725409626961,
0.024125581607222557,
-0.0313907228410244,
0.010786102153360844,
-0.10287633538246155,
0.0394873172044754,
-0.035404451191425323,
-0.009176107123494148,
-0.0582200326025486,
-2.4772540599961664e-33,
-0.12633509933948517,
0.018737565726041794,
-0.08632037043571472,
0.0346623919904232,
-0.044029682874679565,
-0.03117426112294197,
0.005105862859636545,
0.04848950356245041,
0.03675279766321182,
0.017704233527183533,
-0.054689303040504456,
-0.0011749350233003497,
0.07654836028814316,
-0.0402199849486351,
-0.025214755907654762,
-0.05261567234992981,
0.034379374235868454,
0.005090072751045227,
-0.16861176490783691,
-0.011313204653561115,
-0.04233648255467415,
0.0036252422723919153,
-0.1018146499991417,
0.013470456935465336,
0.02241506241261959,
-0.004816313739866018,
0.012873603962361813,
0.05702586472034454,
0.04744349420070648,
0.005599004216492176,
0.05204613506793976,
0.029254738241434097,
-0.041710611432790756,
-0.022376932203769684,
-0.0027188288513571024,
0.002510050544515252,
0.03384121507406235,
0.11502905935049057,
0.008936864323914051,
-0.018182793632149696,
0.01831185445189476,
0.07475807517766953,
-0.05464780703186989,
-0.03374017775058746,
-0.06364838778972626,
0.05550045520067215,
-0.04606562852859497,
0.047700803726911545,
-0.011914740316569805,
-0.07338536530733109,
0.05286611616611481,
-0.0026604391168802977,
0.06210179254412651,
-0.027058392763137817,
0.019846495240926743,
0.006188054569065571,
-0.08718397468328476,
-0.017755670472979546,
0.07338213920593262,
0.033263735473155975,
-0.017649440094828606,
-0.018514901399612427,
-0.12868979573249817,
0.027398448437452316,
0.05618450045585632,
-0.04707880690693855,
-0.011875122785568237,
-0.025565404444932938,
0.002040593884885311,
-0.007539316546171904,
0.10978718101978302,
-0.02163245715200901,
-0.04322154447436333,
-0.0012128271628171206,
0.05482630059123039,
0.02815079502761364,
0.08867760747671127,
0.03582567349076271,
-0.10858631134033203,
0.10644865781068802,
0.057755716145038605,
0.02695723995566368,
-0.05101347714662552,
-0.06534355878829956,
0.08937136828899384,
-0.022126587107777596,
-0.011492795310914516,
-0.04147227108478546,
-0.012382964603602886,
-0.018635783344507217,
0.004426439758390188,
-0.03522860258817673,
-0.158279150724411,
0.038646209985017776,
0.030641045421361923,
-4.091493721603001e-8,
0.03367247059941292,
-0.03298221528530121,
-0.0114279231056571,
0.06788310408592224,
-0.012142919935286045,
0.1045849621295929,
0.020062748342752457,
-0.02635973133146763,
-0.05125182121992111,
-0.01708257757127285,
0.06976382434368134,
-0.048765573650598526,
-0.0519631989300251,
0.01107365358620882,
-0.004968357738107443,
-0.02038753218948841,
-0.05289315804839134,
-0.03406456857919693,
-0.0317513570189476,
-0.023778723552823067,
-0.04586189612746239,
-0.002227885415777564,
-0.049341075122356415,
-0.04841098189353943,
0.010282556526362896,
-0.04401693120598793,
0.006065727677196264,
0.001160247134976089,
0.04809549078345299,
0.11323459446430206,
-0.002505209296941757,
-0.013215593993663788,
-0.022624792531132698,
-0.04091179743409157,
-0.05390593409538269,
0.12564939260482788,
-0.11142193526029587,
0.01993977651000023,
-0.025857890024781227,
0.10062094777822495,
0.04178135097026825,
-0.010041063651442528,
0.06820598244667053,
0.005322263576090336,
0.005770458839833736,
-0.053998272866010666,
-0.03250086307525635,
-0.010587120428681374,
0.03211414813995361,
-0.007416801527142525,
0.032602034509181976,
-0.04896318539977074,
0.02812349796295166,
0.09704367071390152,
0.06629355251789093,
-0.0648457258939743,
0.013266759924590588,
-0.024477431550621986,
-0.02198861911892891,
0.10254432260990143,
0.055358629673719406,
-0.08884404599666595,
-0.04621824249625206,
0.03811746463179588
] |
1402.3403
|
Alexandra Gurinovich
|
V.G. Baryshevsky
|
Relativistic Split-Cavity Oscillator
|
15 pages, 3 figures
| null | null | null |
physics.acc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Using the method of small signal analysis, we study the application potential
of relativistic electron beams in split-cavity oscillators (SCO's). A
beam-energy change in the SCO as a function of the initial energy of a
relativistic beam is considered. It is shown that the small-signal analysis
method enables adequate evaluation of SCO parameters needed for effective
modulation of a relativistic beam in a split cavity and for HPM generation
using SCO's. The range of energies is found for which the effect of
self-modulation of the beam density in SCO structures is most pronounced. It is
also shown that for beam currents at which the space charge has little effect
on the motion of electrons in a beam, the beam in a split-cavity oscillator is
effectively self-modulated at beam energies less than ~300-400 keV. The
self-modulation drops sharply in the range of energies from 250 to 400 keV, but
as the beam current is increased, the effective beam self-modulation becomes
appreciable in this range too, as well as even in a higher energy range.
|
[
{
"created": "Fri, 14 Feb 2014 09:17:05 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Baryshevsky",
"V. G.",
""
]
] |
[
-0.0009059011936187744,
0.04498028755187988,
-0.03235209360718727,
0.08423969894647598,
-0.11258497089147568,
-0.03337337449193001,
-0.03721332550048828,
-0.004822896793484688,
-0.03156421333551407,
-0.07335252314805984,
0.04040350392460823,
-0.08545708656311035,
-0.04420536756515503,
-0.05108482390642166,
0.006164555437862873,
-0.0017329378752037883,
0.12297433614730835,
0.025977184996008873,
-0.017269661650061607,
0.03409554064273834,
0.02873149886727333,
-0.10625776648521423,
0.0033205959480255842,
-0.003761923173442483,
0.11320513486862183,
-0.0063996934331953526,
0.0074864961206912994,
0.02841276302933693,
-0.025346754118800163,
0.013019009493291378,
0.019374357536435127,
-0.010600758716464043,
-0.08903487771749496,
-0.010752851143479347,
0.0034844297915697098,
0.07170860469341278,
0.015534138306975365,
-0.032509662210941315,
-0.01071781013160944,
-0.015366925857961178,
0.009504475630819798,
0.05086572840809822,
-0.003913558553904295,
0.04170682653784752,
0.0072822654619812965,
-0.023844517767429352,
0.032826654613018036,
-0.06275539845228195,
0.010205485858023167,
-0.06170310452580452,
0.003163070883601904,
0.033247921615839005,
-0.00771601777523756,
0.028453508391976357,
-0.005606328137218952,
-0.005954972933977842,
-0.0090259350836277,
0.05516096577048302,
0.03011552430689335,
-0.0005316112074069679,
0.020437292754650116,
-0.01763004995882511,
0.0020145864691585302,
0.0681162178516388,
-0.003742751432582736,
-0.03890698030591011,
0.05065768212080002,
0.05090648680925369,
-0.04717008024454117,
-0.012456339783966541,
-0.03523307293653488,
-0.040389638394117355,
-0.01832553744316101,
-0.012267783284187317,
0.0626298189163208,
-0.059874918311834335,
-0.006162857171148062,
0.04600546881556511,
0.07622429728507996,
0.06288540363311768,
0.004563949070870876,
-0.041568972170352936,
-0.14559344947338104,
-0.022421400994062424,
-0.00822213850915432,
0.025561565533280373,
0.0024273984599858522,
0.0068382155150175095,
-0.029213301837444305,
-0.01282892469316721,
0.004026761278510094,
-0.09471064060926437,
-0.008386757224798203,
-0.05668260157108307,
0.03690655529499054,
-0.05870070680975914,
-0.017746396362781525,
-0.0176079124212265,
0.016886889934539795,
-0.0007250980706885457,
0.05099960416555405,
0.04447586461901665,
-0.007573606446385384,
0.06205340474843979,
-0.031733717769384384,
0.029838567599654198,
0.017879601567983627,
0.12882907688617706,
-0.044220224022865295,
0.027279729023575783,
0.01579778455197811,
0.047378119081258774,
-0.046532902866601944,
-0.06631078571081161,
0.05599755048751831,
0.003494520206004381,
-0.05355152115225792,
-0.01581508293747902,
0.0716017335653305,
-0.02033279277384281,
-0.060142774134874344,
-0.11096997559070587,
0.00864542368799448,
0.03948600962758064,
0.04416092857718468,
-0.03152526915073395,
-0.1003623902797699,
4.125674767409215e-33,
-0.05067542567849159,
0.08557092398405075,
-0.018726319074630737,
0.002225648844614625,
0.010420646518468857,
-0.012431865558028221,
0.0071240197867155075,
0.08187466859817505,
-0.04264282435178757,
-0.025075774639844894,
0.0017810385907068849,
-0.03156659007072449,
0.09532183408737183,
-0.04153198376297951,
0.11997011303901672,
0.006642109714448452,
-0.01911698654294014,
-0.008539707399904728,
0.058162130415439606,
0.03451019898056984,
-0.009062415920197964,
0.01758626662194729,
0.06123780831694603,
0.0009104697965085506,
-0.043761659413576126,
-0.04567811265587807,
-0.0069413254968822,
-0.07592537999153137,
-0.12082579731941223,
-0.002494647866114974,
-0.010475424118340015,
0.06146371364593506,
0.04670271649956703,
-0.017775965854525566,
0.004114577081054449,
0.011295128613710403,
-0.03924884647130966,
0.023450441658496857,
0.03842584416270256,
0.005288965068757534,
-0.01464044488966465,
0.001107064075767994,
-0.0200948603451252,
0.017392465844750404,
0.009472082369029522,
-0.11775526404380798,
-0.04030119627714157,
0.038524188101291656,
0.054275497794151306,
0.011621079407632351,
0.04533091187477112,
-0.01961800456047058,
-0.019271306693553925,
0.057640306651592255,
0.05734264850616455,
0.039580512791872025,
0.017058182507753372,
0.06052039563655853,
0.06586404889822006,
-0.037464745342731476,
-0.06106891483068466,
-0.0004509934224188328,
0.03963129222393036,
0.020496515557169914,
0.00888287927955389,
0.023729579523205757,
-0.07440777868032455,
-0.03464652597904205,
-0.0974760577082634,
0.04691751301288605,
-0.005602918099611998,
0.0699930489063263,
0.0004039765626657754,
-0.12771934270858765,
0.0811578556895256,
0.06847236305475235,
0.018836190924048424,
0.04683086276054382,
0.007027952931821346,
0.00298949982970953,
0.08334952592849731,
-0.04145028069615364,
0.024063926190137863,
0.002746310317888856,
0.019969971850514412,
-0.0006196973845362663,
-0.039513714611530304,
0.016338618472218513,
-0.033532656729221344,
-0.0054606967605650425,
0.10796736180782318,
-0.05557462200522423,
-0.022764218971133232,
-0.06337527185678482,
-0.024428462609648705,
-5.287435670794052e-33,
0.005322884302586317,
0.08027481287717819,
0.02300959639251232,
-0.05175759643316269,
0.08437740057706833,
0.0728282704949379,
-0.08927250653505325,
-0.007329130079597235,
-0.004414676688611507,
0.0053462074138224125,
0.026282334700226784,
0.0491284616291523,
0.06747951358556747,
0.017810791730880737,
-0.07806000113487244,
-0.05135320872068405,
0.07616845518350601,
-0.04063038527965546,
0.05325908213853836,
0.0011376491747796535,
0.12591224908828735,
0.07800273597240448,
0.00017617602134123445,
0.012303651310503483,
0.064084991812706,
-0.01664123684167862,
0.006120387464761734,
-0.03999560326337814,
0.00874897837638855,
-0.06440632045269012,
-0.045289523899555206,
0.016351699829101562,
0.03327785059809685,
0.05669328197836876,
0.04956730827689171,
0.04902687296271324,
-0.04307449236512184,
0.006955208256840706,
0.052523303776979446,
0.04196299612522125,
0.009252053685486317,
0.13633757829666138,
0.01806405559182167,
0.0028183977119624615,
-0.016230426728725433,
0.022050891071558,
-0.0308822114020586,
-0.0006836677202954888,
0.0004768588696606457,
0.0612044595181942,
-0.05368122085928917,
-0.048595428466796875,
-0.03792541101574898,
-0.04199155420064926,
-0.028523923829197884,
-0.019791612401604652,
0.005983190145343542,
0.06860888749361038,
0.014984174631536007,
-0.05084069445729256,
-0.03671368584036827,
-0.001210995251312852,
0.07750051468610764,
-0.03099127858877182,
-0.03199586644768715,
-0.05938835069537163,
-0.12036606669425964,
0.010378146544098854,
-0.03281828388571739,
-0.05217234045267105,
-0.02129915915429592,
-0.012246089987456799,
0.029373805969953537,
-0.03799116611480713,
-0.08107388764619827,
-0.047001369297504425,
0.07130787521600723,
-0.09304961562156677,
0.021404417231678963,
0.037530649453401566,
0.00695722596719861,
-0.014101987704634666,
0.008512143976986408,
-0.10852731019258499,
-0.022795850411057472,
-0.012277628295123577,
-0.07873132079839706,
0.01488689798861742,
-0.009818091057240963,
-0.0448279045522213,
0.028726821765303612,
0.03803319111466408,
0.07723581045866013,
-0.026584940031170845,
0.09788094460964203,
-5.4942635330235134e-8,
-0.007306151557713747,
0.00513846380636096,
-0.09218186885118484,
0.08381358534097672,
0.08136868476867676,
-0.050623711198568344,
-0.05446489527821541,
-0.08133918046951294,
0.04787438362836838,
-0.09280090034008026,
0.04474557191133499,
-0.07197902351617813,
-0.05453804135322571,
-0.04989981651306152,
0.040341656655073166,
-0.021662652492523193,
-0.028813054785132408,
-0.12245916575193405,
0.002782645169645548,
0.054876409471035004,
0.012396158650517464,
-0.05777724087238312,
0.08522453159093857,
0.02755195088684559,
0.011050635948777199,
-0.022140342742204666,
-0.005575165152549744,
-0.020376767963171005,
-0.04505844786763191,
-0.04435703903436661,
-0.09871514141559601,
-0.01170700415968895,
-0.03167511522769928,
0.03799092769622803,
-0.08809447288513184,
0.007017992436885834,
-0.036682482808828354,
0.08856988698244095,
0.03242649883031845,
0.01720547489821911,
0.041909899562597275,
-0.08141598105430603,
0.014096183702349663,
0.08596168458461761,
-0.10176078975200653,
0.15375782549381256,
0.03333461657166481,
-0.04707415774464607,
0.027467450127005577,
-0.004029273055493832,
-0.010597548447549343,
-0.0031941074412316084,
0.01067804079502821,
-0.18266601860523224,
-0.06587408483028412,
0.10058057308197021,
0.0300362017005682,
0.04029778391122818,
0.043664850294589996,
-0.055991556495428085,
0.02878832258284092,
0.05180765315890312,
-0.02066752314567566,
0.049305327236652374
] | null | null | null | null | null | null | null |
[
-0.0009059011936187744,
0.04498028755187988,
-0.03235209360718727,
0.08423969894647598,
-0.11258497089147568,
-0.03337337449193001,
-0.03721332550048828,
-0.004822896793484688,
-0.03156421333551407,
-0.07335252314805984,
0.04040350392460823,
-0.08545708656311035,
-0.04420536756515503,
-0.05108482390642166,
0.006164555437862873,
-0.0017329378752037883,
0.12297433614730835,
0.025977184996008873,
-0.017269661650061607,
0.03409554064273834,
0.02873149886727333,
-0.10625776648521423,
0.0033205959480255842,
-0.003761923173442483,
0.11320513486862183,
-0.0063996934331953526,
0.0074864961206912994,
0.02841276302933693,
-0.025346754118800163,
0.013019009493291378,
0.019374357536435127,
-0.010600758716464043,
-0.08903487771749496,
-0.010752851143479347,
0.0034844297915697098,
0.07170860469341278,
0.015534138306975365,
-0.032509662210941315,
-0.01071781013160944,
-0.015366925857961178,
0.009504475630819798,
0.05086572840809822,
-0.003913558553904295,
0.04170682653784752,
0.0072822654619812965,
-0.023844517767429352,
0.032826654613018036,
-0.06275539845228195,
0.010205485858023167,
-0.06170310452580452,
0.003163070883601904,
0.033247921615839005,
-0.00771601777523756,
0.028453508391976357,
-0.005606328137218952,
-0.005954972933977842,
-0.0090259350836277,
0.05516096577048302,
0.03011552430689335,
-0.0005316112074069679,
0.020437292754650116,
-0.01763004995882511,
0.0020145864691585302,
0.0681162178516388,
-0.003742751432582736,
-0.03890698030591011,
0.05065768212080002,
0.05090648680925369,
-0.04717008024454117,
-0.012456339783966541,
-0.03523307293653488,
-0.040389638394117355,
-0.01832553744316101,
-0.012267783284187317,
0.0626298189163208,
-0.059874918311834335,
-0.006162857171148062,
0.04600546881556511,
0.07622429728507996,
0.06288540363311768,
0.004563949070870876,
-0.041568972170352936,
-0.14559344947338104,
-0.022421400994062424,
-0.00822213850915432,
0.025561565533280373,
0.0024273984599858522,
0.0068382155150175095,
-0.029213301837444305,
-0.01282892469316721,
0.004026761278510094,
-0.09471064060926437,
-0.008386757224798203,
-0.05668260157108307,
0.03690655529499054,
-0.05870070680975914,
-0.017746396362781525,
-0.0176079124212265,
0.016886889934539795,
-0.0007250980706885457,
0.05099960416555405,
0.04447586461901665,
-0.007573606446385384,
0.06205340474843979,
-0.031733717769384384,
0.029838567599654198,
0.017879601567983627,
0.12882907688617706,
-0.044220224022865295,
0.027279729023575783,
0.01579778455197811,
0.047378119081258774,
-0.046532902866601944,
-0.06631078571081161,
0.05599755048751831,
0.003494520206004381,
-0.05355152115225792,
-0.01581508293747902,
0.0716017335653305,
-0.02033279277384281,
-0.060142774134874344,
-0.11096997559070587,
0.00864542368799448,
0.03948600962758064,
0.04416092857718468,
-0.03152526915073395,
-0.1003623902797699,
4.125674767409215e-33,
-0.05067542567849159,
0.08557092398405075,
-0.018726319074630737,
0.002225648844614625,
0.010420646518468857,
-0.012431865558028221,
0.0071240197867155075,
0.08187466859817505,
-0.04264282435178757,
-0.025075774639844894,
0.0017810385907068849,
-0.03156659007072449,
0.09532183408737183,
-0.04153198376297951,
0.11997011303901672,
0.006642109714448452,
-0.01911698654294014,
-0.008539707399904728,
0.058162130415439606,
0.03451019898056984,
-0.009062415920197964,
0.01758626662194729,
0.06123780831694603,
0.0009104697965085506,
-0.043761659413576126,
-0.04567811265587807,
-0.0069413254968822,
-0.07592537999153137,
-0.12082579731941223,
-0.002494647866114974,
-0.010475424118340015,
0.06146371364593506,
0.04670271649956703,
-0.017775965854525566,
0.004114577081054449,
0.011295128613710403,
-0.03924884647130966,
0.023450441658496857,
0.03842584416270256,
0.005288965068757534,
-0.01464044488966465,
0.001107064075767994,
-0.0200948603451252,
0.017392465844750404,
0.009472082369029522,
-0.11775526404380798,
-0.04030119627714157,
0.038524188101291656,
0.054275497794151306,
0.011621079407632351,
0.04533091187477112,
-0.01961800456047058,
-0.019271306693553925,
0.057640306651592255,
0.05734264850616455,
0.039580512791872025,
0.017058182507753372,
0.06052039563655853,
0.06586404889822006,
-0.037464745342731476,
-0.06106891483068466,
-0.0004509934224188328,
0.03963129222393036,
0.020496515557169914,
0.00888287927955389,
0.023729579523205757,
-0.07440777868032455,
-0.03464652597904205,
-0.0974760577082634,
0.04691751301288605,
-0.005602918099611998,
0.0699930489063263,
0.0004039765626657754,
-0.12771934270858765,
0.0811578556895256,
0.06847236305475235,
0.018836190924048424,
0.04683086276054382,
0.007027952931821346,
0.00298949982970953,
0.08334952592849731,
-0.04145028069615364,
0.024063926190137863,
0.002746310317888856,
0.019969971850514412,
-0.0006196973845362663,
-0.039513714611530304,
0.016338618472218513,
-0.033532656729221344,
-0.0054606967605650425,
0.10796736180782318,
-0.05557462200522423,
-0.022764218971133232,
-0.06337527185678482,
-0.024428462609648705,
-5.287435670794052e-33,
0.005322884302586317,
0.08027481287717819,
0.02300959639251232,
-0.05175759643316269,
0.08437740057706833,
0.0728282704949379,
-0.08927250653505325,
-0.007329130079597235,
-0.004414676688611507,
0.0053462074138224125,
0.026282334700226784,
0.0491284616291523,
0.06747951358556747,
0.017810791730880737,
-0.07806000113487244,
-0.05135320872068405,
0.07616845518350601,
-0.04063038527965546,
0.05325908213853836,
0.0011376491747796535,
0.12591224908828735,
0.07800273597240448,
0.00017617602134123445,
0.012303651310503483,
0.064084991812706,
-0.01664123684167862,
0.006120387464761734,
-0.03999560326337814,
0.00874897837638855,
-0.06440632045269012,
-0.045289523899555206,
0.016351699829101562,
0.03327785059809685,
0.05669328197836876,
0.04956730827689171,
0.04902687296271324,
-0.04307449236512184,
0.006955208256840706,
0.052523303776979446,
0.04196299612522125,
0.009252053685486317,
0.13633757829666138,
0.01806405559182167,
0.0028183977119624615,
-0.016230426728725433,
0.022050891071558,
-0.0308822114020586,
-0.0006836677202954888,
0.0004768588696606457,
0.0612044595181942,
-0.05368122085928917,
-0.048595428466796875,
-0.03792541101574898,
-0.04199155420064926,
-0.028523923829197884,
-0.019791612401604652,
0.005983190145343542,
0.06860888749361038,
0.014984174631536007,
-0.05084069445729256,
-0.03671368584036827,
-0.001210995251312852,
0.07750051468610764,
-0.03099127858877182,
-0.03199586644768715,
-0.05938835069537163,
-0.12036606669425964,
0.010378146544098854,
-0.03281828388571739,
-0.05217234045267105,
-0.02129915915429592,
-0.012246089987456799,
0.029373805969953537,
-0.03799116611480713,
-0.08107388764619827,
-0.047001369297504425,
0.07130787521600723,
-0.09304961562156677,
0.021404417231678963,
0.037530649453401566,
0.00695722596719861,
-0.014101987704634666,
0.008512143976986408,
-0.10852731019258499,
-0.022795850411057472,
-0.012277628295123577,
-0.07873132079839706,
0.01488689798861742,
-0.009818091057240963,
-0.0448279045522213,
0.028726821765303612,
0.03803319111466408,
0.07723581045866013,
-0.026584940031170845,
0.09788094460964203,
-5.4942635330235134e-8,
-0.007306151557713747,
0.00513846380636096,
-0.09218186885118484,
0.08381358534097672,
0.08136868476867676,
-0.050623711198568344,
-0.05446489527821541,
-0.08133918046951294,
0.04787438362836838,
-0.09280090034008026,
0.04474557191133499,
-0.07197902351617813,
-0.05453804135322571,
-0.04989981651306152,
0.040341656655073166,
-0.021662652492523193,
-0.028813054785132408,
-0.12245916575193405,
0.002782645169645548,
0.054876409471035004,
0.012396158650517464,
-0.05777724087238312,
0.08522453159093857,
0.02755195088684559,
0.011050635948777199,
-0.022140342742204666,
-0.005575165152549744,
-0.020376767963171005,
-0.04505844786763191,
-0.04435703903436661,
-0.09871514141559601,
-0.01170700415968895,
-0.03167511522769928,
0.03799092769622803,
-0.08809447288513184,
0.007017992436885834,
-0.036682482808828354,
0.08856988698244095,
0.03242649883031845,
0.01720547489821911,
0.041909899562597275,
-0.08141598105430603,
0.014096183702349663,
0.08596168458461761,
-0.10176078975200653,
0.15375782549381256,
0.03333461657166481,
-0.04707415774464607,
0.027467450127005577,
-0.004029273055493832,
-0.010597548447549343,
-0.0031941074412316084,
0.01067804079502821,
-0.18266601860523224,
-0.06587408483028412,
0.10058057308197021,
0.0300362017005682,
0.04029778391122818,
0.043664850294589996,
-0.055991556495428085,
0.02878832258284092,
0.05180765315890312,
-0.02066752314567566,
0.049305327236652374
] |
1402.3405
|
Daniele Cerra
|
Daniele Cerra, Mihai Datcu, and Peter Reinartz
|
Authorship Analysis based on Data Compression
| null | null |
10.1016/j.patrec.2014.01.019
| null |
cs.CL cs.DL cs.IR stat.ML
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper proposes to perform authorship analysis using the Fast Compression
Distance (FCD), a similarity measure based on compression with dictionaries
directly extracted from the written texts. The FCD computes a similarity
between two documents through an effective binary search on the intersection
set between the two related dictionaries. In the reported experiments the
proposed method is applied to documents which are heterogeneous in style,
written in five different languages and coming from different historical
periods. Results are comparable to the state of the art and outperform
traditional compression-based methods.
|
[
{
"created": "Fri, 14 Feb 2014 09:25:59 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Cerra",
"Daniele",
""
],
[
"Datcu",
"Mihai",
""
],
[
"Reinartz",
"Peter",
""
]
] |
[
-0.05396731570363045,
0.0836431011557579,
-0.023003334179520607,
-0.019204452633857727,
0.0006550392135977745,
0.04025711864233017,
-0.04711512103676796,
-0.03453466296195984,
0.04461938887834549,
-0.030208926647901535,
-0.029927164316177368,
0.0654105618596077,
0.05983146280050278,
0.00024814356584101915,
-0.11564952880144119,
0.019125699996948242,
-0.06815487146377563,
0.06419582664966583,
-0.029924850910902023,
-0.06744690239429474,
-0.009874244220554829,
0.038879115134477615,
0.04690198600292206,
-0.004928752314299345,
0.11476845294237137,
0.004463886842131615,
0.04976600781083107,
-0.029537811875343323,
0.001799355261027813,
0.0011833446333184838,
0.000714473775587976,
0.046325769275426865,
0.11671024560928345,
-0.005940843839198351,
-0.02669096179306507,
0.0011744382791221142,
0.030366087332367897,
0.09162916988134384,
0.01659962721168995,
-0.028669575229287148,
-0.10839931666851044,
0.002878803526982665,
-0.031230378895998,
0.02516910433769226,
0.02436348982155323,
0.08010523021221161,
-0.11049216985702515,
0.09003356099128723,
-0.03146202862262726,
0.043314337730407715,
-0.09349030256271362,
0.02909330278635025,
-0.005005580838769674,
0.011651137843728065,
0.0037235557101666927,
-0.02766658365726471,
-0.029891362413764,
0.06941264867782593,
-0.05960514396429062,
-0.04946562647819519,
-0.0328051894903183,
0.02563454769551754,
-0.06514251232147217,
0.016828417778015137,
0.008566472679376602,
0.032919302582740784,
0.03147951886057854,
0.04052755609154701,
-0.06757373362779617,
-0.01549482997506857,
0.016730856150388718,
0.07730364054441452,
-0.015984492376446724,
0.06650810688734055,
-0.0031871956307440996,
0.02605912648141384,
-0.033761970698833466,
0.006017348729074001,
-0.04060094803571701,
-0.08545821905136108,
-0.028466152027249336,
-0.015448078513145447,
0.01847599819302559,
0.02240162529051304,
-0.051150307059288025,
-0.01096621248871088,
0.07060293853282928,
-0.042682863771915436,
-0.0398382768034935,
-0.03754503279924393,
0.027508879080414772,
-0.007376265712082386,
0.13537676632404327,
-0.07599016278982162,
-0.04402944818139076,
-0.020154638215899467,
0.001265892293304205,
0.029425164684653282,
0.039038289338350296,
0.05108296871185303,
-0.08106698840856552,
-0.0058790408074855804,
-0.05563550814986229,
-0.014095918275415897,
0.041070036590099335,
0.02742144651710987,
0.07530518621206284,
-0.08024141937494278,
0.01942182518541813,
-0.02899649180471897,
0.08041392266750336,
-0.018883969634771347,
-0.09657175093889236,
0.01666055992245674,
0.06092832610011101,
-0.03376810625195503,
-0.0007204402354545891,
0.018656956031918526,
0.015058278106153011,
0.03780429810285568,
-0.042892616242170334,
-0.012750874273478985,
-0.05315254628658295,
-0.025737339630723,
-0.04699324816465378,
-0.016189398244023323,
0.06886892020702362,
2.7499147501151962e-33,
0.07700147479772568,
0.05019320547580719,
-0.07371078431606293,
0.02550925314426422,
-0.007110501639544964,
-0.024886764585971832,
-0.03734525293111801,
0.025728726759552956,
-0.0650392547249794,
-0.026961512863636017,
-0.039110101759433746,
0.05788857117295265,
0.02909373864531517,
0.05987529456615448,
-0.06873482465744019,
0.01935383304953575,
0.06079130992293358,
0.005698418710380793,
-0.04138195887207985,
-0.04061563313007355,
0.0325598306953907,
-0.028844980522990227,
0.08911634236574173,
-0.023361513391137123,
0.019263578578829765,
-0.05909576267004013,
-0.04326705262064934,
-0.06199190765619278,
0.007989946752786636,
0.004781798459589481,
0.0015830759657546878,
-0.045400217175483704,
0.001938903471454978,
-0.05950968340039253,
-0.03837592899799347,
0.03990504518151283,
-0.018184196203947067,
-0.051420725882053375,
0.01096317544579506,
0.046736426651477814,
-0.05231349915266037,
-0.0030086308252066374,
0.045780714601278305,
-0.06887964904308319,
-0.09835219383239746,
0.12365946173667908,
0.03884321078658104,
-0.03212883323431015,
0.09773395955562592,
0.034338247030973434,
0.08443490415811539,
0.0018139503663405776,
-0.03564801067113876,
0.08103011548519135,
0.05173463746905327,
0.04175230860710144,
0.04906095936894417,
0.0032969056628644466,
0.06541553139686584,
0.06458191573619843,
-0.010319864377379417,
0.0739687979221344,
0.025577880442142487,
0.04091300070285797,
0.060777366161346436,
0.01778852939605713,
0.01146963331848383,
0.02035815268754959,
0.055066853761672974,
0.06671471148729324,
-0.008097457699477673,
0.009590902365744114,
-0.014992592856287956,
-0.03642132878303528,
-0.06454689055681229,
0.007594084367156029,
0.010873922146856785,
-0.04212550073862076,
-0.031612131744623184,
0.010557548142969608,
-0.07114484161138535,
-0.003022428136318922,
0.020047159865498543,
-0.12130449712276459,
-0.07323359698057175,
-0.002056329045444727,
0.03473183512687683,
-0.014240999706089497,
-0.008191692642867565,
0.050648730248212814,
0.036775268614292145,
0.02218581736087799,
0.006291405763477087,
-0.0521911159157753,
0.07017744332551956,
-2.623157153504198e-33,
-0.05767403170466423,
-0.10983584076166153,
0.042690545320510864,
0.009329020045697689,
0.014807239174842834,
-0.0037959206383675337,
-0.06106160581111908,
0.030511822551488876,
0.0048828087747097015,
0.023329248651862144,
0.012944716960191727,
-0.11245664954185486,
-0.010534994304180145,
-0.043023042380809784,
-0.02891719341278076,
0.04652680084109306,
0.026820741593837738,
-0.02280914969742298,
-0.036496661603450775,
0.025413932278752327,
-0.029005141928792,
0.005683678202331066,
-0.030178725719451904,
-0.06731247156858444,
0.07764361798763275,
-0.0035566778387874365,
0.04368848726153374,
-0.017488891258835793,
-0.015699224546551704,
-0.029788361862301826,
-0.039059508591890335,
0.036507874727249146,
-0.12793324887752533,
-0.08833818882703781,
-0.06132739782333374,
-0.03225526958703995,
-0.04171454906463623,
0.042698659002780914,
0.014299937523901463,
0.0159772839397192,
-0.0097733773291111,
0.07854083180427551,
0.009415796026587486,
-0.044360604137182236,
-0.004353025462478399,
-0.07609304785728455,
-0.11449015140533447,
-0.03896275535225868,
0.07175528258085251,
0.030715903267264366,
0.07424364238977432,
0.016253242269158363,
-0.03566358983516693,
0.06487415730953217,
0.004192556254565716,
-0.055512864142656326,
-0.04783455282449722,
-0.012909135781228542,
-0.019204827025532722,
0.06462160497903824,
-0.02024221047759056,
-0.04954814910888672,
0.036945465952157974,
0.11700926721096039,
0.054917529225349426,
-0.0749456137418747,
0.012495113536715508,
0.05030515789985657,
-0.033740442246198654,
0.049226123839616776,
0.05499213933944702,
-0.060584817081689835,
0.01797032169997692,
0.09066884964704514,
-0.09843268990516663,
0.014448040165007114,
0.08957670629024506,
-0.02105896919965744,
-0.0021178866736590862,
0.01567762903869152,
0.016189193353056908,
0.05073869228363037,
-0.021475913003087044,
0.08648612350225449,
-0.03277153894305229,
0.05429942160844803,
0.0044715614058077335,
0.033217381685972214,
0.0619284026324749,
0.09080839157104492,
0.07589162141084671,
-0.01332769077271223,
0.09642968326807022,
0.004113050643354654,
0.011007783003151417,
-4.0271377343970016e-8,
-0.05494094640016556,
-0.10364645719528198,
-0.09990759938955307,
0.014003564603626728,
-0.03908463940024376,
0.06204907223582268,
-0.010603927075862885,
-0.00038809471880085766,
-0.03860457241535187,
-0.03580817952752113,
0.06495846062898636,
-0.019133957102894783,
-0.03404608741402626,
0.014772031456232071,
-0.026388494297862053,
-0.021840984001755714,
-0.0039359889924526215,
-0.04292682930827141,
-0.0038981835823506117,
0.0024030671920627356,
0.05726217105984688,
0.06749242544174194,
-0.015363361686468124,
0.023823533207178116,
-0.06312083452939987,
0.06626339256763458,
0.015177867375314236,
-0.004708237014710903,
-0.010663473047316074,
0.002920175436884165,
-0.06591588258743286,
0.07962113618850708,
-0.050910573452711105,
-0.12815327942371368,
0.0821455791592598,
0.048465196043252945,
0.030715424567461014,
0.0245607178658247,
-0.14706160128116608,
0.11913762241601944,
0.02918432466685772,
0.01607421226799488,
-0.03594566881656647,
0.024834739044308662,
0.05416199937462807,
-0.09830980747938156,
0.0693928450345993,
0.015778353437781334,
0.06516384333372116,
-0.0031609670259058475,
0.022264089435338974,
-0.06125493720173836,
0.02676282450556755,
-0.035567302256822586,
-0.011193221434950829,
-0.010200504213571548,
-0.05010467395186424,
0.045594312250614166,
0.07949215173721313,
-0.1259634643793106,
0.02334057353436947,
-0.03606528788805008,
0.07844647020101547,
0.013876818120479584
] | null | null | null | null | null | null | null |
[
-0.05396731570363045,
0.0836431011557579,
-0.023003334179520607,
-0.019204452633857727,
0.0006550392135977745,
0.04025711864233017,
-0.04711512103676796,
-0.03453466296195984,
0.04461938887834549,
-0.030208926647901535,
-0.029927164316177368,
0.0654105618596077,
0.05983146280050278,
0.00024814356584101915,
-0.11564952880144119,
0.019125699996948242,
-0.06815487146377563,
0.06419582664966583,
-0.029924850910902023,
-0.06744690239429474,
-0.009874244220554829,
0.038879115134477615,
0.04690198600292206,
-0.004928752314299345,
0.11476845294237137,
0.004463886842131615,
0.04976600781083107,
-0.029537811875343323,
0.001799355261027813,
0.0011833446333184838,
0.000714473775587976,
0.046325769275426865,
0.11671024560928345,
-0.005940843839198351,
-0.02669096179306507,
0.0011744382791221142,
0.030366087332367897,
0.09162916988134384,
0.01659962721168995,
-0.028669575229287148,
-0.10839931666851044,
0.002878803526982665,
-0.031230378895998,
0.02516910433769226,
0.02436348982155323,
0.08010523021221161,
-0.11049216985702515,
0.09003356099128723,
-0.03146202862262726,
0.043314337730407715,
-0.09349030256271362,
0.02909330278635025,
-0.005005580838769674,
0.011651137843728065,
0.0037235557101666927,
-0.02766658365726471,
-0.029891362413764,
0.06941264867782593,
-0.05960514396429062,
-0.04946562647819519,
-0.0328051894903183,
0.02563454769551754,
-0.06514251232147217,
0.016828417778015137,
0.008566472679376602,
0.032919302582740784,
0.03147951886057854,
0.04052755609154701,
-0.06757373362779617,
-0.01549482997506857,
0.016730856150388718,
0.07730364054441452,
-0.015984492376446724,
0.06650810688734055,
-0.0031871956307440996,
0.02605912648141384,
-0.033761970698833466,
0.006017348729074001,
-0.04060094803571701,
-0.08545821905136108,
-0.028466152027249336,
-0.015448078513145447,
0.01847599819302559,
0.02240162529051304,
-0.051150307059288025,
-0.01096621248871088,
0.07060293853282928,
-0.042682863771915436,
-0.0398382768034935,
-0.03754503279924393,
0.027508879080414772,
-0.007376265712082386,
0.13537676632404327,
-0.07599016278982162,
-0.04402944818139076,
-0.020154638215899467,
0.001265892293304205,
0.029425164684653282,
0.039038289338350296,
0.05108296871185303,
-0.08106698840856552,
-0.0058790408074855804,
-0.05563550814986229,
-0.014095918275415897,
0.041070036590099335,
0.02742144651710987,
0.07530518621206284,
-0.08024141937494278,
0.01942182518541813,
-0.02899649180471897,
0.08041392266750336,
-0.018883969634771347,
-0.09657175093889236,
0.01666055992245674,
0.06092832610011101,
-0.03376810625195503,
-0.0007204402354545891,
0.018656956031918526,
0.015058278106153011,
0.03780429810285568,
-0.042892616242170334,
-0.012750874273478985,
-0.05315254628658295,
-0.025737339630723,
-0.04699324816465378,
-0.016189398244023323,
0.06886892020702362,
2.7499147501151962e-33,
0.07700147479772568,
0.05019320547580719,
-0.07371078431606293,
0.02550925314426422,
-0.007110501639544964,
-0.024886764585971832,
-0.03734525293111801,
0.025728726759552956,
-0.0650392547249794,
-0.026961512863636017,
-0.039110101759433746,
0.05788857117295265,
0.02909373864531517,
0.05987529456615448,
-0.06873482465744019,
0.01935383304953575,
0.06079130992293358,
0.005698418710380793,
-0.04138195887207985,
-0.04061563313007355,
0.0325598306953907,
-0.028844980522990227,
0.08911634236574173,
-0.023361513391137123,
0.019263578578829765,
-0.05909576267004013,
-0.04326705262064934,
-0.06199190765619278,
0.007989946752786636,
0.004781798459589481,
0.0015830759657546878,
-0.045400217175483704,
0.001938903471454978,
-0.05950968340039253,
-0.03837592899799347,
0.03990504518151283,
-0.018184196203947067,
-0.051420725882053375,
0.01096317544579506,
0.046736426651477814,
-0.05231349915266037,
-0.0030086308252066374,
0.045780714601278305,
-0.06887964904308319,
-0.09835219383239746,
0.12365946173667908,
0.03884321078658104,
-0.03212883323431015,
0.09773395955562592,
0.034338247030973434,
0.08443490415811539,
0.0018139503663405776,
-0.03564801067113876,
0.08103011548519135,
0.05173463746905327,
0.04175230860710144,
0.04906095936894417,
0.0032969056628644466,
0.06541553139686584,
0.06458191573619843,
-0.010319864377379417,
0.0739687979221344,
0.025577880442142487,
0.04091300070285797,
0.060777366161346436,
0.01778852939605713,
0.01146963331848383,
0.02035815268754959,
0.055066853761672974,
0.06671471148729324,
-0.008097457699477673,
0.009590902365744114,
-0.014992592856287956,
-0.03642132878303528,
-0.06454689055681229,
0.007594084367156029,
0.010873922146856785,
-0.04212550073862076,
-0.031612131744623184,
0.010557548142969608,
-0.07114484161138535,
-0.003022428136318922,
0.020047159865498543,
-0.12130449712276459,
-0.07323359698057175,
-0.002056329045444727,
0.03473183512687683,
-0.014240999706089497,
-0.008191692642867565,
0.050648730248212814,
0.036775268614292145,
0.02218581736087799,
0.006291405763477087,
-0.0521911159157753,
0.07017744332551956,
-2.623157153504198e-33,
-0.05767403170466423,
-0.10983584076166153,
0.042690545320510864,
0.009329020045697689,
0.014807239174842834,
-0.0037959206383675337,
-0.06106160581111908,
0.030511822551488876,
0.0048828087747097015,
0.023329248651862144,
0.012944716960191727,
-0.11245664954185486,
-0.010534994304180145,
-0.043023042380809784,
-0.02891719341278076,
0.04652680084109306,
0.026820741593837738,
-0.02280914969742298,
-0.036496661603450775,
0.025413932278752327,
-0.029005141928792,
0.005683678202331066,
-0.030178725719451904,
-0.06731247156858444,
0.07764361798763275,
-0.0035566778387874365,
0.04368848726153374,
-0.017488891258835793,
-0.015699224546551704,
-0.029788361862301826,
-0.039059508591890335,
0.036507874727249146,
-0.12793324887752533,
-0.08833818882703781,
-0.06132739782333374,
-0.03225526958703995,
-0.04171454906463623,
0.042698659002780914,
0.014299937523901463,
0.0159772839397192,
-0.0097733773291111,
0.07854083180427551,
0.009415796026587486,
-0.044360604137182236,
-0.004353025462478399,
-0.07609304785728455,
-0.11449015140533447,
-0.03896275535225868,
0.07175528258085251,
0.030715903267264366,
0.07424364238977432,
0.016253242269158363,
-0.03566358983516693,
0.06487415730953217,
0.004192556254565716,
-0.055512864142656326,
-0.04783455282449722,
-0.012909135781228542,
-0.019204827025532722,
0.06462160497903824,
-0.02024221047759056,
-0.04954814910888672,
0.036945465952157974,
0.11700926721096039,
0.054917529225349426,
-0.0749456137418747,
0.012495113536715508,
0.05030515789985657,
-0.033740442246198654,
0.049226123839616776,
0.05499213933944702,
-0.060584817081689835,
0.01797032169997692,
0.09066884964704514,
-0.09843268990516663,
0.014448040165007114,
0.08957670629024506,
-0.02105896919965744,
-0.0021178866736590862,
0.01567762903869152,
0.016189193353056908,
0.05073869228363037,
-0.021475913003087044,
0.08648612350225449,
-0.03277153894305229,
0.05429942160844803,
0.0044715614058077335,
0.033217381685972214,
0.0619284026324749,
0.09080839157104492,
0.07589162141084671,
-0.01332769077271223,
0.09642968326807022,
0.004113050643354654,
0.011007783003151417,
-4.0271377343970016e-8,
-0.05494094640016556,
-0.10364645719528198,
-0.09990759938955307,
0.014003564603626728,
-0.03908463940024376,
0.06204907223582268,
-0.010603927075862885,
-0.00038809471880085766,
-0.03860457241535187,
-0.03580817952752113,
0.06495846062898636,
-0.019133957102894783,
-0.03404608741402626,
0.014772031456232071,
-0.026388494297862053,
-0.021840984001755714,
-0.0039359889924526215,
-0.04292682930827141,
-0.0038981835823506117,
0.0024030671920627356,
0.05726217105984688,
0.06749242544174194,
-0.015363361686468124,
0.023823533207178116,
-0.06312083452939987,
0.06626339256763458,
0.015177867375314236,
-0.004708237014710903,
-0.010663473047316074,
0.002920175436884165,
-0.06591588258743286,
0.07962113618850708,
-0.050910573452711105,
-0.12815327942371368,
0.0821455791592598,
0.048465196043252945,
0.030715424567461014,
0.0245607178658247,
-0.14706160128116608,
0.11913762241601944,
0.02918432466685772,
0.01607421226799488,
-0.03594566881656647,
0.024834739044308662,
0.05416199937462807,
-0.09830980747938156,
0.0693928450345993,
0.015778353437781334,
0.06516384333372116,
-0.0031609670259058475,
0.022264089435338974,
-0.06125493720173836,
0.02676282450556755,
-0.035567302256822586,
-0.011193221434950829,
-0.010200504213571548,
-0.05010467395186424,
0.045594312250614166,
0.07949215173721313,
-0.1259634643793106,
0.02334057353436947,
-0.03606528788805008,
0.07844647020101547,
0.013876818120479584
] |
1402.3406
|
Yi Man
|
Yi Man and Eric Lauga
|
The wobbling-to-swimming transition of rotated helices
| null |
Y. Man and E. Lauga, Phys. Fluids, 25, 071904, 2013
|
10.1063/1.4812637
| null |
physics.flu-dyn cond-mat.soft physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A growing body of work aims at designing and testing micron-scale synthetic
swimmers. One method, inspired by the locomotion of flagellated bacteria,
consists of applying a rotating magnetic field to a rigid, helically-shaped,
propeller attached to a magnetic head. When the resulting device, termed an
artificial bacteria flagellum, is aligned perpendicularly to the applied field,
the helix rotates and the swimmer moves forward. Experimental investigation of
artificial bacteria flagella shows that at low frequency of the applied field,
the axis of the helix does not align perpendicularly to the field but wobbles
around the helix, with an angle increasing as the inverse of the field
frequency. By numerical computations and asymptotic analysis, we provide a
theoretical explanation for this wobbling behavior. We numerically demonstrate
the wobbling-to-swimming transition as a function of the helix geometry and the
dimensionless Mason number which quantifies the ratio of viscous to magnetic
torques. We then employ an asymptotic expansion for near-straight helices to
derive an analytical estimate for the wobbling angle allowing to rationalize
our computations and past experimental results. These results can help guide
future design of artificial helical swimmers.
|
[
{
"created": "Fri, 14 Feb 2014 09:32:37 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Man",
"Yi",
""
],
[
"Lauga",
"Eric",
""
]
] |
[
-0.017033005133271217,
-0.016847452148795128,
-0.0171616543084383,
-0.057914912700653076,
-0.045825183391571045,
-0.060817111283540726,
-0.03936488926410675,
0.08189297467470169,
-0.04030913487076759,
-0.02269008941948414,
0.027845539152622223,
-0.0005586345796473324,
-0.06351979821920395,
0.11456996202468872,
-0.04035232588648796,
-0.00990702398121357,
-0.10331061482429504,
0.09184785932302475,
-0.04662958160042763,
0.05815434455871582,
0.007374869659543037,
0.02235131524503231,
0.015584827400743961,
0.03698892146348953,
-0.07728339731693268,
0.05176868289709091,
0.020981473848223686,
0.006642077583819628,
-0.07622376084327698,
-0.07583155483007431,
0.006869597360491753,
0.04128147289156914,
-0.07345308363437653,
-0.1311151385307312,
0.04376209154725075,
-0.007086760830134153,
0.035188376903533936,
-0.03480623662471771,
0.04423733428120613,
-0.013117150403559208,
0.060472652316093445,
0.010978098958730698,
0.11892685294151306,
0.056587669998407364,
0.05301719531416893,
0.06708451360464096,
0.0754946693778038,
0.038218360394239426,
0.044747449457645416,
-0.014700235798954964,
-0.07723277807235718,
-0.08172139525413513,
0.013048863038420677,
-0.030934598296880722,
0.006334819830954075,
0.009557114914059639,
-0.011043660342693329,
-0.05360600724816322,
0.009343964979052544,
-0.06118210032582283,
0.12603101134300232,
-0.00396759482100606,
0.025014378130435944,
0.009275710210204124,
-0.05190194398164749,
-0.07350289076566696,
-0.024403570219874382,
-0.02558298036456108,
0.047431834042072296,
0.07406169176101685,
0.006573835387825966,
0.0021700956858694553,
-0.036115020513534546,
0.06299366801977158,
0.013623517006635666,
-0.011452282778918743,
0.0002970510977320373,
0.07591725885868073,
0.033079348504543304,
0.06074342876672745,
-0.0816158726811409,
-0.040887754410505295,
-0.07653586566448212,
0.000030067751140450127,
-0.03574999049305916,
0.025250282138586044,
0.031896233558654785,
0.05556463822722435,
0.045474134385585785,
0.07908900827169418,
0.006793676875531673,
0.013319019228219986,
-0.08689606934785843,
-0.11759398877620697,
0.03671613708138466,
-0.0868692398071289,
-0.06759539246559143,
0.035222191363573074,
0.03281381353735924,
-0.024554157629609108,
0.0299295075237751,
-0.014855803921818733,
0.027867566794157028,
0.09550695866346359,
0.046187516301870346,
-0.02586977183818817,
0.02838154509663582,
0.039143964648246765,
0.1112123653292656,
0.0698275938630104,
0.02925695851445198,
0.055883102118968964,
0.026134826242923737,
-0.0005033669294789433,
-0.006388349924236536,
0.002093624323606491,
-0.053059130907058716,
0.024869650602340698,
-0.06992912292480469,
0.11542828381061554,
0.07784824818372726,
-0.04504316300153732,
-0.0629647895693779,
-0.04423977807164192,
0.008006015792489052,
0.02678440324962139,
-0.09814275056123734,
-7.689813128365739e-35,
0.002946609864011407,
0.04224914312362671,
0.051979199051856995,
0.02386566437780857,
-0.00646362267434597,
-0.08514271676540375,
-0.007416657172143459,
0.032373618334531784,
0.00391363725066185,
-0.0023037041537463665,
-0.07532940804958344,
0.10553226619958878,
-0.020576879382133484,
0.01839936338365078,
-0.024954115971922874,
-0.12026041001081467,
0.06821076571941376,
-0.08705093711614609,
-0.05132361501455307,
0.02408168464899063,
0.06814585626125336,
-0.012985101900994778,
0.009212085977196693,
-0.03317343443632126,
0.03362030163407326,
-0.006414645351469517,
-0.010864139534533024,
-0.002530911471694708,
0.028459757566452026,
0.011933962814509869,
0.021959876641631126,
-0.11467504501342773,
-0.07777273654937744,
0.018515754491090775,
0.09596651792526245,
-0.04249823838472366,
0.02960888296365738,
-0.05632559582591057,
-0.027839068323373795,
0.016216997057199478,
0.046164873987436295,
0.009853259660303593,
0.03902711719274521,
0.0408126637339592,
-0.03360423073172569,
0.023006783798336983,
0.09825745224952698,
0.037397000938653946,
0.019772429019212723,
-0.04267127066850662,
0.09282384067773819,
-0.013139424845576286,
0.03150323033332825,
-0.010277441702783108,
0.08595916628837585,
-0.0292303878813982,
-0.022122187539935112,
-0.01905699260532856,
-0.13063636422157288,
0.0038310966920107603,
0.022259077057242393,
-0.0055031622759997845,
-0.0402105450630188,
0.043904922902584076,
-0.022858645766973495,
0.07819146662950516,
0.043832745403051376,
0.057923007756471634,
0.07248551398515701,
0.0016574602341279387,
-0.006522762589156628,
0.02192925475537777,
-0.028875496238470078,
0.013706308789551258,
-0.05213141441345215,
0.08261307328939438,
0.012733333744108677,
-0.05406809598207474,
0.025228610262274742,
-0.007599874399602413,
0.039538025856018066,
0.04574856534600258,
-0.042250048369169235,
-0.05214998126029968,
-0.0801379531621933,
0.01850038394331932,
0.05108625441789627,
0.007392799016088247,
-0.0061197783797979355,
-0.03141164779663086,
-0.002206134144216776,
-0.04161114990711212,
0.03101583570241928,
-0.06346983462572098,
-0.05826651677489281,
-2.2551590960876805e-33,
-0.03063209168612957,
-0.12726201117038727,
0.03264354169368744,
0.015972040593624115,
-0.04821647331118584,
0.07886958122253418,
0.05861780419945717,
0.05159313976764679,
-0.03681783005595207,
-0.08985234051942825,
-0.002862333320081234,
-0.01629932038486004,
0.004493876826018095,
0.06079719960689545,
0.023137718439102173,
-0.004546341486275196,
-0.10310715436935425,
-0.02487664669752121,
0.048861440271139145,
-0.00892287865281105,
0.002210839418694377,
0.05087787285447121,
0.03980785980820656,
-0.005528229288756847,
-0.0019696438685059547,
0.030458001419901848,
-0.05347630754113197,
-0.046617090702056885,
0.029834313318133354,
0.03436516225337982,
0.029978860169649124,
-0.05039026960730553,
0.0006748754531145096,
-0.020443608984351158,
-0.029921911656856537,
0.07841331511735916,
0.014502608217298985,
0.023857437074184418,
0.15090224146842957,
-0.11138471215963364,
0.011733628809452057,
-0.05335091054439545,
0.002711948938667774,
0.011152327992022038,
0.01137204933911562,
0.024093959480524063,
-0.0629422664642334,
0.06716243922710419,
-0.06252221763134003,
0.060960378497838974,
-0.10840842127799988,
-0.010368200950324535,
0.0018901097355410457,
-0.05135476589202881,
-0.005567608866840601,
-0.011788411997258663,
0.03506793454289436,
-0.0538879819214344,
0.08467347919940948,
-0.00256677926518023,
-0.046108394861221313,
-0.09795437753200531,
0.0021603729110211134,
-0.03436356782913208,
-0.0781983807682991,
0.09343001991510391,
0.03389334678649902,
0.024538060650229454,
-0.009323476813733578,
-0.006830457132309675,
-0.00009468441567150876,
0.053759895265102386,
0.06323857605457306,
-0.010899171233177185,
-0.01759570837020874,
0.01717989332973957,
0.0062801046296954155,
-0.03565659373998642,
-0.01142544113099575,
0.017521722242236137,
-0.00945174228399992,
0.049129657447338104,
-0.03272904083132744,
-0.05971479043364525,
0.036991432309150696,
-0.0794312059879303,
0.025648362934589386,
0.0025420624297112226,
-0.06068369746208191,
0.05483493208885193,
0.09612683206796646,
-0.030068323016166687,
0.0845259502530098,
-0.01803646795451641,
-0.004257076419889927,
-4.261112351855445e-8,
0.050948675721883774,
-0.011335779912769794,
0.05852477252483368,
0.005652350839227438,
0.0001547813881188631,
0.13922818005084991,
-0.02624531462788582,
-0.0551990307867527,
0.056181132793426514,
-0.06024092435836792,
0.009498058818280697,
-0.025532541796565056,
-0.00975533202290535,
0.008380318991839886,
-0.02533642016351223,
0.0716228112578392,
-0.04702615737915039,
-0.07724343985319138,
0.006804846227169037,
-0.04267105460166931,
0.01580572873353958,
0.047247663140296936,
-0.035561978816986084,
0.019787650555372238,
-0.03367721661925316,
-0.02172711491584778,
-0.08980142325162888,
-0.010438899509608746,
-0.004868674091994762,
-0.06350810080766678,
-0.01129151415079832,
0.006266002077609301,
0.0036998598370701075,
0.017160309478640556,
-0.13339658081531525,
-0.04711902514100075,
-0.0746091827750206,
0.03958163037896156,
0.003580958815291524,
0.08462699502706528,
0.052476901561021805,
0.036321841180324554,
-0.08642401546239853,
-0.017650926485657692,
-0.011110781691968441,
-0.024276915937662125,
-0.05759061127901077,
0.01824493519961834,
-0.054925210773944855,
0.018174834549427032,
-0.004006583709269762,
0.058972086757421494,
-0.001036224770359695,
0.014170251786708832,
-0.01385203842073679,
0.06902152299880981,
-0.0220319963991642,
-0.0646541491150856,
-0.09182006865739822,
0.027095193043351173,
-0.040977682918310165,
-0.00903036817908287,
-0.027866778895258904,
-0.020650606602430344
] | null | null | null | null | null | null | null |
[
-0.017033005133271217,
-0.016847452148795128,
-0.0171616543084383,
-0.057914912700653076,
-0.045825183391571045,
-0.060817111283540726,
-0.03936488926410675,
0.08189297467470169,
-0.04030913487076759,
-0.02269008941948414,
0.027845539152622223,
-0.0005586345796473324,
-0.06351979821920395,
0.11456996202468872,
-0.04035232588648796,
-0.00990702398121357,
-0.10331061482429504,
0.09184785932302475,
-0.04662958160042763,
0.05815434455871582,
0.007374869659543037,
0.02235131524503231,
0.015584827400743961,
0.03698892146348953,
-0.07728339731693268,
0.05176868289709091,
0.020981473848223686,
0.006642077583819628,
-0.07622376084327698,
-0.07583155483007431,
0.006869597360491753,
0.04128147289156914,
-0.07345308363437653,
-0.1311151385307312,
0.04376209154725075,
-0.007086760830134153,
0.035188376903533936,
-0.03480623662471771,
0.04423733428120613,
-0.013117150403559208,
0.060472652316093445,
0.010978098958730698,
0.11892685294151306,
0.056587669998407364,
0.05301719531416893,
0.06708451360464096,
0.0754946693778038,
0.038218360394239426,
0.044747449457645416,
-0.014700235798954964,
-0.07723277807235718,
-0.08172139525413513,
0.013048863038420677,
-0.030934598296880722,
0.006334819830954075,
0.009557114914059639,
-0.011043660342693329,
-0.05360600724816322,
0.009343964979052544,
-0.06118210032582283,
0.12603101134300232,
-0.00396759482100606,
0.025014378130435944,
0.009275710210204124,
-0.05190194398164749,
-0.07350289076566696,
-0.024403570219874382,
-0.02558298036456108,
0.047431834042072296,
0.07406169176101685,
0.006573835387825966,
0.0021700956858694553,
-0.036115020513534546,
0.06299366801977158,
0.013623517006635666,
-0.011452282778918743,
0.0002970510977320373,
0.07591725885868073,
0.033079348504543304,
0.06074342876672745,
-0.0816158726811409,
-0.040887754410505295,
-0.07653586566448212,
0.000030067751140450127,
-0.03574999049305916,
0.025250282138586044,
0.031896233558654785,
0.05556463822722435,
0.045474134385585785,
0.07908900827169418,
0.006793676875531673,
0.013319019228219986,
-0.08689606934785843,
-0.11759398877620697,
0.03671613708138466,
-0.0868692398071289,
-0.06759539246559143,
0.035222191363573074,
0.03281381353735924,
-0.024554157629609108,
0.0299295075237751,
-0.014855803921818733,
0.027867566794157028,
0.09550695866346359,
0.046187516301870346,
-0.02586977183818817,
0.02838154509663582,
0.039143964648246765,
0.1112123653292656,
0.0698275938630104,
0.02925695851445198,
0.055883102118968964,
0.026134826242923737,
-0.0005033669294789433,
-0.006388349924236536,
0.002093624323606491,
-0.053059130907058716,
0.024869650602340698,
-0.06992912292480469,
0.11542828381061554,
0.07784824818372726,
-0.04504316300153732,
-0.0629647895693779,
-0.04423977807164192,
0.008006015792489052,
0.02678440324962139,
-0.09814275056123734,
-7.689813128365739e-35,
0.002946609864011407,
0.04224914312362671,
0.051979199051856995,
0.02386566437780857,
-0.00646362267434597,
-0.08514271676540375,
-0.007416657172143459,
0.032373618334531784,
0.00391363725066185,
-0.0023037041537463665,
-0.07532940804958344,
0.10553226619958878,
-0.020576879382133484,
0.01839936338365078,
-0.024954115971922874,
-0.12026041001081467,
0.06821076571941376,
-0.08705093711614609,
-0.05132361501455307,
0.02408168464899063,
0.06814585626125336,
-0.012985101900994778,
0.009212085977196693,
-0.03317343443632126,
0.03362030163407326,
-0.006414645351469517,
-0.010864139534533024,
-0.002530911471694708,
0.028459757566452026,
0.011933962814509869,
0.021959876641631126,
-0.11467504501342773,
-0.07777273654937744,
0.018515754491090775,
0.09596651792526245,
-0.04249823838472366,
0.02960888296365738,
-0.05632559582591057,
-0.027839068323373795,
0.016216997057199478,
0.046164873987436295,
0.009853259660303593,
0.03902711719274521,
0.0408126637339592,
-0.03360423073172569,
0.023006783798336983,
0.09825745224952698,
0.037397000938653946,
0.019772429019212723,
-0.04267127066850662,
0.09282384067773819,
-0.013139424845576286,
0.03150323033332825,
-0.010277441702783108,
0.08595916628837585,
-0.0292303878813982,
-0.022122187539935112,
-0.01905699260532856,
-0.13063636422157288,
0.0038310966920107603,
0.022259077057242393,
-0.0055031622759997845,
-0.0402105450630188,
0.043904922902584076,
-0.022858645766973495,
0.07819146662950516,
0.043832745403051376,
0.057923007756471634,
0.07248551398515701,
0.0016574602341279387,
-0.006522762589156628,
0.02192925475537777,
-0.028875496238470078,
0.013706308789551258,
-0.05213141441345215,
0.08261307328939438,
0.012733333744108677,
-0.05406809598207474,
0.025228610262274742,
-0.007599874399602413,
0.039538025856018066,
0.04574856534600258,
-0.042250048369169235,
-0.05214998126029968,
-0.0801379531621933,
0.01850038394331932,
0.05108625441789627,
0.007392799016088247,
-0.0061197783797979355,
-0.03141164779663086,
-0.002206134144216776,
-0.04161114990711212,
0.03101583570241928,
-0.06346983462572098,
-0.05826651677489281,
-2.2551590960876805e-33,
-0.03063209168612957,
-0.12726201117038727,
0.03264354169368744,
0.015972040593624115,
-0.04821647331118584,
0.07886958122253418,
0.05861780419945717,
0.05159313976764679,
-0.03681783005595207,
-0.08985234051942825,
-0.002862333320081234,
-0.01629932038486004,
0.004493876826018095,
0.06079719960689545,
0.023137718439102173,
-0.004546341486275196,
-0.10310715436935425,
-0.02487664669752121,
0.048861440271139145,
-0.00892287865281105,
0.002210839418694377,
0.05087787285447121,
0.03980785980820656,
-0.005528229288756847,
-0.0019696438685059547,
0.030458001419901848,
-0.05347630754113197,
-0.046617090702056885,
0.029834313318133354,
0.03436516225337982,
0.029978860169649124,
-0.05039026960730553,
0.0006748754531145096,
-0.020443608984351158,
-0.029921911656856537,
0.07841331511735916,
0.014502608217298985,
0.023857437074184418,
0.15090224146842957,
-0.11138471215963364,
0.011733628809452057,
-0.05335091054439545,
0.002711948938667774,
0.011152327992022038,
0.01137204933911562,
0.024093959480524063,
-0.0629422664642334,
0.06716243922710419,
-0.06252221763134003,
0.060960378497838974,
-0.10840842127799988,
-0.010368200950324535,
0.0018901097355410457,
-0.05135476589202881,
-0.005567608866840601,
-0.011788411997258663,
0.03506793454289436,
-0.0538879819214344,
0.08467347919940948,
-0.00256677926518023,
-0.046108394861221313,
-0.09795437753200531,
0.0021603729110211134,
-0.03436356782913208,
-0.0781983807682991,
0.09343001991510391,
0.03389334678649902,
0.024538060650229454,
-0.009323476813733578,
-0.006830457132309675,
-0.00009468441567150876,
0.053759895265102386,
0.06323857605457306,
-0.010899171233177185,
-0.01759570837020874,
0.01717989332973957,
0.0062801046296954155,
-0.03565659373998642,
-0.01142544113099575,
0.017521722242236137,
-0.00945174228399992,
0.049129657447338104,
-0.03272904083132744,
-0.05971479043364525,
0.036991432309150696,
-0.0794312059879303,
0.025648362934589386,
0.0025420624297112226,
-0.06068369746208191,
0.05483493208885193,
0.09612683206796646,
-0.030068323016166687,
0.0845259502530098,
-0.01803646795451641,
-0.004257076419889927,
-4.261112351855445e-8,
0.050948675721883774,
-0.011335779912769794,
0.05852477252483368,
0.005652350839227438,
0.0001547813881188631,
0.13922818005084991,
-0.02624531462788582,
-0.0551990307867527,
0.056181132793426514,
-0.06024092435836792,
0.009498058818280697,
-0.025532541796565056,
-0.00975533202290535,
0.008380318991839886,
-0.02533642016351223,
0.0716228112578392,
-0.04702615737915039,
-0.07724343985319138,
0.006804846227169037,
-0.04267105460166931,
0.01580572873353958,
0.047247663140296936,
-0.035561978816986084,
0.019787650555372238,
-0.03367721661925316,
-0.02172711491584778,
-0.08980142325162888,
-0.010438899509608746,
-0.004868674091994762,
-0.06350810080766678,
-0.01129151415079832,
0.006266002077609301,
0.0036998598370701075,
0.017160309478640556,
-0.13339658081531525,
-0.04711902514100075,
-0.0746091827750206,
0.03958163037896156,
0.003580958815291524,
0.08462699502706528,
0.052476901561021805,
0.036321841180324554,
-0.08642401546239853,
-0.017650926485657692,
-0.011110781691968441,
-0.024276915937662125,
-0.05759061127901077,
0.01824493519961834,
-0.054925210773944855,
0.018174834549427032,
-0.004006583709269762,
0.058972086757421494,
-0.001036224770359695,
0.014170251786708832,
-0.01385203842073679,
0.06902152299880981,
-0.0220319963991642,
-0.0646541491150856,
-0.09182006865739822,
0.027095193043351173,
-0.040977682918310165,
-0.00903036817908287,
-0.027866778895258904,
-0.020650606602430344
] |
1402.3416
|
Thomas Gueudr\'e
|
Thomas Gueudr\'e, Awadhesh Kumar Dubey, Laurent Talon and Alberto
Rosso
|
Strong pinning of propagation fronts in adverse flow
|
5 pages, 4 figures
|
Phys. Rev. E 89, 041004(R) (2014)
|
10.1103/PhysRevE.89.041004
| null |
cond-mat.dis-nn physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Reaction fronts evolving in a porous medium exhibit a rich dynamical
behaviour. In presence of an adverse flow, experiments show that the front
slows down and eventually gets pinned, displaying a particular sawtooth shape.
Extensive numerical simulations of the hydrodynamic equations confirm the
experimental observations. Here we propose a stylized model, predicting two
possible outcomes of the experiments for large adverse flow: either the front
develops a sawtooth shape, or it acquires a complicated structure with islands
and overhangs. A simple criterion allows to distinguish between the two
scenarios and its validity is reproduced by direct hydrodynamical simulations.
Our model gives a better understanding of the transition and is relevant in a
variety of domains, when the pinning regime is strong and only relies on a
small number of sites.
|
[
{
"created": "Fri, 14 Feb 2014 10:14:37 GMT",
"version": "v1"
},
{
"created": "Mon, 24 Feb 2014 13:13:13 GMT",
"version": "v2"
}
] |
2016-10-28
|
[
[
"Gueudré",
"Thomas",
""
],
[
"Dubey",
"Awadhesh Kumar",
""
],
[
"Talon",
"Laurent",
""
],
[
"Rosso",
"Alberto",
""
]
] |
[
-0.0024551248643547297,
-0.06746460497379303,
0.12372445315122604,
0.006924578454345465,
0.056186143308877945,
-0.08738163113594055,
-0.11842704564332962,
0.018267879262566566,
0.012249278835952282,
0.02018890529870987,
-0.06337309628725052,
-0.014694349840283394,
-0.028548603877425194,
0.0034454732667654753,
0.032889772206544876,
-0.03752012550830841,
-0.04839783161878586,
-0.02611512504518032,
0.018659153953194618,
0.03938113898038864,
0.012091062031686306,
0.01087284553796053,
-0.06265904754400253,
0.0043347496539354324,
-0.018677541986107826,
-0.0032930488232523203,
0.028397753834724426,
-0.029383165761828423,
-0.011669972911477089,
-0.08996119350194931,
0.04590810090303421,
0.048565823584795,
-0.08892414718866348,
-0.03678233548998833,
-0.0382891520857811,
0.018510911613702774,
-0.0983588770031929,
0.06495772302150726,
-0.054380740970373154,
0.0569697842001915,
-0.04592260345816612,
0.020738709717988968,
0.05717631056904793,
0.027336250990629196,
0.058087751269340515,
-0.019921444356441498,
0.0926896333694458,
0.015165217220783234,
-0.03644802048802376,
-0.036645397543907166,
-0.004285138100385666,
-0.07624597102403641,
-0.04910831153392792,
-0.042475540190935135,
-0.01508009061217308,
-0.042141884565353394,
0.09412036836147308,
-0.03982417657971382,
0.06651508808135986,
-0.04457898065447807,
0.1226523220539093,
-0.0022720990236848593,
-0.012219198979437351,
-0.020272940397262573,
0.03147558867931366,
-0.04965784400701523,
0.034333158284425735,
0.05956977233290672,
0.04914044961333275,
0.038023002445697784,
0.04213227704167366,
0.08550771325826645,
-0.018328336998820305,
-0.12421365082263947,
0.0635925754904747,
-0.004552649799734354,
-0.0707014873623848,
0.10545211285352707,
0.010957052931189537,
-0.0005444805137813091,
-0.03272765874862671,
0.007409733720123768,
-0.005205851513892412,
-0.09008233994245529,
-0.06526439636945724,
0.01134092453867197,
0.004399040713906288,
-0.0769134908914566,
0.006748890969902277,
-0.018208136782050133,
-0.050129011273384094,
0.008332923986017704,
-0.05096876621246338,
-0.01924015022814274,
0.03746131807565689,
0.006685689557343721,
0.022759247571229935,
-0.017809024080634117,
0.019355004653334618,
0.020075680688023567,
0.00109169352799654,
-0.006705413572490215,
0.005188447423279285,
0.07281643897294998,
0.11321885883808136,
0.009041030891239643,
0.08638526499271393,
0.11670074611902237,
0.046330977231264114,
0.043122801929712296,
0.011294730938971043,
0.016875971108675003,
0.061256300657987595,
0.025195695459842682,
-0.02734631672501564,
-0.10609984397888184,
0.01690007746219635,
-0.04363147169351578,
-0.027498790994286537,
-0.05065590888261795,
0.04183938354253769,
0.028075402602553368,
-0.05438904091715813,
-0.06802603602409363,
0.007581471931189299,
0.04216979071497917,
-0.05478370189666748,
-5.895003609505479e-34,
0.0530230775475502,
-0.018196459859609604,
-0.08698325604200363,
-0.014552782289683819,
-0.006814241409301758,
-0.0890071913599968,
0.029249941930174828,
-0.03777482360601425,
-0.005326093640178442,
0.09821657091379166,
-0.085040383040905,
-0.0009810563642531633,
-0.11539969593286514,
0.07454870641231537,
-0.07710205018520355,
-0.05708310380578041,
0.04776782914996147,
0.019930807873606682,
-0.10722732543945312,
0.05901603773236275,
0.0003438507264945656,
-0.017248867079615593,
-0.11325393617153168,
-0.07032400369644165,
-0.0007237393292598426,
0.029901869595050812,
-0.07602664083242416,
-0.038193270564079285,
-0.07776180654764175,
0.032063134014606476,
-0.00035423392546363175,
0.015716450288891792,
-0.036676738411188126,
0.11054423451423645,
-0.004437530878931284,
-0.058047376573085785,
-0.0032662968151271343,
-0.0654914453625679,
0.0344441756606102,
-0.0811186358332634,
-0.08415834605693817,
0.058083150535821915,
-0.019024619832634926,
0.07511905580759048,
0.011144566349685192,
0.006953837815672159,
0.003996862098574638,
0.04968250170350075,
-0.05025339126586914,
-0.0326339527964592,
0.03440576046705246,
-0.004994831047952175,
0.0646304115653038,
0.06536310166120529,
0.023721890524029732,
-0.028091030195355415,
0.08186253905296326,
-0.043420422822237015,
-0.059167299419641495,
0.05732487514615059,
0.09300495684146881,
0.0698384940624237,
-0.033779166638851166,
-0.00806993618607521,
-0.017949014902114868,
0.08514329791069031,
0.025970028713345528,
0.0584171861410141,
0.038284432142972946,
-0.050714749842882156,
-0.06151743605732918,
0.042694345116615295,
-0.014873248524963856,
0.021758602932095528,
-0.01566925272345543,
-0.006706648971885443,
0.0923287570476532,
-0.025842156261205673,
0.034697115421295166,
0.028385812416672707,
-0.041985783725976944,
0.0071463026106357574,
-0.03593841567635536,
0.02575693279504776,
-0.026540668681263924,
0.05645299702882767,
0.05830695107579231,
-0.08743007481098175,
-0.06000879779458046,
0.05150867998600006,
-0.05262228101491928,
-0.060345910489559174,
0.14957477152347565,
-0.006301136687397957,
0.04077554866671562,
-1.8065381055810855e-33,
-0.02903885580599308,
0.028022486716508865,
0.00010776164708659053,
-0.03851722925901413,
-0.059351127594709396,
0.07013600319623947,
0.006166874896734953,
0.059549350291490555,
-0.04430534318089485,
-0.09610738605260849,
-0.013755926862359047,
0.04558420926332474,
-0.07883007079362869,
0.05039969086647034,
0.057149022817611694,
-0.06341849267482758,
0.06540371477603912,
-0.08592281490564346,
0.012417213059961796,
-0.07003462314605713,
-0.007620280608534813,
-0.03199351951479912,
-0.0528140589594841,
-0.0563008189201355,
0.030808303505182266,
0.005232227500528097,
-0.0004606648872140795,
-0.05818931385874748,
-0.024013571441173553,
-0.009082886390388012,
-0.09141435474157333,
0.015621245838701725,
0.017833074554800987,
0.026095082983374596,
-0.04361207038164139,
0.09930748492479324,
-0.016579536721110344,
0.02688807062804699,
0.015095600858330727,
-0.11803051084280014,
-0.042349185794591904,
-0.06636445224285126,
0.01912463828921318,
0.08767610043287277,
-0.08269800245761871,
-0.010308691300451756,
-0.0551205612719059,
0.026497045531868935,
-0.03663162142038345,
0.020682042464613914,
-0.032998621463775635,
0.0496138297021389,
0.06700614094734192,
-0.052043698728084564,
-0.044114481657743454,
0.04192955791950226,
0.03557863458991051,
-0.0054302699863910675,
0.02209361270070076,
-0.030764294788241386,
-0.06192788854241371,
-0.0011883871629834175,
0.01053120382130146,
-0.044202450662851334,
-0.02904326841235161,
0.003258446929976344,
-0.0917416512966156,
-0.017836755141615868,
0.03767033666372299,
0.02343328855931759,
0.027320776134729385,
0.008569566532969475,
0.009398779831826687,
0.05002452805638313,
0.07745535671710968,
-0.02526627853512764,
-0.034634221345186234,
-0.05769805237650871,
-0.03480539470911026,
0.06930786371231079,
-0.044096313416957855,
0.0914892628788948,
0.01877562515437603,
-0.039541102945804596,
0.09255844354629517,
-0.04823019728064537,
-0.0296245776116848,
-0.013760319910943508,
-0.013232182711362839,
0.020972194150090218,
0.05124369636178017,
-0.031056104227900505,
0.04419270530343056,
-0.06569506227970123,
0.024582000449299812,
-4.8327176926932225e-8,
0.014687469229102135,
-0.006946646608412266,
0.08189307898283005,
-0.017694085836410522,
-0.015431453473865986,
0.11387854814529419,
-0.027292218059301376,
0.03908035159111023,
0.006212943699210882,
-0.07055777311325073,
0.01750621199607849,
0.04922889545559883,
0.03967723622918129,
-0.007341020740568638,
-0.031958889216184616,
0.06622938066720963,
-0.007820908911526203,
-0.023016909137368202,
-0.052246857434511185,
-0.05246049538254738,
-0.03292222321033478,
0.007621487602591515,
-0.0473361499607563,
0.0367995947599411,
0.005986481439322233,
-0.006284739822149277,
-0.010856627486646175,
0.054491784423589706,
-0.032686613500118256,
-0.03055664710700512,
0.05381956323981285,
0.005831810645759106,
-0.06662952154874802,
0.09524430334568024,
0.027989838272333145,
0.069420725107193,
-0.002739563351497054,
0.00924308318644762,
0.001992188161239028,
-0.030664147809147835,
-0.03211898356676102,
0.03850855305790901,
0.07227033376693726,
-0.0028539651539176702,
0.042788513004779816,
0.13385897874832153,
-0.021576404571533203,
0.025316517800092697,
0.025500837713479996,
0.013508901000022888,
-0.036591287702322006,
0.030201144516468048,
-0.029468415305018425,
0.0927029550075531,
0.07781092822551727,
0.032177671790122986,
-0.04460800811648369,
-0.00520243588835001,
0.024728303775191307,
0.05049210786819458,
0.02614298090338707,
0.04251299798488617,
-0.016054760664701462,
-0.0024388295132666826
] | null | null | null | null | null | null | null |
[
-0.0024551248643547297,
-0.06746460497379303,
0.12372445315122604,
0.006924578454345465,
0.056186143308877945,
-0.08738163113594055,
-0.11842704564332962,
0.018267879262566566,
0.012249278835952282,
0.02018890529870987,
-0.06337309628725052,
-0.014694349840283394,
-0.028548603877425194,
0.0034454732667654753,
0.032889772206544876,
-0.03752012550830841,
-0.04839783161878586,
-0.02611512504518032,
0.018659153953194618,
0.03938113898038864,
0.012091062031686306,
0.01087284553796053,
-0.06265904754400253,
0.0043347496539354324,
-0.018677541986107826,
-0.0032930488232523203,
0.028397753834724426,
-0.029383165761828423,
-0.011669972911477089,
-0.08996119350194931,
0.04590810090303421,
0.048565823584795,
-0.08892414718866348,
-0.03678233548998833,
-0.0382891520857811,
0.018510911613702774,
-0.0983588770031929,
0.06495772302150726,
-0.054380740970373154,
0.0569697842001915,
-0.04592260345816612,
0.020738709717988968,
0.05717631056904793,
0.027336250990629196,
0.058087751269340515,
-0.019921444356441498,
0.0926896333694458,
0.015165217220783234,
-0.03644802048802376,
-0.036645397543907166,
-0.004285138100385666,
-0.07624597102403641,
-0.04910831153392792,
-0.042475540190935135,
-0.01508009061217308,
-0.042141884565353394,
0.09412036836147308,
-0.03982417657971382,
0.06651508808135986,
-0.04457898065447807,
0.1226523220539093,
-0.0022720990236848593,
-0.012219198979437351,
-0.020272940397262573,
0.03147558867931366,
-0.04965784400701523,
0.034333158284425735,
0.05956977233290672,
0.04914044961333275,
0.038023002445697784,
0.04213227704167366,
0.08550771325826645,
-0.018328336998820305,
-0.12421365082263947,
0.0635925754904747,
-0.004552649799734354,
-0.0707014873623848,
0.10545211285352707,
0.010957052931189537,
-0.0005444805137813091,
-0.03272765874862671,
0.007409733720123768,
-0.005205851513892412,
-0.09008233994245529,
-0.06526439636945724,
0.01134092453867197,
0.004399040713906288,
-0.0769134908914566,
0.006748890969902277,
-0.018208136782050133,
-0.050129011273384094,
0.008332923986017704,
-0.05096876621246338,
-0.01924015022814274,
0.03746131807565689,
0.006685689557343721,
0.022759247571229935,
-0.017809024080634117,
0.019355004653334618,
0.020075680688023567,
0.00109169352799654,
-0.006705413572490215,
0.005188447423279285,
0.07281643897294998,
0.11321885883808136,
0.009041030891239643,
0.08638526499271393,
0.11670074611902237,
0.046330977231264114,
0.043122801929712296,
0.011294730938971043,
0.016875971108675003,
0.061256300657987595,
0.025195695459842682,
-0.02734631672501564,
-0.10609984397888184,
0.01690007746219635,
-0.04363147169351578,
-0.027498790994286537,
-0.05065590888261795,
0.04183938354253769,
0.028075402602553368,
-0.05438904091715813,
-0.06802603602409363,
0.007581471931189299,
0.04216979071497917,
-0.05478370189666748,
-5.895003609505479e-34,
0.0530230775475502,
-0.018196459859609604,
-0.08698325604200363,
-0.014552782289683819,
-0.006814241409301758,
-0.0890071913599968,
0.029249941930174828,
-0.03777482360601425,
-0.005326093640178442,
0.09821657091379166,
-0.085040383040905,
-0.0009810563642531633,
-0.11539969593286514,
0.07454870641231537,
-0.07710205018520355,
-0.05708310380578041,
0.04776782914996147,
0.019930807873606682,
-0.10722732543945312,
0.05901603773236275,
0.0003438507264945656,
-0.017248867079615593,
-0.11325393617153168,
-0.07032400369644165,
-0.0007237393292598426,
0.029901869595050812,
-0.07602664083242416,
-0.038193270564079285,
-0.07776180654764175,
0.032063134014606476,
-0.00035423392546363175,
0.015716450288891792,
-0.036676738411188126,
0.11054423451423645,
-0.004437530878931284,
-0.058047376573085785,
-0.0032662968151271343,
-0.0654914453625679,
0.0344441756606102,
-0.0811186358332634,
-0.08415834605693817,
0.058083150535821915,
-0.019024619832634926,
0.07511905580759048,
0.011144566349685192,
0.006953837815672159,
0.003996862098574638,
0.04968250170350075,
-0.05025339126586914,
-0.0326339527964592,
0.03440576046705246,
-0.004994831047952175,
0.0646304115653038,
0.06536310166120529,
0.023721890524029732,
-0.028091030195355415,
0.08186253905296326,
-0.043420422822237015,
-0.059167299419641495,
0.05732487514615059,
0.09300495684146881,
0.0698384940624237,
-0.033779166638851166,
-0.00806993618607521,
-0.017949014902114868,
0.08514329791069031,
0.025970028713345528,
0.0584171861410141,
0.038284432142972946,
-0.050714749842882156,
-0.06151743605732918,
0.042694345116615295,
-0.014873248524963856,
0.021758602932095528,
-0.01566925272345543,
-0.006706648971885443,
0.0923287570476532,
-0.025842156261205673,
0.034697115421295166,
0.028385812416672707,
-0.041985783725976944,
0.0071463026106357574,
-0.03593841567635536,
0.02575693279504776,
-0.026540668681263924,
0.05645299702882767,
0.05830695107579231,
-0.08743007481098175,
-0.06000879779458046,
0.05150867998600006,
-0.05262228101491928,
-0.060345910489559174,
0.14957477152347565,
-0.006301136687397957,
0.04077554866671562,
-1.8065381055810855e-33,
-0.02903885580599308,
0.028022486716508865,
0.00010776164708659053,
-0.03851722925901413,
-0.059351127594709396,
0.07013600319623947,
0.006166874896734953,
0.059549350291490555,
-0.04430534318089485,
-0.09610738605260849,
-0.013755926862359047,
0.04558420926332474,
-0.07883007079362869,
0.05039969086647034,
0.057149022817611694,
-0.06341849267482758,
0.06540371477603912,
-0.08592281490564346,
0.012417213059961796,
-0.07003462314605713,
-0.007620280608534813,
-0.03199351951479912,
-0.0528140589594841,
-0.0563008189201355,
0.030808303505182266,
0.005232227500528097,
-0.0004606648872140795,
-0.05818931385874748,
-0.024013571441173553,
-0.009082886390388012,
-0.09141435474157333,
0.015621245838701725,
0.017833074554800987,
0.026095082983374596,
-0.04361207038164139,
0.09930748492479324,
-0.016579536721110344,
0.02688807062804699,
0.015095600858330727,
-0.11803051084280014,
-0.042349185794591904,
-0.06636445224285126,
0.01912463828921318,
0.08767610043287277,
-0.08269800245761871,
-0.010308691300451756,
-0.0551205612719059,
0.026497045531868935,
-0.03663162142038345,
0.020682042464613914,
-0.032998621463775635,
0.0496138297021389,
0.06700614094734192,
-0.052043698728084564,
-0.044114481657743454,
0.04192955791950226,
0.03557863458991051,
-0.0054302699863910675,
0.02209361270070076,
-0.030764294788241386,
-0.06192788854241371,
-0.0011883871629834175,
0.01053120382130146,
-0.044202450662851334,
-0.02904326841235161,
0.003258446929976344,
-0.0917416512966156,
-0.017836755141615868,
0.03767033666372299,
0.02343328855931759,
0.027320776134729385,
0.008569566532969475,
0.009398779831826687,
0.05002452805638313,
0.07745535671710968,
-0.02526627853512764,
-0.034634221345186234,
-0.05769805237650871,
-0.03480539470911026,
0.06930786371231079,
-0.044096313416957855,
0.0914892628788948,
0.01877562515437603,
-0.039541102945804596,
0.09255844354629517,
-0.04823019728064537,
-0.0296245776116848,
-0.013760319910943508,
-0.013232182711362839,
0.020972194150090218,
0.05124369636178017,
-0.031056104227900505,
0.04419270530343056,
-0.06569506227970123,
0.024582000449299812,
-4.8327176926932225e-8,
0.014687469229102135,
-0.006946646608412266,
0.08189307898283005,
-0.017694085836410522,
-0.015431453473865986,
0.11387854814529419,
-0.027292218059301376,
0.03908035159111023,
0.006212943699210882,
-0.07055777311325073,
0.01750621199607849,
0.04922889545559883,
0.03967723622918129,
-0.007341020740568638,
-0.031958889216184616,
0.06622938066720963,
-0.007820908911526203,
-0.023016909137368202,
-0.052246857434511185,
-0.05246049538254738,
-0.03292222321033478,
0.007621487602591515,
-0.0473361499607563,
0.0367995947599411,
0.005986481439322233,
-0.006284739822149277,
-0.010856627486646175,
0.054491784423589706,
-0.032686613500118256,
-0.03055664710700512,
0.05381956323981285,
0.005831810645759106,
-0.06662952154874802,
0.09524430334568024,
0.027989838272333145,
0.069420725107193,
-0.002739563351497054,
0.00924308318644762,
0.001992188161239028,
-0.030664147809147835,
-0.03211898356676102,
0.03850855305790901,
0.07227033376693726,
-0.0028539651539176702,
0.042788513004779816,
0.13385897874832153,
-0.021576404571533203,
0.025316517800092697,
0.025500837713479996,
0.013508901000022888,
-0.036591287702322006,
0.030201144516468048,
-0.029468415305018425,
0.0927029550075531,
0.07781092822551727,
0.032177671790122986,
-0.04460800811648369,
-0.00520243588835001,
0.024728303775191307,
0.05049210786819458,
0.02614298090338707,
0.04251299798488617,
-0.016054760664701462,
-0.0024388295132666826
] |
1402.3418
|
Alexander Kholodov
|
Alexander S. Kholodov
|
Scientific works citation analysis
|
in Russian
| null | null | null |
cs.DL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Several questions of scientometrics parameters organization are considered.
Two new indices for scientific works citation analysis are proposed. They
provide more detailed and reliable scientific significance assessment of
individual authors and scientific groups basing on the publication activity
|
[
{
"created": "Fri, 14 Feb 2014 10:19:55 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Kholodov",
"Alexander S.",
""
]
] |
[
-0.015366429463028908,
0.02050142176449299,
-0.051999531686306,
0.08144953101873398,
0.0005618100403808057,
0.006795041263103485,
-0.04880356416106224,
0.022592058405280113,
0.09958983957767487,
0.043942973017692566,
-0.062178999185562134,
0.026101719588041306,
-0.021708741784095764,
-0.0016264425357803702,
-0.09027310460805893,
-0.017102757468819618,
-0.1050405278801918,
-0.029510384425520897,
0.01601056568324566,
-0.01942943036556244,
0.00505041191354394,
0.012195621617138386,
0.07162047922611237,
-0.05001349374651909,
0.029773863032460213,
-0.00823639053851366,
-0.010185429826378822,
-0.018950143828988075,
-0.015245257876813412,
0.03046703152358532,
-0.031937919557094574,
0.15083912014961243,
0.06598887592554092,
-0.03655251860618591,
-0.022103307768702507,
-0.0062562753446400166,
0.05705219507217407,
0.00759414117783308,
0.09945768862962723,
0.09626668691635132,
-0.015546889044344425,
-0.013655458576977253,
0.06287553161382675,
-0.02031887322664261,
-0.07481010258197784,
-0.08574889600276947,
-0.07435666024684906,
0.015959618613123894,
-0.07377302646636963,
0.1175546869635582,
-0.05229879170656204,
0.0010752524249255657,
0.01424719300121069,
0.031212816014885902,
0.042148519307374954,
-0.03313340246677399,
0.01270301453769207,
-0.040931493043899536,
0.016230642795562744,
-0.04428766667842865,
0.07974908500909805,
-0.0055899713188409805,
-0.08562549203634262,
0.040251199156045914,
0.05857040360569954,
0.050496820360422134,
0.016734514385461807,
-0.010333361104130745,
-0.060490887612104416,
0.010251035913825035,
-0.022961029782891273,
-0.013392248190939426,
-0.0957908183336258,
0.0343557707965374,
0.03296167030930519,
0.006173359230160713,
-0.01033150963485241,
-0.0033444135915488005,
0.06626654416322708,
-0.11449863761663437,
0.04512844234704971,
-0.04264099523425102,
-0.046864017844200134,
-0.00814792886376381,
0.030912553891539574,
0.013530045747756958,
-0.006991096772253513,
0.02648189291357994,
0.03598925471305847,
0.018720507621765137,
0.021315710619091988,
-0.03735026717185974,
-0.01204442884773016,
-0.07471782714128494,
0.019015656784176826,
-0.014584420248866081,
0.005463615991175175,
-0.0002096879470627755,
0.08906431496143341,
-0.017447074875235558,
0.023789679631590843,
-0.0017335538286715746,
0.02888612635433674,
0.011407245881855488,
-0.004308526404201984,
-0.025061259046196938,
0.04531557485461235,
-0.04741036519408226,
0.02498965710401535,
0.02495255507528782,
-0.0434383749961853,
0.03399853780865669,
-0.0183261726051569,
0.025261353701353073,
0.01948157697916031,
-0.0522499717772007,
0.004101166035979986,
0.0073495786637067795,
-0.0020913153421133757,
-0.03573326766490936,
0.009235220029950142,
0.03989265114068985,
0.0027975887060165405,
-0.05974557623267174,
-0.023232704028487206,
0.029311882331967354,
-0.11218202114105225,
3.553132244083973e-33,
0.02617640234529972,
0.061896149069070816,
-0.013449834659695625,
0.07729309797286987,
-0.02321915328502655,
-0.011196515522897243,
-0.07809799909591675,
-0.043940432369709015,
-0.03314208984375,
-0.08135835826396942,
-0.08149050921201706,
0.12897942960262299,
0.011389362625777721,
-0.013785316608846188,
-0.017451036721467972,
0.0384979173541069,
0.07980962097644806,
0.09550689905881882,
-0.05484773591160774,
-0.0957455113530159,
-0.029297076165676117,
-0.03814805671572685,
0.062792107462883,
-0.00461838161572814,
0.05065840855240822,
-0.03511960804462433,
-0.07842692732810974,
-0.038153186440467834,
-0.1264953315258026,
-0.0005691341357305646,
0.05166058987379074,
-0.04116010665893555,
-0.016627738252282143,
-0.08022720366716385,
0.035067930817604065,
0.01953376829624176,
0.012414057739078999,
0.001934827072545886,
0.08723127841949463,
0.02068009041249752,
-0.05501769483089447,
0.04801031947135925,
0.038153115659952164,
0.011506670154631138,
0.01687435992062092,
0.04112124815583229,
0.014930561184883118,
0.013721049763262272,
0.17119990289211273,
0.06522368639707565,
-0.03754455968737602,
-0.005184907466173172,
0.09532693773508072,
0.026108073070645332,
0.06428816169500351,
0.08179253339767456,
-0.04127807915210724,
-0.010831093415617943,
-0.01915961317718029,
-0.00915142148733139,
-0.007351301144808531,
0.08191069960594177,
-0.04921477288007736,
-0.02422761358320713,
0.09575218707323074,
0.10743266344070435,
-0.03861711546778679,
0.0639050081372261,
0.07344234734773636,
0.07146777957677841,
0.032523732632398605,
0.052547432482242584,
-0.025555508211255074,
-0.035302333533763885,
-0.0036474154330790043,
0.02144034206867218,
-0.046651896089315414,
-0.045722845941782,
-0.01588880829513073,
0.09065467119216919,
-0.07549907267093658,
0.051366109400987625,
0.01327476091682911,
-0.14029286801815033,
-0.04507002234458923,
0.004533922299742699,
-0.01899963803589344,
0.03392811492085457,
-0.06619412451982498,
-0.04999326914548874,
0.08541586995124817,
-0.011364097706973553,
-0.042801741510629654,
-0.03710602596402168,
-0.020448187366127968,
-4.695352023254328e-33,
-0.12341877073049545,
-0.10383261740207672,
0.043085984885692596,
0.022539852187037468,
0.029320621863007545,
0.012082849629223347,
-0.07781567424535751,
-0.08911387622356415,
-0.010443165898323059,
-0.006802855990827084,
0.07030940055847168,
-0.08838510513305664,
-0.026254775002598763,
-0.08736351132392883,
0.0573720820248127,
-0.025128714740276337,
-0.087445929646492,
0.014108175411820412,
-0.04369733855128288,
0.06858088076114655,
0.04685113579034805,
-0.05237095057964325,
0.009779541753232479,
-0.025224028155207634,
0.06942957639694214,
-0.06041097640991211,
0.0524662584066391,
-0.11744476854801178,
-0.0365816093981266,
-0.07661726325750351,
0.029637601226568222,
-0.032407693564891815,
-0.02161111682653427,
0.019337762147188187,
0.04581039398908615,
0.019553272053599358,
-0.003629527520388365,
0.012778276577591896,
0.022378122434020042,
-0.03862430155277252,
0.027993623167276382,
0.1005731076002121,
0.006482264492660761,
-0.05239936336874962,
0.004001212306320667,
-0.002436757553368807,
-0.029927223920822144,
0.07760827243328094,
-0.020579660311341286,
0.0148291802033782,
0.015314703807234764,
-0.048127830028533936,
-0.022563185542821884,
-0.029373595491051674,
0.01827421598136425,
0.04531044140458107,
-0.04257260635495186,
0.02171596698462963,
-0.0697110965847969,
0.07012255489826202,
0.03570001199841499,
0.08057914674282074,
-0.04729941114783287,
0.1023811623454094,
-0.023018119856715202,
-0.08214071393013,
-0.02213539183139801,
0.05526689067482948,
-0.0702107772231102,
-0.009293070062994957,
0.05120942369103432,
-0.08062924444675446,
0.010367282666265965,
-0.04056284576654434,
-0.05219647288322449,
-0.043286390602588654,
0.060293737798929214,
-0.011205491609871387,
-0.0014330404810607433,
0.02841515839099884,
0.02158656157553196,
0.06929119676351547,
0.024187292903661728,
0.03613900765776634,
-0.02581256441771984,
0.021176064386963844,
0.028385480865836143,
-0.0028203974943608046,
-0.070778489112854,
-0.030396632850170135,
0.0035576748196035624,
-0.06542576849460602,
-0.03278680890798569,
0.01686924509704113,
0.04536038637161255,
-3.201232701144363e-8,
0.05985015258193016,
0.02068188227713108,
-0.0486132949590683,
0.007039164192974567,
-0.006958794314414263,
0.002112599788233638,
-0.04547677934169769,
-0.05318678542971611,
-0.06575237214565277,
0.042553916573524475,
0.0512983575463295,
-0.050744690001010895,
-0.06474476307630539,
0.02799925208091736,
-0.015987707301974297,
-0.09483174234628677,
0.03006010502576828,
0.039175212383270264,
-0.03340635076165199,
-0.018188396468758583,
0.08272702246904373,
0.02175828628242016,
0.02085699699819088,
-0.013508621603250504,
0.020212261006236076,
0.028196249157190323,
-0.025006728246808052,
-0.016406353563070297,
0.0015612983843311667,
-0.021239403635263443,
0.03855936601758003,
0.043208763003349304,
-0.08294422924518585,
0.01576775126159191,
0.07718086242675781,
0.001126750255934894,
0.01637403666973114,
0.04570307582616806,
-0.025897996500134468,
0.12182380259037018,
-0.00990330707281828,
-0.00542279751971364,
-0.03803391754627228,
0.08870579302310944,
-0.020256051793694496,
-0.01177803985774517,
-0.026078881695866585,
0.09624593704938889,
0.03511788696050644,
-0.00921866949647665,
-0.004791466053575277,
-0.02954159304499626,
-0.0009761782130226493,
-0.0021311964374035597,
-0.04723912477493286,
0.08932246267795563,
-0.014398443512618542,
0.029269257560372353,
-0.026739196851849556,
-0.0922900065779686,
0.14109329879283905,
-0.055842429399490356,
-0.0027354357298463583,
-0.022869668900966644
] | null | null | null | null | null | null | null |
[
-0.015366429463028908,
0.02050142176449299,
-0.051999531686306,
0.08144953101873398,
0.0005618100403808057,
0.006795041263103485,
-0.04880356416106224,
0.022592058405280113,
0.09958983957767487,
0.043942973017692566,
-0.062178999185562134,
0.026101719588041306,
-0.021708741784095764,
-0.0016264425357803702,
-0.09027310460805893,
-0.017102757468819618,
-0.1050405278801918,
-0.029510384425520897,
0.01601056568324566,
-0.01942943036556244,
0.00505041191354394,
0.012195621617138386,
0.07162047922611237,
-0.05001349374651909,
0.029773863032460213,
-0.00823639053851366,
-0.010185429826378822,
-0.018950143828988075,
-0.015245257876813412,
0.03046703152358532,
-0.031937919557094574,
0.15083912014961243,
0.06598887592554092,
-0.03655251860618591,
-0.022103307768702507,
-0.0062562753446400166,
0.05705219507217407,
0.00759414117783308,
0.09945768862962723,
0.09626668691635132,
-0.015546889044344425,
-0.013655458576977253,
0.06287553161382675,
-0.02031887322664261,
-0.07481010258197784,
-0.08574889600276947,
-0.07435666024684906,
0.015959618613123894,
-0.07377302646636963,
0.1175546869635582,
-0.05229879170656204,
0.0010752524249255657,
0.01424719300121069,
0.031212816014885902,
0.042148519307374954,
-0.03313340246677399,
0.01270301453769207,
-0.040931493043899536,
0.016230642795562744,
-0.04428766667842865,
0.07974908500909805,
-0.0055899713188409805,
-0.08562549203634262,
0.040251199156045914,
0.05857040360569954,
0.050496820360422134,
0.016734514385461807,
-0.010333361104130745,
-0.060490887612104416,
0.010251035913825035,
-0.022961029782891273,
-0.013392248190939426,
-0.0957908183336258,
0.0343557707965374,
0.03296167030930519,
0.006173359230160713,
-0.01033150963485241,
-0.0033444135915488005,
0.06626654416322708,
-0.11449863761663437,
0.04512844234704971,
-0.04264099523425102,
-0.046864017844200134,
-0.00814792886376381,
0.030912553891539574,
0.013530045747756958,
-0.006991096772253513,
0.02648189291357994,
0.03598925471305847,
0.018720507621765137,
0.021315710619091988,
-0.03735026717185974,
-0.01204442884773016,
-0.07471782714128494,
0.019015656784176826,
-0.014584420248866081,
0.005463615991175175,
-0.0002096879470627755,
0.08906431496143341,
-0.017447074875235558,
0.023789679631590843,
-0.0017335538286715746,
0.02888612635433674,
0.011407245881855488,
-0.004308526404201984,
-0.025061259046196938,
0.04531557485461235,
-0.04741036519408226,
0.02498965710401535,
0.02495255507528782,
-0.0434383749961853,
0.03399853780865669,
-0.0183261726051569,
0.025261353701353073,
0.01948157697916031,
-0.0522499717772007,
0.004101166035979986,
0.0073495786637067795,
-0.0020913153421133757,
-0.03573326766490936,
0.009235220029950142,
0.03989265114068985,
0.0027975887060165405,
-0.05974557623267174,
-0.023232704028487206,
0.029311882331967354,
-0.11218202114105225,
3.553132244083973e-33,
0.02617640234529972,
0.061896149069070816,
-0.013449834659695625,
0.07729309797286987,
-0.02321915328502655,
-0.011196515522897243,
-0.07809799909591675,
-0.043940432369709015,
-0.03314208984375,
-0.08135835826396942,
-0.08149050921201706,
0.12897942960262299,
0.011389362625777721,
-0.013785316608846188,
-0.017451036721467972,
0.0384979173541069,
0.07980962097644806,
0.09550689905881882,
-0.05484773591160774,
-0.0957455113530159,
-0.029297076165676117,
-0.03814805671572685,
0.062792107462883,
-0.00461838161572814,
0.05065840855240822,
-0.03511960804462433,
-0.07842692732810974,
-0.038153186440467834,
-0.1264953315258026,
-0.0005691341357305646,
0.05166058987379074,
-0.04116010665893555,
-0.016627738252282143,
-0.08022720366716385,
0.035067930817604065,
0.01953376829624176,
0.012414057739078999,
0.001934827072545886,
0.08723127841949463,
0.02068009041249752,
-0.05501769483089447,
0.04801031947135925,
0.038153115659952164,
0.011506670154631138,
0.01687435992062092,
0.04112124815583229,
0.014930561184883118,
0.013721049763262272,
0.17119990289211273,
0.06522368639707565,
-0.03754455968737602,
-0.005184907466173172,
0.09532693773508072,
0.026108073070645332,
0.06428816169500351,
0.08179253339767456,
-0.04127807915210724,
-0.010831093415617943,
-0.01915961317718029,
-0.00915142148733139,
-0.007351301144808531,
0.08191069960594177,
-0.04921477288007736,
-0.02422761358320713,
0.09575218707323074,
0.10743266344070435,
-0.03861711546778679,
0.0639050081372261,
0.07344234734773636,
0.07146777957677841,
0.032523732632398605,
0.052547432482242584,
-0.025555508211255074,
-0.035302333533763885,
-0.0036474154330790043,
0.02144034206867218,
-0.046651896089315414,
-0.045722845941782,
-0.01588880829513073,
0.09065467119216919,
-0.07549907267093658,
0.051366109400987625,
0.01327476091682911,
-0.14029286801815033,
-0.04507002234458923,
0.004533922299742699,
-0.01899963803589344,
0.03392811492085457,
-0.06619412451982498,
-0.04999326914548874,
0.08541586995124817,
-0.011364097706973553,
-0.042801741510629654,
-0.03710602596402168,
-0.020448187366127968,
-4.695352023254328e-33,
-0.12341877073049545,
-0.10383261740207672,
0.043085984885692596,
0.022539852187037468,
0.029320621863007545,
0.012082849629223347,
-0.07781567424535751,
-0.08911387622356415,
-0.010443165898323059,
-0.006802855990827084,
0.07030940055847168,
-0.08838510513305664,
-0.026254775002598763,
-0.08736351132392883,
0.0573720820248127,
-0.025128714740276337,
-0.087445929646492,
0.014108175411820412,
-0.04369733855128288,
0.06858088076114655,
0.04685113579034805,
-0.05237095057964325,
0.009779541753232479,
-0.025224028155207634,
0.06942957639694214,
-0.06041097640991211,
0.0524662584066391,
-0.11744476854801178,
-0.0365816093981266,
-0.07661726325750351,
0.029637601226568222,
-0.032407693564891815,
-0.02161111682653427,
0.019337762147188187,
0.04581039398908615,
0.019553272053599358,
-0.003629527520388365,
0.012778276577591896,
0.022378122434020042,
-0.03862430155277252,
0.027993623167276382,
0.1005731076002121,
0.006482264492660761,
-0.05239936336874962,
0.004001212306320667,
-0.002436757553368807,
-0.029927223920822144,
0.07760827243328094,
-0.020579660311341286,
0.0148291802033782,
0.015314703807234764,
-0.048127830028533936,
-0.022563185542821884,
-0.029373595491051674,
0.01827421598136425,
0.04531044140458107,
-0.04257260635495186,
0.02171596698462963,
-0.0697110965847969,
0.07012255489826202,
0.03570001199841499,
0.08057914674282074,
-0.04729941114783287,
0.1023811623454094,
-0.023018119856715202,
-0.08214071393013,
-0.02213539183139801,
0.05526689067482948,
-0.0702107772231102,
-0.009293070062994957,
0.05120942369103432,
-0.08062924444675446,
0.010367282666265965,
-0.04056284576654434,
-0.05219647288322449,
-0.043286390602588654,
0.060293737798929214,
-0.011205491609871387,
-0.0014330404810607433,
0.02841515839099884,
0.02158656157553196,
0.06929119676351547,
0.024187292903661728,
0.03613900765776634,
-0.02581256441771984,
0.021176064386963844,
0.028385480865836143,
-0.0028203974943608046,
-0.070778489112854,
-0.030396632850170135,
0.0035576748196035624,
-0.06542576849460602,
-0.03278680890798569,
0.01686924509704113,
0.04536038637161255,
-3.201232701144363e-8,
0.05985015258193016,
0.02068188227713108,
-0.0486132949590683,
0.007039164192974567,
-0.006958794314414263,
0.002112599788233638,
-0.04547677934169769,
-0.05318678542971611,
-0.06575237214565277,
0.042553916573524475,
0.0512983575463295,
-0.050744690001010895,
-0.06474476307630539,
0.02799925208091736,
-0.015987707301974297,
-0.09483174234628677,
0.03006010502576828,
0.039175212383270264,
-0.03340635076165199,
-0.018188396468758583,
0.08272702246904373,
0.02175828628242016,
0.02085699699819088,
-0.013508621603250504,
0.020212261006236076,
0.028196249157190323,
-0.025006728246808052,
-0.016406353563070297,
0.0015612983843311667,
-0.021239403635263443,
0.03855936601758003,
0.043208763003349304,
-0.08294422924518585,
0.01576775126159191,
0.07718086242675781,
0.001126750255934894,
0.01637403666973114,
0.04570307582616806,
-0.025897996500134468,
0.12182380259037018,
-0.00990330707281828,
-0.00542279751971364,
-0.03803391754627228,
0.08870579302310944,
-0.020256051793694496,
-0.01177803985774517,
-0.026078881695866585,
0.09624593704938889,
0.03511788696050644,
-0.00921866949647665,
-0.004791466053575277,
-0.02954159304499626,
-0.0009761782130226493,
-0.0021311964374035597,
-0.04723912477493286,
0.08932246267795563,
-0.014398443512618542,
0.029269257560372353,
-0.026739196851849556,
-0.0922900065779686,
0.14109329879283905,
-0.055842429399490356,
-0.0027354357298463583,
-0.022869668900966644
] |
1402.3426
|
Reza Shokri
|
Reza Shokri
|
Privacy Games: Optimal User-Centric Data Obfuscation
| null | null |
10.1515/popets-2015-0024
| null |
cs.CR cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we design user-centric obfuscation mechanisms that impose the
minimum utility loss for guaranteeing user's privacy. We optimize utility
subject to a joint guarantee of differential privacy (indistinguishability) and
distortion privacy (inference error). This double shield of protection limits
the information leakage through obfuscation mechanism as well as the posterior
inference. We show that the privacy achieved through joint
differential-distortion mechanisms against optimal attacks is as large as the
maximum privacy that can be achieved by either of these mechanisms separately.
Their utility cost is also not larger than what either of the differential or
distortion mechanisms imposes. We model the optimization problem as a
leader-follower game between the designer of obfuscation mechanism and the
potential adversary, and design adaptive mechanisms that anticipate and protect
against optimal inference algorithms. Thus, the obfuscation mechanism is
optimal against any inference algorithm.
|
[
{
"created": "Fri, 14 Feb 2014 10:41:18 GMT",
"version": "v1"
},
{
"created": "Mon, 4 Aug 2014 22:36:10 GMT",
"version": "v2"
},
{
"created": "Wed, 27 May 2015 20:40:01 GMT",
"version": "v3"
}
] |
2015-05-29
|
[
[
"Shokri",
"Reza",
""
]
] |
[
-0.13009098172187805,
0.01936127059161663,
0.014356952160596848,
-0.011418163776397705,
0.013896957971155643,
-0.005287708714604378,
0.03833048790693283,
-0.01328276563435793,
0.05320923775434494,
-0.016308844089508057,
-0.008202929049730301,
-0.0003700437373481691,
0.12658144533634186,
0.0002735357847996056,
0.007480221334844828,
0.0214656013995409,
0.016828320920467377,
0.15507261455059052,
-0.07703462988138199,
-0.04435306787490845,
0.016033455729484558,
-0.0337655283510685,
-0.011061563156545162,
0.01282294187694788,
0.007493498735129833,
-0.02584536001086235,
0.029872095212340355,
-0.04854741320014,
-0.0028745485469698906,
-0.03179416432976723,
0.07658277451992035,
-0.10709872841835022,
0.015157690271735191,
-0.010349285788834095,
-0.013656348921358585,
-0.0554434210062027,
-0.0566885843873024,
-0.03410791605710983,
-0.01966063492000103,
0.001573266345076263,
-0.054908595979213715,
-0.00000941215876082424,
-0.10264640301465988,
0.03630811721086502,
-0.0637458935379982,
0.03316158056259155,
0.07022099941968918,
0.06502890586853027,
0.0012995885917916894,
0.009687414392828941,
0.006098931189626455,
-0.013982871547341347,
-0.07830201089382172,
-0.06202642619609833,
-0.024894610047340393,
-0.10164579749107361,
-0.06334541738033295,
0.007590418215841055,
-0.04976380988955498,
0.08857894688844681,
-0.06615891307592392,
-0.03792116045951843,
0.007606513798236847,
0.08353475481271744,
0.018243936821818352,
0.02192937210202217,
0.03751138970255852,
0.045003440231084824,
-0.0307717714458704,
0.0691433697938919,
-0.009838134981691837,
0.05083206295967102,
-0.02631358802318573,
0.008153337053954601,
0.012904156930744648,
0.016935886815190315,
-0.055064890533685684,
-0.007427125237882137,
-0.0263515692204237,
-0.01248797308653593,
-0.03596251457929611,
-0.05399668216705322,
0.029358770698308945,
-0.0013462183997035027,
0.0367894321680069,
-0.016585562378168106,
-0.028630798682570457,
-0.03458372876048088,
0.05664403364062309,
-0.0006938054575584829,
-0.012526902370154858,
-0.035204481333494186,
-0.003725675167515874,
0.06374766677618027,
0.06730230152606964,
-0.019736558198928833,
-0.05549003556370735,
-0.06621098518371582,
-0.0009657244081608951,
0.07663510739803314,
-0.07182925939559937,
0.04821785166859627,
0.017670171335339546,
-0.047022495418787,
0.057087235152721405,
0.04441478103399277,
0.013249527662992477,
0.013232232071459293,
0.02452615089714527,
0.05716446787118912,
0.06850634515285492,
0.01880703493952751,
-0.008272571489214897,
-0.04001950845122337,
-0.02162186987698078,
0.006436852738261223,
0.007094686385244131,
0.04626531898975372,
-0.0038761284667998552,
0.020553842186927795,
0.01649431325495243,
0.00730068888515234,
0.02095363289117813,
0.04227936640381813,
0.0023529608733952045,
0.004795664921402931,
-0.049441780894994736,
4.265928233029103e-34,
-0.027196593582630157,
0.008661708794534206,
0.005288019776344299,
-0.042865559458732605,
-0.01447230949997902,
0.036660995334386826,
0.010308435186743736,
0.02462192066013813,
-0.11125865578651428,
0.02516602724790573,
0.048615239560604095,
0.05258379131555557,
0.005696302279829979,
0.03625965118408203,
0.10584886372089386,
0.06187349185347557,
0.044481225311756134,
0.09316658228635788,
0.05763453617691994,
-0.05268953740596771,
0.11272920668125153,
-0.027412179857492447,
-0.011479580774903297,
-0.04999243840575218,
0.024105817079544067,
-0.03228459507226944,
0.055552393198013306,
-0.032590705901384354,
0.05055398866534233,
0.030980035662651062,
-0.07942501455545425,
0.014073970727622509,
0.010009055957198143,
0.03925061225891113,
0.06624192744493484,
0.021439382806420326,
-0.034496355801820755,
-0.03328035771846771,
0.038455549627542496,
0.07324555516242981,
0.023920468986034393,
-0.028840817511081696,
0.0230571236461401,
-0.020001115277409554,
-0.049547139555215836,
-0.026359356939792633,
-0.05976744741201401,
0.07887379825115204,
-0.034404151141643524,
-0.04812106490135193,
-0.020054807886481285,
0.04296043887734413,
-0.030854523181915283,
-0.011410138569772243,
-0.012819677591323853,
-0.09793922305107117,
-0.01647973619401455,
0.00030234758742153645,
0.002101969439536333,
0.04804321750998497,
-0.0070568714290857315,
0.08316584676504135,
0.0029886732809245586,
-0.05981284752488136,
-0.03515123203396797,
-0.034450843930244446,
-0.035126689821481705,
-0.07602725178003311,
0.042207371443510056,
-0.03329062461853027,
-0.007925711572170258,
0.025117693468928337,
-0.011027518659830093,
0.016502680256962776,
-0.036501817405223846,
-0.017126932740211487,
0.01609238050878048,
0.06881234794855118,
0.054363932460546494,
-0.09112245589494705,
-0.028728201985359192,
0.02997288666665554,
0.04268057644367218,
0.057885315269231796,
-0.09606273472309113,
-0.01649472303688526,
-0.025679824873805046,
0.07115243375301361,
-0.07478645443916321,
0.030695272609591484,
0.00019632725161500275,
-0.0581822507083416,
0.002168704057112336,
-0.012814488261938095,
-0.04051559418439865,
-2.2752953143172662e-33,
-0.12155815958976746,
0.023335371166467667,
-0.05262265354394913,
0.022563768550753593,
0.02341739647090435,
-0.06745918095111847,
-0.015905627980828285,
0.002364743035286665,
0.0007017097668722272,
-0.05338067188858986,
-0.13501706719398499,
0.09479625523090363,
0.09349039196968079,
-0.0670967623591423,
-0.02190057747066021,
0.0524955689907074,
-0.005360560026019812,
0.048986632376909256,
-0.09273125976324081,
-0.0003548207168933004,
0.004213384352624416,
0.07608009874820709,
-0.050905417650938034,
0.030905162915587425,
0.12032425403594971,
-0.011592847295105457,
-0.08679921180009842,
0.053401634097099304,
0.141828715801239,
0.018328366801142693,
-0.08203716576099396,
0.0527743361890316,
-0.08932188898324966,
-0.1415282040834427,
-0.04423680156469345,
0.0034989642444998026,
-0.03151419758796692,
0.10513920336961746,
-0.03257755935192108,
0.04645171016454697,
0.006572946906089783,
-0.0548277422785759,
-0.04392377659678459,
-0.04995692893862724,
0.07478256523609161,
-0.04178905859589577,
-0.03124426305294037,
-0.03157074376940727,
0.07200786471366882,
-0.012829038314521313,
0.0025407655630260706,
0.03700828552246094,
0.05297626927495003,
0.04586195945739746,
-0.08338522166013718,
-0.01664127968251705,
0.051370956003665924,
0.016486918553709984,
0.10054624825716019,
0.05658439174294472,
0.047904692590236664,
-0.008256915956735611,
-0.027328506112098694,
0.05687474459409714,
-0.0040058265440166,
-0.02693934179842472,
-0.03724600374698639,
0.03648872300982475,
0.02648259699344635,
-0.00518849166110158,
0.025862134993076324,
-0.08080197125673294,
-0.0026292712427675724,
-0.0020892817992717028,
0.01843949779868126,
0.06814994663000107,
-0.008379669860005379,
-0.011282216757535934,
-0.028697920963168144,
0.1655210554599762,
0.1454688161611557,
0.01140317041426897,
0.049547161906957626,
-0.04829981550574303,
0.005846509709954262,
-0.0976572260260582,
0.08043897151947021,
-0.05987687036395073,
-0.03082689829170704,
0.030122142285108566,
-0.004962482955306768,
-0.026364289224147797,
-0.060275569558143616,
0.024631956592202187,
-0.061379414051771164,
-4.085712390633489e-8,
-0.0016884064534679055,
-0.041192010045051575,
0.037697259336709976,
0.046250902116298676,
-0.0007577320793643594,
-0.013716409914195538,
-0.05236648768186569,
-0.006537487264722586,
-0.06251487880945206,
-0.10941776633262634,
0.06263244897127151,
0.011918780393898487,
0.050606757402420044,
-0.06811331957578659,
0.021475691348314285,
0.06616708636283875,
-0.06462323665618896,
-0.07186748087406158,
-0.006907398346811533,
-0.03461818769574165,
-0.06509080529212952,
0.019570352509617805,
-0.07905310392379761,
-0.01865668036043644,
0.03498554974794388,
0.011739211156964302,
0.016631487756967545,
0.002277315827086568,
0.05981598049402237,
0.1256042867898941,
-0.0426873043179512,
-0.007732428144663572,
0.02267235517501831,
0.051684413105249405,
-0.04637379199266434,
0.11358927935361862,
-0.05139649659395218,
0.008465002290904522,
-0.052132003009319305,
-0.036070942878723145,
0.02010713331401348,
-0.04698517918586731,
0.007957150228321552,
0.03909068554639816,
0.03480660170316696,
-0.042890556156635284,
0.11086875200271606,
-0.12087040394544601,
-0.012469691224396229,
-0.02436237223446369,
0.06341880559921265,
0.005128421820700169,
-0.022574689239263535,
0.01724514737725258,
0.02070758305490017,
-0.030639737844467163,
0.018939893692731857,
-0.05500369146466255,
-0.004176630172878504,
0.07125865668058395,
0.00044372971751727164,
0.07554767280817032,
0.030205467715859413,
-0.01774224452674389
] | null | null | null | null | null | null | null |
[
-0.13009098172187805,
0.01936127059161663,
0.014356952160596848,
-0.011418163776397705,
0.013896957971155643,
-0.005287708714604378,
0.03833048790693283,
-0.01328276563435793,
0.05320923775434494,
-0.016308844089508057,
-0.008202929049730301,
-0.0003700437373481691,
0.12658144533634186,
0.0002735357847996056,
0.007480221334844828,
0.0214656013995409,
0.016828320920467377,
0.15507261455059052,
-0.07703462988138199,
-0.04435306787490845,
0.016033455729484558,
-0.0337655283510685,
-0.011061563156545162,
0.01282294187694788,
0.007493498735129833,
-0.02584536001086235,
0.029872095212340355,
-0.04854741320014,
-0.0028745485469698906,
-0.03179416432976723,
0.07658277451992035,
-0.10709872841835022,
0.015157690271735191,
-0.010349285788834095,
-0.013656348921358585,
-0.0554434210062027,
-0.0566885843873024,
-0.03410791605710983,
-0.01966063492000103,
0.001573266345076263,
-0.054908595979213715,
-0.00000941215876082424,
-0.10264640301465988,
0.03630811721086502,
-0.0637458935379982,
0.03316158056259155,
0.07022099941968918,
0.06502890586853027,
0.0012995885917916894,
0.009687414392828941,
0.006098931189626455,
-0.013982871547341347,
-0.07830201089382172,
-0.06202642619609833,
-0.024894610047340393,
-0.10164579749107361,
-0.06334541738033295,
0.007590418215841055,
-0.04976380988955498,
0.08857894688844681,
-0.06615891307592392,
-0.03792116045951843,
0.007606513798236847,
0.08353475481271744,
0.018243936821818352,
0.02192937210202217,
0.03751138970255852,
0.045003440231084824,
-0.0307717714458704,
0.0691433697938919,
-0.009838134981691837,
0.05083206295967102,
-0.02631358802318573,
0.008153337053954601,
0.012904156930744648,
0.016935886815190315,
-0.055064890533685684,
-0.007427125237882137,
-0.0263515692204237,
-0.01248797308653593,
-0.03596251457929611,
-0.05399668216705322,
0.029358770698308945,
-0.0013462183997035027,
0.0367894321680069,
-0.016585562378168106,
-0.028630798682570457,
-0.03458372876048088,
0.05664403364062309,
-0.0006938054575584829,
-0.012526902370154858,
-0.035204481333494186,
-0.003725675167515874,
0.06374766677618027,
0.06730230152606964,
-0.019736558198928833,
-0.05549003556370735,
-0.06621098518371582,
-0.0009657244081608951,
0.07663510739803314,
-0.07182925939559937,
0.04821785166859627,
0.017670171335339546,
-0.047022495418787,
0.057087235152721405,
0.04441478103399277,
0.013249527662992477,
0.013232232071459293,
0.02452615089714527,
0.05716446787118912,
0.06850634515285492,
0.01880703493952751,
-0.008272571489214897,
-0.04001950845122337,
-0.02162186987698078,
0.006436852738261223,
0.007094686385244131,
0.04626531898975372,
-0.0038761284667998552,
0.020553842186927795,
0.01649431325495243,
0.00730068888515234,
0.02095363289117813,
0.04227936640381813,
0.0023529608733952045,
0.004795664921402931,
-0.049441780894994736,
4.265928233029103e-34,
-0.027196593582630157,
0.008661708794534206,
0.005288019776344299,
-0.042865559458732605,
-0.01447230949997902,
0.036660995334386826,
0.010308435186743736,
0.02462192066013813,
-0.11125865578651428,
0.02516602724790573,
0.048615239560604095,
0.05258379131555557,
0.005696302279829979,
0.03625965118408203,
0.10584886372089386,
0.06187349185347557,
0.044481225311756134,
0.09316658228635788,
0.05763453617691994,
-0.05268953740596771,
0.11272920668125153,
-0.027412179857492447,
-0.011479580774903297,
-0.04999243840575218,
0.024105817079544067,
-0.03228459507226944,
0.055552393198013306,
-0.032590705901384354,
0.05055398866534233,
0.030980035662651062,
-0.07942501455545425,
0.014073970727622509,
0.010009055957198143,
0.03925061225891113,
0.06624192744493484,
0.021439382806420326,
-0.034496355801820755,
-0.03328035771846771,
0.038455549627542496,
0.07324555516242981,
0.023920468986034393,
-0.028840817511081696,
0.0230571236461401,
-0.020001115277409554,
-0.049547139555215836,
-0.026359356939792633,
-0.05976744741201401,
0.07887379825115204,
-0.034404151141643524,
-0.04812106490135193,
-0.020054807886481285,
0.04296043887734413,
-0.030854523181915283,
-0.011410138569772243,
-0.012819677591323853,
-0.09793922305107117,
-0.01647973619401455,
0.00030234758742153645,
0.002101969439536333,
0.04804321750998497,
-0.0070568714290857315,
0.08316584676504135,
0.0029886732809245586,
-0.05981284752488136,
-0.03515123203396797,
-0.034450843930244446,
-0.035126689821481705,
-0.07602725178003311,
0.042207371443510056,
-0.03329062461853027,
-0.007925711572170258,
0.025117693468928337,
-0.011027518659830093,
0.016502680256962776,
-0.036501817405223846,
-0.017126932740211487,
0.01609238050878048,
0.06881234794855118,
0.054363932460546494,
-0.09112245589494705,
-0.028728201985359192,
0.02997288666665554,
0.04268057644367218,
0.057885315269231796,
-0.09606273472309113,
-0.01649472303688526,
-0.025679824873805046,
0.07115243375301361,
-0.07478645443916321,
0.030695272609591484,
0.00019632725161500275,
-0.0581822507083416,
0.002168704057112336,
-0.012814488261938095,
-0.04051559418439865,
-2.2752953143172662e-33,
-0.12155815958976746,
0.023335371166467667,
-0.05262265354394913,
0.022563768550753593,
0.02341739647090435,
-0.06745918095111847,
-0.015905627980828285,
0.002364743035286665,
0.0007017097668722272,
-0.05338067188858986,
-0.13501706719398499,
0.09479625523090363,
0.09349039196968079,
-0.0670967623591423,
-0.02190057747066021,
0.0524955689907074,
-0.005360560026019812,
0.048986632376909256,
-0.09273125976324081,
-0.0003548207168933004,
0.004213384352624416,
0.07608009874820709,
-0.050905417650938034,
0.030905162915587425,
0.12032425403594971,
-0.011592847295105457,
-0.08679921180009842,
0.053401634097099304,
0.141828715801239,
0.018328366801142693,
-0.08203716576099396,
0.0527743361890316,
-0.08932188898324966,
-0.1415282040834427,
-0.04423680156469345,
0.0034989642444998026,
-0.03151419758796692,
0.10513920336961746,
-0.03257755935192108,
0.04645171016454697,
0.006572946906089783,
-0.0548277422785759,
-0.04392377659678459,
-0.04995692893862724,
0.07478256523609161,
-0.04178905859589577,
-0.03124426305294037,
-0.03157074376940727,
0.07200786471366882,
-0.012829038314521313,
0.0025407655630260706,
0.03700828552246094,
0.05297626927495003,
0.04586195945739746,
-0.08338522166013718,
-0.01664127968251705,
0.051370956003665924,
0.016486918553709984,
0.10054624825716019,
0.05658439174294472,
0.047904692590236664,
-0.008256915956735611,
-0.027328506112098694,
0.05687474459409714,
-0.0040058265440166,
-0.02693934179842472,
-0.03724600374698639,
0.03648872300982475,
0.02648259699344635,
-0.00518849166110158,
0.025862134993076324,
-0.08080197125673294,
-0.0026292712427675724,
-0.0020892817992717028,
0.01843949779868126,
0.06814994663000107,
-0.008379669860005379,
-0.011282216757535934,
-0.028697920963168144,
0.1655210554599762,
0.1454688161611557,
0.01140317041426897,
0.049547161906957626,
-0.04829981550574303,
0.005846509709954262,
-0.0976572260260582,
0.08043897151947021,
-0.05987687036395073,
-0.03082689829170704,
0.030122142285108566,
-0.004962482955306768,
-0.026364289224147797,
-0.060275569558143616,
0.024631956592202187,
-0.061379414051771164,
-4.085712390633489e-8,
-0.0016884064534679055,
-0.041192010045051575,
0.037697259336709976,
0.046250902116298676,
-0.0007577320793643594,
-0.013716409914195538,
-0.05236648768186569,
-0.006537487264722586,
-0.06251487880945206,
-0.10941776633262634,
0.06263244897127151,
0.011918780393898487,
0.050606757402420044,
-0.06811331957578659,
0.021475691348314285,
0.06616708636283875,
-0.06462323665618896,
-0.07186748087406158,
-0.006907398346811533,
-0.03461818769574165,
-0.06509080529212952,
0.019570352509617805,
-0.07905310392379761,
-0.01865668036043644,
0.03498554974794388,
0.011739211156964302,
0.016631487756967545,
0.002277315827086568,
0.05981598049402237,
0.1256042867898941,
-0.0426873043179512,
-0.007732428144663572,
0.02267235517501831,
0.051684413105249405,
-0.04637379199266434,
0.11358927935361862,
-0.05139649659395218,
0.008465002290904522,
-0.052132003009319305,
-0.036070942878723145,
0.02010713331401348,
-0.04698517918586731,
0.007957150228321552,
0.03909068554639816,
0.03480660170316696,
-0.042890556156635284,
0.11086875200271606,
-0.12087040394544601,
-0.012469691224396229,
-0.02436237223446369,
0.06341880559921265,
0.005128421820700169,
-0.022574689239263535,
0.01724514737725258,
0.02070758305490017,
-0.030639737844467163,
0.018939893692731857,
-0.05500369146466255,
-0.004176630172878504,
0.07125865668058395,
0.00044372971751727164,
0.07554767280817032,
0.030205467715859413,
-0.01774224452674389
] |
1402.3427
|
Sotirios Chatzis
|
Sotirios P. Chatzis
|
Indian Buffet Process Deep Generative Models for Semi-Supervised
Classification
| null | null | null | null |
cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Deep generative models (DGMs) have brought about a major breakthrough, as
well as renewed interest, in generative latent variable models. However, DGMs
do not allow for performing data-driven inference of the number of latent
features needed to represent the observed data. Traditional linear formulations
address this issue by resorting to tools from the field of nonparametric
statistics. Indeed, linear latent variable models imposed an Indian Buffet
Process (IBP) prior have been extensively studied by the machine learning
community; inference for such models can been performed either via exact
sampling or via approximate variational techniques. Based on this inspiration,
in this paper we examine whether similar ideas from the field of Bayesian
nonparametrics can be utilized in the context of modern DGMs in order to
address the latent variable dimensionality inference problem. To this end, we
propose a novel DGM formulation, based on the imposition of an IBP prior. We
devise an efficient Black-Box Variational inference algorithm for our model,
and exhibit its efficacy in a number of semi-supervised classification
experiments. In all cases, we use popular benchmark datasets, and compare to
state-of-the-art DGMs.
|
[
{
"created": "Fri, 14 Feb 2014 10:44:48 GMT",
"version": "v1"
},
{
"created": "Sun, 30 Aug 2015 18:41:41 GMT",
"version": "v2"
},
{
"created": "Fri, 8 Jul 2016 19:37:54 GMT",
"version": "v3"
},
{
"created": "Sat, 16 Jul 2016 14:11:47 GMT",
"version": "v4"
},
{
"created": "Sun, 6 Aug 2017 21:27:48 GMT",
"version": "v5"
},
{
"created": "Fri, 9 Feb 2018 21:25:41 GMT",
"version": "v6"
},
{
"created": "Sat, 31 Mar 2018 13:38:19 GMT",
"version": "v7"
}
] |
2018-04-03
|
[
[
"Chatzis",
"Sotirios P.",
""
]
] |
[
-0.08844928443431854,
-0.09929611533880234,
0.07797322422266006,
0.008064907044172287,
0.01305041741579771,
0.07462844997644424,
-0.030617211014032364,
-0.055872224271297455,
-0.002730592619627714,
-0.003506423206999898,
0.022408265620470047,
-0.05588652193546295,
0.009780981577932835,
0.011659525334835052,
-0.007674274034798145,
0.0009431889629922807,
0.15368787944316864,
0.07206059247255325,
-0.0456966795027256,
-0.05189840495586395,
0.003473016433417797,
0.14028383791446686,
0.01749584823846817,
-0.023813828825950623,
0.06746342033147812,
-0.015079773031175137,
0.10645125061273575,
0.03757260739803314,
-0.0010236812522634864,
0.019774341955780983,
-0.01650157943367958,
0.08226653933525085,
-0.0802789255976677,
-0.014681695029139519,
0.021109076216816902,
0.046034447848796844,
-0.046346187591552734,
0.07500649988651276,
0.0009509761584922671,
-0.018031809478998184,
0.0032518617808818817,
0.016471177339553833,
-0.007054812740534544,
0.09004376828670502,
0.029143545776605606,
-0.06837474554777145,
-0.05930047109723091,
-0.022424845024943352,
-0.008079014718532562,
0.005314823240041733,
-0.017419349402189255,
0.015648309141397476,
-0.04592379927635193,
0.05268889665603638,
0.019921142607927322,
-0.06824619323015213,
0.03118327632546425,
-0.02456134930253029,
0.07420726865530014,
0.022731250151991844,
-0.029365980997681618,
-0.10126285254955292,
-0.00531289167702198,
-0.08956433832645416,
0.03556206077337265,
-0.003163136076182127,
-0.042661234736442566,
0.06832609325647354,
0.022051693871617317,
0.058659397065639496,
-0.006022838409990072,
0.06514452397823334,
-0.10010094195604324,
0.009261992760002613,
-0.04126783832907677,
-0.07449018955230713,
0.048575520515441895,
-0.04305918514728546,
0.01278600748628378,
-0.09305738657712936,
-0.009966499172151089,
0.019269514828920364,
0.032094500958919525,
0.03616320341825485,
0.07612863183021545,
0.04265594854950905,
-0.015973137691617012,
0.06697098910808563,
-0.025887949392199516,
0.009578743018209934,
-0.05696230009198189,
-0.004258825443685055,
-0.061943259090185165,
-0.04159299656748772,
0.011253138072788715,
-0.03477988392114639,
0.05610426142811775,
-0.08935834467411041,
0.02377351187169552,
0.1213994026184082,
0.011168411001563072,
0.08768105506896973,
0.006771574728190899,
0.02397027611732483,
0.015332784503698349,
-0.08774465322494507,
0.026957359164953232,
0.057278309017419815,
-0.004288011696189642,
-0.05078497156500816,
0.03476940467953682,
0.02984064631164074,
0.0337500274181366,
0.008034303784370422,
-0.041520096361637115,
-0.1451529860496521,
0.08391662687063217,
-0.03684336319565773,
-0.016741463914513588,
0.013528553768992424,
-0.005604031961411238,
0.03375275060534477,
-0.020679635927081108,
0.0347684808075428,
-0.0463591143488884,
0.00021708053827751428,
-0.04910183325409889,
3.426118977451671e-33,
0.05587897449731827,
-0.0355958417057991,
0.038102276623249054,
0.0685105174779892,
0.003403915325179696,
0.03454453870654106,
-0.052711572498083115,
-0.02860044501721859,
-0.005651005543768406,
0.006978803314268589,
-0.04300149902701378,
-0.05277467146515846,
-0.11422178149223328,
0.045122113078832626,
0.03440697863698006,
-0.023371301591396332,
-0.07797105610370636,
0.05797649919986725,
0.024463174864649773,
0.0021072854287922382,
0.038610681891441345,
-0.005068425089120865,
-0.0736876055598259,
0.035254932940006256,
-0.022796818986535072,
-0.0014030929887667298,
0.08066653460264206,
-0.00730079784989357,
-0.025609344244003296,
-0.01453176885843277,
-0.08415691554546356,
0.0211830735206604,
0.024349214509129524,
0.02210579253733158,
-0.02012072317302227,
-0.01579526998102665,
0.011762580834329128,
-0.0597878023982048,
0.036383822560310364,
-0.04437333345413208,
-0.01918700709939003,
0.010299114510416985,
0.008782199583947659,
-0.059517137706279755,
-0.15917931497097015,
-0.07975909858942032,
0.13971123099327087,
-0.01787087880074978,
0.04723399505019188,
-0.0693645253777504,
0.033030916005373,
0.01396248210221529,
0.05945739895105362,
-0.07532455772161484,
-0.053807660937309265,
0.01085391640663147,
-0.028147755190730095,
-0.049821797758340836,
0.033386439085006714,
0.06456002593040466,
-0.00550523167476058,
0.04336152970790863,
-0.013128436170518398,
0.005409770645201206,
-0.01513724960386753,
0.008610112592577934,
-0.0017651468515396118,
0.047786109149456024,
0.039296284317970276,
-0.014982982538640499,
-0.002156147500500083,
0.03445171192288399,
-0.03743677958846092,
-0.10688154399394989,
0.06478073447942734,
0.04054086282849312,
-0.014345143921673298,
-0.010032565332949162,
0.022425519302487373,
-0.020980723202228546,
0.004235208034515381,
-0.010779183357954025,
-0.022767486050724983,
0.030469153076410294,
0.045222748070955276,
0.04381099343299866,
0.024921704083681107,
-0.033249855041503906,
0.0007347888895310462,
-0.01323302835226059,
-0.06938029825687408,
-0.004306304734200239,
-0.0838468000292778,
0.04617525637149811,
0.027201328426599503,
-3.265045762004293e-33,
-0.13176952302455902,
-0.006073064170777798,
-0.01297355629503727,
0.03573967516422272,
-0.00045087526086717844,
-0.05232397839426994,
-0.03170556202530861,
0.011143738403916359,
0.03392213210463524,
-0.09893916547298431,
0.0018392289057374,
0.012556332163512707,
0.00873230304569006,
-0.027768529951572418,
0.014303363859653473,
0.08968377858400345,
-0.031166020780801773,
0.04308679327368736,
-0.04813435673713684,
0.004361354745924473,
0.043083079159259796,
0.029496721923351288,
-0.042718563228845596,
0.002371456241235137,
-0.06171267852187157,
0.031783584505319595,
-0.03609433025121689,
0.08570273220539093,
-0.05088674649596214,
-0.018724987283349037,
0.015166615135967731,
-0.015570544637739658,
-0.06462070345878601,
-0.031436771154403687,
-0.11695927381515503,
0.08705153316259384,
0.031355198472738266,
0.04251130297780037,
-0.06061379984021187,
0.04378373175859451,
0.05233415961265564,
0.04574725776910782,
-0.05706194415688515,
0.017592761665582657,
-0.012752892449498177,
0.0023410797584801912,
0.04758913442492485,
0.03081572987139225,
0.08118283748626709,
0.001963535323739052,
-0.034997858107089996,
0.05199838802218437,
-0.018174828961491585,
0.06250813603401184,
-0.08647733181715012,
-0.08312369883060455,
-0.003416720312088728,
-0.13429242372512817,
0.10731123387813568,
0.04826311394572258,
-0.010012383572757244,
-0.04891093075275421,
0.041914861649274826,
-0.0753694474697113,
-0.010081859305500984,
-0.10007663816213608,
0.033108294010162354,
0.03683965280652046,
0.017527373507618904,
0.006829350255429745,
0.031842365860939026,
-0.012123669497668743,
0.04177451878786087,
0.007045926060527563,
0.024650320410728455,
-0.03341732174158096,
0.03692658990621567,
0.048932354897260666,
-0.0026674235705286264,
-0.06292523443698883,
0.11019647866487503,
-0.03305446729063988,
0.00978243350982666,
-0.006613508332520723,
0.06760993599891663,
0.0332617312669754,
0.06140661984682083,
-0.027462532743811607,
0.05925629287958145,
0.02637018822133541,
-0.06035056337714195,
0.012013438157737255,
-0.031881216913461685,
0.023790646344423294,
-0.034017518162727356,
-4.534821229640329e-8,
-0.04256988316774368,
0.06926307827234268,
0.018749292939901352,
0.0017944305436685681,
0.03216542676091194,
-0.03767956420779228,
0.006264717783778906,
0.1061827689409256,
0.07844918221235275,
0.010533499531447887,
0.08941143751144409,
-0.043761495500802994,
-0.005750710144639015,
-0.049589429050683975,
-0.013433504849672318,
0.038196127861738205,
0.09223923087120056,
0.034922484308481216,
0.0044817025773227215,
-0.016075309365987778,
0.008654652163386345,
0.058758579194545746,
0.04970453307032585,
-0.07202065736055374,
0.09473341703414917,
-0.08765304833650589,
-0.023236097767949104,
0.012438287027180195,
0.06538785248994827,
-0.012081122025847435,
-0.056722261011600494,
0.05021512135863304,
-0.039871420711278915,
-0.030769404023885727,
-0.013563878834247589,
0.08582821488380432,
0.05045155808329582,
-0.012737325392663479,
-0.014704691246151924,
-0.0973099023103714,
-0.06303621828556061,
-0.0028823604807257652,
-0.10016537457704544,
0.04841965436935425,
0.027263566851615906,
0.041818078607320786,
-0.02301921136677265,
-0.0408502034842968,
0.03876595199108124,
0.06687438488006592,
0.07878537476062775,
-0.07550861686468124,
0.11140567064285278,
0.042930230498313904,
0.027197038754820824,
0.059891823679208755,
0.06205091252923012,
0.005048839841037989,
0.044930145144462585,
-0.02416943944990635,
0.022188888862729073,
0.021579191088676453,
-0.09191688150167465,
0.01833260804414749
] | null | null | null | null | null | null | null |
[
-0.08844928443431854,
-0.09929611533880234,
0.07797322422266006,
0.008064907044172287,
0.01305041741579771,
0.07462844997644424,
-0.030617211014032364,
-0.055872224271297455,
-0.002730592619627714,
-0.003506423206999898,
0.022408265620470047,
-0.05588652193546295,
0.009780981577932835,
0.011659525334835052,
-0.007674274034798145,
0.0009431889629922807,
0.15368787944316864,
0.07206059247255325,
-0.0456966795027256,
-0.05189840495586395,
0.003473016433417797,
0.14028383791446686,
0.01749584823846817,
-0.023813828825950623,
0.06746342033147812,
-0.015079773031175137,
0.10645125061273575,
0.03757260739803314,
-0.0010236812522634864,
0.019774341955780983,
-0.01650157943367958,
0.08226653933525085,
-0.0802789255976677,
-0.014681695029139519,
0.021109076216816902,
0.046034447848796844,
-0.046346187591552734,
0.07500649988651276,
0.0009509761584922671,
-0.018031809478998184,
0.0032518617808818817,
0.016471177339553833,
-0.007054812740534544,
0.09004376828670502,
0.029143545776605606,
-0.06837474554777145,
-0.05930047109723091,
-0.022424845024943352,
-0.008079014718532562,
0.005314823240041733,
-0.017419349402189255,
0.015648309141397476,
-0.04592379927635193,
0.05268889665603638,
0.019921142607927322,
-0.06824619323015213,
0.03118327632546425,
-0.02456134930253029,
0.07420726865530014,
0.022731250151991844,
-0.029365980997681618,
-0.10126285254955292,
-0.00531289167702198,
-0.08956433832645416,
0.03556206077337265,
-0.003163136076182127,
-0.042661234736442566,
0.06832609325647354,
0.022051693871617317,
0.058659397065639496,
-0.006022838409990072,
0.06514452397823334,
-0.10010094195604324,
0.009261992760002613,
-0.04126783832907677,
-0.07449018955230713,
0.048575520515441895,
-0.04305918514728546,
0.01278600748628378,
-0.09305738657712936,
-0.009966499172151089,
0.019269514828920364,
0.032094500958919525,
0.03616320341825485,
0.07612863183021545,
0.04265594854950905,
-0.015973137691617012,
0.06697098910808563,
-0.025887949392199516,
0.009578743018209934,
-0.05696230009198189,
-0.004258825443685055,
-0.061943259090185165,
-0.04159299656748772,
0.011253138072788715,
-0.03477988392114639,
0.05610426142811775,
-0.08935834467411041,
0.02377351187169552,
0.1213994026184082,
0.011168411001563072,
0.08768105506896973,
0.006771574728190899,
0.02397027611732483,
0.015332784503698349,
-0.08774465322494507,
0.026957359164953232,
0.057278309017419815,
-0.004288011696189642,
-0.05078497156500816,
0.03476940467953682,
0.02984064631164074,
0.0337500274181366,
0.008034303784370422,
-0.041520096361637115,
-0.1451529860496521,
0.08391662687063217,
-0.03684336319565773,
-0.016741463914513588,
0.013528553768992424,
-0.005604031961411238,
0.03375275060534477,
-0.020679635927081108,
0.0347684808075428,
-0.0463591143488884,
0.00021708053827751428,
-0.04910183325409889,
3.426118977451671e-33,
0.05587897449731827,
-0.0355958417057991,
0.038102276623249054,
0.0685105174779892,
0.003403915325179696,
0.03454453870654106,
-0.052711572498083115,
-0.02860044501721859,
-0.005651005543768406,
0.006978803314268589,
-0.04300149902701378,
-0.05277467146515846,
-0.11422178149223328,
0.045122113078832626,
0.03440697863698006,
-0.023371301591396332,
-0.07797105610370636,
0.05797649919986725,
0.024463174864649773,
0.0021072854287922382,
0.038610681891441345,
-0.005068425089120865,
-0.0736876055598259,
0.035254932940006256,
-0.022796818986535072,
-0.0014030929887667298,
0.08066653460264206,
-0.00730079784989357,
-0.025609344244003296,
-0.01453176885843277,
-0.08415691554546356,
0.0211830735206604,
0.024349214509129524,
0.02210579253733158,
-0.02012072317302227,
-0.01579526998102665,
0.011762580834329128,
-0.0597878023982048,
0.036383822560310364,
-0.04437333345413208,
-0.01918700709939003,
0.010299114510416985,
0.008782199583947659,
-0.059517137706279755,
-0.15917931497097015,
-0.07975909858942032,
0.13971123099327087,
-0.01787087880074978,
0.04723399505019188,
-0.0693645253777504,
0.033030916005373,
0.01396248210221529,
0.05945739895105362,
-0.07532455772161484,
-0.053807660937309265,
0.01085391640663147,
-0.028147755190730095,
-0.049821797758340836,
0.033386439085006714,
0.06456002593040466,
-0.00550523167476058,
0.04336152970790863,
-0.013128436170518398,
0.005409770645201206,
-0.01513724960386753,
0.008610112592577934,
-0.0017651468515396118,
0.047786109149456024,
0.039296284317970276,
-0.014982982538640499,
-0.002156147500500083,
0.03445171192288399,
-0.03743677958846092,
-0.10688154399394989,
0.06478073447942734,
0.04054086282849312,
-0.014345143921673298,
-0.010032565332949162,
0.022425519302487373,
-0.020980723202228546,
0.004235208034515381,
-0.010779183357954025,
-0.022767486050724983,
0.030469153076410294,
0.045222748070955276,
0.04381099343299866,
0.024921704083681107,
-0.033249855041503906,
0.0007347888895310462,
-0.01323302835226059,
-0.06938029825687408,
-0.004306304734200239,
-0.0838468000292778,
0.04617525637149811,
0.027201328426599503,
-3.265045762004293e-33,
-0.13176952302455902,
-0.006073064170777798,
-0.01297355629503727,
0.03573967516422272,
-0.00045087526086717844,
-0.05232397839426994,
-0.03170556202530861,
0.011143738403916359,
0.03392213210463524,
-0.09893916547298431,
0.0018392289057374,
0.012556332163512707,
0.00873230304569006,
-0.027768529951572418,
0.014303363859653473,
0.08968377858400345,
-0.031166020780801773,
0.04308679327368736,
-0.04813435673713684,
0.004361354745924473,
0.043083079159259796,
0.029496721923351288,
-0.042718563228845596,
0.002371456241235137,
-0.06171267852187157,
0.031783584505319595,
-0.03609433025121689,
0.08570273220539093,
-0.05088674649596214,
-0.018724987283349037,
0.015166615135967731,
-0.015570544637739658,
-0.06462070345878601,
-0.031436771154403687,
-0.11695927381515503,
0.08705153316259384,
0.031355198472738266,
0.04251130297780037,
-0.06061379984021187,
0.04378373175859451,
0.05233415961265564,
0.04574725776910782,
-0.05706194415688515,
0.017592761665582657,
-0.012752892449498177,
0.0023410797584801912,
0.04758913442492485,
0.03081572987139225,
0.08118283748626709,
0.001963535323739052,
-0.034997858107089996,
0.05199838802218437,
-0.018174828961491585,
0.06250813603401184,
-0.08647733181715012,
-0.08312369883060455,
-0.003416720312088728,
-0.13429242372512817,
0.10731123387813568,
0.04826311394572258,
-0.010012383572757244,
-0.04891093075275421,
0.041914861649274826,
-0.0753694474697113,
-0.010081859305500984,
-0.10007663816213608,
0.033108294010162354,
0.03683965280652046,
0.017527373507618904,
0.006829350255429745,
0.031842365860939026,
-0.012123669497668743,
0.04177451878786087,
0.007045926060527563,
0.024650320410728455,
-0.03341732174158096,
0.03692658990621567,
0.048932354897260666,
-0.0026674235705286264,
-0.06292523443698883,
0.11019647866487503,
-0.03305446729063988,
0.00978243350982666,
-0.006613508332520723,
0.06760993599891663,
0.0332617312669754,
0.06140661984682083,
-0.027462532743811607,
0.05925629287958145,
0.02637018822133541,
-0.06035056337714195,
0.012013438157737255,
-0.031881216913461685,
0.023790646344423294,
-0.034017518162727356,
-4.534821229640329e-8,
-0.04256988316774368,
0.06926307827234268,
0.018749292939901352,
0.0017944305436685681,
0.03216542676091194,
-0.03767956420779228,
0.006264717783778906,
0.1061827689409256,
0.07844918221235275,
0.010533499531447887,
0.08941143751144409,
-0.043761495500802994,
-0.005750710144639015,
-0.049589429050683975,
-0.013433504849672318,
0.038196127861738205,
0.09223923087120056,
0.034922484308481216,
0.0044817025773227215,
-0.016075309365987778,
0.008654652163386345,
0.058758579194545746,
0.04970453307032585,
-0.07202065736055374,
0.09473341703414917,
-0.08765304833650589,
-0.023236097767949104,
0.012438287027180195,
0.06538785248994827,
-0.012081122025847435,
-0.056722261011600494,
0.05021512135863304,
-0.039871420711278915,
-0.030769404023885727,
-0.013563878834247589,
0.08582821488380432,
0.05045155808329582,
-0.012737325392663479,
-0.014704691246151924,
-0.0973099023103714,
-0.06303621828556061,
-0.0028823604807257652,
-0.10016537457704544,
0.04841965436935425,
0.027263566851615906,
0.041818078607320786,
-0.02301921136677265,
-0.0408502034842968,
0.03876595199108124,
0.06687438488006592,
0.07878537476062775,
-0.07550861686468124,
0.11140567064285278,
0.042930230498313904,
0.027197038754820824,
0.059891823679208755,
0.06205091252923012,
0.005048839841037989,
0.044930145144462585,
-0.02416943944990635,
0.022188888862729073,
0.021579191088676453,
-0.09191688150167465,
0.01833260804414749
] |
1402.3434
|
Emeric Balogh
|
Katalin Kov\'acs, Emeric Balogh, J\'anos Hebling, Valer Tosa, Katalin
Varj\'u
|
Quasi-phase-matching high-harmonic radiation using chirped THz pulses
| null |
Phys. Rev. Lett. 108, 193903 (2012)
|
10.1103/PhysRevLett.108.193903
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
High-order harmonic generation in the presence of a chirped THz pulse is
investigated numerically with a complete 3D non-adiabatic model. The assisting
THz pulse illuminates the HHG gas cell laterally inducing quasi-phase-matching.
We demonstrate that it is possible to compensate the phase mismatch during
propagation and extend the macroscopic cutoff of a propagated strong IR pulse
to the single-dipole cutoff. We obtain two orders of magnitude increase in the
harmonic efficiency of cutoff harmonics ($\approx$170 eV) using a THz pulse of
constant wavelength, and a further factor of 3 enhancement when a chirped THz
pulse is used.
|
[
{
"created": "Fri, 14 Feb 2014 11:12:49 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Kovács",
"Katalin",
""
],
[
"Balogh",
"Emeric",
""
],
[
"Hebling",
"János",
""
],
[
"Tosa",
"Valer",
""
],
[
"Varjú",
"Katalin",
""
]
] |
[
-0.08161324262619019,
0.08351577073335648,
-0.03512663021683693,
-0.000803199247457087,
-0.05268256738781929,
-0.07773979008197784,
-0.03311572223901749,
-0.0388297513127327,
0.0018527315696701407,
0.028337610885500908,
-0.01809689588844776,
0.004152258858084679,
-0.04386746138334274,
-0.11110403388738632,
0.16045179963111877,
-0.04322551190853119,
0.04475773870944977,
-0.009615126997232437,
-0.005362486932426691,
-0.013234561309218407,
0.031283047050237656,
-0.038095127791166306,
0.015506910160183907,
-0.004579657688736916,
0.01532882172614336,
-0.02470305934548378,
-0.0019245417788624763,
0.02974487654864788,
0.05328245460987091,
-0.061648234724998474,
-0.002087734639644623,
0.04507661610841751,
-0.07270075380802155,
0.051931772381067276,
-0.0468166321516037,
0.002126074396073818,
0.0661548599600792,
0.03878122940659523,
0.009483818896114826,
0.0026709851808845997,
0.08913138508796692,
-0.046245310455560684,
-0.018225260078907013,
-0.003469539573416114,
-0.03583785519003868,
-0.06419914215803146,
-0.020760783925652504,
0.019557885825634003,
-0.0603615865111351,
-0.042489323765039444,
-0.05606666952371597,
0.012921251356601715,
-0.00973399169743061,
0.07683771848678589,
-0.0608656220138073,
0.11746202409267426,
0.03886718302965164,
0.010795720852911472,
0.011356629431247711,
-0.09336059540510178,
-0.0941043421626091,
-0.011842588894069195,
0.009453960694372654,
-0.09078074246644974,
0.053486406803131104,
-0.11871788650751114,
-0.03997056931257248,
-0.03848375752568245,
0.02428128384053707,
0.04709223657846451,
-0.03985355421900749,
-0.03601089492440224,
-0.01597602106630802,
0.01071799173951149,
-0.030750660225749016,
-0.004173137713223696,
0.03835391253232956,
0.027962515130639076,
-0.015000447630882263,
0.023323502391576767,
0.026159632951021194,
-0.030033284798264503,
-0.02951541729271412,
0.02863120846450329,
-0.08587304502725601,
-0.01298443041741848,
-0.06516238301992416,
-0.01854567974805832,
-0.036648526787757874,
-0.08683650195598602,
-0.08077028393745422,
0.02271154522895813,
0.05397382006049156,
-0.010231958702206612,
0.015047937631607056,
0.004250525031238794,
0.10238993167877197,
-0.013356965966522694,
0.11205840110778809,
0.018668510019779205,
0.12412679940462112,
-0.003995443694293499,
-0.05378523841500282,
-0.0032538746017962694,
-0.03034655563533306,
0.06535112112760544,
0.035575222223997116,
0.09303335100412369,
-0.05100104957818985,
-0.01587682217359543,
0.03789548575878143,
-0.0015410194173455238,
0.02732853777706623,
-0.03642551228404045,
0.016276491805911064,
0.039131488651037216,
-0.029068296775221825,
0.010732165537774563,
0.02296503260731697,
-0.05691155418753624,
-0.0699770525097847,
0.07963345944881439,
0.00079825718421489,
-0.002442335244268179,
-0.00775378430262208,
0.0022589752916246653,
-0.0792565867304802,
1.9679479899573785e-33,
-0.020680807530879974,
0.11615477502346039,
-0.03178953006863594,
-0.120453841984272,
0.01116314809769392,
0.036623694002628326,
0.02435738407075405,
0.010376259684562683,
0.023835184052586555,
0.09776788204908371,
0.0034201203379780054,
0.016162335872650146,
0.029657917097210884,
-0.024737318977713585,
-0.05838971212506294,
-0.05231289938092232,
-0.02078619785606861,
0.07057644426822662,
-0.13270984590053558,
0.12885136902332306,
-0.03457916900515556,
0.024010611698031425,
0.017542678862810135,
0.026122869923710823,
-0.025889085605740547,
0.04267051815986633,
0.026716429740190506,
0.009178035892546177,
0.012072485871613026,
0.012820078991353512,
0.10356874763965607,
0.049923647195100784,
0.033359915018081665,
-0.06559497863054276,
0.09068439900875092,
-0.0018753793556243181,
-0.027946045622229576,
0.07530245929956436,
0.011347698979079723,
-0.002090443391352892,
-0.01094001904129982,
-0.02176506817340851,
-0.04308391734957695,
-0.013592416420578957,
-0.03226233646273613,
-0.008824103511869907,
0.017033211886882782,
-0.00029305697535164654,
0.012884833849966526,
-0.08048851788043976,
0.011996191926300526,
-0.030631640926003456,
0.009177603758871555,
0.035130683332681656,
0.01840963214635849,
0.0062978086061775684,
0.10623469203710556,
0.03056822344660759,
0.0591391921043396,
-0.012586960569024086,
0.032683953642845154,
-0.06776828318834305,
0.003908571787178516,
0.012942970730364323,
-0.11030649393796921,
0.016866106539964676,
-0.036016326397657394,
0.013030169531702995,
0.06148606166243553,
0.021950745955109596,
0.0831986591219902,
0.1008635014295578,
-0.01827053911983967,
-0.05541336536407471,
0.09666362404823303,
-0.019559411332011223,
-0.0007433005375787616,
0.029123710468411446,
0.07069485634565353,
-0.010620766319334507,
0.010439802892506123,
0.0010085533140227199,
-0.03248971328139305,
0.005484452471137047,
-0.006958503741770983,
-0.016293611377477646,
-0.0497371144592762,
-0.007511624135077,
-0.07008308172225952,
0.00590703496709466,
0.006700380705296993,
0.00011734451254596934,
0.023022884503006935,
-0.06910070776939392,
-0.032743290066719055,
-2.748451626990407e-33,
0.1062108650803566,
0.06432592123746872,
-0.03403773531317711,
-0.022304046899080276,
0.0982595905661583,
0.08398816734552383,
0.0612032525241375,
0.03937551751732826,
-0.011246924288570881,
-0.010341069661080837,
0.18311181664466858,
0.01935906708240509,
-0.04599646106362343,
-0.022397009655833244,
-0.009627136401832104,
-0.03729868307709694,
0.06461306661367416,
-0.05445510894060135,
0.02336610108613968,
-0.03196687623858452,
-0.00456375302746892,
-0.0919160470366478,
0.030590903013944626,
0.07368088513612747,
-0.08429166674613953,
0.01348606962710619,
-0.06527018547058105,
-0.008016055449843407,
0.03132157772779465,
0.057626113295555115,
-0.04976477101445198,
0.06222434714436531,
-0.027395877987146378,
-0.02563191018998623,
-0.033695150166749954,
0.041467126458883286,
-0.027636654675006866,
0.055542219430208206,
0.011677463538944721,
-0.0779166966676712,
-0.01577165350317955,
-0.02727079764008522,
0.014179595746099949,
0.03303695470094681,
-0.03246675431728363,
0.07826698571443558,
0.0014029265148565173,
-0.050820689648389816,
-0.027733786031603813,
0.05323376879096031,
-0.00017325142107438296,
-0.06346487998962402,
0.03340842202305794,
0.07282041758298874,
-0.03596345707774162,
-0.00035457074409350753,
-0.08482539653778076,
0.020203357562422752,
0.015036211349070072,
0.014563217759132385,
-0.047352276742458344,
-0.01792282983660698,
0.08599399030208588,
-0.04140559956431389,
0.0008134672534652054,
-0.06359544396400452,
0.0075039248913526535,
0.043972037732601166,
0.09768328070640564,
0.028475068509578705,
0.021211696788668633,
0.08956260234117508,
0.053692642599344254,
0.0005055938381701708,
0.019943855702877045,
0.03354989364743233,
0.007947291247546673,
-0.03190775215625763,
-0.05736010521650314,
-0.039441391825675964,
0.019184283912181854,
0.027870485559105873,
-0.08871643990278244,
-0.06044541671872139,
0.055918529629707336,
-0.03485022112727165,
-0.025430507957935333,
0.03623635694384575,
-0.082924485206604,
0.025181788951158524,
-0.010532221756875515,
0.049474600702524185,
-0.01652507670223713,
-0.003574724541977048,
0.05164288729429245,
-4.492215666118682e-8,
0.021844802424311638,
-0.04911350458860397,
-0.007270090281963348,
0.041974861174821854,
-0.008816918358206749,
0.03264616057276726,
-0.06331930309534073,
0.006043783854693174,
0.046705108135938644,
-0.05321073904633522,
0.011066112667322159,
0.012405967339873314,
0.12554557621479034,
-0.003999382257461548,
-0.00702590262517333,
-0.05817141756415367,
-0.01019174512475729,
-0.018222399055957794,
0.038973551243543625,
-0.052071668207645416,
-0.07755403220653534,
0.03819652646780014,
0.01452808640897274,
0.0073462799191474915,
0.04162401333451271,
0.03976193442940712,
-0.12176448106765747,
-0.09373587369918823,
-0.0031065153889358044,
-0.05123552307486534,
-0.0187971293926239,
0.058140829205513,
-0.01519399881362915,
0.075123131275177,
0.01575601100921631,
-0.021668855100870132,
-0.05006621405482292,
-0.0056270938366651535,
-0.03975190222263336,
-0.13465899229049683,
0.03519602492451668,
0.06039849668741226,
-0.0733502209186554,
-0.03111293725669384,
-0.003782532410696149,
0.004882171284407377,
-0.007984754629433155,
0.018179191276431084,
-0.06328946352005005,
-0.02363128401339054,
-0.06360772252082825,
0.07227356731891632,
0.006540963426232338,
-0.13524135947227478,
0.03834398090839386,
-0.026981959119439125,
-0.0681072250008583,
-0.003261472098529339,
0.01686069555580616,
0.01913013495504856,
0.1391034871339798,
-0.058433666825294495,
-0.030532371252775192,
0.022557616233825684
] | null | null | null | null | null | null | null |
[
-0.08161324262619019,
0.08351577073335648,
-0.03512663021683693,
-0.000803199247457087,
-0.05268256738781929,
-0.07773979008197784,
-0.03311572223901749,
-0.0388297513127327,
0.0018527315696701407,
0.028337610885500908,
-0.01809689588844776,
0.004152258858084679,
-0.04386746138334274,
-0.11110403388738632,
0.16045179963111877,
-0.04322551190853119,
0.04475773870944977,
-0.009615126997232437,
-0.005362486932426691,
-0.013234561309218407,
0.031283047050237656,
-0.038095127791166306,
0.015506910160183907,
-0.004579657688736916,
0.01532882172614336,
-0.02470305934548378,
-0.0019245417788624763,
0.02974487654864788,
0.05328245460987091,
-0.061648234724998474,
-0.002087734639644623,
0.04507661610841751,
-0.07270075380802155,
0.051931772381067276,
-0.0468166321516037,
0.002126074396073818,
0.0661548599600792,
0.03878122940659523,
0.009483818896114826,
0.0026709851808845997,
0.08913138508796692,
-0.046245310455560684,
-0.018225260078907013,
-0.003469539573416114,
-0.03583785519003868,
-0.06419914215803146,
-0.020760783925652504,
0.019557885825634003,
-0.0603615865111351,
-0.042489323765039444,
-0.05606666952371597,
0.012921251356601715,
-0.00973399169743061,
0.07683771848678589,
-0.0608656220138073,
0.11746202409267426,
0.03886718302965164,
0.010795720852911472,
0.011356629431247711,
-0.09336059540510178,
-0.0941043421626091,
-0.011842588894069195,
0.009453960694372654,
-0.09078074246644974,
0.053486406803131104,
-0.11871788650751114,
-0.03997056931257248,
-0.03848375752568245,
0.02428128384053707,
0.04709223657846451,
-0.03985355421900749,
-0.03601089492440224,
-0.01597602106630802,
0.01071799173951149,
-0.030750660225749016,
-0.004173137713223696,
0.03835391253232956,
0.027962515130639076,
-0.015000447630882263,
0.023323502391576767,
0.026159632951021194,
-0.030033284798264503,
-0.02951541729271412,
0.02863120846450329,
-0.08587304502725601,
-0.01298443041741848,
-0.06516238301992416,
-0.01854567974805832,
-0.036648526787757874,
-0.08683650195598602,
-0.08077028393745422,
0.02271154522895813,
0.05397382006049156,
-0.010231958702206612,
0.015047937631607056,
0.004250525031238794,
0.10238993167877197,
-0.013356965966522694,
0.11205840110778809,
0.018668510019779205,
0.12412679940462112,
-0.003995443694293499,
-0.05378523841500282,
-0.0032538746017962694,
-0.03034655563533306,
0.06535112112760544,
0.035575222223997116,
0.09303335100412369,
-0.05100104957818985,
-0.01587682217359543,
0.03789548575878143,
-0.0015410194173455238,
0.02732853777706623,
-0.03642551228404045,
0.016276491805911064,
0.039131488651037216,
-0.029068296775221825,
0.010732165537774563,
0.02296503260731697,
-0.05691155418753624,
-0.0699770525097847,
0.07963345944881439,
0.00079825718421489,
-0.002442335244268179,
-0.00775378430262208,
0.0022589752916246653,
-0.0792565867304802,
1.9679479899573785e-33,
-0.020680807530879974,
0.11615477502346039,
-0.03178953006863594,
-0.120453841984272,
0.01116314809769392,
0.036623694002628326,
0.02435738407075405,
0.010376259684562683,
0.023835184052586555,
0.09776788204908371,
0.0034201203379780054,
0.016162335872650146,
0.029657917097210884,
-0.024737318977713585,
-0.05838971212506294,
-0.05231289938092232,
-0.02078619785606861,
0.07057644426822662,
-0.13270984590053558,
0.12885136902332306,
-0.03457916900515556,
0.024010611698031425,
0.017542678862810135,
0.026122869923710823,
-0.025889085605740547,
0.04267051815986633,
0.026716429740190506,
0.009178035892546177,
0.012072485871613026,
0.012820078991353512,
0.10356874763965607,
0.049923647195100784,
0.033359915018081665,
-0.06559497863054276,
0.09068439900875092,
-0.0018753793556243181,
-0.027946045622229576,
0.07530245929956436,
0.011347698979079723,
-0.002090443391352892,
-0.01094001904129982,
-0.02176506817340851,
-0.04308391734957695,
-0.013592416420578957,
-0.03226233646273613,
-0.008824103511869907,
0.017033211886882782,
-0.00029305697535164654,
0.012884833849966526,
-0.08048851788043976,
0.011996191926300526,
-0.030631640926003456,
0.009177603758871555,
0.035130683332681656,
0.01840963214635849,
0.0062978086061775684,
0.10623469203710556,
0.03056822344660759,
0.0591391921043396,
-0.012586960569024086,
0.032683953642845154,
-0.06776828318834305,
0.003908571787178516,
0.012942970730364323,
-0.11030649393796921,
0.016866106539964676,
-0.036016326397657394,
0.013030169531702995,
0.06148606166243553,
0.021950745955109596,
0.0831986591219902,
0.1008635014295578,
-0.01827053911983967,
-0.05541336536407471,
0.09666362404823303,
-0.019559411332011223,
-0.0007433005375787616,
0.029123710468411446,
0.07069485634565353,
-0.010620766319334507,
0.010439802892506123,
0.0010085533140227199,
-0.03248971328139305,
0.005484452471137047,
-0.006958503741770983,
-0.016293611377477646,
-0.0497371144592762,
-0.007511624135077,
-0.07008308172225952,
0.00590703496709466,
0.006700380705296993,
0.00011734451254596934,
0.023022884503006935,
-0.06910070776939392,
-0.032743290066719055,
-2.748451626990407e-33,
0.1062108650803566,
0.06432592123746872,
-0.03403773531317711,
-0.022304046899080276,
0.0982595905661583,
0.08398816734552383,
0.0612032525241375,
0.03937551751732826,
-0.011246924288570881,
-0.010341069661080837,
0.18311181664466858,
0.01935906708240509,
-0.04599646106362343,
-0.022397009655833244,
-0.009627136401832104,
-0.03729868307709694,
0.06461306661367416,
-0.05445510894060135,
0.02336610108613968,
-0.03196687623858452,
-0.00456375302746892,
-0.0919160470366478,
0.030590903013944626,
0.07368088513612747,
-0.08429166674613953,
0.01348606962710619,
-0.06527018547058105,
-0.008016055449843407,
0.03132157772779465,
0.057626113295555115,
-0.04976477101445198,
0.06222434714436531,
-0.027395877987146378,
-0.02563191018998623,
-0.033695150166749954,
0.041467126458883286,
-0.027636654675006866,
0.055542219430208206,
0.011677463538944721,
-0.0779166966676712,
-0.01577165350317955,
-0.02727079764008522,
0.014179595746099949,
0.03303695470094681,
-0.03246675431728363,
0.07826698571443558,
0.0014029265148565173,
-0.050820689648389816,
-0.027733786031603813,
0.05323376879096031,
-0.00017325142107438296,
-0.06346487998962402,
0.03340842202305794,
0.07282041758298874,
-0.03596345707774162,
-0.00035457074409350753,
-0.08482539653778076,
0.020203357562422752,
0.015036211349070072,
0.014563217759132385,
-0.047352276742458344,
-0.01792282983660698,
0.08599399030208588,
-0.04140559956431389,
0.0008134672534652054,
-0.06359544396400452,
0.0075039248913526535,
0.043972037732601166,
0.09768328070640564,
0.028475068509578705,
0.021211696788668633,
0.08956260234117508,
0.053692642599344254,
0.0005055938381701708,
0.019943855702877045,
0.03354989364743233,
0.007947291247546673,
-0.03190775215625763,
-0.05736010521650314,
-0.039441391825675964,
0.019184283912181854,
0.027870485559105873,
-0.08871643990278244,
-0.06044541671872139,
0.055918529629707336,
-0.03485022112727165,
-0.025430507957935333,
0.03623635694384575,
-0.082924485206604,
0.025181788951158524,
-0.010532221756875515,
0.049474600702524185,
-0.01652507670223713,
-0.003574724541977048,
0.05164288729429245,
-4.492215666118682e-8,
0.021844802424311638,
-0.04911350458860397,
-0.007270090281963348,
0.041974861174821854,
-0.008816918358206749,
0.03264616057276726,
-0.06331930309534073,
0.006043783854693174,
0.046705108135938644,
-0.05321073904633522,
0.011066112667322159,
0.012405967339873314,
0.12554557621479034,
-0.003999382257461548,
-0.00702590262517333,
-0.05817141756415367,
-0.01019174512475729,
-0.018222399055957794,
0.038973551243543625,
-0.052071668207645416,
-0.07755403220653534,
0.03819652646780014,
0.01452808640897274,
0.0073462799191474915,
0.04162401333451271,
0.03976193442940712,
-0.12176448106765747,
-0.09373587369918823,
-0.0031065153889358044,
-0.05123552307486534,
-0.0187971293926239,
0.058140829205513,
-0.01519399881362915,
0.075123131275177,
0.01575601100921631,
-0.021668855100870132,
-0.05006621405482292,
-0.0056270938366651535,
-0.03975190222263336,
-0.13465899229049683,
0.03519602492451668,
0.06039849668741226,
-0.0733502209186554,
-0.03111293725669384,
-0.003782532410696149,
0.004882171284407377,
-0.007984754629433155,
0.018179191276431084,
-0.06328946352005005,
-0.02363128401339054,
-0.06360772252082825,
0.07227356731891632,
0.006540963426232338,
-0.13524135947227478,
0.03834398090839386,
-0.026981959119439125,
-0.0681072250008583,
-0.003261472098529339,
0.01686069555580616,
0.01913013495504856,
0.1391034871339798,
-0.058433666825294495,
-0.030532371252775192,
0.022557616233825684
] |
1402.3435
|
Jens Ma{\ss}berg
|
Jens Ma{\ss}berg
|
Generalized Huffman Coding for Binary Trees with Choosable Edge Lengths
|
9 pages
|
Information Processing Letters 115 (4), pp. 502-506 (2015)
|
10.1016/j.ipl.2014.11.013
| null |
cs.IT cs.DS math.CO math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we study binary trees with choosable edge lengths, in
particular rooted binary trees with the property that the two edges leading
from every non-leaf to its two children are assigned integral lengths $l_1$ and
$l_2$ with $l_1+l_2 =k$ for a constant $k\in\mathbb{N}$. The depth of a leaf is
the total length of the edges of the unique root-leaf-path.
We present a generalization of the Huffman Coding that can decide in
polynomial time if for given values $d_1,...,d_n\in\mathbb{N}_{\geq 0}$ there
exists a rooted binary tree with choosable edge lengths with $n$ leaves having
depths at most $d_1,..., d_n$.
|
[
{
"created": "Fri, 14 Feb 2014 11:13:36 GMT",
"version": "v1"
},
{
"created": "Fri, 12 Sep 2014 19:25:56 GMT",
"version": "v2"
}
] |
2016-08-08
|
[
[
"Maßberg",
"Jens",
""
]
] |
[
-0.019405093044042587,
0.061236705631017685,
-0.030024109408259392,
-0.03419676050543785,
0.05042615532875061,
-0.06492025405168533,
-0.022095095366239548,
0.010483828373253345,
-0.033594537526369095,
0.04807853326201439,
-0.013877502642571926,
0.004395091440528631,
0.031111538410186768,
-0.019706597551703453,
-0.04885763302445412,
0.11436860263347626,
-0.09257321059703827,
0.08203238993883133,
0.007786402944475412,
-0.01040010154247284,
0.052307214587926865,
0.026347603648900986,
0.012526767328381538,
0.0380580835044384,
0.03219437971711159,
-0.02705741487443447,
-0.05152267962694168,
0.028236309066414833,
0.006115057971328497,
-0.028878280892968178,
0.01660912297666073,
0.03971950709819794,
0.16936950385570526,
0.01023133471608162,
-0.006545112002640963,
-0.021942460909485817,
0.009657181799411774,
-0.003921073861420155,
0.018972110003232956,
0.04175759106874466,
0.021634336560964584,
0.09964840114116669,
-0.021266646683216095,
-0.002698324853554368,
-0.07253716140985489,
0.00010997815115842968,
-0.03245602175593376,
0.007379225455224514,
-0.09086844325065613,
-0.07905817776918411,
0.0582013875246048,
0.019811606034636497,
-0.040855083614587784,
0.059766896069049835,
-0.031955502927303314,
-0.06659943610429764,
-0.021371038630604744,
-0.036782316863536835,
0.000054604406614089385,
0.06000329181551933,
0.12153301388025284,
0.0024172277189791203,
-0.08496861159801483,
-0.06404262781143188,
-0.010553145781159401,
0.055274590849876404,
-0.00013221889093983918,
-0.036320559680461884,
-0.08121279627084732,
0.04994644597172737,
0.03919047862291336,
0.016187634319067,
-0.13364078104496002,
0.08460327982902527,
0.019172372296452522,
-0.0073721990920603275,
0.029018213972449303,
0.013188919983804226,
-0.061136581003665924,
-0.017902212217450142,
-0.11593285948038101,
-0.006821024231612682,
-0.013260286301374435,
-0.00464974157512188,
-0.023470040410757065,
0.024569308385252953,
-0.029453430324792862,
0.06514833867549896,
-0.05269986018538475,
0.05046308785676956,
-0.1010778397321701,
-0.0698283240199089,
0.027424374595284462,
0.041914813220500946,
-0.059397827833890915,
-0.10801297426223755,
0.07407207787036896,
0.03024360164999962,
-0.007075583096593618,
0.02375812456011772,
-0.012126783840358257,
-0.025385871529579163,
-0.01100220438092947,
-0.1054324358701706,
0.013899652287364006,
0.044929396361112595,
-0.04993412643671036,
-0.03206215053796768,
0.041917771100997925,
0.025868792086839676,
0.05189454182982445,
-0.035292647778987885,
0.0025539533235132694,
0.019528064876794815,
-0.01870383508503437,
-0.023837339133024216,
-0.02629660628736019,
-0.0016097362386062741,
0.03222261741757393,
0.06941209733486176,
0.08767420053482056,
0.0019825417548418045,
-0.06873875111341476,
-0.02496621571481228,
0.03140809014439583,
-0.09945979714393616,
0.06604055315256119,
1.7465831182433486e-33,
0.023762991651892662,
0.015914445742964745,
0.031236998736858368,
-0.004149334505200386,
0.07264244556427002,
0.023616783320903778,
0.000817408028524369,
-0.052445825189352036,
0.06195425987243652,
0.051863305270671844,
-0.07197701930999756,
0.03489753231406212,
0.019622065126895905,
-0.02918393351137638,
0.01738797500729561,
0.01573670282959938,
-0.02673252671957016,
0.011834168806672096,
0.04076772555708885,
-0.014825909398496151,
0.0014964599395170808,
0.00017479929374530911,
-0.048256050795316696,
-0.030387630686163902,
0.05985840782523155,
-0.09506115317344666,
0.006837112363427877,
-0.1104634702205658,
0.014433390460908413,
0.028629638254642487,
-0.07778611779212952,
-0.033112261444330215,
0.0021282932721078396,
0.055335696786642075,
-0.03307920694351196,
-0.008705242536962032,
0.0010655007790774107,
-0.024637386202812195,
-0.05878680571913719,
-0.013973268680274487,
0.036074571311473846,
0.006491742562502623,
0.04473709315061569,
-0.009710109792649746,
0.027156000956892967,
-0.030976388603448868,
-0.015589003451168537,
0.007950187660753727,
-0.10954306274652481,
0.08302068710327148,
0.013665835373103619,
0.020073821768164635,
0.008591869845986366,
0.030676832422614098,
0.017310474067926407,
0.03678048029541969,
0.03979978337883949,
0.028697384521365166,
0.009262102656066418,
0.1785552203655243,
0.046235281974077225,
0.016686342656612396,
-0.00035484301042743027,
-0.057823359966278076,
-0.02665790170431137,
0.059848345816135406,
-0.006996027193963528,
-0.07599648833274841,
0.02129463292658329,
-0.058167096227407455,
-0.08106556534767151,
-0.04072857275605202,
-0.03678557276725769,
0.002526046009734273,
-0.02477516420185566,
-0.008169053122401237,
0.06476171314716339,
-0.04111381992697716,
-0.05876896157860756,
-0.03775448724627495,
-0.0520508848130703,
-0.07022689282894135,
0.05239428952336311,
-0.07929205894470215,
-0.020682120695710182,
-0.04722779616713524,
0.0049755326472222805,
-0.04351448267698288,
-0.11219572275876999,
-0.03107406757771969,
-0.0273484755307436,
-0.008998417295515537,
0.03355705365538597,
-0.015160690993070602,
0.09588856995105743,
-2.5146311069324688e-33,
-0.023963313549757004,
-0.028715137392282486,
0.08652756363153458,
0.05491257086396217,
-0.035748440772295,
0.03404669463634491,
-0.06916511803865433,
0.00703418767079711,
-0.07603324204683304,
-0.029132135212421417,
-0.03748474270105362,
0.0753970742225647,
0.03365159034729004,
0.024603405967354774,
0.06046232208609581,
-0.02173434942960739,
0.04135153815150261,
-0.005405218340456486,
-0.002681971760466695,
0.0189056396484375,
0.06547294557094574,
0.12041918188333511,
-0.08200549334287643,
-0.05105270445346832,
0.017389362677931786,
-0.012977981939911842,
-0.04305148869752884,
0.024668293073773384,
0.08012822270393372,
0.06380268931388855,
0.006582595873624086,
-0.055902983993291855,
-0.025415336713194847,
-0.051574502140283585,
-0.029917778447270393,
-0.10387763381004333,
0.05240729823708534,
0.02056443877518177,
-0.005761630367487669,
0.11408676952123642,
-0.015566853806376457,
-0.05044909939169884,
0.03563134744763374,
0.002569914096966386,
0.026121001690626144,
-0.013100425712764263,
-0.027906538918614388,
0.014383670873939991,
-0.006954285781830549,
-0.018554646521806717,
0.011405707336962223,
0.08826877176761627,
-0.00010785312770167366,
0.05486248806118965,
0.04716145619750023,
0.012984860688447952,
-0.0779641717672348,
0.07177545130252838,
0.09318491071462631,
-0.061491116881370544,
-0.038590140640735626,
0.005090075079351664,
0.01703076809644699,
0.0375853106379509,
-0.01868279092013836,
-0.0730302706360817,
-0.05928351730108261,
-0.07484115660190582,
-0.07074471563100815,
0.0479590967297554,
-0.012743174098432064,
0.0460115484893322,
-0.0113361906260252,
-0.008196099661290646,
-0.06387248635292053,
0.0844445750117302,
-0.007412130944430828,
0.04088201746344566,
-0.023544056341052055,
0.04186384752392769,
-0.08783940970897675,
0.06164148077368736,
0.03222499042749405,
0.01773027889430523,
0.05461970716714859,
-0.07126545906066895,
0.04935301095247269,
-0.031288959085941315,
0.02957078255712986,
-0.08658529818058014,
0.03386600688099861,
0.059662625193595886,
-0.012939912267029285,
0.02405621111392975,
0.039380550384521484,
-4.461776015318719e-8,
-0.056883059442043304,
-0.017292868345975876,
-0.08479178696870804,
0.01665688119828701,
0.10438280552625656,
-0.018536435440182686,
0.0477096363902092,
0.09784409403800964,
-0.003285574959591031,
0.02874094992876053,
0.11985528469085693,
0.12405749410390854,
-0.0463147796690464,
0.03843093663454056,
0.0377122201025486,
0.013882583938539028,
0.003365430748090148,
-0.08296015858650208,
-0.0009412264334969223,
0.10905111581087112,
0.008603204973042011,
0.009072390384972095,
-0.06300065666437149,
0.040880803018808365,
-0.0699746310710907,
-0.09743849188089371,
-0.010104532353579998,
0.006810752674937248,
0.023428911343216896,
0.08542853593826294,
0.041738782078027725,
0.10692792385816574,
0.045567505061626434,
-0.012920365668833256,
-0.04172717407345772,
-0.019617406651377678,
-0.08851958066225052,
0.06426814943552017,
-0.0518186055123806,
-0.023321500048041344,
0.010225215926766396,
-0.09106986224651337,
-0.02430019900202751,
-0.012782081961631775,
0.030669093132019043,
-0.03693528100848198,
0.07681366801261902,
0.05842609331011772,
-0.05114898085594177,
0.022664103657007217,
0.015659121796488762,
0.009331715293228626,
0.02747056633234024,
-0.07031329721212387,
0.047438591718673706,
0.042707495391368866,
-0.025113126263022423,
-0.04914452135562897,
0.016242660582065582,
0.03640172258019447,
-0.03241667151451111,
-0.026175610721111298,
0.04767262935638428,
0.019111493602395058
] | null | null | null | null | null | null | null |
[
-0.019405093044042587,
0.061236705631017685,
-0.030024109408259392,
-0.03419676050543785,
0.05042615532875061,
-0.06492025405168533,
-0.022095095366239548,
0.010483828373253345,
-0.033594537526369095,
0.04807853326201439,
-0.013877502642571926,
0.004395091440528631,
0.031111538410186768,
-0.019706597551703453,
-0.04885763302445412,
0.11436860263347626,
-0.09257321059703827,
0.08203238993883133,
0.007786402944475412,
-0.01040010154247284,
0.052307214587926865,
0.026347603648900986,
0.012526767328381538,
0.0380580835044384,
0.03219437971711159,
-0.02705741487443447,
-0.05152267962694168,
0.028236309066414833,
0.006115057971328497,
-0.028878280892968178,
0.01660912297666073,
0.03971950709819794,
0.16936950385570526,
0.01023133471608162,
-0.006545112002640963,
-0.021942460909485817,
0.009657181799411774,
-0.003921073861420155,
0.018972110003232956,
0.04175759106874466,
0.021634336560964584,
0.09964840114116669,
-0.021266646683216095,
-0.002698324853554368,
-0.07253716140985489,
0.00010997815115842968,
-0.03245602175593376,
0.007379225455224514,
-0.09086844325065613,
-0.07905817776918411,
0.0582013875246048,
0.019811606034636497,
-0.040855083614587784,
0.059766896069049835,
-0.031955502927303314,
-0.06659943610429764,
-0.021371038630604744,
-0.036782316863536835,
0.000054604406614089385,
0.06000329181551933,
0.12153301388025284,
0.0024172277189791203,
-0.08496861159801483,
-0.06404262781143188,
-0.010553145781159401,
0.055274590849876404,
-0.00013221889093983918,
-0.036320559680461884,
-0.08121279627084732,
0.04994644597172737,
0.03919047862291336,
0.016187634319067,
-0.13364078104496002,
0.08460327982902527,
0.019172372296452522,
-0.0073721990920603275,
0.029018213972449303,
0.013188919983804226,
-0.061136581003665924,
-0.017902212217450142,
-0.11593285948038101,
-0.006821024231612682,
-0.013260286301374435,
-0.00464974157512188,
-0.023470040410757065,
0.024569308385252953,
-0.029453430324792862,
0.06514833867549896,
-0.05269986018538475,
0.05046308785676956,
-0.1010778397321701,
-0.0698283240199089,
0.027424374595284462,
0.041914813220500946,
-0.059397827833890915,
-0.10801297426223755,
0.07407207787036896,
0.03024360164999962,
-0.007075583096593618,
0.02375812456011772,
-0.012126783840358257,
-0.025385871529579163,
-0.01100220438092947,
-0.1054324358701706,
0.013899652287364006,
0.044929396361112595,
-0.04993412643671036,
-0.03206215053796768,
0.041917771100997925,
0.025868792086839676,
0.05189454182982445,
-0.035292647778987885,
0.0025539533235132694,
0.019528064876794815,
-0.01870383508503437,
-0.023837339133024216,
-0.02629660628736019,
-0.0016097362386062741,
0.03222261741757393,
0.06941209733486176,
0.08767420053482056,
0.0019825417548418045,
-0.06873875111341476,
-0.02496621571481228,
0.03140809014439583,
-0.09945979714393616,
0.06604055315256119,
1.7465831182433486e-33,
0.023762991651892662,
0.015914445742964745,
0.031236998736858368,
-0.004149334505200386,
0.07264244556427002,
0.023616783320903778,
0.000817408028524369,
-0.052445825189352036,
0.06195425987243652,
0.051863305270671844,
-0.07197701930999756,
0.03489753231406212,
0.019622065126895905,
-0.02918393351137638,
0.01738797500729561,
0.01573670282959938,
-0.02673252671957016,
0.011834168806672096,
0.04076772555708885,
-0.014825909398496151,
0.0014964599395170808,
0.00017479929374530911,
-0.048256050795316696,
-0.030387630686163902,
0.05985840782523155,
-0.09506115317344666,
0.006837112363427877,
-0.1104634702205658,
0.014433390460908413,
0.028629638254642487,
-0.07778611779212952,
-0.033112261444330215,
0.0021282932721078396,
0.055335696786642075,
-0.03307920694351196,
-0.008705242536962032,
0.0010655007790774107,
-0.024637386202812195,
-0.05878680571913719,
-0.013973268680274487,
0.036074571311473846,
0.006491742562502623,
0.04473709315061569,
-0.009710109792649746,
0.027156000956892967,
-0.030976388603448868,
-0.015589003451168537,
0.007950187660753727,
-0.10954306274652481,
0.08302068710327148,
0.013665835373103619,
0.020073821768164635,
0.008591869845986366,
0.030676832422614098,
0.017310474067926407,
0.03678048029541969,
0.03979978337883949,
0.028697384521365166,
0.009262102656066418,
0.1785552203655243,
0.046235281974077225,
0.016686342656612396,
-0.00035484301042743027,
-0.057823359966278076,
-0.02665790170431137,
0.059848345816135406,
-0.006996027193963528,
-0.07599648833274841,
0.02129463292658329,
-0.058167096227407455,
-0.08106556534767151,
-0.04072857275605202,
-0.03678557276725769,
0.002526046009734273,
-0.02477516420185566,
-0.008169053122401237,
0.06476171314716339,
-0.04111381992697716,
-0.05876896157860756,
-0.03775448724627495,
-0.0520508848130703,
-0.07022689282894135,
0.05239428952336311,
-0.07929205894470215,
-0.020682120695710182,
-0.04722779616713524,
0.0049755326472222805,
-0.04351448267698288,
-0.11219572275876999,
-0.03107406757771969,
-0.0273484755307436,
-0.008998417295515537,
0.03355705365538597,
-0.015160690993070602,
0.09588856995105743,
-2.5146311069324688e-33,
-0.023963313549757004,
-0.028715137392282486,
0.08652756363153458,
0.05491257086396217,
-0.035748440772295,
0.03404669463634491,
-0.06916511803865433,
0.00703418767079711,
-0.07603324204683304,
-0.029132135212421417,
-0.03748474270105362,
0.0753970742225647,
0.03365159034729004,
0.024603405967354774,
0.06046232208609581,
-0.02173434942960739,
0.04135153815150261,
-0.005405218340456486,
-0.002681971760466695,
0.0189056396484375,
0.06547294557094574,
0.12041918188333511,
-0.08200549334287643,
-0.05105270445346832,
0.017389362677931786,
-0.012977981939911842,
-0.04305148869752884,
0.024668293073773384,
0.08012822270393372,
0.06380268931388855,
0.006582595873624086,
-0.055902983993291855,
-0.025415336713194847,
-0.051574502140283585,
-0.029917778447270393,
-0.10387763381004333,
0.05240729823708534,
0.02056443877518177,
-0.005761630367487669,
0.11408676952123642,
-0.015566853806376457,
-0.05044909939169884,
0.03563134744763374,
0.002569914096966386,
0.026121001690626144,
-0.013100425712764263,
-0.027906538918614388,
0.014383670873939991,
-0.006954285781830549,
-0.018554646521806717,
0.011405707336962223,
0.08826877176761627,
-0.00010785312770167366,
0.05486248806118965,
0.04716145619750023,
0.012984860688447952,
-0.0779641717672348,
0.07177545130252838,
0.09318491071462631,
-0.061491116881370544,
-0.038590140640735626,
0.005090075079351664,
0.01703076809644699,
0.0375853106379509,
-0.01868279092013836,
-0.0730302706360817,
-0.05928351730108261,
-0.07484115660190582,
-0.07074471563100815,
0.0479590967297554,
-0.012743174098432064,
0.0460115484893322,
-0.0113361906260252,
-0.008196099661290646,
-0.06387248635292053,
0.0844445750117302,
-0.007412130944430828,
0.04088201746344566,
-0.023544056341052055,
0.04186384752392769,
-0.08783940970897675,
0.06164148077368736,
0.03222499042749405,
0.01773027889430523,
0.05461970716714859,
-0.07126545906066895,
0.04935301095247269,
-0.031288959085941315,
0.02957078255712986,
-0.08658529818058014,
0.03386600688099861,
0.059662625193595886,
-0.012939912267029285,
0.02405621111392975,
0.039380550384521484,
-4.461776015318719e-8,
-0.056883059442043304,
-0.017292868345975876,
-0.08479178696870804,
0.01665688119828701,
0.10438280552625656,
-0.018536435440182686,
0.0477096363902092,
0.09784409403800964,
-0.003285574959591031,
0.02874094992876053,
0.11985528469085693,
0.12405749410390854,
-0.0463147796690464,
0.03843093663454056,
0.0377122201025486,
0.013882583938539028,
0.003365430748090148,
-0.08296015858650208,
-0.0009412264334969223,
0.10905111581087112,
0.008603204973042011,
0.009072390384972095,
-0.06300065666437149,
0.040880803018808365,
-0.0699746310710907,
-0.09743849188089371,
-0.010104532353579998,
0.006810752674937248,
0.023428911343216896,
0.08542853593826294,
0.041738782078027725,
0.10692792385816574,
0.045567505061626434,
-0.012920365668833256,
-0.04172717407345772,
-0.019617406651377678,
-0.08851958066225052,
0.06426814943552017,
-0.0518186055123806,
-0.023321500048041344,
0.010225215926766396,
-0.09106986224651337,
-0.02430019900202751,
-0.012782081961631775,
0.030669093132019043,
-0.03693528100848198,
0.07681366801261902,
0.05842609331011772,
-0.05114898085594177,
0.022664103657007217,
0.015659121796488762,
0.009331715293228626,
0.02747056633234024,
-0.07031329721212387,
0.047438591718673706,
0.042707495391368866,
-0.025113126263022423,
-0.04914452135562897,
0.016242660582065582,
0.03640172258019447,
-0.03241667151451111,
-0.026175610721111298,
0.04767262935638428,
0.019111493602395058
] |
1402.3437
|
Edouard Brezin
|
Edouard Brezin
|
Wilson's renormalization group: a paradigmatic shift
| null | null |
10.1007/s10955-014-0971-5
| null |
physics.hist-ph cond-mat.stat-mech hep-th
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A personal and subjective recollection, concerning mainly Wilson's lectures
delivered over the spring of 1972 at Princeton University (summary of a talk at
Cornell University on November 16, 2013 at the occasion of the memorial Kenneth
G. Wilson conference).
|
[
{
"created": "Fri, 14 Feb 2014 11:20:17 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Brezin",
"Edouard",
""
]
] |
[
-0.05764099583029747,
0.0011154032545164227,
-0.038240235298871994,
0.008134908974170685,
0.043785858899354935,
0.05735864117741585,
0.05963011458516121,
-0.010973927564918995,
0.005587558727711439,
-0.0007307585328817368,
0.004556872881948948,
0.12528371810913086,
-0.0035472139716148376,
0.014534777030348778,
0.02561853639781475,
-0.0003477217978797853,
-0.03520374745130539,
-0.04032016173005104,
-0.015055070631206036,
0.02795426920056343,
-0.0211632139980793,
0.025407012552022934,
0.09484656900167465,
0.03499744459986687,
0.01090028416365385,
0.0019865885842591524,
-0.017124902456998825,
0.0012613559374585748,
0.018559640273451805,
0.05390394106507301,
-0.12214138358831406,
0.030289284884929657,
0.02007654309272766,
0.02295973338186741,
0.044992685317993164,
0.008497805334627628,
0.051308248192071915,
0.03442222252488136,
0.012482958845794201,
0.026868911460042,
-0.026312189176678658,
0.05300245061516762,
0.07411552220582962,
0.04007994383573532,
-0.051060982048511505,
-0.0638267993927002,
0.027585387229919434,
0.0017459193477407098,
-0.06517801433801651,
0.01522642932832241,
-0.03440475091338158,
0.06330063939094543,
-0.019642183557152748,
-0.06884130835533142,
0.035660259425640106,
0.10578380525112152,
0.019364310428500175,
-0.02580202929675579,
-0.07596637308597565,
-0.007185323163866997,
-0.05730440095067024,
-0.15740108489990234,
-0.04753924906253815,
0.03476123884320259,
0.019933637231588364,
0.04048983007669449,
0.05081300437450409,
0.04436205327510834,
-0.04140021651983261,
0.044916555285453796,
-0.04335496947169304,
0.05430453270673752,
-0.03542912378907204,
-0.005367498844861984,
0.02838973142206669,
-0.019009461626410484,
0.01803414151072502,
-0.0026544956490397453,
-0.03762681782245636,
0.028186103329062462,
0.0037182983942329884,
-0.03270496055483818,
-0.009698322042822838,
0.006985355634242296,
0.044126518070697784,
-0.025406867265701294,
0.011157593689858913,
-0.02935662493109703,
-0.08817003667354584,
-0.03000275045633316,
-0.006667882204055786,
-0.10508990287780762,
-0.0494692400097847,
0.026598799973726273,
-0.06471800804138184,
0.032232675701379776,
0.005394694861024618,
-0.03861120343208313,
0.012962600216269493,
0.0830223560333252,
0.04155804216861725,
0.039824604988098145,
-0.0075408960692584515,
0.003184305503964424,
-0.006067825481295586,
-0.03167322278022766,
-0.12240060418844223,
0.023425286635756493,
0.0009503794717602432,
-0.01644470915198326,
-0.055317848920822144,
-0.01978345587849617,
0.00691954093053937,
0.02242579683661461,
0.0718560591340065,
-0.02071952633559704,
0.0928707867860794,
0.0017318830359727144,
0.007769831456243992,
0.0224296972155571,
0.0338263139128685,
0.02230163849890232,
0.01782272197306156,
0.012146036140620708,
-0.05101951211690903,
-0.05206463485956192,
0.00919382181018591,
2.236127521123631e-34,
0.08430622518062592,
-0.02246166206896305,
0.05176931992173195,
0.07642396539449692,
0.029071321710944176,
0.0008144784951582551,
0.017633335664868355,
-0.014874858781695366,
0.021348588168621063,
-0.021850429475307465,
0.02929597720503807,
0.09662476181983948,
0.0566173791885376,
-0.08205442875623703,
-0.029188286513090134,
-0.04729299992322922,
-0.13124725222587585,
0.027953164651989937,
0.09521551430225372,
-0.022859571501612663,
0.006801819894462824,
0.13160927593708038,
0.03295540064573288,
-0.047906309366226196,
0.013592613860964775,
0.010633989237248898,
0.015767144039273262,
0.016965050250291824,
0.032708004117012024,
0.039731498807668686,
-0.016069699078798294,
0.041583411395549774,
-0.0737069770693779,
0.013689299114048481,
0.060911886394023895,
-0.05118047818541527,
-0.08628665655851364,
-0.04282690957188606,
0.09403668344020844,
-0.05608551204204559,
0.011419644579291344,
0.07136531174182892,
0.028182288631796837,
-0.03673800826072693,
0.030324725434184074,
0.025012262165546417,
0.07295104116201401,
0.05205265432596207,
0.026661871001124382,
-0.03594508022069931,
-0.06283250451087952,
-0.0006415459793061018,
0.025119159370660782,
-0.08748255670070648,
0.003351734485477209,
-0.029194079339504242,
-0.0350806787610054,
0.02138981968164444,
-0.07080049812793732,
-0.06157687306404114,
0.04047342762351036,
0.07830483466386795,
-0.021484054625034332,
-0.04471985995769501,
-0.048173677176237106,
0.013454942032694817,
-0.15463130176067352,
-0.07409942150115967,
-0.015078903175890446,
-0.000466793222585693,
-0.009210199117660522,
-0.020841151475906372,
-0.030544761568307877,
-0.08800822496414185,
0.0157223641872406,
-0.007226855494081974,
-0.027962209656834602,
0.03339942917227745,
-0.0784139633178711,
-0.05177541449666023,
-0.020578481256961823,
0.01591886579990387,
0.05096214637160301,
0.021984180435538292,
-0.08314359188079834,
-0.026418747380375862,
0.10445629060268402,
-0.08902820944786072,
0.04613158851861954,
0.028829604387283325,
-0.02155958116054535,
-0.018731260672211647,
0.06553032994270325,
-0.07750967890024185,
-0.06188483536243439,
-3.5524100497421866e-33,
-0.008316507562994957,
-0.0027623306959867477,
-0.04259874299168587,
0.07974322140216827,
0.00929401908069849,
-0.03926541656255722,
-0.06290017813444138,
0.06236903741955757,
-0.03257793188095093,
-0.07863660901784897,
-0.011568930931389332,
0.02188132517039776,
0.03122274950146675,
0.03970998153090477,
-0.05420570820569992,
-0.032950177788734436,
0.056325580924749374,
-0.04341796413064003,
-0.0370425209403038,
-0.037972286343574524,
0.03670204430818558,
0.020100904628634453,
0.04168228805065155,
-0.0871543362736702,
-0.028186539188027382,
-0.04637361690402031,
0.0399278849363327,
-0.07765185087919235,
-0.025103971362113953,
-0.05263563245534897,
0.02039015106856823,
0.06384842842817307,
-0.040518391877412796,
0.012307526543736458,
-0.04329551383852959,
-0.004925812128931284,
0.04958978295326233,
0.024923814460635185,
0.030301140621304512,
0.004828601144254208,
0.04613396152853966,
-0.030023010447621346,
0.04376218095421791,
0.0494157113134861,
0.08004769682884216,
-0.08828214555978775,
-0.11451573669910431,
-0.003547830041497946,
-0.07994252443313599,
-0.022262902930378914,
-0.19267049431800842,
0.0389779731631279,
-0.023740585893392563,
-0.06617576628923416,
0.04067017138004303,
-0.03390124440193176,
0.03826005011796951,
-0.06653653830289841,
0.04927309602499008,
0.05352034792304039,
-0.06035516783595085,
0.029800059273838997,
-0.12175315618515015,
0.05276893451809883,
0.009341773577034473,
-0.030552400276064873,
-0.03150374814867973,
0.014350547455251217,
-0.03120342455804348,
0.01596737839281559,
-0.030729081481695175,
-0.02918272465467453,
-0.06528907269239426,
0.049166545271873474,
0.011833630502223969,
0.02508542500436306,
-0.04893840104341507,
-0.008578909561038017,
-0.09701347351074219,
0.0008495998336002231,
-0.04386850446462631,
-0.04595661535859108,
-0.06164228543639183,
0.05915112793445587,
-0.03317733108997345,
0.02531476505100727,
0.04883439838886261,
0.012597317807376385,
-0.007493335288017988,
-0.049750667065382004,
0.020245390012860298,
-0.10287070274353027,
0.013754647225141525,
-0.017751378938555717,
0.0056390357203781605,
-4.203698011906454e-8,
-0.02229088358581066,
0.07434535771608353,
-0.03010166808962822,
0.03306135907769203,
-0.0162330511957407,
0.0761541947722435,
0.07441142201423645,
0.01317583303898573,
-0.029106739908456802,
0.08817144483327866,
0.0055857207626104355,
0.08089546114206314,
-0.022725949063897133,
0.0664963349699974,
-0.007676708046346903,
0.0664638951420784,
-0.00041786511428654194,
-0.09180058538913727,
0.007217026315629482,
-0.010579855181276798,
0.07323367148637772,
-0.016038911417126656,
0.11215361952781677,
-0.05716235935688019,
0.006497438997030258,
0.07213620841503143,
-0.01727205328643322,
-0.005159834399819374,
-0.061739735305309296,
0.005382180213928223,
-0.050877317786216736,
0.056176185607910156,
-0.05166979134082794,
-0.07565035670995712,
-0.021085530519485474,
0.022726688534021378,
-0.05177575722336769,
0.008301918394863605,
0.0779847800731659,
0.007500655483454466,
-0.049528684467077255,
0.002626110101118684,
-0.007494490593671799,
0.09561863541603088,
0.14615988731384277,
0.030428234487771988,
-0.0073280297219753265,
0.03246026113629341,
-0.04841725155711174,
0.04739369451999664,
0.016485081985592842,
0.03905826061964035,
0.05554777756333351,
-0.0021093362011015415,
0.052995502948760986,
0.03142567351460457,
-0.0035757385194301605,
-0.062478113919496536,
-0.09070384502410889,
-0.027847690507769585,
0.09966248273849487,
0.09392302483320236,
-0.11035297065973282,
0.022700730711221695
] | null | null | null | null | null | null | null |
[
-0.05764099583029747,
0.0011154032545164227,
-0.038240235298871994,
0.008134908974170685,
0.043785858899354935,
0.05735864117741585,
0.05963011458516121,
-0.010973927564918995,
0.005587558727711439,
-0.0007307585328817368,
0.004556872881948948,
0.12528371810913086,
-0.0035472139716148376,
0.014534777030348778,
0.02561853639781475,
-0.0003477217978797853,
-0.03520374745130539,
-0.04032016173005104,
-0.015055070631206036,
0.02795426920056343,
-0.0211632139980793,
0.025407012552022934,
0.09484656900167465,
0.03499744459986687,
0.01090028416365385,
0.0019865885842591524,
-0.017124902456998825,
0.0012613559374585748,
0.018559640273451805,
0.05390394106507301,
-0.12214138358831406,
0.030289284884929657,
0.02007654309272766,
0.02295973338186741,
0.044992685317993164,
0.008497805334627628,
0.051308248192071915,
0.03442222252488136,
0.012482958845794201,
0.026868911460042,
-0.026312189176678658,
0.05300245061516762,
0.07411552220582962,
0.04007994383573532,
-0.051060982048511505,
-0.0638267993927002,
0.027585387229919434,
0.0017459193477407098,
-0.06517801433801651,
0.01522642932832241,
-0.03440475091338158,
0.06330063939094543,
-0.019642183557152748,
-0.06884130835533142,
0.035660259425640106,
0.10578380525112152,
0.019364310428500175,
-0.02580202929675579,
-0.07596637308597565,
-0.007185323163866997,
-0.05730440095067024,
-0.15740108489990234,
-0.04753924906253815,
0.03476123884320259,
0.019933637231588364,
0.04048983007669449,
0.05081300437450409,
0.04436205327510834,
-0.04140021651983261,
0.044916555285453796,
-0.04335496947169304,
0.05430453270673752,
-0.03542912378907204,
-0.005367498844861984,
0.02838973142206669,
-0.019009461626410484,
0.01803414151072502,
-0.0026544956490397453,
-0.03762681782245636,
0.028186103329062462,
0.0037182983942329884,
-0.03270496055483818,
-0.009698322042822838,
0.006985355634242296,
0.044126518070697784,
-0.025406867265701294,
0.011157593689858913,
-0.02935662493109703,
-0.08817003667354584,
-0.03000275045633316,
-0.006667882204055786,
-0.10508990287780762,
-0.0494692400097847,
0.026598799973726273,
-0.06471800804138184,
0.032232675701379776,
0.005394694861024618,
-0.03861120343208313,
0.012962600216269493,
0.0830223560333252,
0.04155804216861725,
0.039824604988098145,
-0.0075408960692584515,
0.003184305503964424,
-0.006067825481295586,
-0.03167322278022766,
-0.12240060418844223,
0.023425286635756493,
0.0009503794717602432,
-0.01644470915198326,
-0.055317848920822144,
-0.01978345587849617,
0.00691954093053937,
0.02242579683661461,
0.0718560591340065,
-0.02071952633559704,
0.0928707867860794,
0.0017318830359727144,
0.007769831456243992,
0.0224296972155571,
0.0338263139128685,
0.02230163849890232,
0.01782272197306156,
0.012146036140620708,
-0.05101951211690903,
-0.05206463485956192,
0.00919382181018591,
2.236127521123631e-34,
0.08430622518062592,
-0.02246166206896305,
0.05176931992173195,
0.07642396539449692,
0.029071321710944176,
0.0008144784951582551,
0.017633335664868355,
-0.014874858781695366,
0.021348588168621063,
-0.021850429475307465,
0.02929597720503807,
0.09662476181983948,
0.0566173791885376,
-0.08205442875623703,
-0.029188286513090134,
-0.04729299992322922,
-0.13124725222587585,
0.027953164651989937,
0.09521551430225372,
-0.022859571501612663,
0.006801819894462824,
0.13160927593708038,
0.03295540064573288,
-0.047906309366226196,
0.013592613860964775,
0.010633989237248898,
0.015767144039273262,
0.016965050250291824,
0.032708004117012024,
0.039731498807668686,
-0.016069699078798294,
0.041583411395549774,
-0.0737069770693779,
0.013689299114048481,
0.060911886394023895,
-0.05118047818541527,
-0.08628665655851364,
-0.04282690957188606,
0.09403668344020844,
-0.05608551204204559,
0.011419644579291344,
0.07136531174182892,
0.028182288631796837,
-0.03673800826072693,
0.030324725434184074,
0.025012262165546417,
0.07295104116201401,
0.05205265432596207,
0.026661871001124382,
-0.03594508022069931,
-0.06283250451087952,
-0.0006415459793061018,
0.025119159370660782,
-0.08748255670070648,
0.003351734485477209,
-0.029194079339504242,
-0.0350806787610054,
0.02138981968164444,
-0.07080049812793732,
-0.06157687306404114,
0.04047342762351036,
0.07830483466386795,
-0.021484054625034332,
-0.04471985995769501,
-0.048173677176237106,
0.013454942032694817,
-0.15463130176067352,
-0.07409942150115967,
-0.015078903175890446,
-0.000466793222585693,
-0.009210199117660522,
-0.020841151475906372,
-0.030544761568307877,
-0.08800822496414185,
0.0157223641872406,
-0.007226855494081974,
-0.027962209656834602,
0.03339942917227745,
-0.0784139633178711,
-0.05177541449666023,
-0.020578481256961823,
0.01591886579990387,
0.05096214637160301,
0.021984180435538292,
-0.08314359188079834,
-0.026418747380375862,
0.10445629060268402,
-0.08902820944786072,
0.04613158851861954,
0.028829604387283325,
-0.02155958116054535,
-0.018731260672211647,
0.06553032994270325,
-0.07750967890024185,
-0.06188483536243439,
-3.5524100497421866e-33,
-0.008316507562994957,
-0.0027623306959867477,
-0.04259874299168587,
0.07974322140216827,
0.00929401908069849,
-0.03926541656255722,
-0.06290017813444138,
0.06236903741955757,
-0.03257793188095093,
-0.07863660901784897,
-0.011568930931389332,
0.02188132517039776,
0.03122274950146675,
0.03970998153090477,
-0.05420570820569992,
-0.032950177788734436,
0.056325580924749374,
-0.04341796413064003,
-0.0370425209403038,
-0.037972286343574524,
0.03670204430818558,
0.020100904628634453,
0.04168228805065155,
-0.0871543362736702,
-0.028186539188027382,
-0.04637361690402031,
0.0399278849363327,
-0.07765185087919235,
-0.025103971362113953,
-0.05263563245534897,
0.02039015106856823,
0.06384842842817307,
-0.040518391877412796,
0.012307526543736458,
-0.04329551383852959,
-0.004925812128931284,
0.04958978295326233,
0.024923814460635185,
0.030301140621304512,
0.004828601144254208,
0.04613396152853966,
-0.030023010447621346,
0.04376218095421791,
0.0494157113134861,
0.08004769682884216,
-0.08828214555978775,
-0.11451573669910431,
-0.003547830041497946,
-0.07994252443313599,
-0.022262902930378914,
-0.19267049431800842,
0.0389779731631279,
-0.023740585893392563,
-0.06617576628923416,
0.04067017138004303,
-0.03390124440193176,
0.03826005011796951,
-0.06653653830289841,
0.04927309602499008,
0.05352034792304039,
-0.06035516783595085,
0.029800059273838997,
-0.12175315618515015,
0.05276893451809883,
0.009341773577034473,
-0.030552400276064873,
-0.03150374814867973,
0.014350547455251217,
-0.03120342455804348,
0.01596737839281559,
-0.030729081481695175,
-0.02918272465467453,
-0.06528907269239426,
0.049166545271873474,
0.011833630502223969,
0.02508542500436306,
-0.04893840104341507,
-0.008578909561038017,
-0.09701347351074219,
0.0008495998336002231,
-0.04386850446462631,
-0.04595661535859108,
-0.06164228543639183,
0.05915112793445587,
-0.03317733108997345,
0.02531476505100727,
0.04883439838886261,
0.012597317807376385,
-0.007493335288017988,
-0.049750667065382004,
0.020245390012860298,
-0.10287070274353027,
0.013754647225141525,
-0.017751378938555717,
0.0056390357203781605,
-4.203698011906454e-8,
-0.02229088358581066,
0.07434535771608353,
-0.03010166808962822,
0.03306135907769203,
-0.0162330511957407,
0.0761541947722435,
0.07441142201423645,
0.01317583303898573,
-0.029106739908456802,
0.08817144483327866,
0.0055857207626104355,
0.08089546114206314,
-0.022725949063897133,
0.0664963349699974,
-0.007676708046346903,
0.0664638951420784,
-0.00041786511428654194,
-0.09180058538913727,
0.007217026315629482,
-0.010579855181276798,
0.07323367148637772,
-0.016038911417126656,
0.11215361952781677,
-0.05716235935688019,
0.006497438997030258,
0.07213620841503143,
-0.01727205328643322,
-0.005159834399819374,
-0.061739735305309296,
0.005382180213928223,
-0.050877317786216736,
0.056176185607910156,
-0.05166979134082794,
-0.07565035670995712,
-0.021085530519485474,
0.022726688534021378,
-0.05177575722336769,
0.008301918394863605,
0.0779847800731659,
0.007500655483454466,
-0.049528684467077255,
0.002626110101118684,
-0.007494490593671799,
0.09561863541603088,
0.14615988731384277,
0.030428234487771988,
-0.0073280297219753265,
0.03246026113629341,
-0.04841725155711174,
0.04739369451999664,
0.016485081985592842,
0.03905826061964035,
0.05554777756333351,
-0.0021093362011015415,
0.052995502948760986,
0.03142567351460457,
-0.0035757385194301605,
-0.062478113919496536,
-0.09070384502410889,
-0.027847690507769585,
0.09966248273849487,
0.09392302483320236,
-0.11035297065973282,
0.022700730711221695
] |
1402.3443
|
Andres Santos
|
Andr\'es Santos, Santos B. Yuste, Mariano L\'opez de Haro, Gerardo
Odriozola, and Vitaliy Ogarko
|
A simple effective rule to estimate the jamming packing fraction of
polydisperse hard spheres
|
5 pages, 3 figures; v2: slight changes plus new references
|
Phys. Rev. E 89, 040302(R) (2014)
|
10.1103/PhysRevE.89.040302
| null |
cond-mat.stat-mech cond-mat.mtrl-sci cond-mat.soft physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A recent proposal in which the equation of state of a polydisperse
hard-sphere mixture is mapped onto that of the one-component fluid is
extrapolated beyond the freezing point to estimate the jamming packing fraction
$\phi_\text{J}$ of the polydisperse system as a simple function of
$M_1M_3/M_2^2$, where $M_k$ is the $k$th moment of the size distribution. An
analysis of experimental and simulation data of $\phi_\text{J}$ for a large
number of different mixtures shows a remarkable general agreement with the
theoretical estimate. To give extra support to the procedure, simulation data
for seventeen mixtures in the high-density region are used to infer the
equation of state of the pure hard-sphere system in the metastable region. An
excellent collapse of the inferred curves up to the glass transition and a
significant narrowing of the different out-of-equilibrium glass branches all
the way to jamming are observed. Thus, the present approach provides an
extremely simple criterion to unify in a common framework and to give coherence
to data coming from very different polydisperse hard-sphere mixtures.
|
[
{
"created": "Fri, 14 Feb 2014 11:54:01 GMT",
"version": "v1"
},
{
"created": "Wed, 30 Apr 2014 18:22:28 GMT",
"version": "v2"
}
] |
2014-05-01
|
[
[
"Santos",
"Andrés",
""
],
[
"Yuste",
"Santos B.",
""
],
[
"de Haro",
"Mariano López",
""
],
[
"Odriozola",
"Gerardo",
""
],
[
"Ogarko",
"Vitaliy",
""
]
] |
[
0.006697035860270262,
-0.08288805931806564,
0.028356581926345825,
-0.0037399791181087494,
0.05924978107213974,
-0.037385910749435425,
0.07133246213197708,
0.02617482654750347,
0.039040517061948776,
0.003070142585784197,
-0.07876776903867722,
-0.014024597592651844,
0.07268304377794266,
0.027901336550712585,
-0.016312014311552048,
-0.14781472086906433,
0.0461127832531929,
0.003164478577673435,
-0.080170176923275,
0.046638123691082,
0.0893155187368393,
-0.05139368027448654,
-0.031088314950466156,
0.018936658278107643,
-0.025590810924768448,
0.0513998419046402,
0.020727140828967094,
-0.02743750810623169,
-0.04745425656437874,
-0.020757144317030907,
0.0009797660168260336,
0.025729138404130936,
-0.042944855988025665,
-0.05509597435593605,
0.06199472025036812,
-0.021044358611106873,
-0.01574774459004402,
0.05912908911705017,
-0.02538597211241722,
0.01069931872189045,
-0.014471018686890602,
0.028984012082219124,
0.05300963670015335,
0.03263205289840698,
-0.0033578407019376755,
0.029702072963118553,
-0.00034880757448263466,
-0.017623653635382652,
-0.06098445504903793,
-0.03978826478123665,
-0.057072751224040985,
0.014399184845387936,
-0.05801435932517052,
0.0505082905292511,
0.02847105637192726,
-0.009535020217299461,
0.03245571628212929,
0.009367811493575573,
0.0183572880923748,
-0.003461134387180209,
0.014627058058977127,
-0.024252891540527344,
0.030410882085561752,
-0.0018490726361051202,
0.11252859979867935,
-0.01231631264090538,
0.0834014043211937,
0.01273023895919323,
-0.029978716745972633,
0.043896716088056564,
-0.0425083264708519,
0.10025352984666824,
-0.0795411616563797,
-0.0636376440525055,
0.03503396734595299,
-0.006777552887797356,
-0.07389739900827408,
0.014064578339457512,
-0.03335745260119438,
0.015818290412425995,
-0.010618753731250763,
0.01292860321700573,
-0.012355048209428787,
-0.0670572966337204,
-0.13412249088287354,
0.006792580243200064,
-0.0020152104552835226,
0.08567771315574646,
0.0319892019033432,
-0.029733316972851753,
-0.013217097148299217,
0.07413717359304428,
-0.05118897184729576,
-0.047143563628196716,
0.07071971148252487,
0.01570293679833412,
0.027840537950396538,
0.017380043864250183,
0.1654672771692276,
0.017770137637853622,
-0.05821974575519562,
-0.04041212424635887,
0.1264503300189972,
-0.06921905279159546,
0.033185526728630066,
-0.08562469482421875,
-0.004769145976752043,
0.005894726607948542,
0.011582433246076107,
0.09999766945838928,
-0.0034015693236142397,
-0.004716182593256235,
0.03355402499437332,
0.07007599622011185,
-0.012740603648126125,
-0.024134136736392975,
0.05815941467881203,
0.012123163789510727,
0.004968574736267328,
0.009374593384563923,
0.013652296736836433,
-0.04824898764491081,
0.01244427915662527,
0.06148325651884079,
0.05001009628176689,
0.11412083357572556,
-0.02703201398253441,
8.277706322215774e-34,
0.03534882888197899,
-0.04680198058485985,
0.0680650845170021,
0.08842366933822632,
-0.0586596354842186,
0.008262870833277702,
0.0455436073243618,
-0.02522444725036621,
0.0629424974322319,
0.06388936936855316,
-0.09613450616598129,
0.07019174844026566,
-0.05750466138124466,
-0.04943550378084183,
-0.027789104729890823,
-0.018899602815508842,
0.012876154854893684,
0.008638579398393631,
-0.13958655297756195,
-0.009703799150884151,
-0.0481976717710495,
0.036659810692071915,
-0.03356034681200981,
-0.003398724365979433,
-0.012426459230482578,
0.03382823243737221,
0.011313935741782188,
-0.0258428193628788,
0.021537315100431442,
-0.007687812205404043,
0.03415859118103981,
0.0192282535135746,
-0.07526657730340958,
0.07850605994462967,
0.055841997265815735,
0.0054376316256821156,
-0.06732956320047379,
-0.014028147794306278,
-0.061906345188617706,
-0.12554387748241425,
-0.02028585411608219,
-0.012674673460423946,
0.10958322882652283,
0.004757650662213564,
-0.06155506148934364,
-0.01921553537249565,
-0.042641494423151016,
-0.03735785186290741,
-0.008200445212423801,
-0.03101998008787632,
0.023271813988685608,
0.0834980383515358,
0.021506667137145996,
-0.02057351917028427,
-0.041076067835092545,
0.045737169682979584,
0.06430525332689285,
0.0012685637921094894,
-0.0156209422275424,
0.04484216123819351,
-0.0397968664765358,
-0.039054352790117264,
0.04719037562608719,
0.003551542991772294,
0.0576988123357296,
0.10046326369047165,
-0.0619291327893734,
0.059517793357372284,
-0.016009828075766563,
-0.08175723254680634,
0.07023143023252487,
-0.010018072091042995,
0.04174673929810524,
0.018959462642669678,
0.029345383867621422,
-0.0029787637759000063,
0.04822301119565964,
-0.04587524011731148,
-0.025820020586252213,
-0.03464727848768234,
-0.056048035621643066,
-0.036985669285058975,
-0.11194439977407455,
-0.07883560657501221,
-0.09615186601877213,
0.031202679499983788,
-0.0051599470898509026,
0.012886670418083668,
-0.014530030079185963,
-0.02545500174164772,
-0.0059690638445317745,
-0.09280192106962204,
0.04590253904461861,
0.020540613681077957,
-0.03311806917190552,
-3.124296476540648e-33,
-0.07466435432434082,
-0.014645924791693687,
0.07239533215761185,
0.09965194761753082,
0.018481861799955368,
0.07418593019247055,
0.03273244574666023,
0.06311342865228653,
-0.012255019508302212,
-0.07413449883460999,
-0.002964984392747283,
0.033333513885736465,
0.02438373491168022,
0.05566262826323509,
-0.029948029667139053,
0.05659046024084091,
0.023693185299634933,
-0.008528969250619411,
0.04771694540977478,
0.08774235844612122,
0.005947706755250692,
-0.0632922425866127,
-0.014369027689099312,
0.024181518703699112,
-0.09308352321386337,
-0.022130370140075684,
-0.007956529967486858,
0.006983403582125902,
-0.058897022157907486,
0.04970945045351982,
0.0395284965634346,
-0.046211808919906616,
-0.05702686309814453,
-0.004920225124806166,
-0.12237156182527542,
-0.07528971880674362,
0.0003988439275417477,
-0.01634332165122032,
-0.045600391924381256,
-0.06104150041937828,
-0.011758075095713139,
-0.041820891201496124,
-0.025478161871433258,
0.023404289036989212,
0.03646432235836983,
-0.006999600678682327,
0.09421299397945404,
-0.04575622081756592,
0.05858798697590828,
0.01743440143764019,
-0.08774084597826004,
-0.005847275722771883,
-0.015495941042900085,
0.06948545575141907,
-0.00562745938077569,
0.08344219624996185,
-0.07340151071548462,
0.0442013144493103,
-0.04559105634689331,
-0.0535862036049366,
-0.044280070811510086,
-0.010581579990684986,
0.002179855015128851,
-0.002846373477950692,
-0.015202823095023632,
-0.017152631655335426,
-0.07610755413770676,
-0.05282600596547127,
-0.01861611008644104,
0.027595922350883484,
0.07627929002046585,
-0.02409300021827221,
0.12852247059345245,
0.021041598170995712,
0.07917489856481552,
-0.06447627395391464,
0.020264700055122375,
-0.06740349531173706,
-0.00762959336861968,
0.01745646446943283,
-0.02882854826748371,
0.08621885627508163,
-0.04167870804667473,
0.00712171383202076,
0.0451904833316803,
-0.07769014686346054,
0.06755533814430237,
-0.06722395867109299,
-0.06000906229019165,
-0.05717400833964348,
0.008893553167581558,
0.0411522313952446,
0.010829929262399673,
0.089361771941185,
0.00013418117305263877,
-5.321158624838063e-8,
0.10011068731546402,
-0.03405822068452835,
-0.016929669305682182,
-0.0324690118432045,
0.01154894195497036,
0.018013637512922287,
-0.03690288960933685,
0.06200587376952171,
-0.08111953735351562,
-0.03993638604879379,
0.04338181018829346,
-0.09158733487129211,
-0.06139799952507019,
-0.02253432758152485,
0.016535913571715355,
0.04484570398926735,
-0.027425630018115044,
0.03917018324136734,
-0.03869381546974182,
-0.009640883654356003,
0.04126826301217079,
-0.017544524744153023,
0.08497443050146103,
0.021038347855210304,
-0.012497707270085812,
0.05482524260878563,
0.015017874538898468,
-0.05338701233267784,
0.011760328896343708,
-0.02194337733089924,
-0.054628435522317886,
-0.014635312370955944,
-0.015767483040690422,
0.08347443491220474,
-0.0685233324766159,
0.07979140430688858,
-0.06104603782296181,
0.09863479435443878,
0.031136630102992058,
0.012085860595107079,
0.0137588270008564,
-0.01996520906686783,
-0.013847965747117996,
-0.0059191077016294,
0.05228995531797409,
0.08752274513244629,
-0.13029903173446655,
0.013691977597773075,
-0.03784751147031784,
0.0841255709528923,
-0.07493463158607483,
0.040789708495140076,
0.0022205100394785404,
0.02037818729877472,
0.03625098615884781,
0.0006319436361081898,
-0.05604572221636772,
0.03151388466358185,
0.021382076665759087,
0.05264865607023239,
-0.01432221569120884,
0.017642663791775703,
-0.06279124319553375,
-0.030659958720207214
] | null | null | null | null | null | null | null |
[
0.006697035860270262,
-0.08288805931806564,
0.028356581926345825,
-0.0037399791181087494,
0.05924978107213974,
-0.037385910749435425,
0.07133246213197708,
0.02617482654750347,
0.039040517061948776,
0.003070142585784197,
-0.07876776903867722,
-0.014024597592651844,
0.07268304377794266,
0.027901336550712585,
-0.016312014311552048,
-0.14781472086906433,
0.0461127832531929,
0.003164478577673435,
-0.080170176923275,
0.046638123691082,
0.0893155187368393,
-0.05139368027448654,
-0.031088314950466156,
0.018936658278107643,
-0.025590810924768448,
0.0513998419046402,
0.020727140828967094,
-0.02743750810623169,
-0.04745425656437874,
-0.020757144317030907,
0.0009797660168260336,
0.025729138404130936,
-0.042944855988025665,
-0.05509597435593605,
0.06199472025036812,
-0.021044358611106873,
-0.01574774459004402,
0.05912908911705017,
-0.02538597211241722,
0.01069931872189045,
-0.014471018686890602,
0.028984012082219124,
0.05300963670015335,
0.03263205289840698,
-0.0033578407019376755,
0.029702072963118553,
-0.00034880757448263466,
-0.017623653635382652,
-0.06098445504903793,
-0.03978826478123665,
-0.057072751224040985,
0.014399184845387936,
-0.05801435932517052,
0.0505082905292511,
0.02847105637192726,
-0.009535020217299461,
0.03245571628212929,
0.009367811493575573,
0.0183572880923748,
-0.003461134387180209,
0.014627058058977127,
-0.024252891540527344,
0.030410882085561752,
-0.0018490726361051202,
0.11252859979867935,
-0.01231631264090538,
0.0834014043211937,
0.01273023895919323,
-0.029978716745972633,
0.043896716088056564,
-0.0425083264708519,
0.10025352984666824,
-0.0795411616563797,
-0.0636376440525055,
0.03503396734595299,
-0.006777552887797356,
-0.07389739900827408,
0.014064578339457512,
-0.03335745260119438,
0.015818290412425995,
-0.010618753731250763,
0.01292860321700573,
-0.012355048209428787,
-0.0670572966337204,
-0.13412249088287354,
0.006792580243200064,
-0.0020152104552835226,
0.08567771315574646,
0.0319892019033432,
-0.029733316972851753,
-0.013217097148299217,
0.07413717359304428,
-0.05118897184729576,
-0.047143563628196716,
0.07071971148252487,
0.01570293679833412,
0.027840537950396538,
0.017380043864250183,
0.1654672771692276,
0.017770137637853622,
-0.05821974575519562,
-0.04041212424635887,
0.1264503300189972,
-0.06921905279159546,
0.033185526728630066,
-0.08562469482421875,
-0.004769145976752043,
0.005894726607948542,
0.011582433246076107,
0.09999766945838928,
-0.0034015693236142397,
-0.004716182593256235,
0.03355402499437332,
0.07007599622011185,
-0.012740603648126125,
-0.024134136736392975,
0.05815941467881203,
0.012123163789510727,
0.004968574736267328,
0.009374593384563923,
0.013652296736836433,
-0.04824898764491081,
0.01244427915662527,
0.06148325651884079,
0.05001009628176689,
0.11412083357572556,
-0.02703201398253441,
8.277706322215774e-34,
0.03534882888197899,
-0.04680198058485985,
0.0680650845170021,
0.08842366933822632,
-0.0586596354842186,
0.008262870833277702,
0.0455436073243618,
-0.02522444725036621,
0.0629424974322319,
0.06388936936855316,
-0.09613450616598129,
0.07019174844026566,
-0.05750466138124466,
-0.04943550378084183,
-0.027789104729890823,
-0.018899602815508842,
0.012876154854893684,
0.008638579398393631,
-0.13958655297756195,
-0.009703799150884151,
-0.0481976717710495,
0.036659810692071915,
-0.03356034681200981,
-0.003398724365979433,
-0.012426459230482578,
0.03382823243737221,
0.011313935741782188,
-0.0258428193628788,
0.021537315100431442,
-0.007687812205404043,
0.03415859118103981,
0.0192282535135746,
-0.07526657730340958,
0.07850605994462967,
0.055841997265815735,
0.0054376316256821156,
-0.06732956320047379,
-0.014028147794306278,
-0.061906345188617706,
-0.12554387748241425,
-0.02028585411608219,
-0.012674673460423946,
0.10958322882652283,
0.004757650662213564,
-0.06155506148934364,
-0.01921553537249565,
-0.042641494423151016,
-0.03735785186290741,
-0.008200445212423801,
-0.03101998008787632,
0.023271813988685608,
0.0834980383515358,
0.021506667137145996,
-0.02057351917028427,
-0.041076067835092545,
0.045737169682979584,
0.06430525332689285,
0.0012685637921094894,
-0.0156209422275424,
0.04484216123819351,
-0.0397968664765358,
-0.039054352790117264,
0.04719037562608719,
0.003551542991772294,
0.0576988123357296,
0.10046326369047165,
-0.0619291327893734,
0.059517793357372284,
-0.016009828075766563,
-0.08175723254680634,
0.07023143023252487,
-0.010018072091042995,
0.04174673929810524,
0.018959462642669678,
0.029345383867621422,
-0.0029787637759000063,
0.04822301119565964,
-0.04587524011731148,
-0.025820020586252213,
-0.03464727848768234,
-0.056048035621643066,
-0.036985669285058975,
-0.11194439977407455,
-0.07883560657501221,
-0.09615186601877213,
0.031202679499983788,
-0.0051599470898509026,
0.012886670418083668,
-0.014530030079185963,
-0.02545500174164772,
-0.0059690638445317745,
-0.09280192106962204,
0.04590253904461861,
0.020540613681077957,
-0.03311806917190552,
-3.124296476540648e-33,
-0.07466435432434082,
-0.014645924791693687,
0.07239533215761185,
0.09965194761753082,
0.018481861799955368,
0.07418593019247055,
0.03273244574666023,
0.06311342865228653,
-0.012255019508302212,
-0.07413449883460999,
-0.002964984392747283,
0.033333513885736465,
0.02438373491168022,
0.05566262826323509,
-0.029948029667139053,
0.05659046024084091,
0.023693185299634933,
-0.008528969250619411,
0.04771694540977478,
0.08774235844612122,
0.005947706755250692,
-0.0632922425866127,
-0.014369027689099312,
0.024181518703699112,
-0.09308352321386337,
-0.022130370140075684,
-0.007956529967486858,
0.006983403582125902,
-0.058897022157907486,
0.04970945045351982,
0.0395284965634346,
-0.046211808919906616,
-0.05702686309814453,
-0.004920225124806166,
-0.12237156182527542,
-0.07528971880674362,
0.0003988439275417477,
-0.01634332165122032,
-0.045600391924381256,
-0.06104150041937828,
-0.011758075095713139,
-0.041820891201496124,
-0.025478161871433258,
0.023404289036989212,
0.03646432235836983,
-0.006999600678682327,
0.09421299397945404,
-0.04575622081756592,
0.05858798697590828,
0.01743440143764019,
-0.08774084597826004,
-0.005847275722771883,
-0.015495941042900085,
0.06948545575141907,
-0.00562745938077569,
0.08344219624996185,
-0.07340151071548462,
0.0442013144493103,
-0.04559105634689331,
-0.0535862036049366,
-0.044280070811510086,
-0.010581579990684986,
0.002179855015128851,
-0.002846373477950692,
-0.015202823095023632,
-0.017152631655335426,
-0.07610755413770676,
-0.05282600596547127,
-0.01861611008644104,
0.027595922350883484,
0.07627929002046585,
-0.02409300021827221,
0.12852247059345245,
0.021041598170995712,
0.07917489856481552,
-0.06447627395391464,
0.020264700055122375,
-0.06740349531173706,
-0.00762959336861968,
0.01745646446943283,
-0.02882854826748371,
0.08621885627508163,
-0.04167870804667473,
0.00712171383202076,
0.0451904833316803,
-0.07769014686346054,
0.06755533814430237,
-0.06722395867109299,
-0.06000906229019165,
-0.05717400833964348,
0.008893553167581558,
0.0411522313952446,
0.010829929262399673,
0.089361771941185,
0.00013418117305263877,
-5.321158624838063e-8,
0.10011068731546402,
-0.03405822068452835,
-0.016929669305682182,
-0.0324690118432045,
0.01154894195497036,
0.018013637512922287,
-0.03690288960933685,
0.06200587376952171,
-0.08111953735351562,
-0.03993638604879379,
0.04338181018829346,
-0.09158733487129211,
-0.06139799952507019,
-0.02253432758152485,
0.016535913571715355,
0.04484570398926735,
-0.027425630018115044,
0.03917018324136734,
-0.03869381546974182,
-0.009640883654356003,
0.04126826301217079,
-0.017544524744153023,
0.08497443050146103,
0.021038347855210304,
-0.012497707270085812,
0.05482524260878563,
0.015017874538898468,
-0.05338701233267784,
0.011760328896343708,
-0.02194337733089924,
-0.054628435522317886,
-0.014635312370955944,
-0.015767483040690422,
0.08347443491220474,
-0.0685233324766159,
0.07979140430688858,
-0.06104603782296181,
0.09863479435443878,
0.031136630102992058,
0.012085860595107079,
0.0137588270008564,
-0.01996520906686783,
-0.013847965747117996,
-0.0059191077016294,
0.05228995531797409,
0.08752274513244629,
-0.13029903173446655,
0.013691977597773075,
-0.03784751147031784,
0.0841255709528923,
-0.07493463158607483,
0.040789708495140076,
0.0022205100394785404,
0.02037818729877472,
0.03625098615884781,
0.0006319436361081898,
-0.05604572221636772,
0.03151388466358185,
0.021382076665759087,
0.05264865607023239,
-0.01432221569120884,
0.017642663791775703,
-0.06279124319553375,
-0.030659958720207214
] |
1402.3444
|
Francesco Silvestri
|
Francesco Silvestri
|
Subgraph Enumeration in Massive Graphs
| null | null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the problem of enumerating all instances of a given pattern graph
in a large data graph. Our focus is on determining the input/output (I/O)
complexity of this problem. Let $E$ be the number of edges in the data graph,
$k=O(1)$ be the number of vertices in the pattern graph, $B$ be the block
length, and $M$ be the main memory size. The main results of the paper are two
algorithms that enumerate all instances of the pattern graph. The first one is
a deterministic algorithm that exploits a suitable independent set of the
pattern graph of size $1\leq s \leq k/2$ and requires
$O\left(E^{k-s}/\left(BM^{k-s-1}\right)\right)$ I/Os. The second algorithm is a
randomized algorithm that enumerates all instances in
$O\left(E^{k/2}/\left(BM^{k/2-1}\right)\right)$ expected I/Os; the same bound
also applies with high probability under some assumptions. A lower bound shows
that the deterministic algorithm is optimal for some pattern graphs with
$s=k/2$ (e.g., paths and cycles of even length, meshes of even side), while the
randomized algorithm is optimal for a wide class of pattern graphs, called Alon
class (e.g., cliques, cycles and every graph with a perfect matching).
|
[
{
"created": "Fri, 14 Feb 2014 12:01:47 GMT",
"version": "v1"
},
{
"created": "Tue, 8 Jul 2014 11:43:19 GMT",
"version": "v2"
},
{
"created": "Thu, 12 Nov 2015 10:42:45 GMT",
"version": "v3"
}
] |
2015-11-13
|
[
[
"Silvestri",
"Francesco",
""
]
] |
[
-0.0680384412407875,
0.048657726496458054,
-0.014590693637728691,
-0.037780340760946274,
0.0687047466635704,
-0.06953727453947067,
0.038604993373155594,
-0.027943341061472893,
-0.022029874846339226,
0.03619953244924545,
-0.0216059610247612,
0.025137556716799736,
0.07008705288171768,
-0.07587428390979767,
0.014257836155593395,
0.05944036319851875,
0.09107282012701035,
0.0025864162016659975,
0.025114737451076508,
-0.01611538976430893,
0.05601441115140915,
-0.0013434228021651506,
-0.016610682010650635,
-0.0457051545381546,
0.020997002720832825,
-0.029835527762770653,
-0.0010144907282665372,
0.03288259357213974,
0.07723940908908844,
-0.07694382965564728,
0.04662945121526718,
0.011508388444781303,
0.0826164186000824,
0.041616521775722504,
0.0642344132065773,
-0.049620382487773895,
-0.0283617302775383,
-0.04697854444384575,
0.01078492309898138,
0.07327964901924133,
0.03920280188322067,
0.05490381643176079,
-0.020414652302861214,
-0.007043694611638784,
0.030267449095845222,
0.03939863294363022,
-0.019730059430003166,
0.044233545660972595,
-0.07360894232988358,
-0.031955283135175705,
-0.028016038239002228,
0.020289530977606773,
-0.09372587502002716,
0.022156639024615288,
0.0012425364693626761,
-0.1624971479177475,
0.018790652975440025,
-0.060124654322862625,
-0.00011132729559903964,
0.0810595378279686,
0.08451637625694275,
-0.05866466835141182,
-0.030804263427853584,
-0.016551215201616287,
0.015139542520046234,
0.027279626578092575,
0.15163849294185638,
-0.00605417974293232,
0.01846732385456562,
0.055613938719034195,
0.02313629910349846,
0.04620145633816719,
-0.08727648109197617,
0.14258533716201782,
0.057299625128507614,
-0.019762150943279266,
-0.0537138432264328,
-0.018776509910821915,
-0.12039699405431747,
-0.09558699280023575,
-0.027647092938423157,
-0.03805791214108467,
0.02525433897972107,
-0.07451769709587097,
-0.008318550884723663,
-0.05587989464402199,
-0.032381821423769,
-0.006807824596762657,
0.12338034808635712,
0.028322845697402954,
-0.08437734097242355,
-0.039059653878211975,
-0.02992299571633339,
-0.018068794161081314,
0.0420602522790432,
0.03827092796564102,
0.02661813423037529,
0.07361160218715668,
0.027682645246386528,
0.05447029322385788,
-0.0006841036374680698,
0.023753780871629715,
-0.019356518983840942,
-0.012628546915948391,
0.02372673712670803,
0.014256861060857773,
0.0027495294343680143,
0.02473926730453968,
-0.00012001792492810637,
-0.07109595090150833,
0.0759037584066391,
0.06460195034742355,
0.001912995707243681,
0.11925258487462997,
0.02120276540517807,
-0.11730994284152985,
0.004868685267865658,
-0.020985160022974014,
-0.015308341011404991,
0.08889994025230408,
0.02675912342965603,
0.04265715554356575,
0.008171667344868183,
-0.021640300750732422,
-0.06547218561172485,
0.054809387773275375,
-0.01942361518740654,
1.8658902847220413e-33,
0.08656429499387741,
0.007394277025014162,
0.028753530234098434,
-0.0586656779050827,
0.06535639613866806,
0.05830639600753784,
-0.0299342293292284,
-0.010206230916082859,
0.010314438492059708,
0.09130896627902985,
-0.05022469907999039,
0.012323884293437004,
0.0870719626545906,
-0.009927241131663322,
0.09759118407964706,
-0.009367896243929863,
0.06623470783233643,
0.024519864469766617,
-0.026718607172369957,
-0.04720551520586014,
0.07135827839374542,
0.01324567198753357,
0.03244062140583992,
-0.0792655348777771,
-0.059735074639320374,
-0.00008136802352964878,
-0.023587973788380623,
-0.033079683780670166,
0.07801871001720428,
0.022422393783926964,
-0.023242350667715073,
0.03861596807837486,
0.045164741575717926,
0.04334136098623276,
0.014684624038636684,
-0.07353726774454117,
0.01750675030052662,
-0.045057497918605804,
0.0014094075886532664,
-0.10677441209554672,
0.005627520848065615,
0.037577927112579346,
0.054521236568689346,
0.019775085151195526,
-0.07647203654050827,
-0.0773298367857933,
0.01237004715949297,
-0.03551649674773216,
0.02749587967991829,
-0.01618829369544983,
0.023946845903992653,
-0.06329847872257233,
-0.04152260720729828,
0.037098854780197144,
0.033915888518095016,
-0.026137372478842735,
0.07117614895105362,
0.036691706627607346,
0.07938990741968155,
0.18388089537620544,
-0.06007378175854683,
0.023886727169156075,
-0.00045413163024932146,
0.061402466148138046,
0.004767647013068199,
0.02698543108999729,
-0.04711999371647835,
-0.033023592084646225,
-0.028076179325580597,
-0.04224931821227074,
0.02412642538547516,
0.013909886591136456,
0.016555555164813995,
-0.05823643505573273,
0.016396552324295044,
-0.028179526329040527,
0.023925375193357468,
-0.06674329191446304,
-0.13830092549324036,
-0.026792768388986588,
-0.024657193571329117,
-0.02623029053211212,
0.028404751792550087,
-0.04475782439112663,
-0.07400614768266678,
-0.033671677112579346,
0.002641766332089901,
-0.022054631263017654,
-0.03644952550530434,
-0.03938844054937363,
0.015814905986189842,
-0.04378056526184082,
-0.0038244437891989946,
-0.059728339314460754,
-0.010157227516174316,
-3.347589342661019e-33,
-0.018646368756890297,
0.03374332934617996,
0.1218559741973877,
0.054708659648895264,
0.04418885335326195,
-0.051295481622219086,
-0.05500856414437294,
-0.013291471637785435,
-0.02385241724550724,
0.026397546753287315,
-0.03834112733602524,
0.07123932987451553,
0.11331860721111298,
0.022968130186200142,
0.014006632380187511,
-0.014509158208966255,
0.013841909356415272,
0.06307394802570343,
0.006095055490732193,
-0.034184522926807404,
-0.010480377823114395,
0.04235956817865372,
0.006927758455276489,
-0.020595891401171684,
0.014458461664617062,
0.0899164229631424,
-0.09159529954195023,
0.007354711182415485,
-0.0057326122187078,
0.01512425858527422,
-0.10765568166971207,
-0.01216374896466732,
-0.050163108855485916,
0.0022080200724303722,
-0.005171605851501226,
0.027912098914384842,
0.018180809915065765,
0.0425616055727005,
-0.010343899019062519,
0.022850731387734413,
-0.026360195130109787,
0.024643030017614365,
-0.06135386601090431,
-0.06339820474386215,
0.046195924282073975,
0.005169256590306759,
-0.09313812106847763,
0.09139273315668106,
0.01450811605900526,
0.020124638453125954,
0.002328714355826378,
0.06783515959978104,
0.0011742626084014773,
0.05851253494620323,
0.010178616270422935,
-0.05076355114579201,
-0.1278323382139206,
0.10086731612682343,
-0.05687105283141136,
0.013493250124156475,
-0.039136361330747604,
0.011809716932475567,
-0.06348392367362976,
-0.023444384336471558,
0.049182016402482986,
0.011839370243251324,
-0.0332813560962677,
-0.10775167495012283,
0.05492386221885681,
0.04061058908700943,
0.020467549562454224,
0.022119896486401558,
-0.11379760503768921,
-0.02240915223956108,
-0.001888626255095005,
0.045840200036764145,
0.04380994662642479,
-0.04052647948265076,
-0.06399261206388474,
0.06019006669521332,
-0.09676309674978256,
0.03193362429738045,
-0.02699720673263073,
-0.025547269731760025,
-0.013711923733353615,
-0.008134420961141586,
0.033570241183042526,
-0.08340152353048325,
0.07922235876321793,
-0.0097898468375206,
0.01053955964744091,
0.002033235738053918,
-0.022072186693549156,
0.013236496597528458,
0.035088662058115005,
-5.003865410913022e-8,
-0.042698342353105545,
-0.08623681962490082,
0.025357425212860107,
-0.015042569488286972,
0.13641151785850525,
-0.03835764527320862,
0.005417728330940008,
0.05271369218826294,
0.03274640813469887,
-0.0679284930229187,
0.1121026873588562,
-0.01893201470375061,
-0.02623356319963932,
0.03577205166220665,
0.022054502740502357,
-0.005503842607140541,
-0.013239017687737942,
-0.05783712863922119,
-0.02944396808743477,
0.022750047966837883,
-0.020594922825694084,
-0.06373406201601028,
0.043556228280067444,
0.015973035246133804,
-0.05780281499028206,
-0.09171763807535172,
-0.012846086174249649,
-0.06582721322774887,
-0.06785030663013458,
0.06053921580314636,
-0.044523708522319794,
-0.029932020232081413,
-0.006231012288480997,
0.04209522157907486,
-0.0016239752294495702,
-0.015504099428653717,
-0.044128917157649994,
0.05075804144144058,
-0.011656167916953564,
-0.022091496735811234,
0.018806491047143936,
-0.04441215097904205,
-0.027705255895853043,
0.03412589803338051,
0.034033916890621185,
-0.02493765950202942,
-0.00472141383215785,
-0.022848384454846382,
-0.051803965121507645,
-0.05754652991890907,
-0.04572426155209541,
-0.0565643273293972,
0.00501500628888607,
-0.036702800542116165,
-0.0003645753604359925,
0.0340859480202198,
-0.058824438601732254,
-0.0725318044424057,
0.06806585937738419,
0.0011799685889855027,
0.03444081172347069,
0.010215305723249912,
-0.03071160614490509,
-0.01455072220414877
] | null | null | null | null | null | null | null |
[
-0.0680384412407875,
0.048657726496458054,
-0.014590693637728691,
-0.037780340760946274,
0.0687047466635704,
-0.06953727453947067,
0.038604993373155594,
-0.027943341061472893,
-0.022029874846339226,
0.03619953244924545,
-0.0216059610247612,
0.025137556716799736,
0.07008705288171768,
-0.07587428390979767,
0.014257836155593395,
0.05944036319851875,
0.09107282012701035,
0.0025864162016659975,
0.025114737451076508,
-0.01611538976430893,
0.05601441115140915,
-0.0013434228021651506,
-0.016610682010650635,
-0.0457051545381546,
0.020997002720832825,
-0.029835527762770653,
-0.0010144907282665372,
0.03288259357213974,
0.07723940908908844,
-0.07694382965564728,
0.04662945121526718,
0.011508388444781303,
0.0826164186000824,
0.041616521775722504,
0.0642344132065773,
-0.049620382487773895,
-0.0283617302775383,
-0.04697854444384575,
0.01078492309898138,
0.07327964901924133,
0.03920280188322067,
0.05490381643176079,
-0.020414652302861214,
-0.007043694611638784,
0.030267449095845222,
0.03939863294363022,
-0.019730059430003166,
0.044233545660972595,
-0.07360894232988358,
-0.031955283135175705,
-0.028016038239002228,
0.020289530977606773,
-0.09372587502002716,
0.022156639024615288,
0.0012425364693626761,
-0.1624971479177475,
0.018790652975440025,
-0.060124654322862625,
-0.00011132729559903964,
0.0810595378279686,
0.08451637625694275,
-0.05866466835141182,
-0.030804263427853584,
-0.016551215201616287,
0.015139542520046234,
0.027279626578092575,
0.15163849294185638,
-0.00605417974293232,
0.01846732385456562,
0.055613938719034195,
0.02313629910349846,
0.04620145633816719,
-0.08727648109197617,
0.14258533716201782,
0.057299625128507614,
-0.019762150943279266,
-0.0537138432264328,
-0.018776509910821915,
-0.12039699405431747,
-0.09558699280023575,
-0.027647092938423157,
-0.03805791214108467,
0.02525433897972107,
-0.07451769709587097,
-0.008318550884723663,
-0.05587989464402199,
-0.032381821423769,
-0.006807824596762657,
0.12338034808635712,
0.028322845697402954,
-0.08437734097242355,
-0.039059653878211975,
-0.02992299571633339,
-0.018068794161081314,
0.0420602522790432,
0.03827092796564102,
0.02661813423037529,
0.07361160218715668,
0.027682645246386528,
0.05447029322385788,
-0.0006841036374680698,
0.023753780871629715,
-0.019356518983840942,
-0.012628546915948391,
0.02372673712670803,
0.014256861060857773,
0.0027495294343680143,
0.02473926730453968,
-0.00012001792492810637,
-0.07109595090150833,
0.0759037584066391,
0.06460195034742355,
0.001912995707243681,
0.11925258487462997,
0.02120276540517807,
-0.11730994284152985,
0.004868685267865658,
-0.020985160022974014,
-0.015308341011404991,
0.08889994025230408,
0.02675912342965603,
0.04265715554356575,
0.008171667344868183,
-0.021640300750732422,
-0.06547218561172485,
0.054809387773275375,
-0.01942361518740654,
1.8658902847220413e-33,
0.08656429499387741,
0.007394277025014162,
0.028753530234098434,
-0.0586656779050827,
0.06535639613866806,
0.05830639600753784,
-0.0299342293292284,
-0.010206230916082859,
0.010314438492059708,
0.09130896627902985,
-0.05022469907999039,
0.012323884293437004,
0.0870719626545906,
-0.009927241131663322,
0.09759118407964706,
-0.009367896243929863,
0.06623470783233643,
0.024519864469766617,
-0.026718607172369957,
-0.04720551520586014,
0.07135827839374542,
0.01324567198753357,
0.03244062140583992,
-0.0792655348777771,
-0.059735074639320374,
-0.00008136802352964878,
-0.023587973788380623,
-0.033079683780670166,
0.07801871001720428,
0.022422393783926964,
-0.023242350667715073,
0.03861596807837486,
0.045164741575717926,
0.04334136098623276,
0.014684624038636684,
-0.07353726774454117,
0.01750675030052662,
-0.045057497918605804,
0.0014094075886532664,
-0.10677441209554672,
0.005627520848065615,
0.037577927112579346,
0.054521236568689346,
0.019775085151195526,
-0.07647203654050827,
-0.0773298367857933,
0.01237004715949297,
-0.03551649674773216,
0.02749587967991829,
-0.01618829369544983,
0.023946845903992653,
-0.06329847872257233,
-0.04152260720729828,
0.037098854780197144,
0.033915888518095016,
-0.026137372478842735,
0.07117614895105362,
0.036691706627607346,
0.07938990741968155,
0.18388089537620544,
-0.06007378175854683,
0.023886727169156075,
-0.00045413163024932146,
0.061402466148138046,
0.004767647013068199,
0.02698543108999729,
-0.04711999371647835,
-0.033023592084646225,
-0.028076179325580597,
-0.04224931821227074,
0.02412642538547516,
0.013909886591136456,
0.016555555164813995,
-0.05823643505573273,
0.016396552324295044,
-0.028179526329040527,
0.023925375193357468,
-0.06674329191446304,
-0.13830092549324036,
-0.026792768388986588,
-0.024657193571329117,
-0.02623029053211212,
0.028404751792550087,
-0.04475782439112663,
-0.07400614768266678,
-0.033671677112579346,
0.002641766332089901,
-0.022054631263017654,
-0.03644952550530434,
-0.03938844054937363,
0.015814905986189842,
-0.04378056526184082,
-0.0038244437891989946,
-0.059728339314460754,
-0.010157227516174316,
-3.347589342661019e-33,
-0.018646368756890297,
0.03374332934617996,
0.1218559741973877,
0.054708659648895264,
0.04418885335326195,
-0.051295481622219086,
-0.05500856414437294,
-0.013291471637785435,
-0.02385241724550724,
0.026397546753287315,
-0.03834112733602524,
0.07123932987451553,
0.11331860721111298,
0.022968130186200142,
0.014006632380187511,
-0.014509158208966255,
0.013841909356415272,
0.06307394802570343,
0.006095055490732193,
-0.034184522926807404,
-0.010480377823114395,
0.04235956817865372,
0.006927758455276489,
-0.020595891401171684,
0.014458461664617062,
0.0899164229631424,
-0.09159529954195023,
0.007354711182415485,
-0.0057326122187078,
0.01512425858527422,
-0.10765568166971207,
-0.01216374896466732,
-0.050163108855485916,
0.0022080200724303722,
-0.005171605851501226,
0.027912098914384842,
0.018180809915065765,
0.0425616055727005,
-0.010343899019062519,
0.022850731387734413,
-0.026360195130109787,
0.024643030017614365,
-0.06135386601090431,
-0.06339820474386215,
0.046195924282073975,
0.005169256590306759,
-0.09313812106847763,
0.09139273315668106,
0.01450811605900526,
0.020124638453125954,
0.002328714355826378,
0.06783515959978104,
0.0011742626084014773,
0.05851253494620323,
0.010178616270422935,
-0.05076355114579201,
-0.1278323382139206,
0.10086731612682343,
-0.05687105283141136,
0.013493250124156475,
-0.039136361330747604,
0.011809716932475567,
-0.06348392367362976,
-0.023444384336471558,
0.049182016402482986,
0.011839370243251324,
-0.0332813560962677,
-0.10775167495012283,
0.05492386221885681,
0.04061058908700943,
0.020467549562454224,
0.022119896486401558,
-0.11379760503768921,
-0.02240915223956108,
-0.001888626255095005,
0.045840200036764145,
0.04380994662642479,
-0.04052647948265076,
-0.06399261206388474,
0.06019006669521332,
-0.09676309674978256,
0.03193362429738045,
-0.02699720673263073,
-0.025547269731760025,
-0.013711923733353615,
-0.008134420961141586,
0.033570241183042526,
-0.08340152353048325,
0.07922235876321793,
-0.0097898468375206,
0.01053955964744091,
0.002033235738053918,
-0.022072186693549156,
0.013236496597528458,
0.035088662058115005,
-5.003865410913022e-8,
-0.042698342353105545,
-0.08623681962490082,
0.025357425212860107,
-0.015042569488286972,
0.13641151785850525,
-0.03835764527320862,
0.005417728330940008,
0.05271369218826294,
0.03274640813469887,
-0.0679284930229187,
0.1121026873588562,
-0.01893201470375061,
-0.02623356319963932,
0.03577205166220665,
0.022054502740502357,
-0.005503842607140541,
-0.013239017687737942,
-0.05783712863922119,
-0.02944396808743477,
0.022750047966837883,
-0.020594922825694084,
-0.06373406201601028,
0.043556228280067444,
0.015973035246133804,
-0.05780281499028206,
-0.09171763807535172,
-0.012846086174249649,
-0.06582721322774887,
-0.06785030663013458,
0.06053921580314636,
-0.044523708522319794,
-0.029932020232081413,
-0.006231012288480997,
0.04209522157907486,
-0.0016239752294495702,
-0.015504099428653717,
-0.044128917157649994,
0.05075804144144058,
-0.011656167916953564,
-0.022091496735811234,
0.018806491047143936,
-0.04441215097904205,
-0.027705255895853043,
0.03412589803338051,
0.034033916890621185,
-0.02493765950202942,
-0.00472141383215785,
-0.022848384454846382,
-0.051803965121507645,
-0.05754652991890907,
-0.04572426155209541,
-0.0565643273293972,
0.00501500628888607,
-0.036702800542116165,
-0.0003645753604359925,
0.0340859480202198,
-0.058824438601732254,
-0.0725318044424057,
0.06806585937738419,
0.0011799685889855027,
0.03444081172347069,
0.010215305723249912,
-0.03071160614490509,
-0.01455072220414877
] |
1402.3445
|
Daniele Spiga
|
L. Proserpio, S. Basso, F. Borsa, O. Citterio, M. Civitani, M. Ghigo,
G. Pareschi, B. Salmaso, G. Sironi, D. Spiga, G. Tagliaferri, A. D'Este, R.
Dall'Igna, M. Silvestri, G. Parodi, F. Martelli, M. Bavdaz, E. Wille
|
Evaluation of the surface strength of glass plates shaped by hot
slumping process
|
Accepted for publication in Optical Enginnering (Jun 26, 2014)
| null |
10.1117/1.OE.53.8.085101
| null |
astro-ph.IM astro-ph.HE physics.ins-det
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Hot Slumping Technology is under development by several research groups
in the world for the realization of grazing-incidence segmented mirrors for
X-ray astronomy, based on thin glass plates shaped over a mould at temperatures
above the transformation point. The performed thermal cycle and related
operations might have effects on the strength characteristics of the glass,
with consequences on the structural design of the elemental optical modules and
consecutively on the entire X-ray optic for large astronomical missions like
IXO and ATHENA. The mechanical strength of glass plates after they underwent
the slumping process was tested through destructive double-ring tests in the
context of a study performed by the Astronomical Observatory of Brera with the
collaboration of Stazione Sperimentale del Vetro and BCV Progetti. The entire
study has been realized on more than 200 D263 Schott borosilicate glass
specimens of dimension 100 mm x 100 mm and thickness 0.4 mm, either flat or
bent at a Radius of Curvature of 1000 mm through the particular pressure
assisted hot slumping process developed by INAF-OAB. The collected experimental
data have been compared to non-linear FEM analyses and treated with Weibull
statistic to assess the current IXO glass X-ray telescope design, in terms of
survival probability, when subject to static and acoustic loads characteristic
of the launch phase. The paper describes the activities performed and presents
the obtained results.
|
[
{
"created": "Fri, 14 Feb 2014 12:02:31 GMT",
"version": "v1"
},
{
"created": "Fri, 27 Jun 2014 13:39:44 GMT",
"version": "v2"
},
{
"created": "Wed, 9 Jul 2014 22:18:32 GMT",
"version": "v3"
}
] |
2015-06-18
|
[
[
"Proserpio",
"L.",
""
],
[
"Basso",
"S.",
""
],
[
"Borsa",
"F.",
""
],
[
"Citterio",
"O.",
""
],
[
"Civitani",
"M.",
""
],
[
"Ghigo",
"M.",
""
],
[
"Pareschi",
"G.",
""
],
[
"Salmaso",
"B.",
""
],
[
"Sironi",
"G.",
""
],
[
"Spiga",
"D.",
""
],
[
"Tagliaferri",
"G.",
""
],
[
"D'Este",
"A.",
""
],
[
"Dall'Igna",
"R.",
""
],
[
"Silvestri",
"M.",
""
],
[
"Parodi",
"G.",
""
],
[
"Martelli",
"F.",
""
],
[
"Bavdaz",
"M.",
""
],
[
"Wille",
"E.",
""
]
] |
[
0.03234962001442909,
-0.028211684897542,
-0.01920316554605961,
-0.03757207468152046,
-0.020006883889436722,
-0.12730078399181366,
0.03849269822239876,
0.09152743220329285,
-0.062009066343307495,
-0.02692434750497341,
-0.07336214929819107,
-0.01641206629574299,
0.012805006466805935,
-0.012888901866972446,
0.02602836675941944,
-0.08295386284589767,
0.006252751220017672,
-0.01710071600973606,
0.023166226223111153,
0.05156538262963295,
0.10948903858661652,
-0.010974629782140255,
-0.045275021344423294,
0.018135348334908485,
0.015745244920253754,
0.014770454727113247,
-0.058843161910772324,
-0.027184676378965378,
-0.04181604087352753,
0.02680455707013607,
-0.04463149234652519,
0.009625139646232128,
-0.03608744964003563,
-0.025764040648937225,
0.03274311125278473,
0.014081915840506554,
-0.020072946324944496,
-0.03718206286430359,
-0.05428457632660866,
-0.05975591018795967,
-0.08815592527389526,
-0.04597137123346329,
-0.010792247019708157,
-0.029112443327903748,
-0.008281358517706394,
-0.0000875929108588025,
0.03706152364611626,
0.001750354073010385,
-0.09699950367212296,
0.041259828954935074,
-0.026853324845433235,
-0.030555961653590202,
0.016863884404301643,
-0.0354263074696064,
0.07412203401327133,
0.05539950355887413,
-0.05710126832127571,
-0.015239864587783813,
0.03210489824414253,
0.053774524480104446,
0.0941295176744461,
-0.02520994283258915,
-0.041168779134750366,
0.027612710371613503,
-0.013343969359993935,
0.028927495703101158,
0.04538922756910324,
-0.062207117676734924,
-0.01071641780436039,
-0.04071563109755516,
0.0010048388503491879,
0.024390846490859985,
-0.0026387344114482403,
-0.032257080078125,
-0.025300687178969383,
0.01620071567595005,
0.10011949390172958,
-0.08641381561756134,
-0.02270844206213951,
-0.019422076642513275,
-0.004152266774326563,
0.03884655609726906,
0.0035973044577986,
0.003409269265830517,
-0.0877581313252449,
-0.014067145064473152,
0.004714745096862316,
-0.016313564032316208,
-0.015894969925284386,
0.050784703344106674,
0.09053464233875275,
0.11969335377216339,
-0.07663173973560333,
-0.013211351819336414,
0.06404657661914825,
-0.023110639303922653,
0.05621218681335449,
0.044641267508268356,
-0.005243364255875349,
0.01690535433590412,
0.0012216026661917567,
-0.005545875523239374,
-0.04032304883003235,
0.08857975155115128,
-0.030948035418987274,
-0.06516091525554657,
0.010695846751332283,
-0.015105697326362133,
-0.039875660091638565,
0.06610064208507538,
0.0032775651197880507,
-0.03874102234840393,
0.017565425485372543,
-0.06713104993104935,
-0.03615983948111534,
-0.04693867638707161,
-0.03179539740085602,
-0.0015920998994261026,
-0.0876096785068512,
-0.08269364386796951,
0.04682827368378639,
0.010009988211095333,
0.010649245232343674,
0.003644251963123679,
-0.008933964185416698,
-0.007379371672868729,
0.016893692314624786,
4.503975298126721e-33,
0.032602544873952866,
0.0890088677406311,
-0.05143604800105095,
0.009556662291288376,
-0.0009884273167699575,
-0.03882095217704773,
0.0574738085269928,
0.17962664365768433,
-0.07823672890663147,
-0.00737475510686636,
-0.01840084046125412,
-0.017081066966056824,
0.0034471754916012287,
-0.08174808323383331,
0.008082956075668335,
-0.012756978161633015,
0.09667053073644638,
0.10755623131990433,
-0.10611556470394135,
0.07479200512170792,
-0.025425011292099953,
-0.00044593846541829407,
0.035098861902952194,
0.09399308264255524,
0.026344791054725647,
0.05843353644013405,
0.024946657940745354,
-0.04772783815860748,
-0.1292778104543686,
0.03571074828505516,
-0.007619850803166628,
-0.02811950258910656,
-0.004640687722712755,
0.03886563703417778,
0.010186593979597092,
-0.04638068750500679,
-0.059018325060606,
0.034819696098566055,
-0.006839538924396038,
0.02273908257484436,
-0.012363617308437824,
0.0709221139550209,
0.08646330237388611,
0.04967913404107094,
0.00581618444994092,
0.05036843568086624,
-0.07262437790632248,
0.02874445915222168,
-0.05624936521053314,
-0.024095412343740463,
0.023088179528713226,
-0.004025400150567293,
-0.05963345989584923,
0.03946341946721077,
0.04628442972898483,
0.060095369815826416,
-0.017010973766446114,
-0.001403891947120428,
-0.027351832017302513,
-0.015508013777434826,
-0.0013590481830760837,
-0.06037329137325287,
0.02239219844341278,
0.041634466499090195,
-0.018254656344652176,
0.05872518941760063,
-0.07034125179052353,
0.006072985474020243,
-0.0641850009560585,
-0.035512909293174744,
-0.02233523689210415,
-0.009619833901524544,
-0.032067231833934784,
-0.03818346560001373,
0.06923151016235352,
0.031235938891768456,
-0.0034215464256703854,
0.012595831416547298,
-0.01938454620540142,
0.031709007918834686,
-0.035982176661491394,
-0.00013448514800984412,
-0.003704274306073785,
-0.15440507233142853,
-0.04412299394607544,
0.0006487784557975829,
0.05100879445672035,
0.03256893903017044,
0.06042630225419998,
-0.022519521415233612,
0.009445765055716038,
-0.14290475845336914,
-0.042002689093351364,
-0.031618211418390274,
-0.037448663264513016,
-4.227781512799501e-33,
0.04483017697930336,
-0.003265374107286334,
-0.014058075845241547,
0.00225415313616395,
0.004254060331732035,
0.008768511936068535,
-0.018799003213644028,
0.03888051211833954,
-0.05618925020098686,
-0.09626056998968124,
0.07116309553384781,
0.00184521428309381,
-0.11644338816404343,
0.00558627862483263,
-0.04607971012592316,
0.015065419487655163,
0.018661515787243843,
-0.08310352265834808,
-0.1272040456533432,
0.07974934577941895,
0.12711156904697418,
0.021044030785560608,
-0.01336082722991705,
-0.05046498775482178,
-0.004496272187680006,
-0.041790008544921875,
0.044949617236852646,
-0.056789007037878036,
0.014879271388053894,
0.04463712126016617,
-0.0242141280323267,
-0.04080600291490555,
0.018921587616205215,
0.05167021229863167,
-0.005000954959541559,
0.05446286126971245,
0.009279301390051842,
-0.039401330053806305,
0.007399481255561113,
-0.07635901123285294,
0.025783836841583252,
0.14176048338413239,
-0.03102693147957325,
0.00983353704214096,
-0.014344078488647938,
0.013924249447882175,
0.05415581166744232,
0.03521232679486275,
0.009875629097223282,
0.0162045955657959,
0.01948063261806965,
-0.11267998814582825,
0.05344530567526817,
0.07288860529661179,
-0.012316575273871422,
-0.01048627682030201,
0.01649406924843788,
0.07822798937559128,
-0.08523167669773102,
-0.0008967803441919386,
0.08041800558567047,
0.04383309558033943,
0.07168785482645035,
-0.0038476826157420874,
0.0054167998023331165,
-0.03625050187110901,
-0.005140462424606085,
0.046352311968803406,
-0.006755539681762457,
0.0063396478071808815,
-0.015529361553490162,
-0.06487290561199188,
0.02657661773264408,
0.03260209783911705,
0.041780147701501846,
0.053112275898456573,
-0.02443717233836651,
-0.005875726696103811,
0.015045723877847195,
0.07553545385599136,
-0.058257561177015305,
0.040170393884181976,
0.08504340052604675,
0.10751263797283173,
0.06615632772445679,
-0.08665664494037628,
0.020266907289624214,
0.0055542513728141785,
-0.03789893165230751,
0.002832314232364297,
-0.025910604745149612,
-0.017038162797689438,
0.08521208167076111,
0.011992903426289558,
0.08883381634950638,
-4.8150916143185896e-8,
0.007932602427899837,
-0.04049020633101463,
-0.029543885961174965,
0.07243987172842026,
0.008382519707083702,
-0.015463235788047314,
-0.015488005243241787,
-0.013990378938615322,
0.0544729009270668,
-0.06587520986795425,
-0.04794716462492943,
-0.016538824886083603,
0.00587422214448452,
-0.05270393192768097,
-0.03472058102488518,
-0.03732101619243622,
0.07138052582740784,
0.03337997570633888,
-0.019907107576727867,
0.013264909386634827,
0.04708641767501831,
-0.12316781282424927,
0.09254254400730133,
0.0277175884693861,
0.002111367881298065,
0.01855800673365593,
-0.08575773984193802,
-0.020476041361689568,
0.10369272530078888,
0.015167811885476112,
-0.04925672709941864,
-0.03346008062362671,
0.05558773875236511,
0.014553998596966267,
0.06383204460144043,
0.04963576793670654,
-0.14579497277736664,
0.0459948293864727,
0.043079424649477005,
0.022140244022011757,
0.053282469511032104,
-0.1303759664297104,
0.0812852680683136,
0.05933737754821777,
-0.0008431567694060504,
0.012431955896317959,
-0.051630012691020966,
-0.04065732657909393,
0.02251916565001011,
0.0051000481471419334,
0.030609210953116417,
0.02625901810824871,
0.09644607454538345,
-0.046441782265901566,
-0.08085934072732925,
0.05910268798470497,
0.07897674292325974,
0.030084572732448578,
0.03280145674943924,
0.0574939101934433,
0.021813055500388145,
-0.015530270524322987,
-0.06106061488389969,
-0.024671167135238647
] | null | null | null | null | null | null | null |
[
0.03234962001442909,
-0.028211684897542,
-0.01920316554605961,
-0.03757207468152046,
-0.020006883889436722,
-0.12730078399181366,
0.03849269822239876,
0.09152743220329285,
-0.062009066343307495,
-0.02692434750497341,
-0.07336214929819107,
-0.01641206629574299,
0.012805006466805935,
-0.012888901866972446,
0.02602836675941944,
-0.08295386284589767,
0.006252751220017672,
-0.01710071600973606,
0.023166226223111153,
0.05156538262963295,
0.10948903858661652,
-0.010974629782140255,
-0.045275021344423294,
0.018135348334908485,
0.015745244920253754,
0.014770454727113247,
-0.058843161910772324,
-0.027184676378965378,
-0.04181604087352753,
0.02680455707013607,
-0.04463149234652519,
0.009625139646232128,
-0.03608744964003563,
-0.025764040648937225,
0.03274311125278473,
0.014081915840506554,
-0.020072946324944496,
-0.03718206286430359,
-0.05428457632660866,
-0.05975591018795967,
-0.08815592527389526,
-0.04597137123346329,
-0.010792247019708157,
-0.029112443327903748,
-0.008281358517706394,
-0.0000875929108588025,
0.03706152364611626,
0.001750354073010385,
-0.09699950367212296,
0.041259828954935074,
-0.026853324845433235,
-0.030555961653590202,
0.016863884404301643,
-0.0354263074696064,
0.07412203401327133,
0.05539950355887413,
-0.05710126832127571,
-0.015239864587783813,
0.03210489824414253,
0.053774524480104446,
0.0941295176744461,
-0.02520994283258915,
-0.041168779134750366,
0.027612710371613503,
-0.013343969359993935,
0.028927495703101158,
0.04538922756910324,
-0.062207117676734924,
-0.01071641780436039,
-0.04071563109755516,
0.0010048388503491879,
0.024390846490859985,
-0.0026387344114482403,
-0.032257080078125,
-0.025300687178969383,
0.01620071567595005,
0.10011949390172958,
-0.08641381561756134,
-0.02270844206213951,
-0.019422076642513275,
-0.004152266774326563,
0.03884655609726906,
0.0035973044577986,
0.003409269265830517,
-0.0877581313252449,
-0.014067145064473152,
0.004714745096862316,
-0.016313564032316208,
-0.015894969925284386,
0.050784703344106674,
0.09053464233875275,
0.11969335377216339,
-0.07663173973560333,
-0.013211351819336414,
0.06404657661914825,
-0.023110639303922653,
0.05621218681335449,
0.044641267508268356,
-0.005243364255875349,
0.01690535433590412,
0.0012216026661917567,
-0.005545875523239374,
-0.04032304883003235,
0.08857975155115128,
-0.030948035418987274,
-0.06516091525554657,
0.010695846751332283,
-0.015105697326362133,
-0.039875660091638565,
0.06610064208507538,
0.0032775651197880507,
-0.03874102234840393,
0.017565425485372543,
-0.06713104993104935,
-0.03615983948111534,
-0.04693867638707161,
-0.03179539740085602,
-0.0015920998994261026,
-0.0876096785068512,
-0.08269364386796951,
0.04682827368378639,
0.010009988211095333,
0.010649245232343674,
0.003644251963123679,
-0.008933964185416698,
-0.007379371672868729,
0.016893692314624786,
4.503975298126721e-33,
0.032602544873952866,
0.0890088677406311,
-0.05143604800105095,
0.009556662291288376,
-0.0009884273167699575,
-0.03882095217704773,
0.0574738085269928,
0.17962664365768433,
-0.07823672890663147,
-0.00737475510686636,
-0.01840084046125412,
-0.017081066966056824,
0.0034471754916012287,
-0.08174808323383331,
0.008082956075668335,
-0.012756978161633015,
0.09667053073644638,
0.10755623131990433,
-0.10611556470394135,
0.07479200512170792,
-0.025425011292099953,
-0.00044593846541829407,
0.035098861902952194,
0.09399308264255524,
0.026344791054725647,
0.05843353644013405,
0.024946657940745354,
-0.04772783815860748,
-0.1292778104543686,
0.03571074828505516,
-0.007619850803166628,
-0.02811950258910656,
-0.004640687722712755,
0.03886563703417778,
0.010186593979597092,
-0.04638068750500679,
-0.059018325060606,
0.034819696098566055,
-0.006839538924396038,
0.02273908257484436,
-0.012363617308437824,
0.0709221139550209,
0.08646330237388611,
0.04967913404107094,
0.00581618444994092,
0.05036843568086624,
-0.07262437790632248,
0.02874445915222168,
-0.05624936521053314,
-0.024095412343740463,
0.023088179528713226,
-0.004025400150567293,
-0.05963345989584923,
0.03946341946721077,
0.04628442972898483,
0.060095369815826416,
-0.017010973766446114,
-0.001403891947120428,
-0.027351832017302513,
-0.015508013777434826,
-0.0013590481830760837,
-0.06037329137325287,
0.02239219844341278,
0.041634466499090195,
-0.018254656344652176,
0.05872518941760063,
-0.07034125179052353,
0.006072985474020243,
-0.0641850009560585,
-0.035512909293174744,
-0.02233523689210415,
-0.009619833901524544,
-0.032067231833934784,
-0.03818346560001373,
0.06923151016235352,
0.031235938891768456,
-0.0034215464256703854,
0.012595831416547298,
-0.01938454620540142,
0.031709007918834686,
-0.035982176661491394,
-0.00013448514800984412,
-0.003704274306073785,
-0.15440507233142853,
-0.04412299394607544,
0.0006487784557975829,
0.05100879445672035,
0.03256893903017044,
0.06042630225419998,
-0.022519521415233612,
0.009445765055716038,
-0.14290475845336914,
-0.042002689093351364,
-0.031618211418390274,
-0.037448663264513016,
-4.227781512799501e-33,
0.04483017697930336,
-0.003265374107286334,
-0.014058075845241547,
0.00225415313616395,
0.004254060331732035,
0.008768511936068535,
-0.018799003213644028,
0.03888051211833954,
-0.05618925020098686,
-0.09626056998968124,
0.07116309553384781,
0.00184521428309381,
-0.11644338816404343,
0.00558627862483263,
-0.04607971012592316,
0.015065419487655163,
0.018661515787243843,
-0.08310352265834808,
-0.1272040456533432,
0.07974934577941895,
0.12711156904697418,
0.021044030785560608,
-0.01336082722991705,
-0.05046498775482178,
-0.004496272187680006,
-0.041790008544921875,
0.044949617236852646,
-0.056789007037878036,
0.014879271388053894,
0.04463712126016617,
-0.0242141280323267,
-0.04080600291490555,
0.018921587616205215,
0.05167021229863167,
-0.005000954959541559,
0.05446286126971245,
0.009279301390051842,
-0.039401330053806305,
0.007399481255561113,
-0.07635901123285294,
0.025783836841583252,
0.14176048338413239,
-0.03102693147957325,
0.00983353704214096,
-0.014344078488647938,
0.013924249447882175,
0.05415581166744232,
0.03521232679486275,
0.009875629097223282,
0.0162045955657959,
0.01948063261806965,
-0.11267998814582825,
0.05344530567526817,
0.07288860529661179,
-0.012316575273871422,
-0.01048627682030201,
0.01649406924843788,
0.07822798937559128,
-0.08523167669773102,
-0.0008967803441919386,
0.08041800558567047,
0.04383309558033943,
0.07168785482645035,
-0.0038476826157420874,
0.0054167998023331165,
-0.03625050187110901,
-0.005140462424606085,
0.046352311968803406,
-0.006755539681762457,
0.0063396478071808815,
-0.015529361553490162,
-0.06487290561199188,
0.02657661773264408,
0.03260209783911705,
0.041780147701501846,
0.053112275898456573,
-0.02443717233836651,
-0.005875726696103811,
0.015045723877847195,
0.07553545385599136,
-0.058257561177015305,
0.040170393884181976,
0.08504340052604675,
0.10751263797283173,
0.06615632772445679,
-0.08665664494037628,
0.020266907289624214,
0.0055542513728141785,
-0.03789893165230751,
0.002832314232364297,
-0.025910604745149612,
-0.017038162797689438,
0.08521208167076111,
0.011992903426289558,
0.08883381634950638,
-4.8150916143185896e-8,
0.007932602427899837,
-0.04049020633101463,
-0.029543885961174965,
0.07243987172842026,
0.008382519707083702,
-0.015463235788047314,
-0.015488005243241787,
-0.013990378938615322,
0.0544729009270668,
-0.06587520986795425,
-0.04794716462492943,
-0.016538824886083603,
0.00587422214448452,
-0.05270393192768097,
-0.03472058102488518,
-0.03732101619243622,
0.07138052582740784,
0.03337997570633888,
-0.019907107576727867,
0.013264909386634827,
0.04708641767501831,
-0.12316781282424927,
0.09254254400730133,
0.0277175884693861,
0.002111367881298065,
0.01855800673365593,
-0.08575773984193802,
-0.020476041361689568,
0.10369272530078888,
0.015167811885476112,
-0.04925672709941864,
-0.03346008062362671,
0.05558773875236511,
0.014553998596966267,
0.06383204460144043,
0.04963576793670654,
-0.14579497277736664,
0.0459948293864727,
0.043079424649477005,
0.022140244022011757,
0.053282469511032104,
-0.1303759664297104,
0.0812852680683136,
0.05933737754821777,
-0.0008431567694060504,
0.012431955896317959,
-0.051630012691020966,
-0.04065732657909393,
0.02251916565001011,
0.0051000481471419334,
0.030609210953116417,
0.02625901810824871,
0.09644607454538345,
-0.046441782265901566,
-0.08085934072732925,
0.05910268798470497,
0.07897674292325974,
0.030084572732448578,
0.03280145674943924,
0.0574939101934433,
0.021813055500388145,
-0.015530270524322987,
-0.06106061488389969,
-0.024671167135238647
] |
1402.3447
|
Ioannis Caragiannis
|
Ioannis Caragiannis and Alexandros A. Voudouris
|
Welfare guarantees for proportional allocations
|
15 pages
| null | null | null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
According to the proportional allocation mechanism from the network
optimization literature, users compete for a divisible resource -- such as
bandwidth -- by submitting bids. The mechanism allocates to each user a
fraction of the resource that is proportional to her bid and collects an amount
equal to her bid as payment. Since users act as utility-maximizers, this
naturally defines a proportional allocation game. Recently, Syrgkanis and
Tardos (STOC 2013) quantified the inefficiency of equilibria in this game with
respect to the social welfare and presented a lower bound of 26.8% on the price
of anarchy over coarse-correlated and Bayes-Nash equilibria in the full and
incomplete information settings, respectively. In this paper, we improve this
bound to 50% over both equilibrium concepts. Our analysis is simpler and,
furthermore, we argue that it cannot be improved by arguments that do not take
the equilibrium structure into account. We also extend it to settings with
budget constraints where we show the first constant bound (between 36% and 50%)
on the price of anarchy of the corresponding game with respect to an effective
welfare benchmark that takes budgets into account.
|
[
{
"created": "Fri, 14 Feb 2014 12:21:14 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Caragiannis",
"Ioannis",
""
],
[
"Voudouris",
"Alexandros A.",
""
]
] |
[
-0.008160173892974854,
0.017148150131106377,
-0.05792843922972679,
-0.03476983308792114,
-0.031767141073942184,
-0.00368141639046371,
0.04612171649932861,
0.04614945501089096,
-0.027169400826096535,
0.09449891000986099,
-0.05055522918701172,
0.02718895673751831,
0.10636308789253235,
-0.014330677688121796,
0.004016645718365908,
-0.008321581408381462,
0.13255968689918518,
0.0006118278834037483,
-0.013353566639125347,
0.008536623790860176,
0.0302274227142334,
-0.06209621950984001,
-0.005037686787545681,
-0.04316436126828194,
0.024899641051888466,
-0.04759668931365013,
-0.016336780041456223,
-0.07095612585544586,
-0.050055038183927536,
-0.007653541397303343,
-0.022396482527256012,
-0.04583246260881424,
0.02359876222908497,
-0.018106374889612198,
-0.023064618930220604,
-0.031053049489855766,
-0.09488604217767715,
-0.10139908641576767,
-0.04157227650284767,
0.06138088181614876,
-0.007724097464233637,
0.019150691106915474,
-0.10562964528799057,
0.03737562894821167,
-0.0442177876830101,
0.04102196916937828,
0.06355214864015579,
0.12994912266731262,
-0.009626761078834534,
-0.06664194166660309,
-0.0040376074612140656,
-0.033087752759456635,
0.005049722734838724,
0.027430590242147446,
-0.0169526319950819,
-0.0517202727496624,
-0.008988412097096443,
0.001042855903506279,
0.016203690320253372,
0.006015496794134378,
-0.030422693118453026,
-0.031613364815711975,
-0.05518301948904991,
0.050597138702869415,
0.12641429901123047,
0.008121402002871037,
0.031614288687705994,
0.07890822738409042,
-0.08440893888473511,
0.07112772762775421,
0.046255748718976974,
-0.010725727304816246,
-0.03736046329140663,
-0.0222293920814991,
0.05818384885787964,
0.009407767094671726,
0.04731705039739609,
0.03924315795302391,
0.02902562916278839,
0.041302990168333054,
-0.0588897168636322,
-0.04766320437192917,
-0.044299472123384476,
-0.005393016152083874,
-0.013181825168430805,
-0.0740242749452591,
0.011352638714015484,
-0.04750872030854225,
0.1736360341310501,
-0.08983060717582703,
-0.013276565819978714,
0.10845879465341568,
0.014014716260135174,
-0.022131329402327538,
0.02515339106321335,
0.02879798226058483,
-0.010234072804450989,
-0.024533960968255997,
-0.035783570259809494,
0.09735909849405289,
-0.029520034790039062,
0.005886401981115341,
0.05445034056901932,
-0.05417085811495781,
0.0439176969230175,
0.008393194526433945,
-0.04435696452856064,
0.05828322470188141,
0.01882547326385975,
0.024676255881786346,
-0.04016738757491112,
0.013937384821474552,
0.0022142832167446613,
-0.00951586663722992,
0.004962468985468149,
0.00700699258595705,
0.03675233945250511,
0.00987304002046585,
-0.051476504653692245,
0.028751933947205544,
0.039147891104221344,
-0.037555158138275146,
-0.014865032397210598,
-0.0162016823887825,
0.03250209242105484,
0.04840533435344696,
-0.06632757931947708,
2.0895571509005155e-35,
0.004173908848315477,
-0.023833317682147026,
0.04321376979351044,
-0.012541500851511955,
-0.0007041985518299043,
0.04216143116354942,
0.021842611953616142,
0.007264852523803711,
-0.12331460416316986,
0.030727017670869827,
-0.034810662269592285,
0.07585721462965012,
0.007084602024406195,
0.07139759510755539,
0.10983637720346451,
-0.05363348126411438,
-0.016378823667764664,
0.09179842472076416,
0.03441814333200455,
-0.023547163233160973,
0.04833456501364708,
0.008605455979704857,
-0.035747066140174866,
-0.07016731053590775,
-0.006170141976326704,
-0.04678398370742798,
-0.03273305296897888,
-0.023172510787844658,
0.10414224863052368,
-0.01043575257062912,
-0.011530685238540173,
-0.005799081176519394,
0.024875950068235397,
-0.027949128299951553,
-0.017376825213432312,
-0.00530352583155036,
-0.04720313847064972,
-0.015260303393006325,
0.0040724799036979675,
0.00790887326002121,
0.013055817224085331,
0.025146301835775375,
0.056994449347257614,
0.005930517800152302,
-0.135255366563797,
-0.03999875858426094,
0.05730559676885605,
0.0028078448958694935,
-0.07554642111063004,
-0.02862856723368168,
0.018662475049495697,
0.015385724604129791,
0.01646864414215088,
0.008707251399755478,
-0.023732716217637062,
-0.0875326469540596,
0.00519974622875452,
-0.022815022617578506,
-0.028553538024425507,
0.030972927808761597,
0.01705007627606392,
-0.12928740680217743,
0.07145664840936661,
-0.009463419206440449,
-0.012132524512708187,
0.014927782118320465,
-0.030841978266835213,
0.01473276223987341,
0.09847216308116913,
-0.03089994005858898,
-0.015550711192190647,
0.009876701980829239,
0.055734600871801376,
0.06492195278406143,
-0.01348032709211111,
0.06493012607097626,
0.03353480249643326,
0.027561502531170845,
-0.05655797943472862,
0.014019480906426907,
-0.07643843442201614,
-0.02756865881383419,
0.025727929547429085,
-0.0023287967778742313,
-0.034332819283008575,
-0.034489549696445465,
0.02227318100631237,
0.006114874500781298,
-0.01995682716369629,
0.033560097217559814,
0.020251838490366936,
0.000504960014950484,
-0.06416375935077667,
-0.006582890171557665,
0.0775592029094696,
-1.3804395868362455e-33,
-0.004410260356962681,
-0.010935865342617035,
-0.0719764232635498,
-0.03657587245106697,
0.023893075063824654,
0.043599408119916916,
0.01376067753881216,
-0.02589349076151848,
-0.04606384411454201,
-0.04615167900919914,
-0.12036608904600143,
0.034916363656520844,
0.07096222788095474,
-0.021578742191195488,
-0.05348748341202736,
-0.031906843185424805,
0.04376159608364105,
0.024307653307914734,
0.0036098442506045103,
-0.009923291392624378,
-0.028886331245303154,
0.05059435963630676,
-0.015296940691769123,
0.004269580822438002,
0.09630123525857925,
0.008496569469571114,
-0.03315785154700279,
-0.01246718131005764,
-0.056115444749593735,
0.06618153303861618,
-0.018794473260641098,
-0.12264960259199142,
-0.07165204733610153,
-0.05611671879887581,
-0.02407160960137844,
0.051696378737688065,
-0.014835745096206665,
0.06563881039619446,
0.015437834896147251,
0.08718504011631012,
0.025636697188019753,
-0.0861387774348259,
-0.08206819742918015,
0.058744460344314575,
0.056240834295749664,
-0.003282861551269889,
-0.017089327797293663,
-0.06647887825965881,
0.011920810677111149,
-0.00450964504852891,
0.08422797173261642,
0.043806664645671844,
0.04901355132460594,
0.06056490167975426,
-0.06319527328014374,
-0.0455116368830204,
-0.09495923668146133,
0.014397697523236275,
0.09997566044330597,
0.041995491832494736,
0.0008278714958578348,
0.0513143315911293,
-0.13850373029708862,
0.0783383771777153,
-0.06586732715368271,
-0.042659394443035126,
0.01117133628576994,
-0.07319620996713638,
0.046121153980493546,
-0.03908107057213783,
-0.015768619254231453,
0.047147348523139954,
0.0313444510102272,
-0.015320109203457832,
0.014424276538193226,
0.17046791315078735,
0.06509437412023544,
0.1109427809715271,
0.003411643672734499,
0.03825652599334717,
-0.06561530381441116,
0.13033194839954376,
0.03320886567234993,
-0.021477214992046356,
-0.05001417547464371,
-0.05880343168973923,
0.1364249289035797,
-0.026495685800909996,
-0.06406331807374954,
-0.03758154436945915,
-0.01283769030123949,
-0.045339129865169525,
0.031994398683309555,
0.019993068650364876,
-0.01387103833258152,
-5.836542271708822e-8,
0.01580038107931614,
0.0301086213439703,
0.04044843465089798,
0.029446924105286598,
-0.007672159932553768,
0.009708012454211712,
0.04947184398770332,
0.05800873413681984,
-0.03470402956008911,
0.11935678124427795,
0.034399308264255524,
0.061531856656074524,
0.02284281887114048,
-0.024070486426353455,
-0.0479762926697731,
0.06890513747930527,
-0.06468778848648071,
0.014726904220879078,
-0.0796893984079361,
-0.03815373778343201,
0.019054245203733444,
0.010750855319201946,
-0.06736914813518524,
-0.024193476885557175,
0.054031383246183395,
0.06361781805753708,
0.01593116670846939,
0.03248310089111328,
0.016199937090277672,
0.047196801751852036,
-0.004331099335104227,
-0.03628922253847122,
-0.0003769629111047834,
-0.059905581176280975,
0.020940307527780533,
0.03711184486746788,
-0.08972184360027313,
0.04132082313299179,
-0.004411168862134218,
0.0103774918243289,
-0.006454316433519125,
0.015854928642511368,
0.006943985354155302,
-0.0006028556963428855,
0.08290264755487442,
0.018479332327842712,
-0.12371469289064407,
0.05444927513599396,
0.014685802161693573,
-0.09753584861755371,
0.020182646811008453,
0.05469949170947075,
-0.01741422526538372,
-0.03978152573108673,
0.013049323111772537,
-0.08524253964424133,
0.027589865028858185,
0.038778167217969894,
-0.05799998342990875,
0.058902379125356674,
0.01924246922135353,
0.0019987744744867086,
-0.11253858357667923,
-0.022724201902747154
] | null | null | null | null | null | null | null |
[
-0.008160173892974854,
0.017148150131106377,
-0.05792843922972679,
-0.03476983308792114,
-0.031767141073942184,
-0.00368141639046371,
0.04612171649932861,
0.04614945501089096,
-0.027169400826096535,
0.09449891000986099,
-0.05055522918701172,
0.02718895673751831,
0.10636308789253235,
-0.014330677688121796,
0.004016645718365908,
-0.008321581408381462,
0.13255968689918518,
0.0006118278834037483,
-0.013353566639125347,
0.008536623790860176,
0.0302274227142334,
-0.06209621950984001,
-0.005037686787545681,
-0.04316436126828194,
0.024899641051888466,
-0.04759668931365013,
-0.016336780041456223,
-0.07095612585544586,
-0.050055038183927536,
-0.007653541397303343,
-0.022396482527256012,
-0.04583246260881424,
0.02359876222908497,
-0.018106374889612198,
-0.023064618930220604,
-0.031053049489855766,
-0.09488604217767715,
-0.10139908641576767,
-0.04157227650284767,
0.06138088181614876,
-0.007724097464233637,
0.019150691106915474,
-0.10562964528799057,
0.03737562894821167,
-0.0442177876830101,
0.04102196916937828,
0.06355214864015579,
0.12994912266731262,
-0.009626761078834534,
-0.06664194166660309,
-0.0040376074612140656,
-0.033087752759456635,
0.005049722734838724,
0.027430590242147446,
-0.0169526319950819,
-0.0517202727496624,
-0.008988412097096443,
0.001042855903506279,
0.016203690320253372,
0.006015496794134378,
-0.030422693118453026,
-0.031613364815711975,
-0.05518301948904991,
0.050597138702869415,
0.12641429901123047,
0.008121402002871037,
0.031614288687705994,
0.07890822738409042,
-0.08440893888473511,
0.07112772762775421,
0.046255748718976974,
-0.010725727304816246,
-0.03736046329140663,
-0.0222293920814991,
0.05818384885787964,
0.009407767094671726,
0.04731705039739609,
0.03924315795302391,
0.02902562916278839,
0.041302990168333054,
-0.0588897168636322,
-0.04766320437192917,
-0.044299472123384476,
-0.005393016152083874,
-0.013181825168430805,
-0.0740242749452591,
0.011352638714015484,
-0.04750872030854225,
0.1736360341310501,
-0.08983060717582703,
-0.013276565819978714,
0.10845879465341568,
0.014014716260135174,
-0.022131329402327538,
0.02515339106321335,
0.02879798226058483,
-0.010234072804450989,
-0.024533960968255997,
-0.035783570259809494,
0.09735909849405289,
-0.029520034790039062,
0.005886401981115341,
0.05445034056901932,
-0.05417085811495781,
0.0439176969230175,
0.008393194526433945,
-0.04435696452856064,
0.05828322470188141,
0.01882547326385975,
0.024676255881786346,
-0.04016738757491112,
0.013937384821474552,
0.0022142832167446613,
-0.00951586663722992,
0.004962468985468149,
0.00700699258595705,
0.03675233945250511,
0.00987304002046585,
-0.051476504653692245,
0.028751933947205544,
0.039147891104221344,
-0.037555158138275146,
-0.014865032397210598,
-0.0162016823887825,
0.03250209242105484,
0.04840533435344696,
-0.06632757931947708,
2.0895571509005155e-35,
0.004173908848315477,
-0.023833317682147026,
0.04321376979351044,
-0.012541500851511955,
-0.0007041985518299043,
0.04216143116354942,
0.021842611953616142,
0.007264852523803711,
-0.12331460416316986,
0.030727017670869827,
-0.034810662269592285,
0.07585721462965012,
0.007084602024406195,
0.07139759510755539,
0.10983637720346451,
-0.05363348126411438,
-0.016378823667764664,
0.09179842472076416,
0.03441814333200455,
-0.023547163233160973,
0.04833456501364708,
0.008605455979704857,
-0.035747066140174866,
-0.07016731053590775,
-0.006170141976326704,
-0.04678398370742798,
-0.03273305296897888,
-0.023172510787844658,
0.10414224863052368,
-0.01043575257062912,
-0.011530685238540173,
-0.005799081176519394,
0.024875950068235397,
-0.027949128299951553,
-0.017376825213432312,
-0.00530352583155036,
-0.04720313847064972,
-0.015260303393006325,
0.0040724799036979675,
0.00790887326002121,
0.013055817224085331,
0.025146301835775375,
0.056994449347257614,
0.005930517800152302,
-0.135255366563797,
-0.03999875858426094,
0.05730559676885605,
0.0028078448958694935,
-0.07554642111063004,
-0.02862856723368168,
0.018662475049495697,
0.015385724604129791,
0.01646864414215088,
0.008707251399755478,
-0.023732716217637062,
-0.0875326469540596,
0.00519974622875452,
-0.022815022617578506,
-0.028553538024425507,
0.030972927808761597,
0.01705007627606392,
-0.12928740680217743,
0.07145664840936661,
-0.009463419206440449,
-0.012132524512708187,
0.014927782118320465,
-0.030841978266835213,
0.01473276223987341,
0.09847216308116913,
-0.03089994005858898,
-0.015550711192190647,
0.009876701980829239,
0.055734600871801376,
0.06492195278406143,
-0.01348032709211111,
0.06493012607097626,
0.03353480249643326,
0.027561502531170845,
-0.05655797943472862,
0.014019480906426907,
-0.07643843442201614,
-0.02756865881383419,
0.025727929547429085,
-0.0023287967778742313,
-0.034332819283008575,
-0.034489549696445465,
0.02227318100631237,
0.006114874500781298,
-0.01995682716369629,
0.033560097217559814,
0.020251838490366936,
0.000504960014950484,
-0.06416375935077667,
-0.006582890171557665,
0.0775592029094696,
-1.3804395868362455e-33,
-0.004410260356962681,
-0.010935865342617035,
-0.0719764232635498,
-0.03657587245106697,
0.023893075063824654,
0.043599408119916916,
0.01376067753881216,
-0.02589349076151848,
-0.04606384411454201,
-0.04615167900919914,
-0.12036608904600143,
0.034916363656520844,
0.07096222788095474,
-0.021578742191195488,
-0.05348748341202736,
-0.031906843185424805,
0.04376159608364105,
0.024307653307914734,
0.0036098442506045103,
-0.009923291392624378,
-0.028886331245303154,
0.05059435963630676,
-0.015296940691769123,
0.004269580822438002,
0.09630123525857925,
0.008496569469571114,
-0.03315785154700279,
-0.01246718131005764,
-0.056115444749593735,
0.06618153303861618,
-0.018794473260641098,
-0.12264960259199142,
-0.07165204733610153,
-0.05611671879887581,
-0.02407160960137844,
0.051696378737688065,
-0.014835745096206665,
0.06563881039619446,
0.015437834896147251,
0.08718504011631012,
0.025636697188019753,
-0.0861387774348259,
-0.08206819742918015,
0.058744460344314575,
0.056240834295749664,
-0.003282861551269889,
-0.017089327797293663,
-0.06647887825965881,
0.011920810677111149,
-0.00450964504852891,
0.08422797173261642,
0.043806664645671844,
0.04901355132460594,
0.06056490167975426,
-0.06319527328014374,
-0.0455116368830204,
-0.09495923668146133,
0.014397697523236275,
0.09997566044330597,
0.041995491832494736,
0.0008278714958578348,
0.0513143315911293,
-0.13850373029708862,
0.0783383771777153,
-0.06586732715368271,
-0.042659394443035126,
0.01117133628576994,
-0.07319620996713638,
0.046121153980493546,
-0.03908107057213783,
-0.015768619254231453,
0.047147348523139954,
0.0313444510102272,
-0.015320109203457832,
0.014424276538193226,
0.17046791315078735,
0.06509437412023544,
0.1109427809715271,
0.003411643672734499,
0.03825652599334717,
-0.06561530381441116,
0.13033194839954376,
0.03320886567234993,
-0.021477214992046356,
-0.05001417547464371,
-0.05880343168973923,
0.1364249289035797,
-0.026495685800909996,
-0.06406331807374954,
-0.03758154436945915,
-0.01283769030123949,
-0.045339129865169525,
0.031994398683309555,
0.019993068650364876,
-0.01387103833258152,
-5.836542271708822e-8,
0.01580038107931614,
0.0301086213439703,
0.04044843465089798,
0.029446924105286598,
-0.007672159932553768,
0.009708012454211712,
0.04947184398770332,
0.05800873413681984,
-0.03470402956008911,
0.11935678124427795,
0.034399308264255524,
0.061531856656074524,
0.02284281887114048,
-0.024070486426353455,
-0.0479762926697731,
0.06890513747930527,
-0.06468778848648071,
0.014726904220879078,
-0.0796893984079361,
-0.03815373778343201,
0.019054245203733444,
0.010750855319201946,
-0.06736914813518524,
-0.024193476885557175,
0.054031383246183395,
0.06361781805753708,
0.01593116670846939,
0.03248310089111328,
0.016199937090277672,
0.047196801751852036,
-0.004331099335104227,
-0.03628922253847122,
-0.0003769629111047834,
-0.059905581176280975,
0.020940307527780533,
0.03711184486746788,
-0.08972184360027313,
0.04132082313299179,
-0.004411168862134218,
0.0103774918243289,
-0.006454316433519125,
0.015854928642511368,
0.006943985354155302,
-0.0006028556963428855,
0.08290264755487442,
0.018479332327842712,
-0.12371469289064407,
0.05444927513599396,
0.014685802161693573,
-0.09753584861755371,
0.020182646811008453,
0.05469949170947075,
-0.01741422526538372,
-0.03978152573108673,
0.013049323111772537,
-0.08524253964424133,
0.027589865028858185,
0.038778167217969894,
-0.05799998342990875,
0.058902379125356674,
0.01924246922135353,
0.0019987744744867086,
-0.11253858357667923,
-0.022724201902747154
] |
1402.3448
|
Francesca Fiorenzi
|
Francesca Fiorenzi
|
Periodic configurations of subshifts on groups
| null |
Internat. J. Algebra Comput. 19 (2009) no. 3, 315-335
|
10.1142/S0218196709005123
| null |
cs.FL math.DS math.GR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the density of periodic configurations for shift spaces defined on
(the Cayley graph of) a finitely generated group. We prove that in the case of
a full shift on a residually finite group and in that of a group shift space on
an abelian group, the periodic configurations are dense. In the one-dimensional
case we prove the density for irreducible sofic shifts. In connection with this
we study the surjunctivity of cellular automata and local selfmappings. Some
related decision problems for shift spaces of finite type are also
investigated.
|
[
{
"created": "Fri, 14 Feb 2014 12:26:10 GMT",
"version": "v1"
}
] |
2014-02-27
|
[
[
"Fiorenzi",
"Francesca",
""
]
] |
[
-0.06369587779045105,
-0.02297058142721653,
0.010437685064971447,
0.023126164451241493,
0.003311353037133813,
0.027875937521457672,
0.06918488442897797,
-0.09671949595212936,
0.025316733866930008,
-0.010434179566800594,
0.07561612129211426,
-0.08895459771156311,
-0.018771415576338768,
-0.00784253515303135,
0.034155819565057755,
-0.07344254851341248,
-0.05226564407348633,
-0.030704932287335396,
0.0062882546335458755,
-0.013784028589725494,
0.0656588077545166,
-0.00615320447832346,
-0.0028905400540679693,
0.041397564113140106,
0.048929374665021896,
-0.006841041147708893,
-0.06254027783870697,
-0.011692918837070465,
0.04247118905186653,
-0.08160285651683807,
-0.05863185226917267,
0.10800908505916595,
-0.02346842922270298,
0.034642454236745834,
0.010037523694336414,
0.028928739950060844,
0.03151226043701172,
0.017108559608459473,
0.03371451422572136,
0.052528079599142075,
0.07099922001361847,
0.01664961874485016,
0.021947596222162247,
0.02336951158940792,
-0.07746671885251999,
0.03033701702952385,
0.003304409794509411,
0.0036760149523615837,
-0.06432925909757614,
-0.019489258527755737,
-0.0385272353887558,
0.03019084222614765,
-0.04485062509775162,
0.03055526129901409,
-0.05837579816579819,
-0.012882529757916927,
0.03803282603621483,
0.03881341218948364,
0.09847014397382736,
-0.08513372391462326,
0.10828234255313873,
-0.017037399113178253,
0.00004713362795882858,
-0.013192594051361084,
-0.009951484389603138,
0.039531320333480835,
-0.0017773364670574665,
-0.017524465918540955,
0.006400829181075096,
0.05059706047177315,
0.022312931716442108,
-0.018207333981990814,
-0.002315816003829241,
0.0594409704208374,
0.05817144364118576,
-0.03621473163366318,
-0.04651106521487236,
-0.006889231037348509,
-0.0005967961624264717,
-0.04286206513643265,
0.047688692808151245,
0.0027468327898532152,
0.017355168238282204,
0.033518966287374496,
-0.011222196742892265,
0.007219434250146151,
-0.06609644740819931,
0.02419969253242016,
-0.03621403127908707,
-0.04300006106495857,
-0.008775526657700539,
0.049881789833307266,
-0.004531966056674719,
0.0007308018975891173,
-0.038405418395996094,
0.0015572633128613234,
0.06583695113658905,
-0.029952405020594597,
0.10411104559898376,
0.009256573393940926,
0.037433721125125885,
-0.05928409472107887,
-0.002332594245672226,
0.06830799579620361,
0.042296215891838074,
0.01273108646273613,
-0.05501265823841095,
-0.02799694426357746,
-0.0012518605217337608,
0.05780068412423134,
0.00456012599170208,
-0.026598293334245682,
-0.028345828875899315,
0.03273987025022507,
-0.07252557575702667,
-0.019547028467059135,
-0.006808351259678602,
0.03911726176738739,
0.05025993660092354,
0.006860881112515926,
0.04264179617166519,
-0.030986981466412544,
-0.01681600697338581,
0.06081215664744377,
0.056948382407426834,
0.03955335170030594,
-0.06991350650787354,
-1.1396374568538883e-33,
0.06809733808040619,
0.04270653799176216,
-0.03815184161067009,
-0.03760295733809471,
0.03551000729203224,
-0.013069525361061096,
0.00676071597263217,
0.023155750706791878,
0.07330502569675446,
-0.05296432971954346,
-0.033971406519412994,
0.07800838351249695,
0.01904662512242794,
0.04748494178056717,
0.1021789014339447,
0.015210563316941261,
-0.01844506710767746,
-0.005636613350361586,
0.024614684283733368,
-0.14151734113693237,
-0.021880870684981346,
0.0680193081498146,
-0.05343546345829964,
-0.03528808057308197,
-0.0179434847086668,
0.008655312471091747,
-0.06206278130412102,
-0.03981534391641617,
-0.024143721908330917,
0.02059062570333481,
-0.07120413333177567,
0.03951726481318474,
0.0030862281564623117,
0.07286297529935837,
0.04675242304801941,
0.04685540124773979,
-0.048675283789634705,
0.0009197978652082384,
-0.005857496988028288,
-0.07172010838985443,
-0.036287322640419006,
0.033557094633579254,
0.001298916176892817,
-0.007893739268183708,
-0.0033371145837008953,
-0.05715494975447655,
0.027911709621548653,
0.053735531866550446,
-0.05270921066403389,
-0.05390573665499687,
0.018501119688153267,
-0.011114032939076424,
-0.11756820976734161,
-0.08327800035476685,
-0.022187676280736923,
0.014928564429283142,
0.03432280197739601,
0.10417170077562332,
0.05040451139211655,
0.10346313565969467,
0.0047340914607048035,
0.008903736248612404,
0.05416514351963997,
0.05133835971355438,
-0.0088797677308321,
-0.02707960642874241,
-0.037558212876319885,
-0.06059432029724121,
0.15855862200260162,
0.030433865264058113,
-0.035927582532167435,
0.015048428438603878,
-0.03380628302693367,
-0.011388630606234074,
-0.0041633592918515205,
0.02341403253376484,
-0.01900574006140232,
-0.0883636400103569,
-0.12867842614650726,
-0.0031344767194241285,
0.032882146537303925,
-0.04270166903734207,
-0.0803256705403328,
-0.05212639644742012,
0.02414776384830475,
-0.06983164697885513,
0.0338849276304245,
0.031245660036802292,
-0.07625822722911835,
0.0024209613911807537,
-0.009862489998340607,
-0.06608664244413376,
0.11092033237218857,
0.031155552715063095,
0.032156385481357574,
-9.999375756048406e-34,
-0.027431219816207886,
-0.009300644509494305,
0.005268154200166464,
0.07636471837759018,
0.03637538105249405,
-0.07431000471115112,
0.021180324256420135,
0.10136136412620544,
0.009490255266427994,
0.07234622538089752,
-0.05413510277867317,
0.0936448723077774,
0.05713895708322525,
0.07260191440582275,
-0.07819657027721405,
-0.07644716650247574,
0.09205758571624756,
-0.037676405161619186,
0.014991545118391514,
-0.012450214475393295,
-0.015404949896037579,
-0.04194045811891556,
-0.05207522585988045,
0.07042749971151352,
0.05616892874240875,
0.033015184104442596,
-0.0634852722287178,
0.034292370080947876,
-0.032303616404533386,
0.12077812105417252,
0.0030171459075063467,
-0.07486120611429214,
-0.0901339128613472,
0.017373504117131233,
0.04451148957014084,
-0.0627918466925621,
-0.03905724361538887,
0.08349377661943436,
-0.01995599828660488,
0.03414072096347809,
-0.06672493368387222,
-0.05326976627111435,
-0.0028731762431561947,
0.04801914840936661,
0.09466728568077087,
-0.008937664330005646,
0.05448373779654503,
0.03933441638946533,
-0.07112932950258255,
0.01569240167737007,
-0.009422676637768745,
0.008770814165472984,
0.0363624133169651,
-0.054390326142311096,
-0.07049238681793213,
0.10064627975225449,
0.012919185683131218,
-0.01056001614779234,
-0.0415470153093338,
0.007290202658623457,
-0.03504849225282669,
-0.04484871029853821,
0.08178097009658813,
-0.04064889997243881,
0.05464398115873337,
-0.09497546404600143,
-0.04787743464112282,
-0.163105770945549,
-0.007277939468622208,
0.02165229059755802,
0.0915118083357811,
-0.07809041440486908,
-0.06356564909219742,
0.0022845591884106398,
0.012774215079843998,
-0.03526596352458,
0.06881611794233322,
0.04694937914609909,
-0.024445582181215286,
0.023536602035164833,
-0.05658290907740593,
0.026366503909230232,
-0.051015228033065796,
0.023956414312124252,
-0.09346164017915726,
0.02552640624344349,
0.0058462112210690975,
0.10294011980295181,
0.04304008185863495,
-0.004891556687653065,
0.09531867504119873,
-0.10032930970191956,
-0.007972036488354206,
0.009759449400007725,
0.018879057839512825,
-3.583510022053815e-8,
-0.05396708473563194,
0.0015604054788127542,
0.0284487996250391,
0.00343512324616313,
0.06903138011693954,
0.00810636393725872,
0.09068780392408371,
0.023495731875300407,
0.07020976394414902,
0.00818446185439825,
0.03905527666211128,
0.07017732411623001,
0.023528261110186577,
0.040178872644901276,
-0.009143277071416378,
-0.022100048139691353,
-0.012488259933888912,
0.009394301101565361,
-0.04396526888012886,
0.001320396433584392,
-0.0532933734357357,
-0.11634919047355652,
-0.07108639180660248,
0.025638291612267494,
-0.06902650743722916,
-0.10106277465820312,
-0.05644216015934944,
-0.0900077149271965,
-0.06884203851222992,
0.0426972322165966,
0.0021293305326253176,
-0.0009260756778530777,
0.10489089041948318,
0.09561319649219513,
-0.05166610702872276,
0.004096444696187973,
-0.0055590225383639336,
0.004339044447988272,
0.040921084582805634,
-0.04161619022488594,
0.01111892331391573,
0.004632582422345877,
-0.010251970030367374,
0.002141684526577592,
-0.05939691886305809,
-0.028527287766337395,
0.10203228145837784,
0.0344625785946846,
-0.016259999945759773,
0.03901573643088341,
0.05410068482160568,
-0.081102155148983,
-0.0763523057103157,
-0.050895921885967255,
-0.027759013697504997,
0.0008924720459617674,
-0.030605824664235115,
-0.03342598304152489,
0.04874665290117264,
-0.016644291579723358,
-0.07718455046415329,
0.04416491091251373,
0.011767994612455368,
0.010748232714831829
] | null | null | null | null | null | null | null |
[
-0.06369587779045105,
-0.02297058142721653,
0.010437685064971447,
0.023126164451241493,
0.003311353037133813,
0.027875937521457672,
0.06918488442897797,
-0.09671949595212936,
0.025316733866930008,
-0.010434179566800594,
0.07561612129211426,
-0.08895459771156311,
-0.018771415576338768,
-0.00784253515303135,
0.034155819565057755,
-0.07344254851341248,
-0.05226564407348633,
-0.030704932287335396,
0.0062882546335458755,
-0.013784028589725494,
0.0656588077545166,
-0.00615320447832346,
-0.0028905400540679693,
0.041397564113140106,
0.048929374665021896,
-0.006841041147708893,
-0.06254027783870697,
-0.011692918837070465,
0.04247118905186653,
-0.08160285651683807,
-0.05863185226917267,
0.10800908505916595,
-0.02346842922270298,
0.034642454236745834,
0.010037523694336414,
0.028928739950060844,
0.03151226043701172,
0.017108559608459473,
0.03371451422572136,
0.052528079599142075,
0.07099922001361847,
0.01664961874485016,
0.021947596222162247,
0.02336951158940792,
-0.07746671885251999,
0.03033701702952385,
0.003304409794509411,
0.0036760149523615837,
-0.06432925909757614,
-0.019489258527755737,
-0.0385272353887558,
0.03019084222614765,
-0.04485062509775162,
0.03055526129901409,
-0.05837579816579819,
-0.012882529757916927,
0.03803282603621483,
0.03881341218948364,
0.09847014397382736,
-0.08513372391462326,
0.10828234255313873,
-0.017037399113178253,
0.00004713362795882858,
-0.013192594051361084,
-0.009951484389603138,
0.039531320333480835,
-0.0017773364670574665,
-0.017524465918540955,
0.006400829181075096,
0.05059706047177315,
0.022312931716442108,
-0.018207333981990814,
-0.002315816003829241,
0.0594409704208374,
0.05817144364118576,
-0.03621473163366318,
-0.04651106521487236,
-0.006889231037348509,
-0.0005967961624264717,
-0.04286206513643265,
0.047688692808151245,
0.0027468327898532152,
0.017355168238282204,
0.033518966287374496,
-0.011222196742892265,
0.007219434250146151,
-0.06609644740819931,
0.02419969253242016,
-0.03621403127908707,
-0.04300006106495857,
-0.008775526657700539,
0.049881789833307266,
-0.004531966056674719,
0.0007308018975891173,
-0.038405418395996094,
0.0015572633128613234,
0.06583695113658905,
-0.029952405020594597,
0.10411104559898376,
0.009256573393940926,
0.037433721125125885,
-0.05928409472107887,
-0.002332594245672226,
0.06830799579620361,
0.042296215891838074,
0.01273108646273613,
-0.05501265823841095,
-0.02799694426357746,
-0.0012518605217337608,
0.05780068412423134,
0.00456012599170208,
-0.026598293334245682,
-0.028345828875899315,
0.03273987025022507,
-0.07252557575702667,
-0.019547028467059135,
-0.006808351259678602,
0.03911726176738739,
0.05025993660092354,
0.006860881112515926,
0.04264179617166519,
-0.030986981466412544,
-0.01681600697338581,
0.06081215664744377,
0.056948382407426834,
0.03955335170030594,
-0.06991350650787354,
-1.1396374568538883e-33,
0.06809733808040619,
0.04270653799176216,
-0.03815184161067009,
-0.03760295733809471,
0.03551000729203224,
-0.013069525361061096,
0.00676071597263217,
0.023155750706791878,
0.07330502569675446,
-0.05296432971954346,
-0.033971406519412994,
0.07800838351249695,
0.01904662512242794,
0.04748494178056717,
0.1021789014339447,
0.015210563316941261,
-0.01844506710767746,
-0.005636613350361586,
0.024614684283733368,
-0.14151734113693237,
-0.021880870684981346,
0.0680193081498146,
-0.05343546345829964,
-0.03528808057308197,
-0.0179434847086668,
0.008655312471091747,
-0.06206278130412102,
-0.03981534391641617,
-0.024143721908330917,
0.02059062570333481,
-0.07120413333177567,
0.03951726481318474,
0.0030862281564623117,
0.07286297529935837,
0.04675242304801941,
0.04685540124773979,
-0.048675283789634705,
0.0009197978652082384,
-0.005857496988028288,
-0.07172010838985443,
-0.036287322640419006,
0.033557094633579254,
0.001298916176892817,
-0.007893739268183708,
-0.0033371145837008953,
-0.05715494975447655,
0.027911709621548653,
0.053735531866550446,
-0.05270921066403389,
-0.05390573665499687,
0.018501119688153267,
-0.011114032939076424,
-0.11756820976734161,
-0.08327800035476685,
-0.022187676280736923,
0.014928564429283142,
0.03432280197739601,
0.10417170077562332,
0.05040451139211655,
0.10346313565969467,
0.0047340914607048035,
0.008903736248612404,
0.05416514351963997,
0.05133835971355438,
-0.0088797677308321,
-0.02707960642874241,
-0.037558212876319885,
-0.06059432029724121,
0.15855862200260162,
0.030433865264058113,
-0.035927582532167435,
0.015048428438603878,
-0.03380628302693367,
-0.011388630606234074,
-0.0041633592918515205,
0.02341403253376484,
-0.01900574006140232,
-0.0883636400103569,
-0.12867842614650726,
-0.0031344767194241285,
0.032882146537303925,
-0.04270166903734207,
-0.0803256705403328,
-0.05212639644742012,
0.02414776384830475,
-0.06983164697885513,
0.0338849276304245,
0.031245660036802292,
-0.07625822722911835,
0.0024209613911807537,
-0.009862489998340607,
-0.06608664244413376,
0.11092033237218857,
0.031155552715063095,
0.032156385481357574,
-9.999375756048406e-34,
-0.027431219816207886,
-0.009300644509494305,
0.005268154200166464,
0.07636471837759018,
0.03637538105249405,
-0.07431000471115112,
0.021180324256420135,
0.10136136412620544,
0.009490255266427994,
0.07234622538089752,
-0.05413510277867317,
0.0936448723077774,
0.05713895708322525,
0.07260191440582275,
-0.07819657027721405,
-0.07644716650247574,
0.09205758571624756,
-0.037676405161619186,
0.014991545118391514,
-0.012450214475393295,
-0.015404949896037579,
-0.04194045811891556,
-0.05207522585988045,
0.07042749971151352,
0.05616892874240875,
0.033015184104442596,
-0.0634852722287178,
0.034292370080947876,
-0.032303616404533386,
0.12077812105417252,
0.0030171459075063467,
-0.07486120611429214,
-0.0901339128613472,
0.017373504117131233,
0.04451148957014084,
-0.0627918466925621,
-0.03905724361538887,
0.08349377661943436,
-0.01995599828660488,
0.03414072096347809,
-0.06672493368387222,
-0.05326976627111435,
-0.0028731762431561947,
0.04801914840936661,
0.09466728568077087,
-0.008937664330005646,
0.05448373779654503,
0.03933441638946533,
-0.07112932950258255,
0.01569240167737007,
-0.009422676637768745,
0.008770814165472984,
0.0363624133169651,
-0.054390326142311096,
-0.07049238681793213,
0.10064627975225449,
0.012919185683131218,
-0.01056001614779234,
-0.0415470153093338,
0.007290202658623457,
-0.03504849225282669,
-0.04484871029853821,
0.08178097009658813,
-0.04064889997243881,
0.05464398115873337,
-0.09497546404600143,
-0.04787743464112282,
-0.163105770945549,
-0.007277939468622208,
0.02165229059755802,
0.0915118083357811,
-0.07809041440486908,
-0.06356564909219742,
0.0022845591884106398,
0.012774215079843998,
-0.03526596352458,
0.06881611794233322,
0.04694937914609909,
-0.024445582181215286,
0.023536602035164833,
-0.05658290907740593,
0.026366503909230232,
-0.051015228033065796,
0.023956414312124252,
-0.09346164017915726,
0.02552640624344349,
0.0058462112210690975,
0.10294011980295181,
0.04304008185863495,
-0.004891556687653065,
0.09531867504119873,
-0.10032930970191956,
-0.007972036488354206,
0.009759449400007725,
0.018879057839512825,
-3.583510022053815e-8,
-0.05396708473563194,
0.0015604054788127542,
0.0284487996250391,
0.00343512324616313,
0.06903138011693954,
0.00810636393725872,
0.09068780392408371,
0.023495731875300407,
0.07020976394414902,
0.00818446185439825,
0.03905527666211128,
0.07017732411623001,
0.023528261110186577,
0.040178872644901276,
-0.009143277071416378,
-0.022100048139691353,
-0.012488259933888912,
0.009394301101565361,
-0.04396526888012886,
0.001320396433584392,
-0.0532933734357357,
-0.11634919047355652,
-0.07108639180660248,
0.025638291612267494,
-0.06902650743722916,
-0.10106277465820312,
-0.05644216015934944,
-0.0900077149271965,
-0.06884203851222992,
0.0426972322165966,
0.0021293305326253176,
-0.0009260756778530777,
0.10489089041948318,
0.09561319649219513,
-0.05166610702872276,
0.004096444696187973,
-0.0055590225383639336,
0.004339044447988272,
0.040921084582805634,
-0.04161619022488594,
0.01111892331391573,
0.004632582422345877,
-0.010251970030367374,
0.002141684526577592,
-0.05939691886305809,
-0.028527287766337395,
0.10203228145837784,
0.0344625785946846,
-0.016259999945759773,
0.03901573643088341,
0.05410068482160568,
-0.081102155148983,
-0.0763523057103157,
-0.050895921885967255,
-0.027759013697504997,
0.0008924720459617674,
-0.030605824664235115,
-0.03342598304152489,
0.04874665290117264,
-0.016644291579723358,
-0.07718455046415329,
0.04416491091251373,
0.011767994612455368,
0.010748232714831829
] |
1402.3449
|
Masaki Nakanishi
|
Masaki Nakanishi
|
Quantum Pushdown Automata with a Garbage Tape
|
v3 Proofs in Section 4 were revised. Introduction was revised.
Theorem 1 was removed since Theorem 2, which is Theorem 1 in the new version,
is the generalization of it. Several other minor revisions were made. v4 The
well-formedness conditions were added. Several other minor revisions were
made
| null | null | null |
quant-ph cs.CC cs.FL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Several kinds of quantum pushdown automaton models have been proposed, and
their computational power is investigated intensively. However, for some
quantum pushdown automaton models, it is not known whether quantum models are
at least as powerful as classical counterparts or not. This is due to the
reversibility restriction. In this paper, we introduce a new quantum pushdown
automaton model that has a garbage tape. This model can overcome the
reversibility restriction by exploiting the garbage tape to store popped
symbols. We show that the proposed model can simulate any quantum pushdown
automaton with a classical stack as well as any probabilistic pushdown
automaton. We also show that our model can solve a certain promise problem
exactly while deterministic pushdown automata cannot. These results imply that
our model is strictly more powerful than classical counterparts in the setting
of exact, one-sided error and non-deterministic computation.
|
[
{
"created": "Fri, 14 Feb 2014 12:31:15 GMT",
"version": "v1"
},
{
"created": "Sun, 27 Apr 2014 09:32:16 GMT",
"version": "v2"
},
{
"created": "Wed, 13 Aug 2014 08:29:39 GMT",
"version": "v3"
},
{
"created": "Thu, 2 Oct 2014 06:42:29 GMT",
"version": "v4"
}
] |
2014-10-03
|
[
[
"Nakanishi",
"Masaki",
""
]
] |
[
-0.0780167356133461,
-0.02831457369029522,
-0.0180888082832098,
0.0484205037355423,
-0.1148284375667572,
0.011787276715040207,
-0.0365348719060421,
-0.02799643948674202,
0.02907501719892025,
-0.020729564130306244,
0.02612261474132538,
-0.03653577342629433,
-0.041271377354860306,
0.10475508123636246,
-0.021894002333283424,
0.011834745295345783,
0.03791879490017891,
-0.0077175600454211235,
-0.014851970598101616,
-0.004487859085202217,
-0.01085036899894476,
0.016262691468000412,
-0.0016343571478500962,
0.026093855500221252,
0.002083276165649295,
-0.034600500017404556,
-0.0675002783536911,
-0.027848495170474052,
0.04180413857102394,
0.009992541745305061,
0.027061834931373596,
-0.045732054859399796,
-0.01960749551653862,
-0.03681536018848419,
0.01788887195289135,
0.05711358040571213,
0.010544977150857449,
-0.06982166320085526,
0.04739226773381233,
-0.027803784236311913,
0.0857163816690445,
0.008438766933977604,
-0.05344549939036369,
0.00894475169479847,
0.014724763110280037,
0.002333918819203973,
0.04423481598496437,
0.063295379281044,
-0.055516794323921204,
-0.0934513509273529,
-0.0016504073282703757,
0.050217460840940475,
0.008579643443226814,
-0.006444795057177544,
0.05623650550842285,
-0.020042402669787407,
0.053872451186180115,
-0.029647160321474075,
-0.07547438889741898,
-0.023223349824547768,
-0.05346556380391121,
-0.031403228640556335,
-0.02317582070827484,
-0.03419169411063194,
0.12264315038919449,
0.04530547559261322,
-0.06279245018959045,
0.03506186231970787,
-0.004734467249363661,
0.10908873379230499,
-0.05223901569843292,
-0.07394291460514069,
-0.086160808801651,
0.004974103532731533,
0.02984616532921791,
-0.03224204480648041,
-0.03401067480444908,
-0.018369218334555626,
-0.05061187222599983,
0.00499602360650897,
-0.03339146450161934,
-0.13609112799167633,
0.015520181506872177,
0.029183050617575645,
-0.030122678726911545,
0.07414178550243378,
-0.028536450117826462,
0.026806531473994255,
0.057613857090473175,
-0.10223742574453354,
-0.06967112421989441,
-0.08118057250976562,
0.06027504429221153,
0.036026567220687866,
0.008990434929728508,
-0.014316031709313393,
0.08838654309511185,
-0.08233126997947693,
-0.02074158377945423,
0.019739316776394844,
0.051769088953733444,
0.05662275478243828,
0.04307565093040466,
-0.06662565469741821,
0.003904102835804224,
0.009138228371739388,
-0.07020799070596695,
0.007734553422778845,
-0.052367959171533585,
-0.041511330753564835,
0.0697941854596138,
0.03791240230202675,
0.06887210160493851,
-0.005459784530103207,
-0.018777290359139442,
-0.0036495947279036045,
-0.042065370827913284,
0.03749191388487816,
-0.06365872174501419,
0.036954253911972046,
-0.01901589147746563,
0.011280584149062634,
-0.003431065008044243,
0.018920086324214935,
0.018878281116485596,
-0.02507041022181511,
-0.07491312175989151,
2.4265088872261298e-33,
0.049823097884655,
-0.0027608105447143316,
-0.03401938080787659,
0.014141355641186237,
0.10747626423835754,
-0.007646650075912476,
0.08592147380113602,
-0.06259189546108246,
-0.014039021916687489,
-0.029785998165607452,
0.0552140474319458,
0.023912079632282257,
-0.010810286737978458,
0.06178664788603783,
0.04261692240834236,
0.010514698922634125,
0.0015647376421838999,
-0.04112943634390831,
0.027169328182935715,
-0.04304758831858635,
0.09537268429994583,
0.027740344405174255,
-0.07897092401981354,
-0.05258435755968094,
0.03745591640472412,
0.01909278891980648,
0.05819973722100258,
0.07984071969985962,
-0.04271555691957474,
0.0046279835514724255,
-0.08173942565917969,
0.056552112102508545,
0.000056880744523368776,
-0.015122044831514359,
0.02178495191037655,
0.014534731395542622,
-0.06323722004890442,
-0.04286227747797966,
-0.021187037229537964,
-0.09985286742448807,
0.035772327333688736,
-0.01064548920840025,
-0.03750643506646156,
0.03460666164755821,
-0.013245358131825924,
-0.05642978847026825,
0.05263198912143707,
-0.048690102994441986,
-0.014327125623822212,
-0.09643043577671051,
0.09651130437850952,
-0.034708112478256226,
-0.08809661865234375,
-0.008616520091891289,
0.036243464797735214,
-0.02047746628522873,
0.06626376509666443,
0.07028438150882721,
-0.016326013952493668,
0.08729049563407898,
-0.07000316679477692,
0.04361437261104584,
-0.04581092670559883,
0.024898242205381393,
-0.058822669088840485,
0.04994666948914528,
-0.04740014672279358,
-0.03154439106583595,
-0.0010577177163213491,
0.11907745897769928,
0.004233406390994787,
0.08322366327047348,
-0.05493878573179245,
0.05230387672781944,
0.05509352684020996,
-0.04797784611582756,
0.04764341562986374,
-0.13114012777805328,
0.03428296744823456,
-0.04639667645096779,
0.02890477329492569,
-0.06716036796569824,
0.00020519470854196697,
0.032872725278139114,
0.05909626930952072,
-0.09328669309616089,
-0.05967506766319275,
-0.04943212494254112,
-0.055104419589042664,
-0.005580989643931389,
-0.04894016310572624,
-0.04361522197723389,
0.10794951021671295,
0.03311348706483841,
-0.06274686008691788,
-4.4839933635306804e-33,
-0.059145066887140274,
0.012711679562926292,
-0.02675534039735794,
0.09462039172649384,
-0.058696601539850235,
-0.04884327948093414,
0.0031165664549916983,
0.04327242448925972,
0.011199519969522953,
-0.028767066076397896,
-0.06149378791451454,
0.08253540098667145,
0.07713808864355087,
0.12140857428312302,
0.04724651202559471,
-0.0004279169952496886,
0.024873722344636917,
-0.06596580147743225,
0.04045681655406952,
-0.011286203749477863,
0.004484283272176981,
0.011001981794834137,
-0.008802714757621288,
0.028772206977009773,
-0.037837278097867966,
0.06650476902723312,
-0.02274157665669918,
0.04895947128534317,
0.07190020382404327,
-0.04871336743235588,
-0.006300501525402069,
-0.10339291393756866,
-0.03810366243124008,
-0.01964103803038597,
-0.05728177726268768,
-0.019547009840607643,
0.02948172576725483,
0.06708501279354095,
-0.02299877442419529,
-0.07340512424707413,
0.00783043447881937,
-0.032382480800151825,
-0.018344193696975708,
0.026249734684824944,
0.02915603294968605,
-0.038163576275110245,
-0.1070677861571312,
0.03165566176176071,
-0.03523102402687073,
-0.03951338678598404,
-0.025707146152853966,
0.016611309722065926,
0.11822852492332458,
0.08862073719501495,
-0.10601969063282013,
0.03683130070567131,
0.003526906482875347,
0.0361015722155571,
0.08716113120317459,
0.06822289526462555,
-0.0535203292965889,
-0.07119938731193542,
0.05137414112687111,
0.022280378267169,
0.04353492707014084,
-0.05938936769962311,
-0.06981053203344345,
-0.01803666166961193,
0.013194381259381771,
-0.020889274775981903,
0.013944072648882866,
0.00438933540135622,
0.022568535059690475,
-0.002115250565111637,
0.0438258983194828,
0.022552726790308952,
-0.07314500212669373,
-0.025051971897482872,
0.06539568305015564,
-0.0022609797306358814,
-0.017916131764650345,
0.08569531887769699,
-0.022186651825904846,
0.0033474985975772142,
-0.05357152968645096,
-0.0005134132807143033,
-0.030103396624326706,
0.010198098607361317,
0.005181869957596064,
0.007942822761833668,
0.05178745836019516,
0.04582526907324791,
0.0805586725473404,
0.04846882447600365,
-0.011304887011647224,
-3.7337123615088785e-8,
0.0064062862657010555,
0.002654311014339328,
0.04669063910841942,
-0.040550343692302704,
0.039939556270837784,
-0.0064619299955666065,
0.050311408936977386,
-0.07606668025255203,
0.03058350645005703,
-0.10765489935874939,
-0.01159962359815836,
-0.008432620204985142,
-0.051147978752851486,
0.0429961234331131,
-0.03378926217556,
0.08310804516077042,
-0.015391523949801922,
-0.036694131791591644,
-0.0010004995856434107,
0.0017430937150493264,
0.007732661906629801,
-0.002049283357337117,
0.04884984716773033,
0.03368457034230232,
-0.10814055055379868,
0.003699537366628647,
0.04404601454734802,
0.08907471597194672,
-0.03419319912791252,
0.08708430826663971,
0.010916578583419323,
0.0048306891694664955,
0.07227521389722824,
0.11532799154520035,
-0.06287986785173416,
0.029818307608366013,
0.0386396162211895,
-0.07417092472314835,
-0.010563032701611519,
0.030318472534418106,
0.07241327315568924,
-0.023046208545565605,
-0.10091772675514221,
0.0426318421959877,
-0.0077227633446455,
-0.05745146796107292,
-0.023865917697548866,
-0.10316098481416702,
0.052024152129888535,
0.0302798543125391,
-0.0009726404678076506,
-0.01102959830313921,
-0.038715291768312454,
-0.07256601005792618,
-0.03650891035795212,
0.03732728958129883,
0.007402603980153799,
-0.015837978571653366,
-0.025843830779194832,
0.10332528501749039,
0.049273163080215454,
-0.010261033661663532,
0.07822436094284058,
0.09684424847364426
] | null | null | null | null | null | null | null |
[
-0.0780167356133461,
-0.02831457369029522,
-0.0180888082832098,
0.0484205037355423,
-0.1148284375667572,
0.011787276715040207,
-0.0365348719060421,
-0.02799643948674202,
0.02907501719892025,
-0.020729564130306244,
0.02612261474132538,
-0.03653577342629433,
-0.041271377354860306,
0.10475508123636246,
-0.021894002333283424,
0.011834745295345783,
0.03791879490017891,
-0.0077175600454211235,
-0.014851970598101616,
-0.004487859085202217,
-0.01085036899894476,
0.016262691468000412,
-0.0016343571478500962,
0.026093855500221252,
0.002083276165649295,
-0.034600500017404556,
-0.0675002783536911,
-0.027848495170474052,
0.04180413857102394,
0.009992541745305061,
0.027061834931373596,
-0.045732054859399796,
-0.01960749551653862,
-0.03681536018848419,
0.01788887195289135,
0.05711358040571213,
0.010544977150857449,
-0.06982166320085526,
0.04739226773381233,
-0.027803784236311913,
0.0857163816690445,
0.008438766933977604,
-0.05344549939036369,
0.00894475169479847,
0.014724763110280037,
0.002333918819203973,
0.04423481598496437,
0.063295379281044,
-0.055516794323921204,
-0.0934513509273529,
-0.0016504073282703757,
0.050217460840940475,
0.008579643443226814,
-0.006444795057177544,
0.05623650550842285,
-0.020042402669787407,
0.053872451186180115,
-0.029647160321474075,
-0.07547438889741898,
-0.023223349824547768,
-0.05346556380391121,
-0.031403228640556335,
-0.02317582070827484,
-0.03419169411063194,
0.12264315038919449,
0.04530547559261322,
-0.06279245018959045,
0.03506186231970787,
-0.004734467249363661,
0.10908873379230499,
-0.05223901569843292,
-0.07394291460514069,
-0.086160808801651,
0.004974103532731533,
0.02984616532921791,
-0.03224204480648041,
-0.03401067480444908,
-0.018369218334555626,
-0.05061187222599983,
0.00499602360650897,
-0.03339146450161934,
-0.13609112799167633,
0.015520181506872177,
0.029183050617575645,
-0.030122678726911545,
0.07414178550243378,
-0.028536450117826462,
0.026806531473994255,
0.057613857090473175,
-0.10223742574453354,
-0.06967112421989441,
-0.08118057250976562,
0.06027504429221153,
0.036026567220687866,
0.008990434929728508,
-0.014316031709313393,
0.08838654309511185,
-0.08233126997947693,
-0.02074158377945423,
0.019739316776394844,
0.051769088953733444,
0.05662275478243828,
0.04307565093040466,
-0.06662565469741821,
0.003904102835804224,
0.009138228371739388,
-0.07020799070596695,
0.007734553422778845,
-0.052367959171533585,
-0.041511330753564835,
0.0697941854596138,
0.03791240230202675,
0.06887210160493851,
-0.005459784530103207,
-0.018777290359139442,
-0.0036495947279036045,
-0.042065370827913284,
0.03749191388487816,
-0.06365872174501419,
0.036954253911972046,
-0.01901589147746563,
0.011280584149062634,
-0.003431065008044243,
0.018920086324214935,
0.018878281116485596,
-0.02507041022181511,
-0.07491312175989151,
2.4265088872261298e-33,
0.049823097884655,
-0.0027608105447143316,
-0.03401938080787659,
0.014141355641186237,
0.10747626423835754,
-0.007646650075912476,
0.08592147380113602,
-0.06259189546108246,
-0.014039021916687489,
-0.029785998165607452,
0.0552140474319458,
0.023912079632282257,
-0.010810286737978458,
0.06178664788603783,
0.04261692240834236,
0.010514698922634125,
0.0015647376421838999,
-0.04112943634390831,
0.027169328182935715,
-0.04304758831858635,
0.09537268429994583,
0.027740344405174255,
-0.07897092401981354,
-0.05258435755968094,
0.03745591640472412,
0.01909278891980648,
0.05819973722100258,
0.07984071969985962,
-0.04271555691957474,
0.0046279835514724255,
-0.08173942565917969,
0.056552112102508545,
0.000056880744523368776,
-0.015122044831514359,
0.02178495191037655,
0.014534731395542622,
-0.06323722004890442,
-0.04286227747797966,
-0.021187037229537964,
-0.09985286742448807,
0.035772327333688736,
-0.01064548920840025,
-0.03750643506646156,
0.03460666164755821,
-0.013245358131825924,
-0.05642978847026825,
0.05263198912143707,
-0.048690102994441986,
-0.014327125623822212,
-0.09643043577671051,
0.09651130437850952,
-0.034708112478256226,
-0.08809661865234375,
-0.008616520091891289,
0.036243464797735214,
-0.02047746628522873,
0.06626376509666443,
0.07028438150882721,
-0.016326013952493668,
0.08729049563407898,
-0.07000316679477692,
0.04361437261104584,
-0.04581092670559883,
0.024898242205381393,
-0.058822669088840485,
0.04994666948914528,
-0.04740014672279358,
-0.03154439106583595,
-0.0010577177163213491,
0.11907745897769928,
0.004233406390994787,
0.08322366327047348,
-0.05493878573179245,
0.05230387672781944,
0.05509352684020996,
-0.04797784611582756,
0.04764341562986374,
-0.13114012777805328,
0.03428296744823456,
-0.04639667645096779,
0.02890477329492569,
-0.06716036796569824,
0.00020519470854196697,
0.032872725278139114,
0.05909626930952072,
-0.09328669309616089,
-0.05967506766319275,
-0.04943212494254112,
-0.055104419589042664,
-0.005580989643931389,
-0.04894016310572624,
-0.04361522197723389,
0.10794951021671295,
0.03311348706483841,
-0.06274686008691788,
-4.4839933635306804e-33,
-0.059145066887140274,
0.012711679562926292,
-0.02675534039735794,
0.09462039172649384,
-0.058696601539850235,
-0.04884327948093414,
0.0031165664549916983,
0.04327242448925972,
0.011199519969522953,
-0.028767066076397896,
-0.06149378791451454,
0.08253540098667145,
0.07713808864355087,
0.12140857428312302,
0.04724651202559471,
-0.0004279169952496886,
0.024873722344636917,
-0.06596580147743225,
0.04045681655406952,
-0.011286203749477863,
0.004484283272176981,
0.011001981794834137,
-0.008802714757621288,
0.028772206977009773,
-0.037837278097867966,
0.06650476902723312,
-0.02274157665669918,
0.04895947128534317,
0.07190020382404327,
-0.04871336743235588,
-0.006300501525402069,
-0.10339291393756866,
-0.03810366243124008,
-0.01964103803038597,
-0.05728177726268768,
-0.019547009840607643,
0.02948172576725483,
0.06708501279354095,
-0.02299877442419529,
-0.07340512424707413,
0.00783043447881937,
-0.032382480800151825,
-0.018344193696975708,
0.026249734684824944,
0.02915603294968605,
-0.038163576275110245,
-0.1070677861571312,
0.03165566176176071,
-0.03523102402687073,
-0.03951338678598404,
-0.025707146152853966,
0.016611309722065926,
0.11822852492332458,
0.08862073719501495,
-0.10601969063282013,
0.03683130070567131,
0.003526906482875347,
0.0361015722155571,
0.08716113120317459,
0.06822289526462555,
-0.0535203292965889,
-0.07119938731193542,
0.05137414112687111,
0.022280378267169,
0.04353492707014084,
-0.05938936769962311,
-0.06981053203344345,
-0.01803666166961193,
0.013194381259381771,
-0.020889274775981903,
0.013944072648882866,
0.00438933540135622,
0.022568535059690475,
-0.002115250565111637,
0.0438258983194828,
0.022552726790308952,
-0.07314500212669373,
-0.025051971897482872,
0.06539568305015564,
-0.0022609797306358814,
-0.017916131764650345,
0.08569531887769699,
-0.022186651825904846,
0.0033474985975772142,
-0.05357152968645096,
-0.0005134132807143033,
-0.030103396624326706,
0.010198098607361317,
0.005181869957596064,
0.007942822761833668,
0.05178745836019516,
0.04582526907324791,
0.0805586725473404,
0.04846882447600365,
-0.011304887011647224,
-3.7337123615088785e-8,
0.0064062862657010555,
0.002654311014339328,
0.04669063910841942,
-0.040550343692302704,
0.039939556270837784,
-0.0064619299955666065,
0.050311408936977386,
-0.07606668025255203,
0.03058350645005703,
-0.10765489935874939,
-0.01159962359815836,
-0.008432620204985142,
-0.051147978752851486,
0.0429961234331131,
-0.03378926217556,
0.08310804516077042,
-0.015391523949801922,
-0.036694131791591644,
-0.0010004995856434107,
0.0017430937150493264,
0.007732661906629801,
-0.002049283357337117,
0.04884984716773033,
0.03368457034230232,
-0.10814055055379868,
0.003699537366628647,
0.04404601454734802,
0.08907471597194672,
-0.03419319912791252,
0.08708430826663971,
0.010916578583419323,
0.0048306891694664955,
0.07227521389722824,
0.11532799154520035,
-0.06287986785173416,
0.029818307608366013,
0.0386396162211895,
-0.07417092472314835,
-0.010563032701611519,
0.030318472534418106,
0.07241327315568924,
-0.023046208545565605,
-0.10091772675514221,
0.0426318421959877,
-0.0077227633446455,
-0.05745146796107292,
-0.023865917697548866,
-0.10316098481416702,
0.052024152129888535,
0.0302798543125391,
-0.0009726404678076506,
-0.01102959830313921,
-0.038715291768312454,
-0.07256601005792618,
-0.03650891035795212,
0.03732728958129883,
0.007402603980153799,
-0.015837978571653366,
-0.025843830779194832,
0.10332528501749039,
0.049273163080215454,
-0.010261033661663532,
0.07822436094284058,
0.09684424847364426
] |
1402.3450
|
Ioannis Caragiannis
|
Ioannis Caragiannis and Angelo Fanelli and Nick Gravin
|
Short sequences of improvement moves lead to approximate equilibria in
constraint satisfaction games
|
12 pages
| null | null | null |
cs.GT cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present an algorithm that computes approximate pure Nash equilibria in a
broad class of constraint satisfaction games that generalize the well-known cut
and party affiliation games. Our results improve previous ones by Bhalgat et
al.~(EC 10) in terms of the obtained approximation guarantee. More importantly,
our algorithm identifies a polynomially-long sequence of improvement moves from
any initial state to an approximate equilibrium in these games. The existence
of such short sequences is an interesting structural property which, to the
best of our knowledge, was not known before. Our techniques adapt and extend
our previous work for congestion games (FOCS 11) but the current analysis is
considerably simpler.
|
[
{
"created": "Fri, 14 Feb 2014 12:31:36 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Caragiannis",
"Ioannis",
""
],
[
"Fanelli",
"Angelo",
""
],
[
"Gravin",
"Nick",
""
]
] |
[
-0.053059328347444534,
0.03181600570678711,
0.016060080379247665,
-0.0718807801604271,
-0.01890760101377964,
0.07760503143072128,
0.06605730950832367,
-0.045678239315748215,
-0.034444525837898254,
0.09057582914829254,
-0.07479173690080643,
-0.0001657519314903766,
0.036743395030498505,
0.04220636934041977,
0.012307991273701191,
0.035290107131004333,
0.1161455437541008,
0.028739573433995247,
0.007651090156286955,
0.000549202086403966,
-0.06223831698298454,
-0.02803180180490017,
0.006995771080255508,
-0.020017709583044052,
0.05618564039468765,
-0.058010343462228775,
0.0066084288991987705,
0.03152058273553848,
-0.03709429129958153,
0.017364876344799995,
0.008588538505136967,
-0.027019845321774483,
0.010499046184122562,
-0.01965736597776413,
-0.0010083384113386273,
0.025128861889243126,
-0.12416929006576538,
-0.08390061557292938,
-0.11340269446372986,
0.01941356621682644,
0.007300668396055698,
0.07246948033571243,
-0.013474461622536182,
0.02688715234398842,
-0.016687985509634018,
0.017470428720116615,
0.005124103277921677,
0.06504344940185547,
-0.03430717810988426,
-0.0673697292804718,
-0.048236530274152756,
0.09768213331699371,
-0.036477673798799515,
0.060652993619441986,
0.03550524264574051,
-0.05389905720949173,
-0.03656960651278496,
0.027356229722499847,
-0.014173117466270924,
0.08942097425460815,
0.004726259503513575,
-0.03392142057418823,
-0.044359296560287476,
-0.009779702872037888,
0.01967146247625351,
0.001455931575037539,
0.04876308888196945,
0.057285163551568985,
-0.06098794937133789,
0.05357186123728752,
-0.01453418005257845,
0.015042798593640327,
-0.04679522663354874,
-0.03262954205274582,
0.05109179764986038,
0.06735342741012573,
0.02517351694405079,
0.041720643639564514,
-0.008707542903721333,
0.07450077682733536,
-0.06613422185182571,
-0.03192349523305893,
-0.020364874973893166,
0.02944667637348175,
-0.03764595463871956,
-0.14195118844509125,
-0.018167123198509216,
-0.026600079610943794,
0.12562689185142517,
-0.01680613122880459,
-0.06324983388185501,
0.0526520200073719,
0.07058504223823547,
-0.022837933152914047,
0.07327979058027267,
0.023665819317102432,
0.017240267246961594,
-0.08100671321153641,
0.057127825915813446,
0.12708066403865814,
-0.05692363157868385,
0.0851532593369484,
-0.060993172228336334,
-0.08972655981779099,
0.10121072828769684,
0.06596306711435318,
-0.06438358128070831,
0.03972511738538742,
-0.037759408354759216,
-0.035137876868247986,
0.0028891300316900015,
0.008928762748837471,
0.06878238171339035,
-0.0089742261916399,
0.004051178228110075,
0.011820108629763126,
0.05872965604066849,
-0.010246338322758675,
0.022006403654813766,
0.01431563962250948,
0.0369412936270237,
-0.008628918789327145,
0.057978469878435135,
0.01868615485727787,
-0.016665253788232803,
0.04742368310689926,
-0.02667459473013878,
1.0790362231296877e-33,
-0.02800143137574196,
-0.02381390891969204,
0.03675181418657303,
0.05053294450044632,
-0.022794567048549652,
0.05380186066031456,
0.02040071412920952,
-0.010218975134193897,
-0.07140389084815979,
0.03731629624962807,
-0.07454558461904526,
0.04739405959844589,
-0.023961057886481285,
0.008434505201876163,
0.07398176193237305,
-0.1042148619890213,
-0.01616503670811653,
0.025246351957321167,
-0.01664361171424389,
-0.022770293056964874,
0.04478676617145538,
0.002645518397912383,
0.05502088740468025,
-0.06645819544792175,
0.0220476184040308,
0.04526512697339058,
-0.03934242203831673,
-0.024072298780083656,
0.1018105074763298,
-0.05096825212240219,
-0.029192833229899406,
0.014264573343098164,
-0.010078111663460732,
0.06074051186442375,
-0.015310743823647499,
0.06473837792873383,
-0.06547347456216812,
-0.04252013936638832,
0.005709374789148569,
-0.006735322996973991,
-0.018871959298849106,
0.015015577897429466,
-0.06512690335512161,
0.007887579500675201,
-0.11279245465993881,
-0.08252803236246109,
-0.039836060255765915,
-0.019539326429367065,
-0.039019305258989334,
0.04410726577043533,
-0.03855012729763985,
0.02053745649755001,
0.0010219236137345433,
-0.022027498111128807,
-0.0399072989821434,
-0.08924355357885361,
0.00426044687628746,
0.045643165707588196,
-0.05020321160554886,
0.0015235431492328644,
0.07144323736429214,
-0.0989266112446785,
-0.0039102970622479916,
-0.0773148238658905,
-0.0428655743598938,
0.11772530525922775,
-0.04858826845884323,
0.013518933206796646,
0.09239916503429413,
-0.06493182480335236,
0.001159120351076126,
0.028200725093483925,
0.0025248336605727673,
0.02793281152844429,
0.047652557492256165,
0.009839694015681744,
0.026594556868076324,
-0.04703052341938019,
0.009394940920174122,
-0.03274860605597496,
-0.03871285915374756,
0.04217594489455223,
0.02244693413376808,
-0.04723237082362175,
-0.05608942732214928,
-0.10583081096410751,
0.005448852200061083,
0.008356419391930103,
-0.0286544319242239,
-0.028273317962884903,
-0.06920722126960754,
-0.00004866778908763081,
0.014416626654565334,
0.07741359621286392,
0.1181948259472847,
-2.945152055830293e-33,
0.007191413082182407,
-0.0836435928940773,
-0.05390732362866402,
0.0031889446545392275,
0.037186626344919205,
-0.04939103499054909,
-0.022913454100489616,
-0.04283667355775833,
0.05950773134827614,
0.020755724981427193,
-0.05897689610719681,
0.10001871734857559,
0.09926030039787292,
-0.02710924670100212,
-0.04475390911102295,
-0.0963287502527237,
0.04848530888557434,
0.0037026626523584127,
-0.0010372527176514268,
0.039388883858919144,
0.02149534411728382,
0.03297829255461693,
-0.040068261325359344,
-0.012564852833747864,
0.12855404615402222,
-0.0023438860662281513,
0.020544815808534622,
-0.041045088320970535,
-0.04518268257379532,
0.02497543767094612,
-0.046217843890190125,
-0.11508616805076599,
-0.13031572103500366,
-0.011873110197484493,
0.07269320636987686,
0.00384115194901824,
-0.0015276175690814853,
0.09273868054151535,
-0.015521807596087456,
0.026814235374331474,
0.07303253561258316,
-0.1233445256948471,
-0.07710255682468414,
0.08915621787309647,
0.04446667432785034,
0.04032309353351593,
-0.0403815358877182,
-0.013144705444574356,
0.02277996391057968,
0.03343579173088074,
0.03648025542497635,
0.05901385471224785,
-0.022722870111465454,
0.05387701094150543,
0.0015120053431019187,
-0.03408200666308403,
-0.06111820414662361,
-0.005185632035136223,
0.013389961794018745,
-0.02884700894355774,
-0.018598157912492752,
0.011796808801591396,
-0.05760158598423004,
0.09294493496417999,
0.027489136904478073,
-0.010944457724690437,
-0.0465397834777832,
-0.07105149328708649,
0.02740306407213211,
-0.04155006632208824,
-0.02897285483777523,
0.05677315592765808,
-0.04668055847287178,
0.02249889448285103,
0.024037152528762817,
0.049708835780620575,
0.044819097965955734,
0.07606831192970276,
0.05335494130849838,
-0.004065439570695162,
0.011761464178562164,
0.08865150064229965,
0.11370754987001419,
-0.0148916095495224,
0.01337134838104248,
-0.05029618367552757,
0.08623455464839935,
-0.006368796341121197,
-0.033674560487270355,
-0.022211261093616486,
0.07435691356658936,
-0.029457295313477516,
0.040439456701278687,
-0.010028990916907787,
-0.06752093136310577,
-4.9827644232891544e-8,
-0.021704351529479027,
0.016386523842811584,
-0.05104600638151169,
0.000790207355748862,
0.01897004060447216,
-0.00699247233569622,
-0.019951997324824333,
-0.007870269939303398,
-0.0741415023803711,
0.013514884747564793,
0.0593758225440979,
0.07954750955104828,
0.05742346867918968,
-0.006108858622610569,
-0.040566205978393555,
0.02479531057178974,
-0.055288638919591904,
0.016846422106027603,
-0.04513579607009888,
0.03074275702238083,
-0.0800490602850914,
0.05356045067310333,
-0.03226016089320183,
-0.012954307720065117,
-0.05832021310925484,
0.019453542307019234,
-0.01882515475153923,
0.03774607926607132,
0.07873435318470001,
0.04919937998056412,
0.019003374502062798,
-0.009438207373023033,
0.050136782228946686,
-0.09768018871545792,
0.012135207653045654,
0.1300487369298935,
-0.007817530073225498,
0.057844046503305435,
-0.05076352134346962,
-0.05757106468081474,
-0.012441710568964481,
-0.008688955567777157,
-0.05894581228494644,
-0.025510068982839584,
0.07392074167728424,
0.027313491329550743,
-0.01621643267571926,
0.006055639591068029,
-0.03632473945617676,
-0.043117739260196686,
0.018330499529838562,
0.1103241890668869,
-0.06980981677770615,
-0.0879490002989769,
-0.020777607336640358,
-0.04722623527050018,
0.017155615612864494,
-0.026828918606042862,
0.028933415189385414,
-0.0213180985301733,
-0.043498191982507706,
0.01590532623231411,
0.019905973225831985,
0.020822051912546158
] | null | null | null | null | null | null | null |
[
-0.053059328347444534,
0.03181600570678711,
0.016060080379247665,
-0.0718807801604271,
-0.01890760101377964,
0.07760503143072128,
0.06605730950832367,
-0.045678239315748215,
-0.034444525837898254,
0.09057582914829254,
-0.07479173690080643,
-0.0001657519314903766,
0.036743395030498505,
0.04220636934041977,
0.012307991273701191,
0.035290107131004333,
0.1161455437541008,
0.028739573433995247,
0.007651090156286955,
0.000549202086403966,
-0.06223831698298454,
-0.02803180180490017,
0.006995771080255508,
-0.020017709583044052,
0.05618564039468765,
-0.058010343462228775,
0.0066084288991987705,
0.03152058273553848,
-0.03709429129958153,
0.017364876344799995,
0.008588538505136967,
-0.027019845321774483,
0.010499046184122562,
-0.01965736597776413,
-0.0010083384113386273,
0.025128861889243126,
-0.12416929006576538,
-0.08390061557292938,
-0.11340269446372986,
0.01941356621682644,
0.007300668396055698,
0.07246948033571243,
-0.013474461622536182,
0.02688715234398842,
-0.016687985509634018,
0.017470428720116615,
0.005124103277921677,
0.06504344940185547,
-0.03430717810988426,
-0.0673697292804718,
-0.048236530274152756,
0.09768213331699371,
-0.036477673798799515,
0.060652993619441986,
0.03550524264574051,
-0.05389905720949173,
-0.03656960651278496,
0.027356229722499847,
-0.014173117466270924,
0.08942097425460815,
0.004726259503513575,
-0.03392142057418823,
-0.044359296560287476,
-0.009779702872037888,
0.01967146247625351,
0.001455931575037539,
0.04876308888196945,
0.057285163551568985,
-0.06098794937133789,
0.05357186123728752,
-0.01453418005257845,
0.015042798593640327,
-0.04679522663354874,
-0.03262954205274582,
0.05109179764986038,
0.06735342741012573,
0.02517351694405079,
0.041720643639564514,
-0.008707542903721333,
0.07450077682733536,
-0.06613422185182571,
-0.03192349523305893,
-0.020364874973893166,
0.02944667637348175,
-0.03764595463871956,
-0.14195118844509125,
-0.018167123198509216,
-0.026600079610943794,
0.12562689185142517,
-0.01680613122880459,
-0.06324983388185501,
0.0526520200073719,
0.07058504223823547,
-0.022837933152914047,
0.07327979058027267,
0.023665819317102432,
0.017240267246961594,
-0.08100671321153641,
0.057127825915813446,
0.12708066403865814,
-0.05692363157868385,
0.0851532593369484,
-0.060993172228336334,
-0.08972655981779099,
0.10121072828769684,
0.06596306711435318,
-0.06438358128070831,
0.03972511738538742,
-0.037759408354759216,
-0.035137876868247986,
0.0028891300316900015,
0.008928762748837471,
0.06878238171339035,
-0.0089742261916399,
0.004051178228110075,
0.011820108629763126,
0.05872965604066849,
-0.010246338322758675,
0.022006403654813766,
0.01431563962250948,
0.0369412936270237,
-0.008628918789327145,
0.057978469878435135,
0.01868615485727787,
-0.016665253788232803,
0.04742368310689926,
-0.02667459473013878,
1.0790362231296877e-33,
-0.02800143137574196,
-0.02381390891969204,
0.03675181418657303,
0.05053294450044632,
-0.022794567048549652,
0.05380186066031456,
0.02040071412920952,
-0.010218975134193897,
-0.07140389084815979,
0.03731629624962807,
-0.07454558461904526,
0.04739405959844589,
-0.023961057886481285,
0.008434505201876163,
0.07398176193237305,
-0.1042148619890213,
-0.01616503670811653,
0.025246351957321167,
-0.01664361171424389,
-0.022770293056964874,
0.04478676617145538,
0.002645518397912383,
0.05502088740468025,
-0.06645819544792175,
0.0220476184040308,
0.04526512697339058,
-0.03934242203831673,
-0.024072298780083656,
0.1018105074763298,
-0.05096825212240219,
-0.029192833229899406,
0.014264573343098164,
-0.010078111663460732,
0.06074051186442375,
-0.015310743823647499,
0.06473837792873383,
-0.06547347456216812,
-0.04252013936638832,
0.005709374789148569,
-0.006735322996973991,
-0.018871959298849106,
0.015015577897429466,
-0.06512690335512161,
0.007887579500675201,
-0.11279245465993881,
-0.08252803236246109,
-0.039836060255765915,
-0.019539326429367065,
-0.039019305258989334,
0.04410726577043533,
-0.03855012729763985,
0.02053745649755001,
0.0010219236137345433,
-0.022027498111128807,
-0.0399072989821434,
-0.08924355357885361,
0.00426044687628746,
0.045643165707588196,
-0.05020321160554886,
0.0015235431492328644,
0.07144323736429214,
-0.0989266112446785,
-0.0039102970622479916,
-0.0773148238658905,
-0.0428655743598938,
0.11772530525922775,
-0.04858826845884323,
0.013518933206796646,
0.09239916503429413,
-0.06493182480335236,
0.001159120351076126,
0.028200725093483925,
0.0025248336605727673,
0.02793281152844429,
0.047652557492256165,
0.009839694015681744,
0.026594556868076324,
-0.04703052341938019,
0.009394940920174122,
-0.03274860605597496,
-0.03871285915374756,
0.04217594489455223,
0.02244693413376808,
-0.04723237082362175,
-0.05608942732214928,
-0.10583081096410751,
0.005448852200061083,
0.008356419391930103,
-0.0286544319242239,
-0.028273317962884903,
-0.06920722126960754,
-0.00004866778908763081,
0.014416626654565334,
0.07741359621286392,
0.1181948259472847,
-2.945152055830293e-33,
0.007191413082182407,
-0.0836435928940773,
-0.05390732362866402,
0.0031889446545392275,
0.037186626344919205,
-0.04939103499054909,
-0.022913454100489616,
-0.04283667355775833,
0.05950773134827614,
0.020755724981427193,
-0.05897689610719681,
0.10001871734857559,
0.09926030039787292,
-0.02710924670100212,
-0.04475390911102295,
-0.0963287502527237,
0.04848530888557434,
0.0037026626523584127,
-0.0010372527176514268,
0.039388883858919144,
0.02149534411728382,
0.03297829255461693,
-0.040068261325359344,
-0.012564852833747864,
0.12855404615402222,
-0.0023438860662281513,
0.020544815808534622,
-0.041045088320970535,
-0.04518268257379532,
0.02497543767094612,
-0.046217843890190125,
-0.11508616805076599,
-0.13031572103500366,
-0.011873110197484493,
0.07269320636987686,
0.00384115194901824,
-0.0015276175690814853,
0.09273868054151535,
-0.015521807596087456,
0.026814235374331474,
0.07303253561258316,
-0.1233445256948471,
-0.07710255682468414,
0.08915621787309647,
0.04446667432785034,
0.04032309353351593,
-0.0403815358877182,
-0.013144705444574356,
0.02277996391057968,
0.03343579173088074,
0.03648025542497635,
0.05901385471224785,
-0.022722870111465454,
0.05387701094150543,
0.0015120053431019187,
-0.03408200666308403,
-0.06111820414662361,
-0.005185632035136223,
0.013389961794018745,
-0.02884700894355774,
-0.018598157912492752,
0.011796808801591396,
-0.05760158598423004,
0.09294493496417999,
0.027489136904478073,
-0.010944457724690437,
-0.0465397834777832,
-0.07105149328708649,
0.02740306407213211,
-0.04155006632208824,
-0.02897285483777523,
0.05677315592765808,
-0.04668055847287178,
0.02249889448285103,
0.024037152528762817,
0.049708835780620575,
0.044819097965955734,
0.07606831192970276,
0.05335494130849838,
-0.004065439570695162,
0.011761464178562164,
0.08865150064229965,
0.11370754987001419,
-0.0148916095495224,
0.01337134838104248,
-0.05029618367552757,
0.08623455464839935,
-0.006368796341121197,
-0.033674560487270355,
-0.022211261093616486,
0.07435691356658936,
-0.029457295313477516,
0.040439456701278687,
-0.010028990916907787,
-0.06752093136310577,
-4.9827644232891544e-8,
-0.021704351529479027,
0.016386523842811584,
-0.05104600638151169,
0.000790207355748862,
0.01897004060447216,
-0.00699247233569622,
-0.019951997324824333,
-0.007870269939303398,
-0.0741415023803711,
0.013514884747564793,
0.0593758225440979,
0.07954750955104828,
0.05742346867918968,
-0.006108858622610569,
-0.040566205978393555,
0.02479531057178974,
-0.055288638919591904,
0.016846422106027603,
-0.04513579607009888,
0.03074275702238083,
-0.0800490602850914,
0.05356045067310333,
-0.03226016089320183,
-0.012954307720065117,
-0.05832021310925484,
0.019453542307019234,
-0.01882515475153923,
0.03774607926607132,
0.07873435318470001,
0.04919937998056412,
0.019003374502062798,
-0.009438207373023033,
0.050136782228946686,
-0.09768018871545792,
0.012135207653045654,
0.1300487369298935,
-0.007817530073225498,
0.057844046503305435,
-0.05076352134346962,
-0.05757106468081474,
-0.012441710568964481,
-0.008688955567777157,
-0.05894581228494644,
-0.025510068982839584,
0.07392074167728424,
0.027313491329550743,
-0.01621643267571926,
0.006055639591068029,
-0.03632473945617676,
-0.043117739260196686,
0.018330499529838562,
0.1103241890668869,
-0.06980981677770615,
-0.0879490002989769,
-0.020777607336640358,
-0.04722623527050018,
0.017155615612864494,
-0.026828918606042862,
0.028933415189385414,
-0.0213180985301733,
-0.043498191982507706,
0.01590532623231411,
0.019905973225831985,
0.020822051912546158
] |
1402.3452
|
Markus Lohrey
|
Markus Lohrey and Manfred Schmidt-Schauss
|
Processing Succinct Matrices and Vectors
|
An extended abstract of this paper will appear in the Proceedings of
CSR 2014
| null | null | null |
cs.DS cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the complexity of algorithmic problems for matrices that are
represented by multi-terminal decision diagrams (MTDD). These are a variant of
ordered decision diagrams, where the terminal nodes are labeled with arbitrary
elements of a semiring (instead of 0 and 1). A simple example shows that the
product of two MTDD-represented matrices cannot be represented by an MTDD of
polynomial size. To overcome this deficiency, we extended MTDDs to MTDD_+ by
allowing componentwise symbolic addition of variables (of the same dimension)
in rules. It is shown that accessing an entry, equality checking, matrix
multiplication, and other basic matrix operations can be solved in polynomial
time for MTDD_+-represented matrices. On the other hand, testing whether the
determinant of a MTDD-represented matrix vanishes PSPACE$-complete, and the
same problem is NP-complete for MTDD_+-represented diagonal matrices. Computing
a specific entry in a product of MTDD-represented matrices is #P-complete.
|
[
{
"created": "Fri, 14 Feb 2014 12:44:47 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Lohrey",
"Markus",
""
],
[
"Schmidt-Schauss",
"Manfred",
""
]
] |
[
0.03912891820073128,
0.017044803127646446,
-0.038298312574625015,
-0.051552023738622665,
0.027027538046240807,
-0.05826441943645477,
-0.035874344408512115,
-0.07727405428886414,
-0.015105347149074078,
0.034296173602342606,
-0.029692189767956734,
0.02292526513338089,
0.08329082280397415,
0.02042319066822529,
0.012008112855255604,
0.03514896705746651,
-0.017030086368322372,
0.04933852329850197,
0.021474303677678108,
0.02346041239798069,
-0.009691476821899414,
-0.0688668042421341,
-0.08350227773189545,
-0.03278692439198494,
0.006058014929294586,
0.056461188942193985,
0.05379468947649002,
-0.0310178454965353,
-0.021570442244410515,
0.022904932498931885,
-0.044630859047174454,
0.025124937295913696,
0.04370841383934021,
-0.08354645222425461,
-0.026006905362010002,
0.09223797917366028,
0.046387556940317154,
0.03540355712175369,
0.0030298384372144938,
0.06047015264630318,
0.09209167957305908,
0.027941696345806122,
0.051364291459321976,
0.012618990615010262,
0.004385451786220074,
-0.008978639729321003,
-0.010407130233943462,
-0.05565538629889488,
-0.03448111563920975,
-0.050531428307294846,
0.008629227057099342,
0.025894682854413986,
-0.07413679361343384,
-0.010790374130010605,
-0.04474376142024994,
-0.15687744319438934,
-0.02628731168806553,
-0.032306376844644547,
-0.02536938712000847,
-0.027364617213606834,
-0.07894908636808395,
-0.04668521136045456,
0.019294362515211105,
0.017490146681666374,
0.08392103016376495,
0.059802230447530746,
-0.016343625262379646,
-0.02176366001367569,
0.015668172389268875,
0.08395680040121078,
-0.06908901780843735,
0.022013479843735695,
-0.0835200846195221,
0.10533419251441956,
-0.0025730684865266085,
-0.008815388195216656,
0.06460199505090714,
-0.0027085496112704277,
0.0031824747566133738,
0.003647636389359832,
-0.041345469653606415,
0.06669517606496811,
-0.01934933103621006,
0.011831460520625114,
0.06175023689866066,
0.04240768402814865,
-0.03239992633461952,
0.08068175613880157,
0.04037473723292351,
-0.025235608220100403,
0.005432633217424154,
-0.04587501287460327,
0.0024218647740781307,
0.008762657642364502,
-0.055919211357831955,
-0.028572209179401398,
-0.0469493605196476,
0.07321442663669586,
-0.05707642436027527,
0.048074379563331604,
-0.029239732772111893,
0.001413599937222898,
0.026891866698861122,
-0.04571744054555893,
0.003934264648705721,
0.07973013818264008,
-0.034145429730415344,
0.02298591285943985,
-0.00010079696221509948,
-0.12210298329591751,
0.00009099069575313479,
-0.0182355809956789,
0.009739799425005913,
0.006223238073289394,
-0.0002955240779556334,
0.08457242697477341,
-0.055115390568971634,
0.025578981265425682,
0.05989328771829605,
-0.053703028708696365,
0.0577554926276207,
-0.018003826960921288,
0.08041132241487503,
0.013827105052769184,
0.05978284776210785,
-0.009138288907706738,
-0.07242806255817413,
3.534008420364033e-33,
-0.056572385132312775,
0.10048747062683105,
0.04100429639220238,
0.024443158879876137,
0.0033302544616162777,
-0.002742867451161146,
0.02645917236804962,
-0.007878654636442661,
0.03147977963089943,
0.05561147630214691,
0.01818835735321045,
0.08866258710622787,
0.00853512529283762,
0.042446449398994446,
0.04736638069152832,
0.07323180139064789,
0.05260004848241806,
-0.0067406813614070415,
-0.03264911100268364,
-0.11153487861156464,
0.05229082331061363,
-0.03991419076919556,
-0.041982006281614304,
0.04065239802002907,
0.01741359569132328,
-0.06709815561771393,
0.05519154295325279,
-0.03300420939922333,
0.04241067171096802,
-0.02704397775232792,
-0.049928177148103714,
-0.021063894033432007,
0.03130996972322464,
0.13013258576393127,
0.061302997171878815,
-0.05710361897945404,
-0.013162954710423946,
-0.055972252041101456,
0.03463389351963997,
-0.04193870723247528,
-0.04888943210244179,
-0.046555742621421814,
-0.04338757321238518,
-0.033386051654815674,
-0.09605316817760468,
-0.04961702600121498,
-0.04448113590478897,
0.0039002886041998863,
-0.0008840987575240433,
-0.0018324308330193162,
0.076919786632061,
0.0006035023252479732,
0.03529258444905281,
0.04083965718746185,
-0.03375932574272156,
-0.014587977901101112,
-0.04698976129293442,
0.004070157650858164,
0.03717581555247307,
0.15717729926109314,
-0.049293797463178635,
0.013018561527132988,
0.027998588979244232,
0.008412237279117107,
-0.11302131414413452,
0.09543415904045105,
-0.06880547851324081,
-0.053421396762132645,
0.17503055930137634,
-0.0063658119179308414,
-0.049330130219459534,
0.00032352330163121223,
-0.011882126331329346,
-0.014555207453668118,
0.06690188497304916,
-0.05927552282810211,
0.03397102653980255,
-0.11152947694063187,
-0.0551336333155632,
-0.007005466613918543,
-0.0439847856760025,
0.056448113173246384,
0.010413718409836292,
-0.02462173067033291,
0.02297305501997471,
-0.1275026649236679,
-0.014566246420145035,
-0.08688724786043167,
-0.0789908617734909,
-0.06481103599071503,
-0.07999362051486969,
0.03879113495349884,
0.0011338578769937158,
0.03158365935087204,
0.08406279981136322,
-4.889040431491224e-33,
-0.05267825722694397,
-0.07104030251502991,
0.04679816588759422,
0.007578558288514614,
-0.031004436314105988,
-0.1506468504667282,
0.006248765159398317,
-0.08153384923934937,
0.04738052189350128,
-0.033976972103118896,
-0.00586658576503396,
0.027423573657870293,
0.002164300763979554,
0.03830728307366371,
0.03932707756757736,
0.03706059232354164,
-0.03615746274590492,
0.024468863382935524,
0.011704775504767895,
-0.01694781705737114,
0.028758082538843155,
0.1537259966135025,
-0.02433588169515133,
0.0007528488058596849,
-0.020453965291380882,
0.09508201479911804,
0.03453993424773216,
-0.01197806280106306,
0.08670403808355331,
0.02889367565512657,
-0.04438503831624985,
0.0022280714474618435,
-0.06129547208547592,
0.05953478813171387,
0.005886869505047798,
-0.030046742409467697,
0.028087057173252106,
-0.0017124194419011474,
-0.01503357570618391,
0.05624808743596077,
-0.015772612765431404,
-0.013446470722556114,
-0.05371108278632164,
0.017111774533987045,
0.07238803803920746,
-0.005927118938416243,
-0.004667280241847038,
0.0055040051229298115,
0.09511717408895493,
-0.03852829709649086,
-0.009389329701662064,
0.041925229132175446,
0.031880058348178864,
0.014383580535650253,
-0.001617996022105217,
0.044737063348293304,
-0.013610501773655415,
0.08934424817562103,
0.11123206466436386,
-0.043493110686540604,
-0.09780018776655197,
-0.04510718211531639,
0.05789245292544365,
-0.0463782474398613,
0.015969330444931984,
-0.050934579223394394,
0.012878292240202427,
-0.07992717623710632,
0.016787482425570488,
0.01712142489850521,
0.01493773516267538,
0.016335414722561836,
-0.09803535044193268,
0.0023029386065900326,
0.004303010646253824,
0.015362508594989777,
-0.001460186904296279,
0.07193241268396378,
-0.026003239676356316,
0.05966119468212128,
-0.027467800304293633,
-0.020017392933368683,
-0.002808263059705496,
0.02819545567035675,
-0.05036446079611778,
0.042614348232746124,
0.03193195164203644,
-0.03701652213931084,
0.0588754266500473,
-0.05381128937005997,
0.059457238763570786,
0.034370750188827515,
0.020524639636278152,
0.11149600893259048,
-0.011706806719303131,
-5.014954140847294e-8,
-0.03811584413051605,
-0.03932205215096474,
-0.04406886547803879,
-0.07400628924369812,
0.08831463009119034,
-0.03647718206048012,
-0.01535997074097395,
0.014732267707586288,
-0.026034684851765633,
0.01868784986436367,
0.07174724340438843,
0.0705818384885788,
-0.04771362990140915,
-0.037793371826410294,
-0.008938316255807877,
0.037225451320409775,
-0.04840226471424103,
-0.08758542686700821,
-0.0500338152050972,
0.025637149810791016,
0.008923972956836224,
-0.06401938945055008,
-0.03731274977326393,
0.07985533773899078,
-0.04425795376300812,
-0.10165931284427643,
-0.009355555288493633,
0.011237138882279396,
0.03972188010811806,
0.07757958769798279,
0.021995784714818,
-0.011837588623166084,
0.07911098003387451,
0.009471286088228226,
0.06266588717699051,
0.03549209237098694,
0.01329626515507698,
0.02506130561232567,
0.009405640885233879,
-0.04110817611217499,
-0.03747447207570076,
-0.026138482615351677,
0.05295035243034363,
0.0312575064599514,
0.04456057772040367,
-0.0187921691685915,
0.0069249337539076805,
0.0292663536965847,
-0.1153385266661644,
-0.02665914036333561,
-0.019247399643063545,
-0.02747858688235283,
-0.05741787701845169,
-0.06671386957168579,
-0.0963631346821785,
0.03918670490384102,
-0.04342738166451454,
-0.04662781208753586,
0.05033693090081215,
0.001036425237543881,
-0.03682935610413551,
0.025639628991484642,
0.05113112926483154,
-0.02891509234905243
] | null | null | null | null | null | null | null |
[
0.03912891820073128,
0.017044803127646446,
-0.038298312574625015,
-0.051552023738622665,
0.027027538046240807,
-0.05826441943645477,
-0.035874344408512115,
-0.07727405428886414,
-0.015105347149074078,
0.034296173602342606,
-0.029692189767956734,
0.02292526513338089,
0.08329082280397415,
0.02042319066822529,
0.012008112855255604,
0.03514896705746651,
-0.017030086368322372,
0.04933852329850197,
0.021474303677678108,
0.02346041239798069,
-0.009691476821899414,
-0.0688668042421341,
-0.08350227773189545,
-0.03278692439198494,
0.006058014929294586,
0.056461188942193985,
0.05379468947649002,
-0.0310178454965353,
-0.021570442244410515,
0.022904932498931885,
-0.044630859047174454,
0.025124937295913696,
0.04370841383934021,
-0.08354645222425461,
-0.026006905362010002,
0.09223797917366028,
0.046387556940317154,
0.03540355712175369,
0.0030298384372144938,
0.06047015264630318,
0.09209167957305908,
0.027941696345806122,
0.051364291459321976,
0.012618990615010262,
0.004385451786220074,
-0.008978639729321003,
-0.010407130233943462,
-0.05565538629889488,
-0.03448111563920975,
-0.050531428307294846,
0.008629227057099342,
0.025894682854413986,
-0.07413679361343384,
-0.010790374130010605,
-0.04474376142024994,
-0.15687744319438934,
-0.02628731168806553,
-0.032306376844644547,
-0.02536938712000847,
-0.027364617213606834,
-0.07894908636808395,
-0.04668521136045456,
0.019294362515211105,
0.017490146681666374,
0.08392103016376495,
0.059802230447530746,
-0.016343625262379646,
-0.02176366001367569,
0.015668172389268875,
0.08395680040121078,
-0.06908901780843735,
0.022013479843735695,
-0.0835200846195221,
0.10533419251441956,
-0.0025730684865266085,
-0.008815388195216656,
0.06460199505090714,
-0.0027085496112704277,
0.0031824747566133738,
0.003647636389359832,
-0.041345469653606415,
0.06669517606496811,
-0.01934933103621006,
0.011831460520625114,
0.06175023689866066,
0.04240768402814865,
-0.03239992633461952,
0.08068175613880157,
0.04037473723292351,
-0.025235608220100403,
0.005432633217424154,
-0.04587501287460327,
0.0024218647740781307,
0.008762657642364502,
-0.055919211357831955,
-0.028572209179401398,
-0.0469493605196476,
0.07321442663669586,
-0.05707642436027527,
0.048074379563331604,
-0.029239732772111893,
0.001413599937222898,
0.026891866698861122,
-0.04571744054555893,
0.003934264648705721,
0.07973013818264008,
-0.034145429730415344,
0.02298591285943985,
-0.00010079696221509948,
-0.12210298329591751,
0.00009099069575313479,
-0.0182355809956789,
0.009739799425005913,
0.006223238073289394,
-0.0002955240779556334,
0.08457242697477341,
-0.055115390568971634,
0.025578981265425682,
0.05989328771829605,
-0.053703028708696365,
0.0577554926276207,
-0.018003826960921288,
0.08041132241487503,
0.013827105052769184,
0.05978284776210785,
-0.009138288907706738,
-0.07242806255817413,
3.534008420364033e-33,
-0.056572385132312775,
0.10048747062683105,
0.04100429639220238,
0.024443158879876137,
0.0033302544616162777,
-0.002742867451161146,
0.02645917236804962,
-0.007878654636442661,
0.03147977963089943,
0.05561147630214691,
0.01818835735321045,
0.08866258710622787,
0.00853512529283762,
0.042446449398994446,
0.04736638069152832,
0.07323180139064789,
0.05260004848241806,
-0.0067406813614070415,
-0.03264911100268364,
-0.11153487861156464,
0.05229082331061363,
-0.03991419076919556,
-0.041982006281614304,
0.04065239802002907,
0.01741359569132328,
-0.06709815561771393,
0.05519154295325279,
-0.03300420939922333,
0.04241067171096802,
-0.02704397775232792,
-0.049928177148103714,
-0.021063894033432007,
0.03130996972322464,
0.13013258576393127,
0.061302997171878815,
-0.05710361897945404,
-0.013162954710423946,
-0.055972252041101456,
0.03463389351963997,
-0.04193870723247528,
-0.04888943210244179,
-0.046555742621421814,
-0.04338757321238518,
-0.033386051654815674,
-0.09605316817760468,
-0.04961702600121498,
-0.04448113590478897,
0.0039002886041998863,
-0.0008840987575240433,
-0.0018324308330193162,
0.076919786632061,
0.0006035023252479732,
0.03529258444905281,
0.04083965718746185,
-0.03375932574272156,
-0.014587977901101112,
-0.04698976129293442,
0.004070157650858164,
0.03717581555247307,
0.15717729926109314,
-0.049293797463178635,
0.013018561527132988,
0.027998588979244232,
0.008412237279117107,
-0.11302131414413452,
0.09543415904045105,
-0.06880547851324081,
-0.053421396762132645,
0.17503055930137634,
-0.0063658119179308414,
-0.049330130219459534,
0.00032352330163121223,
-0.011882126331329346,
-0.014555207453668118,
0.06690188497304916,
-0.05927552282810211,
0.03397102653980255,
-0.11152947694063187,
-0.0551336333155632,
-0.007005466613918543,
-0.0439847856760025,
0.056448113173246384,
0.010413718409836292,
-0.02462173067033291,
0.02297305501997471,
-0.1275026649236679,
-0.014566246420145035,
-0.08688724786043167,
-0.0789908617734909,
-0.06481103599071503,
-0.07999362051486969,
0.03879113495349884,
0.0011338578769937158,
0.03158365935087204,
0.08406279981136322,
-4.889040431491224e-33,
-0.05267825722694397,
-0.07104030251502991,
0.04679816588759422,
0.007578558288514614,
-0.031004436314105988,
-0.1506468504667282,
0.006248765159398317,
-0.08153384923934937,
0.04738052189350128,
-0.033976972103118896,
-0.00586658576503396,
0.027423573657870293,
0.002164300763979554,
0.03830728307366371,
0.03932707756757736,
0.03706059232354164,
-0.03615746274590492,
0.024468863382935524,
0.011704775504767895,
-0.01694781705737114,
0.028758082538843155,
0.1537259966135025,
-0.02433588169515133,
0.0007528488058596849,
-0.020453965291380882,
0.09508201479911804,
0.03453993424773216,
-0.01197806280106306,
0.08670403808355331,
0.02889367565512657,
-0.04438503831624985,
0.0022280714474618435,
-0.06129547208547592,
0.05953478813171387,
0.005886869505047798,
-0.030046742409467697,
0.028087057173252106,
-0.0017124194419011474,
-0.01503357570618391,
0.05624808743596077,
-0.015772612765431404,
-0.013446470722556114,
-0.05371108278632164,
0.017111774533987045,
0.07238803803920746,
-0.005927118938416243,
-0.004667280241847038,
0.0055040051229298115,
0.09511717408895493,
-0.03852829709649086,
-0.009389329701662064,
0.041925229132175446,
0.031880058348178864,
0.014383580535650253,
-0.001617996022105217,
0.044737063348293304,
-0.013610501773655415,
0.08934424817562103,
0.11123206466436386,
-0.043493110686540604,
-0.09780018776655197,
-0.04510718211531639,
0.05789245292544365,
-0.0463782474398613,
0.015969330444931984,
-0.050934579223394394,
0.012878292240202427,
-0.07992717623710632,
0.016787482425570488,
0.01712142489850521,
0.01493773516267538,
0.016335414722561836,
-0.09803535044193268,
0.0023029386065900326,
0.004303010646253824,
0.015362508594989777,
-0.001460186904296279,
0.07193241268396378,
-0.026003239676356316,
0.05966119468212128,
-0.027467800304293633,
-0.020017392933368683,
-0.002808263059705496,
0.02819545567035675,
-0.05036446079611778,
0.042614348232746124,
0.03193195164203644,
-0.03701652213931084,
0.0588754266500473,
-0.05381128937005997,
0.059457238763570786,
0.034370750188827515,
0.020524639636278152,
0.11149600893259048,
-0.011706806719303131,
-5.014954140847294e-8,
-0.03811584413051605,
-0.03932205215096474,
-0.04406886547803879,
-0.07400628924369812,
0.08831463009119034,
-0.03647718206048012,
-0.01535997074097395,
0.014732267707586288,
-0.026034684851765633,
0.01868784986436367,
0.07174724340438843,
0.0705818384885788,
-0.04771362990140915,
-0.037793371826410294,
-0.008938316255807877,
0.037225451320409775,
-0.04840226471424103,
-0.08758542686700821,
-0.0500338152050972,
0.025637149810791016,
0.008923972956836224,
-0.06401938945055008,
-0.03731274977326393,
0.07985533773899078,
-0.04425795376300812,
-0.10165931284427643,
-0.009355555288493633,
0.011237138882279396,
0.03972188010811806,
0.07757958769798279,
0.021995784714818,
-0.011837588623166084,
0.07911098003387451,
0.009471286088228226,
0.06266588717699051,
0.03549209237098694,
0.01329626515507698,
0.02506130561232567,
0.009405640885233879,
-0.04110817611217499,
-0.03747447207570076,
-0.026138482615351677,
0.05295035243034363,
0.0312575064599514,
0.04456057772040367,
-0.0187921691685915,
0.0069249337539076805,
0.0292663536965847,
-0.1153385266661644,
-0.02665914036333561,
-0.019247399643063545,
-0.02747858688235283,
-0.05741787701845169,
-0.06671386957168579,
-0.0963631346821785,
0.03918670490384102,
-0.04342738166451454,
-0.04662781208753586,
0.05033693090081215,
0.001036425237543881,
-0.03682935610413551,
0.025639628991484642,
0.05113112926483154,
-0.02891509234905243
] |
1402.3459
|
Mikhail Kostylev
|
Eugene N. Ivanov and Mikhail Kostylev
|
Extremely high-resolution measurements of microwave magnetisation
dynamics in magnetic thin films and nanostructures
| null | null | null | null |
cond-mat.mes-hall cond-mat.mtrl-sci physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this work we discuss the use of interferometric measurement technique to
study microwave magnetization dynamics on ferromagnetic nanostructures. We
demonstrate that in this way one can resolve features which are impossible to
resolve with broadband ferromagnetic resonance and traveling spin wave
spectroscopy otherwise.
|
[
{
"created": "Fri, 14 Feb 2014 13:20:04 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Ivanov",
"Eugene N.",
""
],
[
"Kostylev",
"Mikhail",
""
]
] |
[
-0.029845217242836952,
0.0052092112600803375,
-0.07138332724571228,
-0.020715909078717232,
-0.02449626661837101,
-0.0015118374722078443,
-0.06950536370277405,
-0.029086876660585403,
-0.0917755514383316,
-0.0418541319668293,
-0.07964280247688293,
0.017550524324178696,
0.01037158165127039,
-0.02476458251476288,
-0.0099575724452734,
0.025645844638347626,
-0.07402228564023972,
-0.005678634624928236,
0.06734577566385269,
-0.0027976289857178926,
-0.034126318991184235,
-0.07817616313695908,
-0.006907180417329073,
-0.0625709742307663,
-0.03972659632563591,
0.06931527704000473,
0.038628507405519485,
-0.03695078566670418,
-0.10369199514389038,
-0.007145246025174856,
0.0451582670211792,
0.09006266295909882,
-0.09686063230037689,
-0.028612401336431503,
-0.06736981123685837,
0.011667758226394653,
0.08069576323032379,
0.001650801277719438,
0.07196564227342606,
-0.08397139608860016,
0.031343623995780945,
0.05792236328125,
0.06319333612918854,
-0.06454785913228989,
-0.006106867454946041,
0.013700227253139019,
0.11873314529657364,
-0.0013301868457347155,
-0.026072660461068153,
-0.0008016923675313592,
-0.07903113961219788,
0.054464418441057205,
-0.06415743380784988,
0.025043928995728493,
0.09118130803108215,
0.039479028433561325,
0.12384924292564392,
-0.0737626701593399,
-0.042918603867292404,
0.04892738163471222,
0.0060592470690608025,
-0.030133213847875595,
-0.020392488688230515,
0.012404710985720158,
0.07565975934267044,
0.009659347124397755,
0.029372386634349823,
0.03890807554125786,
-0.018041381612420082,
-0.020964404568076134,
0.03171158954501152,
0.008947046473622322,
0.034535545855760574,
0.055694933980703354,
0.019101200625300407,
0.024699343368411064,
0.02496892400085926,
0.059926826506853104,
0.06756186485290527,
0.07140485942363739,
-0.16460904479026794,
-0.03918665647506714,
0.046663351356983185,
0.01026967354118824,
0.015580251812934875,
-0.0010731542715802789,
-0.050355006009340286,
-0.01764732599258423,
-0.07481813430786133,
0.04162334278225899,
0.04545391723513603,
0.007716809399425983,
-0.2257973998785019,
0.025385376065969467,
0.03242576867341995,
-0.051240473985672,
0.022595619782805443,
0.004919001366943121,
0.013028064742684364,
-0.006209571845829487,
0.04503776505589485,
-0.021967079490423203,
0.01748126558959484,
0.04266585409641266,
-0.021570054814219475,
-0.013131367973983288,
0.10760606825351715,
0.001172620221041143,
-0.08231237530708313,
0.026588348671793938,
0.07538740336894989,
0.05867728590965271,
-0.003295821836218238,
0.009640743024647236,
0.02596810646355152,
0.004418088588863611,
0.0643690824508667,
0.09281560778617859,
0.014171897433698177,
0.03830580785870552,
-0.007660859730094671,
0.0228334441781044,
-0.0031209737062454224,
-0.03526071086525917,
-0.03212704882025719,
0.02655762806534767,
-0.015056249685585499,
3.4375640220781087e-34,
-0.014927360229194164,
-0.041931841522455215,
0.04868856444954872,
0.09757111221551895,
0.007055371534079313,
0.00816381350159645,
-0.016889184713363647,
0.01720350608229637,
0.017264993861317635,
0.014848379418253899,
0.08226685971021652,
0.07929577678442001,
-0.006389264017343521,
-0.09972983598709106,
-0.09179972112178802,
-0.007510780356824398,
0.0072171250358223915,
-0.07757274806499481,
-0.06392975896596909,
-0.021551817655563354,
0.10481277853250504,
-0.02229176089167595,
0.02194203808903694,
0.07745617628097534,
-0.01337836030870676,
0.006696984171867371,
0.039487458765506744,
-0.004486996214836836,
-0.051041342318058014,
-0.001684285351075232,
0.028042985126376152,
-0.012053144164383411,
-0.09163453429937363,
-0.01964452862739563,
0.10910508781671524,
-0.05412039905786514,
0.06225370988249779,
0.017442181706428528,
-0.022705312818288803,
0.0570576936006546,
0.036912694573402405,
-0.1154448613524437,
-0.03366583213210106,
0.027684886008501053,
-0.006032680626958609,
-0.04665978625416756,
-0.026795517653226852,
-0.05582614988088608,
0.08542283624410629,
0.04001922160387039,
-0.007688822224736214,
-0.09294123947620392,
-0.03367415815591812,
-0.020321954041719437,
0.05456433445215225,
-0.09290685504674911,
0.040200699120759964,
-0.07460125535726547,
-0.03508463129401207,
-0.02712651714682579,
0.020340871065855026,
-0.05705322325229645,
0.04837001860141754,
0.03860209137201309,
0.014036928303539753,
-0.04565262421965599,
0.01757553592324257,
-0.02006414905190468,
0.0644742101430893,
0.02766326069831848,
0.06334669142961502,
0.03818836063146591,
0.1240360289812088,
-0.007827593944966793,
0.05762195587158203,
0.010810254141688347,
-0.04878781735897064,
-0.014517472125589848,
0.09958590567111969,
0.01786082424223423,
0.06885387003421783,
-0.016596719622612,
0.012294492684304714,
0.002708370564505458,
-0.04635827988386154,
0.08414015918970108,
-0.09222719073295593,
-0.08483432978391647,
0.04653749242424965,
-0.06027592718601227,
-0.06728390604257584,
0.056166909635066986,
-0.013716885820031166,
-0.04699830338358879,
-0.081304632127285,
-3.990776505076788e-33,
-0.06235020235180855,
-0.07495969533920288,
0.09523753821849823,
-0.009039881639182568,
-0.06842609494924545,
0.04430489242076874,
0.040953297168016434,
0.0673137977719307,
0.021850556135177612,
0.03168981149792671,
0.021188201382756233,
-0.05294632166624069,
0.007724653463810682,
-0.0367649607360363,
-0.04029664024710655,
-0.006622187793254852,
-0.017127590253949165,
-0.08729911595582962,
0.11706750839948654,
0.04123575612902641,
-0.006821599788963795,
0.018587838858366013,
0.05259815230965614,
-0.00011044858547393233,
0.025359438732266426,
-0.021111370995640755,
-0.00047323957551270723,
-0.0790298655629158,
0.01892589032649994,
0.02062722109258175,
0.029643552377820015,
-0.023594271391630173,
0.07643280923366547,
-0.012305159121751785,
0.017754917964339256,
0.03447367995977402,
-0.020544085651636124,
-0.07041323930025101,
0.02677285671234131,
0.005598410498350859,
-0.02503376454114914,
0.05454530194401741,
-0.016507862135767937,
-0.04160807654261589,
-0.011500091291964054,
-0.038401778787374496,
-0.07859782874584198,
0.0341961644589901,
0.046826913952827454,
0.04655108600854874,
0.011062734760344028,
0.014765167608857155,
-0.028944067656993866,
-0.07699305564165115,
-0.059136029332876205,
0.04587230086326599,
-0.011360077187418938,
-0.021049469709396362,
0.08439713716506958,
0.08132492750883102,
-0.017939932644367218,
-0.02419818378984928,
-0.08923085033893585,
-0.052807677537202835,
0.03874006122350693,
0.08502987772226334,
0.012424686923623085,
-0.026893798261880875,
0.10137628763914108,
0.0639050304889679,
0.021274302154779434,
0.02916368469595909,
0.012009588070213795,
-0.055385999381542206,
0.03227703273296356,
0.01993832178413868,
0.11245782673358917,
-0.008814013563096523,
-0.0862087532877922,
-0.035500917583703995,
0.040744900703430176,
0.04004590958356857,
-0.048967715352773666,
-0.04627271369099617,
-0.035828202962875366,
-0.012624169699847698,
-0.006802133284509182,
-0.04207952693104744,
-0.025326786562800407,
-0.022712431848049164,
0.04206793010234833,
0.007789368741214275,
0.016472263261675835,
-0.09733786433935165,
-0.014206308871507645,
-3.843488372012871e-8,
-0.008418441750109196,
-0.01641153171658516,
-0.016345109790563583,
0.01433153823018074,
-0.01270125899463892,
-0.018576383590698242,
-0.04140428453683853,
-0.08879577368497849,
0.08468250185251236,
-0.01199968159198761,
0.03834104537963867,
-0.04440627992153168,
-0.05966615304350853,
0.003333489876240492,
0.0207001194357872,
-0.03156444430351257,
0.0067443554289639,
-0.016995547339320183,
-0.016359606757760048,
0.04290304332971573,
0.02081659808754921,
0.027266858145594597,
0.011374339461326599,
0.036071497946977615,
0.0005155092803761363,
0.054163556545972824,
-0.06648575514554977,
-0.08909444510936737,
0.011877678334712982,
-0.001471943105570972,
-0.05607335641980171,
-0.048960208892822266,
0.029627889394760132,
0.04150416702032089,
-0.1033795103430748,
0.01625245064496994,
-0.04451636224985123,
-0.01180481817573309,
-0.004351407755166292,
-0.011884354054927826,
-0.027430055662989616,
0.04954477772116661,
-0.02946450002491474,
0.027118174359202385,
-0.04194224998354912,
-0.07638125121593475,
-0.07099851965904236,
0.058375436812639236,
-0.010936382226645947,
0.003502626670524478,
0.00003993425707449205,
0.06053544208407402,
0.03157908096909523,
-0.05309802666306496,
-0.008955201134085655,
0.08363354951143265,
-0.031485676765441895,
0.010842015966773033,
0.015278785489499569,
0.03944794088602066,
0.007681276183575392,
-0.027746863663196564,
-0.09723033010959625,
-0.07626181840896606
] | null | null | null | null | null | null | null |
[
-0.029845217242836952,
0.0052092112600803375,
-0.07138332724571228,
-0.020715909078717232,
-0.02449626661837101,
-0.0015118374722078443,
-0.06950536370277405,
-0.029086876660585403,
-0.0917755514383316,
-0.0418541319668293,
-0.07964280247688293,
0.017550524324178696,
0.01037158165127039,
-0.02476458251476288,
-0.0099575724452734,
0.025645844638347626,
-0.07402228564023972,
-0.005678634624928236,
0.06734577566385269,
-0.0027976289857178926,
-0.034126318991184235,
-0.07817616313695908,
-0.006907180417329073,
-0.0625709742307663,
-0.03972659632563591,
0.06931527704000473,
0.038628507405519485,
-0.03695078566670418,
-0.10369199514389038,
-0.007145246025174856,
0.0451582670211792,
0.09006266295909882,
-0.09686063230037689,
-0.028612401336431503,
-0.06736981123685837,
0.011667758226394653,
0.08069576323032379,
0.001650801277719438,
0.07196564227342606,
-0.08397139608860016,
0.031343623995780945,
0.05792236328125,
0.06319333612918854,
-0.06454785913228989,
-0.006106867454946041,
0.013700227253139019,
0.11873314529657364,
-0.0013301868457347155,
-0.026072660461068153,
-0.0008016923675313592,
-0.07903113961219788,
0.054464418441057205,
-0.06415743380784988,
0.025043928995728493,
0.09118130803108215,
0.039479028433561325,
0.12384924292564392,
-0.0737626701593399,
-0.042918603867292404,
0.04892738163471222,
0.0060592470690608025,
-0.030133213847875595,
-0.020392488688230515,
0.012404710985720158,
0.07565975934267044,
0.009659347124397755,
0.029372386634349823,
0.03890807554125786,
-0.018041381612420082,
-0.020964404568076134,
0.03171158954501152,
0.008947046473622322,
0.034535545855760574,
0.055694933980703354,
0.019101200625300407,
0.024699343368411064,
0.02496892400085926,
0.059926826506853104,
0.06756186485290527,
0.07140485942363739,
-0.16460904479026794,
-0.03918665647506714,
0.046663351356983185,
0.01026967354118824,
0.015580251812934875,
-0.0010731542715802789,
-0.050355006009340286,
-0.01764732599258423,
-0.07481813430786133,
0.04162334278225899,
0.04545391723513603,
0.007716809399425983,
-0.2257973998785019,
0.025385376065969467,
0.03242576867341995,
-0.051240473985672,
0.022595619782805443,
0.004919001366943121,
0.013028064742684364,
-0.006209571845829487,
0.04503776505589485,
-0.021967079490423203,
0.01748126558959484,
0.04266585409641266,
-0.021570054814219475,
-0.013131367973983288,
0.10760606825351715,
0.001172620221041143,
-0.08231237530708313,
0.026588348671793938,
0.07538740336894989,
0.05867728590965271,
-0.003295821836218238,
0.009640743024647236,
0.02596810646355152,
0.004418088588863611,
0.0643690824508667,
0.09281560778617859,
0.014171897433698177,
0.03830580785870552,
-0.007660859730094671,
0.0228334441781044,
-0.0031209737062454224,
-0.03526071086525917,
-0.03212704882025719,
0.02655762806534767,
-0.015056249685585499,
3.4375640220781087e-34,
-0.014927360229194164,
-0.041931841522455215,
0.04868856444954872,
0.09757111221551895,
0.007055371534079313,
0.00816381350159645,
-0.016889184713363647,
0.01720350608229637,
0.017264993861317635,
0.014848379418253899,
0.08226685971021652,
0.07929577678442001,
-0.006389264017343521,
-0.09972983598709106,
-0.09179972112178802,
-0.007510780356824398,
0.0072171250358223915,
-0.07757274806499481,
-0.06392975896596909,
-0.021551817655563354,
0.10481277853250504,
-0.02229176089167595,
0.02194203808903694,
0.07745617628097534,
-0.01337836030870676,
0.006696984171867371,
0.039487458765506744,
-0.004486996214836836,
-0.051041342318058014,
-0.001684285351075232,
0.028042985126376152,
-0.012053144164383411,
-0.09163453429937363,
-0.01964452862739563,
0.10910508781671524,
-0.05412039905786514,
0.06225370988249779,
0.017442181706428528,
-0.022705312818288803,
0.0570576936006546,
0.036912694573402405,
-0.1154448613524437,
-0.03366583213210106,
0.027684886008501053,
-0.006032680626958609,
-0.04665978625416756,
-0.026795517653226852,
-0.05582614988088608,
0.08542283624410629,
0.04001922160387039,
-0.007688822224736214,
-0.09294123947620392,
-0.03367415815591812,
-0.020321954041719437,
0.05456433445215225,
-0.09290685504674911,
0.040200699120759964,
-0.07460125535726547,
-0.03508463129401207,
-0.02712651714682579,
0.020340871065855026,
-0.05705322325229645,
0.04837001860141754,
0.03860209137201309,
0.014036928303539753,
-0.04565262421965599,
0.01757553592324257,
-0.02006414905190468,
0.0644742101430893,
0.02766326069831848,
0.06334669142961502,
0.03818836063146591,
0.1240360289812088,
-0.007827593944966793,
0.05762195587158203,
0.010810254141688347,
-0.04878781735897064,
-0.014517472125589848,
0.09958590567111969,
0.01786082424223423,
0.06885387003421783,
-0.016596719622612,
0.012294492684304714,
0.002708370564505458,
-0.04635827988386154,
0.08414015918970108,
-0.09222719073295593,
-0.08483432978391647,
0.04653749242424965,
-0.06027592718601227,
-0.06728390604257584,
0.056166909635066986,
-0.013716885820031166,
-0.04699830338358879,
-0.081304632127285,
-3.990776505076788e-33,
-0.06235020235180855,
-0.07495969533920288,
0.09523753821849823,
-0.009039881639182568,
-0.06842609494924545,
0.04430489242076874,
0.040953297168016434,
0.0673137977719307,
0.021850556135177612,
0.03168981149792671,
0.021188201382756233,
-0.05294632166624069,
0.007724653463810682,
-0.0367649607360363,
-0.04029664024710655,
-0.006622187793254852,
-0.017127590253949165,
-0.08729911595582962,
0.11706750839948654,
0.04123575612902641,
-0.006821599788963795,
0.018587838858366013,
0.05259815230965614,
-0.00011044858547393233,
0.025359438732266426,
-0.021111370995640755,
-0.00047323957551270723,
-0.0790298655629158,
0.01892589032649994,
0.02062722109258175,
0.029643552377820015,
-0.023594271391630173,
0.07643280923366547,
-0.012305159121751785,
0.017754917964339256,
0.03447367995977402,
-0.020544085651636124,
-0.07041323930025101,
0.02677285671234131,
0.005598410498350859,
-0.02503376454114914,
0.05454530194401741,
-0.016507862135767937,
-0.04160807654261589,
-0.011500091291964054,
-0.038401778787374496,
-0.07859782874584198,
0.0341961644589901,
0.046826913952827454,
0.04655108600854874,
0.011062734760344028,
0.014765167608857155,
-0.028944067656993866,
-0.07699305564165115,
-0.059136029332876205,
0.04587230086326599,
-0.011360077187418938,
-0.021049469709396362,
0.08439713716506958,
0.08132492750883102,
-0.017939932644367218,
-0.02419818378984928,
-0.08923085033893585,
-0.052807677537202835,
0.03874006122350693,
0.08502987772226334,
0.012424686923623085,
-0.026893798261880875,
0.10137628763914108,
0.0639050304889679,
0.021274302154779434,
0.02916368469595909,
0.012009588070213795,
-0.055385999381542206,
0.03227703273296356,
0.01993832178413868,
0.11245782673358917,
-0.008814013563096523,
-0.0862087532877922,
-0.035500917583703995,
0.040744900703430176,
0.04004590958356857,
-0.048967715352773666,
-0.04627271369099617,
-0.035828202962875366,
-0.012624169699847698,
-0.006802133284509182,
-0.04207952693104744,
-0.025326786562800407,
-0.022712431848049164,
0.04206793010234833,
0.007789368741214275,
0.016472263261675835,
-0.09733786433935165,
-0.014206308871507645,
-3.843488372012871e-8,
-0.008418441750109196,
-0.01641153171658516,
-0.016345109790563583,
0.01433153823018074,
-0.01270125899463892,
-0.018576383590698242,
-0.04140428453683853,
-0.08879577368497849,
0.08468250185251236,
-0.01199968159198761,
0.03834104537963867,
-0.04440627992153168,
-0.05966615304350853,
0.003333489876240492,
0.0207001194357872,
-0.03156444430351257,
0.0067443554289639,
-0.016995547339320183,
-0.016359606757760048,
0.04290304332971573,
0.02081659808754921,
0.027266858145594597,
0.011374339461326599,
0.036071497946977615,
0.0005155092803761363,
0.054163556545972824,
-0.06648575514554977,
-0.08909444510936737,
0.011877678334712982,
-0.001471943105570972,
-0.05607335641980171,
-0.048960208892822266,
0.029627889394760132,
0.04150416702032089,
-0.1033795103430748,
0.01625245064496994,
-0.04451636224985123,
-0.01180481817573309,
-0.004351407755166292,
-0.011884354054927826,
-0.027430055662989616,
0.04954477772116661,
-0.02946450002491474,
0.027118174359202385,
-0.04194224998354912,
-0.07638125121593475,
-0.07099851965904236,
0.058375436812639236,
-0.010936382226645947,
0.003502626670524478,
0.00003993425707449205,
0.06053544208407402,
0.03157908096909523,
-0.05309802666306496,
-0.008955201134085655,
0.08363354951143265,
-0.031485676765441895,
0.010842015966773033,
0.015278785489499569,
0.03944794088602066,
0.007681276183575392,
-0.027746863663196564,
-0.09723033010959625,
-0.07626181840896606
] |
1402.3468
|
Benjamin Hendrik Martin Ludwig
|
Hendrik Ludwig, Remo Ruffini, and She-Sheng Xue
|
Collective electronic pulsation around giant nuclei in the Thomas-Fermi
model
| null |
Nuclear Physics, Section A (2015), pp. 1-15
|
10.1016/j.nuclphysa.2015.05.005
| null |
physics.plasm-ph astro-ph.HE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Based on the Thomas-Fermi solution for compressed electron gas around a giant
nucleus, $Z\approx 10^6$, we study electric pulsations of electron
number-density, pressure and electric fields, which could be caused by an
external perturbations acting on the nucleus or the electrons themselves. We
numerically obtain the eigen-frequencies and eigen-functions for stationary
pulsation modes that fulfill the boundary-value problem established by
electron-number and energy-momentum conservation, equation of state, laws of
thermodynamics, and Maxwell's equations, as well as physical boundary
conditions. We choose a proton number of $Z=10^6$ and assume the nucleons in
$\beta$-equilibrium at nuclear density. Similar systems with non-spherical
geometry are hypothesized to exist in the lower crust of neutron stars,
commonly referred to as \textit{pasta equation of state}. The lowest modes turn
out to be heavily influenced by the relativistic plasma frequency induced by
the positive charge background in the nucleus. We discuss the possibility to
apply our results to dynamic nuclei using the spectral method and mention
mechanisms that could stimulate such dynamics in the astrophysical context.
|
[
{
"created": "Fri, 14 Feb 2014 14:09:55 GMT",
"version": "v1"
},
{
"created": "Wed, 17 Dec 2014 14:54:02 GMT",
"version": "v2"
},
{
"created": "Thu, 18 Dec 2014 08:54:52 GMT",
"version": "v3"
},
{
"created": "Sun, 1 Mar 2015 23:13:19 GMT",
"version": "v4"
},
{
"created": "Sun, 14 Jun 2015 19:18:39 GMT",
"version": "v5"
}
] |
2015-06-16
|
[
[
"Ludwig",
"Hendrik",
""
],
[
"Ruffini",
"Remo",
""
],
[
"Xue",
"She-Sheng",
""
]
] |
[
-0.10117881000041962,
0.030127467587590218,
-0.04990459606051445,
0.06753671914339066,
-0.06541374325752258,
0.04356192797422409,
0.06029435992240906,
0.0025376698467880487,
-0.053216539323329926,
-0.10009023547172546,
0.004333264194428921,
-0.059759460389614105,
0.0069355289451777935,
-0.03206535801291466,
0.05545496195554733,
-0.08019662648439407,
0.03652196377515793,
-0.023479590192437172,
0.04117462784051895,
0.062024734914302826,
-0.017583144828677177,
0.011793714947998524,
-0.014348109252750874,
-0.019440429285168648,
0.060237251222133636,
-0.058998823165893555,
0.016773415729403496,
-0.0346531942486763,
0.05683581903576851,
-0.07740066200494766,
0.06821440905332565,
-0.019508961588144302,
-0.014874497428536415,
0.03678090125322342,
0.07351458072662354,
0.017407990992069244,
0.010180716402828693,
-0.04907015338540077,
-0.07804228365421295,
0.00684391288086772,
0.007353719789534807,
0.032739076763391495,
-0.029772980138659477,
0.09357365220785141,
0.018542347475886345,
0.009108742699027061,
0.11033502221107483,
-0.06557513028383255,
0.011576179414987564,
-0.0672374963760376,
0.02840118482708931,
0.022254550829529762,
0.07500632107257843,
0.007995187304913998,
0.008976802229881287,
-0.037174567580223083,
0.0417630597949028,
-0.0631721168756485,
0.02654447592794895,
-0.07510563731193542,
-0.010414566844701767,
0.016919806599617004,
-0.021050333976745605,
0.013453791849315166,
0.010373362340033054,
0.016371458768844604,
0.022025175392627716,
-0.042970091104507446,
-0.047104090452194214,
0.047547757625579834,
0.017584724351763725,
-0.01329355500638485,
-0.015705954283475876,
-0.0018487607594579458,
-0.04603179916739464,
-0.04319960996508598,
-0.00912939291447401,
-0.06656158715486526,
-0.04248295724391937,
0.03346410021185875,
-0.00755611015483737,
-0.03387260437011719,
-0.08431001752614975,
-0.059087883681058884,
-0.12894584238529205,
0.0517825148999691,
-0.04972885176539421,
-0.025207608938217163,
-0.03822774067521095,
0.025607101619243622,
0.02800022065639496,
0.007286634296178818,
-0.04914768785238266,
-0.004225552547723055,
0.030762622132897377,
0.018559621647000313,
0.05757737159729004,
-0.027246087789535522,
0.10073855519294739,
0.017792625352740288,
0.07830270379781723,
-0.005278239492326975,
-0.05666542798280716,
0.0782180204987526,
0.02483157254755497,
0.0467340387403965,
0.10957518219947815,
0.051298223435878754,
-0.06145128607749939,
0.08089359104633331,
0.03447085618972778,
-0.010253477841615677,
-0.040479324758052826,
-0.010805591940879822,
0.04120083525776863,
-0.017359906807541847,
0.008976935409009457,
0.034324757754802704,
0.04582124948501587,
-0.05338585376739502,
0.026531042531132698,
0.049143753945827484,
-0.07063332200050354,
0.05153053253889084,
0.006887526251375675,
0.028857214376330376,
-0.10599762946367264,
8.612589050730697e-34,
0.024466732516884804,
0.049487240612506866,
-0.005981543567031622,
0.021893423050642014,
-0.017199954017996788,
0.027551952749490738,
-0.017854757606983185,
0.008968799374997616,
0.012752038426697254,
0.06602266430854797,
-0.09256281703710556,
0.0039354837499558926,
0.06871963292360306,
-0.059155795723199844,
-0.04540877044200897,
-0.10339000076055527,
-0.0339958555996418,
0.06166301667690277,
0.0020783348008990288,
-0.021312236785888672,
0.03984764590859413,
0.043956730514764786,
0.03915301337838173,
-0.049672164022922516,
-0.016397129744291306,
0.05407378077507019,
0.053385961800813675,
-0.011375515721738338,
-0.005133786238729954,
-0.012808947823941708,
0.020824547857046127,
0.03863400220870972,
0.016298651695251465,
0.06192122772336006,
0.044524453580379486,
0.017424201592803,
-0.01245936006307602,
0.0708833634853363,
0.006842982489615679,
-0.10140109807252884,
-0.02787855453789234,
-0.005269922316074371,
-0.13176459074020386,
0.0387570746243,
0.05800030753016472,
-0.009092307649552822,
0.10824452340602875,
-0.004859155043959618,
-0.06454119831323624,
-0.04228875786066055,
0.00991341657936573,
0.037935491651296616,
-0.019363077357411385,
0.020748615264892578,
0.06000439450144768,
-0.002219441579654813,
0.0826210156083107,
-0.002548567485064268,
-0.03468817099928856,
0.0062243156135082245,
0.059626784175634384,
0.03811880573630333,
0.05904993787407875,
-0.07866480946540833,
0.005129835568368435,
0.04949132353067398,
-0.038038693368434906,
-0.03354838863015175,
0.01740713231265545,
-0.06048065796494484,
-0.004390943795442581,
0.0764111876487732,
0.09908602386713028,
-0.09837383776903152,
0.04129374399781227,
-0.018468661233782768,
-0.05359319970011711,
-0.010194179601967335,
-0.0973498672246933,
0.013123336248099804,
-0.034239497035741806,
-0.12970024347305298,
0.019028378650546074,
-0.001986343413591385,
0.05338175967335701,
-0.02074979618191719,
-0.026926249265670776,
0.023438118398189545,
0.0001788654044503346,
-0.08426753431558609,
0.05098259076476097,
-0.10172385722398758,
0.08713900297880173,
-0.0727444663643837,
-0.03710564225912094,
-2.9447869178975688e-33,
-0.011905033141374588,
-0.010337244719266891,
0.03616448864340782,
0.014892837963998318,
0.040021684020757675,
0.015161484479904175,
-0.044071126729249954,
0.031280092895030975,
-0.056817054748535156,
-0.09275016188621521,
-0.041980333626270294,
0.06512464582920074,
-0.0535525344312191,
-0.13508792221546173,
0.038627129048109055,
0.04305896908044815,
-0.07599176466464996,
0.06557072699069977,
0.026234839111566544,
0.02348468266427517,
-0.07122309505939484,
0.0053604585118591785,
-0.021797938272356987,
0.04502123221755028,
0.04926106706261635,
0.020772771909832954,
0.01977013237774372,
-0.04031698778271675,
0.09776923060417175,
0.014057351276278496,
-0.05738655850291252,
-0.03898148611187935,
-0.016182607039809227,
0.02193896844983101,
-0.08660166710615158,
0.0034710047766566277,
-0.049090415239334106,
0.06482326239347458,
0.03144387528300285,
0.0379323847591877,
-0.07533754408359528,
0.028191950172185898,
0.030484823510050774,
-0.04550724849104881,
0.06313534826040268,
0.07108455896377563,
-0.026768874377012253,
-0.005576406605541706,
-0.01356579177081585,
0.025397662073373795,
0.04863489791750908,
-0.04598023742437363,
0.023923644796013832,
0.08478342741727829,
-0.021643927320837975,
0.02768074907362461,
-0.05451132357120514,
0.09775827825069427,
0.08284514397382736,
-0.0507945716381073,
-0.039321742951869965,
-0.061964020133018494,
0.10502469539642334,
0.02052161656320095,
-0.056800659745931625,
-0.09915351122617722,
-0.053346119821071625,
-0.02597501501441002,
-0.028821300715208054,
0.05269848182797432,
-0.09363336116075516,
-0.01425673346966505,
-0.00998155027627945,
0.04927196353673935,
0.006336655002087355,
0.024149658158421516,
0.07890573889017105,
-0.08512360602617264,
-0.014287247322499752,
0.001505211810581386,
-0.09970224648714066,
0.12151828408241272,
-0.04678564518690109,
-0.028826922178268433,
0.0758204460144043,
0.002942863618955016,
-0.0032182217109948397,
-0.029418904334306717,
0.025159984827041626,
-0.05770275741815567,
-0.014457447454333305,
0.04045146703720093,
0.05199718847870827,
-0.07022324204444885,
0.08852687478065491,
-5.60123183390715e-8,
0.08030222356319427,
-0.060464076697826385,
-0.027507733553647995,
0.04380742833018303,
0.12528517842292786,
0.018849525600671768,
-0.07708253711462021,
-0.04862437769770622,
0.07530050724744797,
-0.03615044429898262,
0.04014979302883148,
0.004359091632068157,
0.03229568526148796,
-0.05455632880330086,
-0.058586545288562775,
0.02606961503624916,
0.0220192838460207,
-0.07051044702529907,
0.03678848221898079,
0.04112558811903,
-0.020134899765253067,
0.06064432114362717,
-0.08131059259176254,
0.06789447367191315,
-0.011316717602312565,
0.016179503872990608,
-0.012514465488493443,
-0.023050647228956223,
-0.030635451897978783,
0.017457982525229454,
0.001167032984085381,
0.029912369325757027,
-0.008593729697167873,
-0.07659220695495605,
-0.0037305764853954315,
0.049421560019254684,
-0.017759254202246666,
0.013278027065098286,
0.028213415294885635,
0.023392710834741592,
-0.0025436575524508953,
0.009839419275522232,
0.05646685138344765,
-0.02152719721198082,
-0.04661545902490616,
0.0887330174446106,
-0.11054128408432007,
0.019941875711083412,
0.017011340707540512,
0.0705195963382721,
-0.041092243045568466,
0.04177318140864372,
-0.0571843720972538,
-0.07604235410690308,
-0.007573989219963551,
0.03307589888572693,
-0.09424477815628052,
0.001993618905544281,
0.020885007455945015,
0.05871353670954704,
0.06577696651220322,
0.019656818360090256,
-0.024120554327964783,
-0.026692945510149002
] | null | null | null | null | null | null | null |
[
-0.10117881000041962,
0.030127467587590218,
-0.04990459606051445,
0.06753671914339066,
-0.06541374325752258,
0.04356192797422409,
0.06029435992240906,
0.0025376698467880487,
-0.053216539323329926,
-0.10009023547172546,
0.004333264194428921,
-0.059759460389614105,
0.0069355289451777935,
-0.03206535801291466,
0.05545496195554733,
-0.08019662648439407,
0.03652196377515793,
-0.023479590192437172,
0.04117462784051895,
0.062024734914302826,
-0.017583144828677177,
0.011793714947998524,
-0.014348109252750874,
-0.019440429285168648,
0.060237251222133636,
-0.058998823165893555,
0.016773415729403496,
-0.0346531942486763,
0.05683581903576851,
-0.07740066200494766,
0.06821440905332565,
-0.019508961588144302,
-0.014874497428536415,
0.03678090125322342,
0.07351458072662354,
0.017407990992069244,
0.010180716402828693,
-0.04907015338540077,
-0.07804228365421295,
0.00684391288086772,
0.007353719789534807,
0.032739076763391495,
-0.029772980138659477,
0.09357365220785141,
0.018542347475886345,
0.009108742699027061,
0.11033502221107483,
-0.06557513028383255,
0.011576179414987564,
-0.0672374963760376,
0.02840118482708931,
0.022254550829529762,
0.07500632107257843,
0.007995187304913998,
0.008976802229881287,
-0.037174567580223083,
0.0417630597949028,
-0.0631721168756485,
0.02654447592794895,
-0.07510563731193542,
-0.010414566844701767,
0.016919806599617004,
-0.021050333976745605,
0.013453791849315166,
0.010373362340033054,
0.016371458768844604,
0.022025175392627716,
-0.042970091104507446,
-0.047104090452194214,
0.047547757625579834,
0.017584724351763725,
-0.01329355500638485,
-0.015705954283475876,
-0.0018487607594579458,
-0.04603179916739464,
-0.04319960996508598,
-0.00912939291447401,
-0.06656158715486526,
-0.04248295724391937,
0.03346410021185875,
-0.00755611015483737,
-0.03387260437011719,
-0.08431001752614975,
-0.059087883681058884,
-0.12894584238529205,
0.0517825148999691,
-0.04972885176539421,
-0.025207608938217163,
-0.03822774067521095,
0.025607101619243622,
0.02800022065639496,
0.007286634296178818,
-0.04914768785238266,
-0.004225552547723055,
0.030762622132897377,
0.018559621647000313,
0.05757737159729004,
-0.027246087789535522,
0.10073855519294739,
0.017792625352740288,
0.07830270379781723,
-0.005278239492326975,
-0.05666542798280716,
0.0782180204987526,
0.02483157254755497,
0.0467340387403965,
0.10957518219947815,
0.051298223435878754,
-0.06145128607749939,
0.08089359104633331,
0.03447085618972778,
-0.010253477841615677,
-0.040479324758052826,
-0.010805591940879822,
0.04120083525776863,
-0.017359906807541847,
0.008976935409009457,
0.034324757754802704,
0.04582124948501587,
-0.05338585376739502,
0.026531042531132698,
0.049143753945827484,
-0.07063332200050354,
0.05153053253889084,
0.006887526251375675,
0.028857214376330376,
-0.10599762946367264,
8.612589050730697e-34,
0.024466732516884804,
0.049487240612506866,
-0.005981543567031622,
0.021893423050642014,
-0.017199954017996788,
0.027551952749490738,
-0.017854757606983185,
0.008968799374997616,
0.012752038426697254,
0.06602266430854797,
-0.09256281703710556,
0.0039354837499558926,
0.06871963292360306,
-0.059155795723199844,
-0.04540877044200897,
-0.10339000076055527,
-0.0339958555996418,
0.06166301667690277,
0.0020783348008990288,
-0.021312236785888672,
0.03984764590859413,
0.043956730514764786,
0.03915301337838173,
-0.049672164022922516,
-0.016397129744291306,
0.05407378077507019,
0.053385961800813675,
-0.011375515721738338,
-0.005133786238729954,
-0.012808947823941708,
0.020824547857046127,
0.03863400220870972,
0.016298651695251465,
0.06192122772336006,
0.044524453580379486,
0.017424201592803,
-0.01245936006307602,
0.0708833634853363,
0.006842982489615679,
-0.10140109807252884,
-0.02787855453789234,
-0.005269922316074371,
-0.13176459074020386,
0.0387570746243,
0.05800030753016472,
-0.009092307649552822,
0.10824452340602875,
-0.004859155043959618,
-0.06454119831323624,
-0.04228875786066055,
0.00991341657936573,
0.037935491651296616,
-0.019363077357411385,
0.020748615264892578,
0.06000439450144768,
-0.002219441579654813,
0.0826210156083107,
-0.002548567485064268,
-0.03468817099928856,
0.0062243156135082245,
0.059626784175634384,
0.03811880573630333,
0.05904993787407875,
-0.07866480946540833,
0.005129835568368435,
0.04949132353067398,
-0.038038693368434906,
-0.03354838863015175,
0.01740713231265545,
-0.06048065796494484,
-0.004390943795442581,
0.0764111876487732,
0.09908602386713028,
-0.09837383776903152,
0.04129374399781227,
-0.018468661233782768,
-0.05359319970011711,
-0.010194179601967335,
-0.0973498672246933,
0.013123336248099804,
-0.034239497035741806,
-0.12970024347305298,
0.019028378650546074,
-0.001986343413591385,
0.05338175967335701,
-0.02074979618191719,
-0.026926249265670776,
0.023438118398189545,
0.0001788654044503346,
-0.08426753431558609,
0.05098259076476097,
-0.10172385722398758,
0.08713900297880173,
-0.0727444663643837,
-0.03710564225912094,
-2.9447869178975688e-33,
-0.011905033141374588,
-0.010337244719266891,
0.03616448864340782,
0.014892837963998318,
0.040021684020757675,
0.015161484479904175,
-0.044071126729249954,
0.031280092895030975,
-0.056817054748535156,
-0.09275016188621521,
-0.041980333626270294,
0.06512464582920074,
-0.0535525344312191,
-0.13508792221546173,
0.038627129048109055,
0.04305896908044815,
-0.07599176466464996,
0.06557072699069977,
0.026234839111566544,
0.02348468266427517,
-0.07122309505939484,
0.0053604585118591785,
-0.021797938272356987,
0.04502123221755028,
0.04926106706261635,
0.020772771909832954,
0.01977013237774372,
-0.04031698778271675,
0.09776923060417175,
0.014057351276278496,
-0.05738655850291252,
-0.03898148611187935,
-0.016182607039809227,
0.02193896844983101,
-0.08660166710615158,
0.0034710047766566277,
-0.049090415239334106,
0.06482326239347458,
0.03144387528300285,
0.0379323847591877,
-0.07533754408359528,
0.028191950172185898,
0.030484823510050774,
-0.04550724849104881,
0.06313534826040268,
0.07108455896377563,
-0.026768874377012253,
-0.005576406605541706,
-0.01356579177081585,
0.025397662073373795,
0.04863489791750908,
-0.04598023742437363,
0.023923644796013832,
0.08478342741727829,
-0.021643927320837975,
0.02768074907362461,
-0.05451132357120514,
0.09775827825069427,
0.08284514397382736,
-0.0507945716381073,
-0.039321742951869965,
-0.061964020133018494,
0.10502469539642334,
0.02052161656320095,
-0.056800659745931625,
-0.09915351122617722,
-0.053346119821071625,
-0.02597501501441002,
-0.028821300715208054,
0.05269848182797432,
-0.09363336116075516,
-0.01425673346966505,
-0.00998155027627945,
0.04927196353673935,
0.006336655002087355,
0.024149658158421516,
0.07890573889017105,
-0.08512360602617264,
-0.014287247322499752,
0.001505211810581386,
-0.09970224648714066,
0.12151828408241272,
-0.04678564518690109,
-0.028826922178268433,
0.0758204460144043,
0.002942863618955016,
-0.0032182217109948397,
-0.029418904334306717,
0.025159984827041626,
-0.05770275741815567,
-0.014457447454333305,
0.04045146703720093,
0.05199718847870827,
-0.07022324204444885,
0.08852687478065491,
-5.60123183390715e-8,
0.08030222356319427,
-0.060464076697826385,
-0.027507733553647995,
0.04380742833018303,
0.12528517842292786,
0.018849525600671768,
-0.07708253711462021,
-0.04862437769770622,
0.07530050724744797,
-0.03615044429898262,
0.04014979302883148,
0.004359091632068157,
0.03229568526148796,
-0.05455632880330086,
-0.058586545288562775,
0.02606961503624916,
0.0220192838460207,
-0.07051044702529907,
0.03678848221898079,
0.04112558811903,
-0.020134899765253067,
0.06064432114362717,
-0.08131059259176254,
0.06789447367191315,
-0.011316717602312565,
0.016179503872990608,
-0.012514465488493443,
-0.023050647228956223,
-0.030635451897978783,
0.017457982525229454,
0.001167032984085381,
0.029912369325757027,
-0.008593729697167873,
-0.07659220695495605,
-0.0037305764853954315,
0.049421560019254684,
-0.017759254202246666,
0.013278027065098286,
0.028213415294885635,
0.023392710834741592,
-0.0025436575524508953,
0.009839419275522232,
0.05646685138344765,
-0.02152719721198082,
-0.04661545902490616,
0.0887330174446106,
-0.11054128408432007,
0.019941875711083412,
0.017011340707540512,
0.0705195963382721,
-0.041092243045568466,
0.04177318140864372,
-0.0571843720972538,
-0.07604235410690308,
-0.007573989219963551,
0.03307589888572693,
-0.09424477815628052,
0.001993618905544281,
0.020885007455945015,
0.05871353670954704,
0.06577696651220322,
0.019656818360090256,
-0.024120554327964783,
-0.026692945510149002
] |
1402.3470
|
Thomas Bosch
|
Thomas Bosch, Andias Wira-Alam and Brigitte Mathiak
|
Designing an Ontology for the Data Documentation Initiative
| null | null | null | null |
cs.IR cs.DL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
An ontology of the DDI 3 data model will be designed by following the
ontology engineering methodology to be evolved based on state-of-the-art
methodologies. Hence DDI 3 data and metadata can be represented in form of a
standard web interchange format RDF and processed by highly available RDF
tools. As a consequence the DDI community has the possibility to publish and
link LOD data sets to become part of the LOD cloud.
|
[
{
"created": "Fri, 14 Feb 2014 14:12:17 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Bosch",
"Thomas",
""
],
[
"Wira-Alam",
"Andias",
""
],
[
"Mathiak",
"Brigitte",
""
]
] |
[
-0.01304667443037033,
-0.0728430524468422,
-0.026104846969246864,
-0.08063559979200363,
0.02628430910408497,
-0.09757766127586365,
-0.06286211311817169,
-0.08753812313079834,
-0.030956517904996872,
-0.016057655215263367,
-0.003511174116283655,
-0.017934469506144524,
0.08754213899374008,
-0.0006000582361593843,
0.09183639287948608,
0.03698758780956268,
0.05247989296913147,
-0.025935834273695946,
-0.07125944644212723,
-0.00244295597076416,
0.06201900914311409,
0.08589821308851242,
0.01324865035712719,
0.02469649352133274,
-0.08039391040802002,
0.014935544691979885,
0.055579107254743576,
-0.004763385746628046,
-0.003436643397435546,
-0.031280871480703354,
0.011183692142367363,
0.07531009614467621,
-0.06645943224430084,
-0.01163963321596384,
0.029365960508584976,
-0.03607960417866707,
0.08511906862258911,
0.028476722538471222,
0.03514362499117851,
0.033331651240587234,
0.056144122034311295,
-0.09475024789571762,
-0.03265243023633957,
-0.04247773066163063,
-0.003181233536452055,
0.0328119695186615,
-0.0822397917509079,
-0.061842549592256546,
0.016198961064219475,
0.04034406319260597,
-0.05922871455550194,
-0.04503338783979416,
0.01122030895203352,
-0.01859370991587639,
-0.00865874718874693,
0.00838385708630085,
-0.0362747386097908,
-0.002498408779501915,
-0.05248431861400604,
-0.021617712453007698,
-0.01697266660630703,
0.02298707701265812,
0.06940823793411255,
0.058110568672418594,
0.08851463347673416,
-0.022154146805405617,
-0.004730945453047752,
-0.026795275509357452,
0.03621296212077141,
-0.13503104448318481,
-0.04904412850737572,
-0.03364109247922897,
-0.08614606410264969,
0.012567074038088322,
-0.05563177913427353,
-0.03402407467365265,
0.03512083739042282,
0.05419712886214256,
0.0263766348361969,
-0.06042198836803436,
-0.006327996961772442,
0.0780908465385437,
0.09755898267030716,
0.12962494790554047,
-0.06407035887241364,
-0.0623675100505352,
0.040284499526023865,
-0.0102953827008605,
-0.10383787006139755,
-0.005940452218055725,
-0.0022493971046060324,
-0.011027390137314796,
0.08673101663589478,
0.006722679827362299,
-0.03164255619049072,
0.06434550881385803,
0.003631583182141185,
-0.05369798466563225,
0.06003852188587189,
0.02269759029150009,
-0.03554082289338112,
-0.000049334648792864755,
-0.0197734571993351,
-0.004636161029338837,
-0.06668832898139954,
-0.05548989027738571,
-0.01797473058104515,
-0.019982054829597473,
-0.004472170956432819,
0.03779289126396179,
0.010045005939900875,
0.05793828144669533,
-0.012221475131809711,
-0.08064253628253937,
-0.050320204347372055,
-0.07765801250934601,
-0.08916908502578735,
-0.012354088015854359,
0.03916488587856293,
-0.13414506614208221,
-0.03509993106126785,
-0.0035280887968838215,
0.04160109907388687,
-0.010446802712976933,
-0.016612567007541656,
-0.027796275913715363,
-0.05508922412991524,
2.3339084013851425e-33,
0.07979877293109894,
-0.0014931473415344954,
-0.019742250442504883,
-0.036960527300834656,
-0.012858728878200054,
-0.05837741866707802,
-0.004466787446290255,
-0.025532251223921776,
-0.05417089909315109,
-0.044055525213479996,
-0.033341195434331894,
0.07159851491451263,
-0.0556601881980896,
-0.019142448902130127,
0.034764986485242844,
0.023126423358917236,
0.021049778908491135,
0.03485407680273056,
0.0051563275046646595,
-0.015130671672523022,
0.09368019551038742,
0.011972104199230671,
0.06509632617235184,
0.08043484389781952,
0.12581080198287964,
0.049886904656887054,
-0.00530052138492465,
0.024199673905968666,
0.07159094512462616,
0.005577057134360075,
0.07824033498764038,
-0.07387799024581909,
0.0677606463432312,
0.024168677628040314,
-0.019874505698680878,
-0.042879365384578705,
-0.03246613219380379,
-0.03358855098485947,
-0.01953396387398243,
-0.014781317673623562,
-0.002725436817854643,
0.03746423497796059,
-0.06687884032726288,
-0.06168617308139801,
-0.0546395517885685,
0.0682290717959404,
0.03080913797020912,
-0.043089769780635834,
0.06271198391914368,
-0.015507763251662254,
0.028595415875315666,
-0.06241711601614952,
0.027530787512660027,
0.020555883646011353,
0.002145631005987525,
-0.023674828931689262,
-0.011556706391274929,
-0.061769038438797,
0.025660831481218338,
0.09182676672935486,
-0.07071389257907867,
-0.002452811226248741,
0.07349676638841629,
0.06127671152353287,
0.01178800966590643,
-0.0230223648250103,
0.030212542042136192,
-0.03412868455052376,
0.06021575257182121,
-0.07010886073112488,
0.017611611634492874,
0.019613681361079216,
0.0206866804510355,
-0.014053994789719582,
0.0021639380138367414,
-0.10108017176389694,
-0.05295637622475624,
-0.05660979822278023,
0.012720593251287937,
0.03330770879983902,
0.03005415014922619,
0.0002585514448583126,
0.0032570799812674522,
0.005326497368514538,
0.026023821905255318,
0.013003069907426834,
-0.013488824479281902,
-0.014781615696847439,
-0.07171188294887543,
-0.02050684578716755,
-0.036385878920555115,
-0.04320129379630089,
0.04014101251959801,
-0.00810680165886879,
0.09578441828489304,
-3.390205788324127e-33,
-0.06332750618457794,
-0.06506720185279846,
0.016253633424639702,
0.01283604558557272,
-0.008744061924517155,
0.008052351884543896,
0.01065090298652649,
0.05398493632674217,
-0.0033952395897358656,
0.0629710927605629,
-0.00767158716917038,
-0.031167946755886078,
-0.06519673764705658,
-0.060224246233701706,
-0.04028235375881195,
0.004273979924619198,
0.008797286078333855,
-0.13032536208629608,
-0.07188817858695984,
0.0654875710606575,
0.012730852700769901,
0.01541199628263712,
-0.09746658802032471,
0.009865093044936657,
0.04654703289270401,
0.03092573583126068,
0.005354372784495354,
-0.03687683492898941,
0.014693381264805794,
0.0054869079031050205,
-0.01263083890080452,
-0.012859188951551914,
-0.017695818096399307,
-0.059509143233299255,
-0.04298888146877289,
-0.05202772468328476,
0.06737282872200012,
0.007422426249831915,
-0.09450812637805939,
-0.007282475009560585,
-0.11934897303581238,
-0.011847635731101036,
-0.03951188549399376,
-0.0016580616356804967,
-0.0025906888768076897,
0.004168212413787842,
-0.11926253139972687,
0.05650973692536354,
0.07443223148584366,
-0.033859893679618835,
0.023655081167817116,
-0.06205103546380997,
0.10986342281103134,
-0.05867419391870499,
0.023739192634820938,
-0.02077438123524189,
0.06421130150556564,
0.02521485462784767,
-0.07066603749990463,
-0.016170943155884743,
0.0015871283831074834,
-0.017188072204589844,
0.051255352795124054,
0.13540977239608765,
0.0031121373176574707,
0.05758878216147423,
-0.050899993628263474,
-0.03789260983467102,
-0.09634488075971603,
-0.03140127286314964,
-0.020559534430503845,
-0.043753497302532196,
0.008086027577519417,
-0.02705424092710018,
0.059706106781959534,
-0.06609340757131577,
0.030504710972309113,
0.04133531451225281,
0.10116220265626907,
0.06005992367863655,
-0.016870316118001938,
0.031188296154141426,
0.021734120324254036,
0.046652499586343765,
0.06064997613430023,
-0.06422747671604156,
0.047660406678915024,
0.011792901903390884,
0.01263614185154438,
0.013275017030537128,
-0.07763653248548508,
0.00688886595889926,
-0.060504429042339325,
0.10862532258033752,
-0.0023328843526542187,
-3.531548742330415e-8,
-0.037049148231744766,
-0.020762499421834946,
-0.01656842976808548,
0.04480937868356705,
-0.04925807937979698,
0.034822262823581696,
0.0638418197631836,
0.07786531746387482,
0.03877456858754158,
0.02050943858921528,
0.04048798978328705,
0.03725812956690788,
-0.034812796860933304,
-0.0096964156255126,
0.11699777096509933,
0.008462633937597275,
0.13151797652244568,
0.010117121040821075,
0.020290924236178398,
0.029350535944104195,
0.06663743406534195,
0.034467678517103195,
-0.0029175470117479563,
0.01442744955420494,
0.20103096961975098,
-0.015287240967154503,
-0.05798747017979622,
0.020748363807797432,
-0.006044310517609119,
0.008228443562984467,
0.006739841308444738,
-0.044078677892684937,
0.050341106951236725,
0.02054743468761444,
0.05287662521004677,
-0.028959011659026146,
-0.00871771015226841,
0.04749227315187454,
-0.06073148176074028,
-0.017608577385544777,
0.02369537763297558,
0.03243674710392952,
-0.04320123419165611,
0.0012056489940732718,
0.10044250637292862,
0.010897014290094376,
-0.059174105525016785,
0.041567832231521606,
0.0188303142786026,
-0.0020245001651346684,
-0.1322319209575653,
-0.04950301721692085,
0.03361133113503456,
0.04185020923614502,
-0.014920894056558609,
0.02641032449901104,
0.003344377037137747,
-0.02139229141175747,
0.10414289683103561,
0.023008020594716072,
0.07037624716758728,
-0.04068393632769585,
0.017823083326220512,
0.028532536700367928
] | null | null | null | null | null | null | null |
[
-0.01304667443037033,
-0.0728430524468422,
-0.026104846969246864,
-0.08063559979200363,
0.02628430910408497,
-0.09757766127586365,
-0.06286211311817169,
-0.08753812313079834,
-0.030956517904996872,
-0.016057655215263367,
-0.003511174116283655,
-0.017934469506144524,
0.08754213899374008,
-0.0006000582361593843,
0.09183639287948608,
0.03698758780956268,
0.05247989296913147,
-0.025935834273695946,
-0.07125944644212723,
-0.00244295597076416,
0.06201900914311409,
0.08589821308851242,
0.01324865035712719,
0.02469649352133274,
-0.08039391040802002,
0.014935544691979885,
0.055579107254743576,
-0.004763385746628046,
-0.003436643397435546,
-0.031280871480703354,
0.011183692142367363,
0.07531009614467621,
-0.06645943224430084,
-0.01163963321596384,
0.029365960508584976,
-0.03607960417866707,
0.08511906862258911,
0.028476722538471222,
0.03514362499117851,
0.033331651240587234,
0.056144122034311295,
-0.09475024789571762,
-0.03265243023633957,
-0.04247773066163063,
-0.003181233536452055,
0.0328119695186615,
-0.0822397917509079,
-0.061842549592256546,
0.016198961064219475,
0.04034406319260597,
-0.05922871455550194,
-0.04503338783979416,
0.01122030895203352,
-0.01859370991587639,
-0.00865874718874693,
0.00838385708630085,
-0.0362747386097908,
-0.002498408779501915,
-0.05248431861400604,
-0.021617712453007698,
-0.01697266660630703,
0.02298707701265812,
0.06940823793411255,
0.058110568672418594,
0.08851463347673416,
-0.022154146805405617,
-0.004730945453047752,
-0.026795275509357452,
0.03621296212077141,
-0.13503104448318481,
-0.04904412850737572,
-0.03364109247922897,
-0.08614606410264969,
0.012567074038088322,
-0.05563177913427353,
-0.03402407467365265,
0.03512083739042282,
0.05419712886214256,
0.0263766348361969,
-0.06042198836803436,
-0.006327996961772442,
0.0780908465385437,
0.09755898267030716,
0.12962494790554047,
-0.06407035887241364,
-0.0623675100505352,
0.040284499526023865,
-0.0102953827008605,
-0.10383787006139755,
-0.005940452218055725,
-0.0022493971046060324,
-0.011027390137314796,
0.08673101663589478,
0.006722679827362299,
-0.03164255619049072,
0.06434550881385803,
0.003631583182141185,
-0.05369798466563225,
0.06003852188587189,
0.02269759029150009,
-0.03554082289338112,
-0.000049334648792864755,
-0.0197734571993351,
-0.004636161029338837,
-0.06668832898139954,
-0.05548989027738571,
-0.01797473058104515,
-0.019982054829597473,
-0.004472170956432819,
0.03779289126396179,
0.010045005939900875,
0.05793828144669533,
-0.012221475131809711,
-0.08064253628253937,
-0.050320204347372055,
-0.07765801250934601,
-0.08916908502578735,
-0.012354088015854359,
0.03916488587856293,
-0.13414506614208221,
-0.03509993106126785,
-0.0035280887968838215,
0.04160109907388687,
-0.010446802712976933,
-0.016612567007541656,
-0.027796275913715363,
-0.05508922412991524,
2.3339084013851425e-33,
0.07979877293109894,
-0.0014931473415344954,
-0.019742250442504883,
-0.036960527300834656,
-0.012858728878200054,
-0.05837741866707802,
-0.004466787446290255,
-0.025532251223921776,
-0.05417089909315109,
-0.044055525213479996,
-0.033341195434331894,
0.07159851491451263,
-0.0556601881980896,
-0.019142448902130127,
0.034764986485242844,
0.023126423358917236,
0.021049778908491135,
0.03485407680273056,
0.0051563275046646595,
-0.015130671672523022,
0.09368019551038742,
0.011972104199230671,
0.06509632617235184,
0.08043484389781952,
0.12581080198287964,
0.049886904656887054,
-0.00530052138492465,
0.024199673905968666,
0.07159094512462616,
0.005577057134360075,
0.07824033498764038,
-0.07387799024581909,
0.0677606463432312,
0.024168677628040314,
-0.019874505698680878,
-0.042879365384578705,
-0.03246613219380379,
-0.03358855098485947,
-0.01953396387398243,
-0.014781317673623562,
-0.002725436817854643,
0.03746423497796059,
-0.06687884032726288,
-0.06168617308139801,
-0.0546395517885685,
0.0682290717959404,
0.03080913797020912,
-0.043089769780635834,
0.06271198391914368,
-0.015507763251662254,
0.028595415875315666,
-0.06241711601614952,
0.027530787512660027,
0.020555883646011353,
0.002145631005987525,
-0.023674828931689262,
-0.011556706391274929,
-0.061769038438797,
0.025660831481218338,
0.09182676672935486,
-0.07071389257907867,
-0.002452811226248741,
0.07349676638841629,
0.06127671152353287,
0.01178800966590643,
-0.0230223648250103,
0.030212542042136192,
-0.03412868455052376,
0.06021575257182121,
-0.07010886073112488,
0.017611611634492874,
0.019613681361079216,
0.0206866804510355,
-0.014053994789719582,
0.0021639380138367414,
-0.10108017176389694,
-0.05295637622475624,
-0.05660979822278023,
0.012720593251287937,
0.03330770879983902,
0.03005415014922619,
0.0002585514448583126,
0.0032570799812674522,
0.005326497368514538,
0.026023821905255318,
0.013003069907426834,
-0.013488824479281902,
-0.014781615696847439,
-0.07171188294887543,
-0.02050684578716755,
-0.036385878920555115,
-0.04320129379630089,
0.04014101251959801,
-0.00810680165886879,
0.09578441828489304,
-3.390205788324127e-33,
-0.06332750618457794,
-0.06506720185279846,
0.016253633424639702,
0.01283604558557272,
-0.008744061924517155,
0.008052351884543896,
0.01065090298652649,
0.05398493632674217,
-0.0033952395897358656,
0.0629710927605629,
-0.00767158716917038,
-0.031167946755886078,
-0.06519673764705658,
-0.060224246233701706,
-0.04028235375881195,
0.004273979924619198,
0.008797286078333855,
-0.13032536208629608,
-0.07188817858695984,
0.0654875710606575,
0.012730852700769901,
0.01541199628263712,
-0.09746658802032471,
0.009865093044936657,
0.04654703289270401,
0.03092573583126068,
0.005354372784495354,
-0.03687683492898941,
0.014693381264805794,
0.0054869079031050205,
-0.01263083890080452,
-0.012859188951551914,
-0.017695818096399307,
-0.059509143233299255,
-0.04298888146877289,
-0.05202772468328476,
0.06737282872200012,
0.007422426249831915,
-0.09450812637805939,
-0.007282475009560585,
-0.11934897303581238,
-0.011847635731101036,
-0.03951188549399376,
-0.0016580616356804967,
-0.0025906888768076897,
0.004168212413787842,
-0.11926253139972687,
0.05650973692536354,
0.07443223148584366,
-0.033859893679618835,
0.023655081167817116,
-0.06205103546380997,
0.10986342281103134,
-0.05867419391870499,
0.023739192634820938,
-0.02077438123524189,
0.06421130150556564,
0.02521485462784767,
-0.07066603749990463,
-0.016170943155884743,
0.0015871283831074834,
-0.017188072204589844,
0.051255352795124054,
0.13540977239608765,
0.0031121373176574707,
0.05758878216147423,
-0.050899993628263474,
-0.03789260983467102,
-0.09634488075971603,
-0.03140127286314964,
-0.020559534430503845,
-0.043753497302532196,
0.008086027577519417,
-0.02705424092710018,
0.059706106781959534,
-0.06609340757131577,
0.030504710972309113,
0.04133531451225281,
0.10116220265626907,
0.06005992367863655,
-0.016870316118001938,
0.031188296154141426,
0.021734120324254036,
0.046652499586343765,
0.06064997613430023,
-0.06422747671604156,
0.047660406678915024,
0.011792901903390884,
0.01263614185154438,
0.013275017030537128,
-0.07763653248548508,
0.00688886595889926,
-0.060504429042339325,
0.10862532258033752,
-0.0023328843526542187,
-3.531548742330415e-8,
-0.037049148231744766,
-0.020762499421834946,
-0.01656842976808548,
0.04480937868356705,
-0.04925807937979698,
0.034822262823581696,
0.0638418197631836,
0.07786531746387482,
0.03877456858754158,
0.02050943858921528,
0.04048798978328705,
0.03725812956690788,
-0.034812796860933304,
-0.0096964156255126,
0.11699777096509933,
0.008462633937597275,
0.13151797652244568,
0.010117121040821075,
0.020290924236178398,
0.029350535944104195,
0.06663743406534195,
0.034467678517103195,
-0.0029175470117479563,
0.01442744955420494,
0.20103096961975098,
-0.015287240967154503,
-0.05798747017979622,
0.020748363807797432,
-0.006044310517609119,
0.008228443562984467,
0.006739841308444738,
-0.044078677892684937,
0.050341106951236725,
0.02054743468761444,
0.05287662521004677,
-0.028959011659026146,
-0.00871771015226841,
0.04749227315187454,
-0.06073148176074028,
-0.017608577385544777,
0.02369537763297558,
0.03243674710392952,
-0.04320123419165611,
0.0012056489940732718,
0.10044250637292862,
0.010897014290094376,
-0.059174105525016785,
0.041567832231521606,
0.0188303142786026,
-0.0020245001651346684,
-0.1322319209575653,
-0.04950301721692085,
0.03361133113503456,
0.04185020923614502,
-0.014920894056558609,
0.02641032449901104,
0.003344377037137747,
-0.02139229141175747,
0.10414289683103561,
0.023008020594716072,
0.07037624716758728,
-0.04068393632769585,
0.017823083326220512,
0.028532536700367928
] |
1402.3472
|
Marcin Pilipczuk
|
Ivan Bliznets and Fedor V. Fomin and Marcin Pilipczuk and Micha{\l}
Pilipczuk
|
A subexponential parameterized algorithm for Proper Interval Completion
| null | null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the Proper Interval Completion problem we are given a graph G and an
integer k, and the task is to turn G using at most k edge additions into a
proper interval graph, i.e., a graph admitting an intersection model of
equal-length intervals on a line. The study of Proper Interval Completion from
the viewpoint of parameterized complexity has been initiated by Kaplan, Shamir
and Tarjan [FOCS 1994; SIAM J. Comput. 1999], who showed an algorithm for the
problem working in $O(16^k (n + m))$ time. In this paper we present an
algorithm with running time $k^{O(k^{2/3})} + O(nm(kn + m))$, which is the
first subexponential parameterized algorithm for Proper Interval Completion.
|
[
{
"created": "Thu, 13 Feb 2014 20:03:41 GMT",
"version": "v1"
}
] |
2014-02-17
|
[
[
"Bliznets",
"Ivan",
""
],
[
"Fomin",
"Fedor V.",
""
],
[
"Pilipczuk",
"Marcin",
""
],
[
"Pilipczuk",
"Michał",
""
]
] |
[
0.008382763713598251,
0.049371637403964996,
0.02231070026755333,
-0.014939985238015652,
-0.04236895218491554,
-0.05162813141942024,
0.0017859642393887043,
-0.05074786767363548,
-0.04058656096458435,
-0.03979470208287239,
-0.04240855202078819,
0.046043284237384796,
0.022943230345845222,
0.019515154883265495,
-0.006319607608020306,
-0.004971708636730909,
0.07586745917797089,
-0.004096060525625944,
-0.002049465896561742,
-0.049070049077272415,
0.024815095588564873,
0.035708386451005936,
-0.04424649849534035,
-0.024674978107213974,
0.030439727008342743,
-0.058747898787260056,
0.036385588347911835,
-0.01811659336090088,
0.1279624104499817,
0.04443269595503807,
-0.03593875840306282,
0.030516475439071655,
0.09580986946821213,
-0.031650882214307785,
-0.01894150860607624,
-0.012568585574626923,
-0.015888070687651634,
0.006730141583830118,
0.032721277326345444,
0.0397707037627697,
-0.005716406274586916,
0.0532618872821331,
0.06098790094256401,
0.017648907378315926,
0.03925451636314392,
0.02809200994670391,
-0.05742848664522171,
-0.0421207994222641,
-0.043479662388563156,
-0.04864947125315666,
-0.032810915261507034,
-0.011108906008303165,
-0.06990092247724533,
-0.03421671316027641,
-0.017422370612621307,
-0.04300729185342789,
-0.1297069936990738,
-0.05555974319577217,
0.012071168050169945,
0.03188810124993324,
-0.023531440645456314,
-0.006478879135102034,
-0.06110554188489914,
-0.041854653507471085,
-0.010700134560465813,
0.026978131383657455,
0.04624292626976967,
-0.03163667023181915,
0.005114858504384756,
0.13493219017982483,
0.013647468760609627,
0.03651196137070656,
-0.05477041378617287,
0.07851596176624298,
-0.00829702615737915,
0.04094845429062843,
0.03487051650881767,
0.0113084577023983,
-0.05157607048749924,
0.001066048163920641,
-0.0006365525186993182,
-0.030254505574703217,
-0.017411688342690468,
-0.016238251700997353,
-0.021836701780557632,
-0.044344183057546616,
-0.04219543933868408,
0.0652380958199501,
0.06284572184085846,
0.017043452709913254,
0.02229483425617218,
-0.00021262909285724163,
-0.09181251376867294,
0.0010979864746332169,
0.014257658272981644,
-0.010957852005958557,
0.09499027580022812,
0.02952585555613041,
0.054643306881189346,
0.07390671223402023,
-0.05462929606437683,
-0.032127879559993744,
-0.07903628796339035,
-0.03710814192891121,
0.05161711946129799,
0.05441834777593613,
-0.004288579802960157,
0.057693399488925934,
-0.0897708311676979,
0.005480852909386158,
0.029262617230415344,
-0.055655114352703094,
0.024761639535427094,
0.002285031834617257,
0.08504965901374817,
0.01721711829304695,
0.03159376606345177,
-0.07520466297864914,
0.06277837604284286,
0.0051093921065330505,
0.037861671298742294,
0.006731461733579636,
0.035321034491062164,
-0.017669344320893288,
-0.05557134374976158,
0.01625632494688034,
0.04612751305103302,
2.7216545802244822e-33,
-0.02185308374464512,
0.008432282134890556,
0.0682096853852272,
-0.05930114910006523,
0.04656601324677467,
0.04264457896351814,
-0.08033829927444458,
-0.04764104634523392,
0.033427514135837555,
0.00939976330846548,
-0.045973654836416245,
-0.05996955186128616,
0.03810138255357742,
-0.056429240852594376,
0.04331124946475029,
-0.009008725173771381,
0.15901508927345276,
0.06572232395410538,
-0.06012767553329468,
-0.04522422328591347,
0.1084647923707962,
-0.13159030675888062,
0.023205675184726715,
0.078241728246212,
0.009276364929974079,
0.05236935615539551,
0.012290460988879204,
-0.05384339019656181,
0.06411232799291611,
-0.006060441490262747,
-0.062079425901174545,
0.017062075436115265,
0.020979121327400208,
0.12262742221355438,
-0.06699417531490326,
0.03676223009824753,
0.0323595367372036,
-0.046331994235515594,
0.030454998835921288,
0.009554030373692513,
-0.07955067604780197,
0.0064818281680345535,
0.020105265080928802,
-0.03852185606956482,
0.012507442384958267,
-0.06700068712234497,
-0.021710233762860298,
0.05057021602988243,
0.010483650490641594,
0.08278021216392517,
-0.06106790155172348,
0.028223255649209023,
-0.01677769608795643,
-0.08180982619524002,
0.015609008260071278,
0.024425189942121506,
0.03376737982034683,
0.0545465461909771,
-0.010332613252103329,
0.1018684133887291,
0.030395811423659325,
-0.04482760652899742,
-0.030049089342355728,
0.009305860847234726,
-0.018716080114245415,
0.07017790526151657,
-0.056723300367593765,
-0.006412737537175417,
0.12197639048099518,
-0.019614150747656822,
-0.04324878379702568,
-0.026062965393066406,
-0.016338875517249107,
0.007462259382009506,
0.03424340486526489,
-0.09292902052402496,
-0.02099619433283806,
0.0016390407690778375,
-0.002679381752386689,
-0.019355621188879013,
0.0050162686966359615,
-0.05653338506817818,
0.02418053336441517,
-0.08279817551374435,
0.052854347974061966,
-0.11482468992471695,
0.0025103630032390356,
0.048125337809324265,
0.026810364797711372,
-0.09361154586076736,
-0.11141970753669739,
0.04947679489850998,
-0.008548218756914139,
0.04017075151205063,
0.014573737978935242,
-2.6604274875939648e-33,
0.11483483761548996,
-0.07552853971719742,
0.07350832968950272,
0.07954072207212448,
0.006959998514503241,
-0.09147006273269653,
-0.054207585752010345,
-0.004216055851429701,
0.028480418026447296,
0.006483627017587423,
-0.03435101732611656,
-0.0020638189744204283,
0.05500289052724838,
-0.024811265990138054,
-0.017068086192011833,
-0.05238623544573784,
0.005956710781902075,
-0.06296406686306,
-0.025644006207585335,
0.011282159946858883,
0.02173425629734993,
-0.076655812561512,
-0.002794422209262848,
-0.07897430658340454,
-0.004575508646667004,
0.046754803508520126,
-0.06452281773090363,
0.02398551069200039,
-0.05982895568013191,
0.06971374899148941,
-0.026662353426218033,
-0.10431452840566635,
-0.05542486906051636,
-0.08415801078081131,
0.08475446701049805,
0.057700514793395996,
0.000669537577778101,
0.0479271374642849,
-0.014428624883294106,
0.06665673106908798,
0.033090461045503616,
-0.04481911659240723,
-0.0012563131749629974,
0.008806484751403332,
0.020495470613241196,
0.09480748325586319,
-0.020781049504876137,
0.07108959555625916,
-0.034206170588731766,
-0.10349096357822418,
-0.0431610532104969,
0.015612384304404259,
0.05458484962582588,
0.08026619255542755,
0.025561444461345673,
0.013928709551692009,
-0.043675173074007034,
-0.005790407303720713,
0.0695413202047348,
-0.06597626209259033,
0.004946643486618996,
-0.06786378473043442,
-0.0022689378820359707,
0.04071253165602684,
0.04560968652367592,
-0.05552002787590027,
0.07460722327232361,
-0.06069299578666687,
-0.0923045426607132,
0.05262366309762001,
-0.01958855427801609,
0.056990038603544235,
-0.059143587946891785,
-0.08298442512750626,
-0.05803221836686134,
-0.01139821670949459,
0.07610262930393219,
0.11269637197256088,
0.01365311723202467,
-0.035767994821071625,
-0.02303188294172287,
0.04153905808925629,
-0.031235210597515106,
0.005821956321597099,
-0.04922551289200783,
0.012721998617053032,
-0.014032547362148762,
0.04122956097126007,
0.027257049456238747,
-0.03092329390347004,
-0.012998878955841064,
0.040916960686445236,
-0.053230561316013336,
0.009947685524821281,
0.004384720232337713,
-4.4835417156718904e-8,
-0.07727599889039993,
0.04067782312631607,
-0.12013773620128632,
-0.07910844683647156,
0.15586277842521667,
-0.021057981997728348,
0.0323384590446949,
0.048042453825473785,
-0.0034940645564347506,
-0.003251818008720875,
0.10626664757728577,
-0.03613171726465225,
0.024023571982979774,
0.014298267662525177,
-0.013581681065261364,
-0.07435927540063858,
0.021344201639294624,
-0.001101205125451088,
0.008725708350539207,
0.03481649234890938,
-0.031554676592350006,
-0.03842781111598015,
0.04593463987112045,
-0.025712398812174797,
0.031952232122421265,
-0.007103118114173412,
-0.057932160794734955,
0.026686275377869606,
0.02743641659617424,
0.04806172102689743,
-0.023739470168948174,
-0.0024793646298348904,
0.11612642556428909,
0.08815626055002213,
0.021345242857933044,
-0.0001862847711890936,
-0.012881230562925339,
0.06473882496356964,
-0.10958150774240494,
-0.06492278724908829,
0.024515239521861076,
-0.004832067992538214,
-0.019137874245643616,
-0.011148247867822647,
0.10656966269016266,
-0.024240707978606224,
0.036050908267498016,
0.07128272205591202,
-0.05576815456151962,
-0.002760437550023198,
-0.1046886146068573,
0.0502815917134285,
0.01563548482954502,
-0.06842215359210968,
0.016077551990747452,
0.030043266713619232,
0.0002771441068034619,
-0.04690477252006531,
0.0311751551926136,
0.005522279068827629,
-0.0006237271009013057,
-0.043400488793849945,
-0.024850213900208473,
0.005394160281866789
] | null | null | null | null | null | null | null |
[
0.008382763713598251,
0.049371637403964996,
0.02231070026755333,
-0.014939985238015652,
-0.04236895218491554,
-0.05162813141942024,
0.0017859642393887043,
-0.05074786767363548,
-0.04058656096458435,
-0.03979470208287239,
-0.04240855202078819,
0.046043284237384796,
0.022943230345845222,
0.019515154883265495,
-0.006319607608020306,
-0.004971708636730909,
0.07586745917797089,
-0.004096060525625944,
-0.002049465896561742,
-0.049070049077272415,
0.024815095588564873,
0.035708386451005936,
-0.04424649849534035,
-0.024674978107213974,
0.030439727008342743,
-0.058747898787260056,
0.036385588347911835,
-0.01811659336090088,
0.1279624104499817,
0.04443269595503807,
-0.03593875840306282,
0.030516475439071655,
0.09580986946821213,
-0.031650882214307785,
-0.01894150860607624,
-0.012568585574626923,
-0.015888070687651634,
0.006730141583830118,
0.032721277326345444,
0.0397707037627697,
-0.005716406274586916,
0.0532618872821331,
0.06098790094256401,
0.017648907378315926,
0.03925451636314392,
0.02809200994670391,
-0.05742848664522171,
-0.0421207994222641,
-0.043479662388563156,
-0.04864947125315666,
-0.032810915261507034,
-0.011108906008303165,
-0.06990092247724533,
-0.03421671316027641,
-0.017422370612621307,
-0.04300729185342789,
-0.1297069936990738,
-0.05555974319577217,
0.012071168050169945,
0.03188810124993324,
-0.023531440645456314,
-0.006478879135102034,
-0.06110554188489914,
-0.041854653507471085,
-0.010700134560465813,
0.026978131383657455,
0.04624292626976967,
-0.03163667023181915,
0.005114858504384756,
0.13493219017982483,
0.013647468760609627,
0.03651196137070656,
-0.05477041378617287,
0.07851596176624298,
-0.00829702615737915,
0.04094845429062843,
0.03487051650881767,
0.0113084577023983,
-0.05157607048749924,
0.001066048163920641,
-0.0006365525186993182,
-0.030254505574703217,
-0.017411688342690468,
-0.016238251700997353,
-0.021836701780557632,
-0.044344183057546616,
-0.04219543933868408,
0.0652380958199501,
0.06284572184085846,
0.017043452709913254,
0.02229483425617218,
-0.00021262909285724163,
-0.09181251376867294,
0.0010979864746332169,
0.014257658272981644,
-0.010957852005958557,
0.09499027580022812,
0.02952585555613041,
0.054643306881189346,
0.07390671223402023,
-0.05462929606437683,
-0.032127879559993744,
-0.07903628796339035,
-0.03710814192891121,
0.05161711946129799,
0.05441834777593613,
-0.004288579802960157,
0.057693399488925934,
-0.0897708311676979,
0.005480852909386158,
0.029262617230415344,
-0.055655114352703094,
0.024761639535427094,
0.002285031834617257,
0.08504965901374817,
0.01721711829304695,
0.03159376606345177,
-0.07520466297864914,
0.06277837604284286,
0.0051093921065330505,
0.037861671298742294,
0.006731461733579636,
0.035321034491062164,
-0.017669344320893288,
-0.05557134374976158,
0.01625632494688034,
0.04612751305103302,
2.7216545802244822e-33,
-0.02185308374464512,
0.008432282134890556,
0.0682096853852272,
-0.05930114910006523,
0.04656601324677467,
0.04264457896351814,
-0.08033829927444458,
-0.04764104634523392,
0.033427514135837555,
0.00939976330846548,
-0.045973654836416245,
-0.05996955186128616,
0.03810138255357742,
-0.056429240852594376,
0.04331124946475029,
-0.009008725173771381,
0.15901508927345276,
0.06572232395410538,
-0.06012767553329468,
-0.04522422328591347,
0.1084647923707962,
-0.13159030675888062,
0.023205675184726715,
0.078241728246212,
0.009276364929974079,
0.05236935615539551,
0.012290460988879204,
-0.05384339019656181,
0.06411232799291611,
-0.006060441490262747,
-0.062079425901174545,
0.017062075436115265,
0.020979121327400208,
0.12262742221355438,
-0.06699417531490326,
0.03676223009824753,
0.0323595367372036,
-0.046331994235515594,
0.030454998835921288,
0.009554030373692513,
-0.07955067604780197,
0.0064818281680345535,
0.020105265080928802,
-0.03852185606956482,
0.012507442384958267,
-0.06700068712234497,
-0.021710233762860298,
0.05057021602988243,
0.010483650490641594,
0.08278021216392517,
-0.06106790155172348,
0.028223255649209023,
-0.01677769608795643,
-0.08180982619524002,
0.015609008260071278,
0.024425189942121506,
0.03376737982034683,
0.0545465461909771,
-0.010332613252103329,
0.1018684133887291,
0.030395811423659325,
-0.04482760652899742,
-0.030049089342355728,
0.009305860847234726,
-0.018716080114245415,
0.07017790526151657,
-0.056723300367593765,
-0.006412737537175417,
0.12197639048099518,
-0.019614150747656822,
-0.04324878379702568,
-0.026062965393066406,
-0.016338875517249107,
0.007462259382009506,
0.03424340486526489,
-0.09292902052402496,
-0.02099619433283806,
0.0016390407690778375,
-0.002679381752386689,
-0.019355621188879013,
0.0050162686966359615,
-0.05653338506817818,
0.02418053336441517,
-0.08279817551374435,
0.052854347974061966,
-0.11482468992471695,
0.0025103630032390356,
0.048125337809324265,
0.026810364797711372,
-0.09361154586076736,
-0.11141970753669739,
0.04947679489850998,
-0.008548218756914139,
0.04017075151205063,
0.014573737978935242,
-2.6604274875939648e-33,
0.11483483761548996,
-0.07552853971719742,
0.07350832968950272,
0.07954072207212448,
0.006959998514503241,
-0.09147006273269653,
-0.054207585752010345,
-0.004216055851429701,
0.028480418026447296,
0.006483627017587423,
-0.03435101732611656,
-0.0020638189744204283,
0.05500289052724838,
-0.024811265990138054,
-0.017068086192011833,
-0.05238623544573784,
0.005956710781902075,
-0.06296406686306,
-0.025644006207585335,
0.011282159946858883,
0.02173425629734993,
-0.076655812561512,
-0.002794422209262848,
-0.07897430658340454,
-0.004575508646667004,
0.046754803508520126,
-0.06452281773090363,
0.02398551069200039,
-0.05982895568013191,
0.06971374899148941,
-0.026662353426218033,
-0.10431452840566635,
-0.05542486906051636,
-0.08415801078081131,
0.08475446701049805,
0.057700514793395996,
0.000669537577778101,
0.0479271374642849,
-0.014428624883294106,
0.06665673106908798,
0.033090461045503616,
-0.04481911659240723,
-0.0012563131749629974,
0.008806484751403332,
0.020495470613241196,
0.09480748325586319,
-0.020781049504876137,
0.07108959555625916,
-0.034206170588731766,
-0.10349096357822418,
-0.0431610532104969,
0.015612384304404259,
0.05458484962582588,
0.08026619255542755,
0.025561444461345673,
0.013928709551692009,
-0.043675173074007034,
-0.005790407303720713,
0.0695413202047348,
-0.06597626209259033,
0.004946643486618996,
-0.06786378473043442,
-0.0022689378820359707,
0.04071253165602684,
0.04560968652367592,
-0.05552002787590027,
0.07460722327232361,
-0.06069299578666687,
-0.0923045426607132,
0.05262366309762001,
-0.01958855427801609,
0.056990038603544235,
-0.059143587946891785,
-0.08298442512750626,
-0.05803221836686134,
-0.01139821670949459,
0.07610262930393219,
0.11269637197256088,
0.01365311723202467,
-0.035767994821071625,
-0.02303188294172287,
0.04153905808925629,
-0.031235210597515106,
0.005821956321597099,
-0.04922551289200783,
0.012721998617053032,
-0.014032547362148762,
0.04122956097126007,
0.027257049456238747,
-0.03092329390347004,
-0.012998878955841064,
0.040916960686445236,
-0.053230561316013336,
0.009947685524821281,
0.004384720232337713,
-4.4835417156718904e-8,
-0.07727599889039993,
0.04067782312631607,
-0.12013773620128632,
-0.07910844683647156,
0.15586277842521667,
-0.021057981997728348,
0.0323384590446949,
0.048042453825473785,
-0.0034940645564347506,
-0.003251818008720875,
0.10626664757728577,
-0.03613171726465225,
0.024023571982979774,
0.014298267662525177,
-0.013581681065261364,
-0.07435927540063858,
0.021344201639294624,
-0.001101205125451088,
0.008725708350539207,
0.03481649234890938,
-0.031554676592350006,
-0.03842781111598015,
0.04593463987112045,
-0.025712398812174797,
0.031952232122421265,
-0.007103118114173412,
-0.057932160794734955,
0.026686275377869606,
0.02743641659617424,
0.04806172102689743,
-0.023739470168948174,
-0.0024793646298348904,
0.11612642556428909,
0.08815626055002213,
0.021345242857933044,
-0.0001862847711890936,
-0.012881230562925339,
0.06473882496356964,
-0.10958150774240494,
-0.06492278724908829,
0.024515239521861076,
-0.004832067992538214,
-0.019137874245643616,
-0.011148247867822647,
0.10656966269016266,
-0.024240707978606224,
0.036050908267498016,
0.07128272205591202,
-0.05576815456151962,
-0.002760437550023198,
-0.1046886146068573,
0.0502815917134285,
0.01563548482954502,
-0.06842215359210968,
0.016077551990747452,
0.030043266713619232,
0.0002771441068034619,
-0.04690477252006531,
0.0311751551926136,
0.005522279068827629,
-0.0006237271009013057,
-0.043400488793849945,
-0.024850213900208473,
0.005394160281866789
] |
1402.3473
|
Marcin Pilipczuk
|
Ivan Bliznets and Fedor V. Fomin and Marcin Pilipczuk and Micha{\l}
Pilipczuk
|
A subexponential parameterized algorithm for Interval Completion
|
v2: An overview of the proof has been added; v3: updated introduction
| null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the Interval Completion problem we are given a graph G and an integer k,
and the task is to turn G using at most k edge additions into an interval
graph, i.e., a graph admitting an intersection model of intervals on a line.
Motivated by applications in sparse matrix multiplication and molecular
biology, Kaplan, Shamir and Tarjan [FOCS 1994; SIAM J. Comput. 1999] asked for
a fixed-parameter algorithm solving this problem. This question was answer
affirmatively more than a decade later by Villanger at el. [STOC 2007; SIAM J.
Comput. 2009], who presented an algorithm with running time $O(k^{2k}n^3m)$. We
give the first subexponential parameterized algorithm solving Interval
Completion in time $k^{O(\sqrt{k})} n^{O(1)}$. This adds Interval Completion to
a very small list of parameterized graph modification problems solvable in
subexponential time.
|
[
{
"created": "Thu, 13 Feb 2014 20:06:50 GMT",
"version": "v1"
},
{
"created": "Thu, 3 Apr 2014 10:03:59 GMT",
"version": "v2"
},
{
"created": "Mon, 10 Nov 2014 12:03:25 GMT",
"version": "v3"
}
] |
2014-11-11
|
[
[
"Bliznets",
"Ivan",
""
],
[
"Fomin",
"Fedor V.",
""
],
[
"Pilipczuk",
"Marcin",
""
],
[
"Pilipczuk",
"Michał",
""
]
] |
[
-0.02742156945168972,
0.05654703825712204,
-0.010703937150537968,
0.019850533455610275,
-0.03552090749144554,
-0.07304162532091141,
-0.029651086777448654,
-0.047338567674160004,
-0.05349165201187134,
-0.017505710944533348,
-0.027092695236206055,
0.013045160099864006,
-0.019944744184613228,
0.03492748364806175,
0.005439017433673143,
0.036096058785915375,
0.04839428514242172,
0.020438088104128838,
-0.02115495689213276,
-0.012883022427558899,
-0.0030262090731412172,
0.044707830995321274,
-0.04558398574590683,
-0.02962946891784668,
0.03273090720176697,
-0.06942570209503174,
0.06389383226633072,
-0.02480762079358101,
0.08763664960861206,
0.043242279440164566,
-0.029310092329978943,
0.053488537669181824,
0.020747382193803787,
-0.021149620413780212,
-0.021569976583123207,
0.023681817576289177,
0.018384715542197227,
0.0377708338201046,
0.03344765305519104,
0.039023082703351974,
0.03755636140704155,
0.029983261600136757,
0.014739411883056164,
0.034933753311634064,
0.07606847584247589,
0.006931389681994915,
-0.007392079569399357,
-0.013800195418298244,
-0.059621527791023254,
-0.05966796353459358,
-0.04934064298868179,
-0.023576214909553528,
-0.05867714062333107,
-0.0602119043469429,
-0.03117392398416996,
-0.10401785373687744,
-0.07803856581449509,
-0.04338814318180084,
0.03291168063879013,
0.02407894842326641,
-0.008329694159328938,
-0.030849609524011612,
-0.03594760596752167,
-0.03005756251513958,
-0.0006526606739498675,
0.048335000872612,
0.07007302343845367,
-0.04027513414621353,
0.012183578684926033,
0.1515708565711975,
-0.002332457108423114,
0.05049679055809975,
-0.06922489404678345,
0.05542419105768204,
0.002201641909778118,
0.04393763095140457,
0.01683550514280796,
0.02064690552651882,
-0.03297021612524986,
0.027173474431037903,
0.03232012689113617,
-0.04704408720135689,
-0.06036068871617317,
-0.010130427777767181,
-0.013104497455060482,
-0.07367818802595139,
-0.047192249447107315,
0.06996195763349533,
0.059166885912418365,
-0.004998865537345409,
0.02477160468697548,
-0.0014914412749931216,
-0.05198594182729721,
-0.04294602945446968,
-0.011202606372535229,
-0.000006672976724075852,
0.10066571086645126,
0.03214443475008011,
0.07287181913852692,
0.08247294276952744,
-0.05522897467017174,
-0.04170104116201401,
-0.055843379348516464,
0.0033517854753881693,
0.015474995598196983,
0.06964965909719467,
-0.008769283071160316,
0.07473046332597733,
-0.08427532762289047,
-0.017376558855175972,
0.027918655425310135,
-0.016466587781906128,
0.022484736517071724,
0.04099678248167038,
0.04789387807250023,
-0.02207651548087597,
0.08097124099731445,
-0.09826850891113281,
0.07859950512647629,
0.020450333133339882,
0.022482410073280334,
0.013358036056160927,
0.07353240996599197,
-0.010786011815071106,
-0.036045365035533905,
0.07976295799016953,
-0.029871929436922073,
4.3435104010058935e-33,
0.04229718819260597,
0.02140261046588421,
0.06585140526294708,
-0.061268992722034454,
0.02880505844950676,
-0.007980137132108212,
-0.019867684692144394,
-0.07688522338867188,
-0.0028072530403733253,
0.020253384485840797,
-0.016404714435338974,
0.00914507731795311,
0.06557845324277878,
-0.025637084618210793,
0.013583428226411343,
-0.0057500265538692474,
0.1331569105386734,
0.06684017926454544,
-0.03409453481435776,
-0.1008528545498848,
0.07010134309530258,
-0.1209050863981247,
0.0025240303948521614,
0.07354174554347992,
-0.008036211133003235,
0.013848895207047462,
0.012293609790503979,
-0.08533734083175659,
0.0745825245976448,
-0.006816747598350048,
-0.08246968686580658,
0.0558788999915123,
0.015004602260887623,
0.14054955542087555,
-0.03514628857374191,
0.02086038514971733,
0.029230348765850067,
-0.07084665447473526,
0.060120753943920135,
-0.039952345192432404,
-0.07353629171848297,
0.0024878941476345062,
0.03483026474714279,
-0.04776380956172943,
0.002903376007452607,
-0.05758128687739372,
-0.03562707081437111,
0.08752842247486115,
-0.006120138801634312,
0.03880435973405838,
-0.030313562601804733,
0.028284884989261627,
-0.012910658493638039,
-0.05681451037526131,
0.014861549250781536,
-0.011417550966143608,
0.034442827105522156,
0.006551971659064293,
-0.0022117707412689924,
0.1322619616985321,
0.032593145966529846,
-0.06992746889591217,
-0.04183997958898544,
-0.011981199495494366,
0.004086451604962349,
0.0729660838842392,
-0.039166003465652466,
0.017712164670228958,
0.0921778678894043,
0.004184883553534746,
-0.03659635782241821,
0.009262623265385628,
-0.025095868855714798,
-0.038990847766399384,
0.030256250873208046,
-0.09797462821006775,
0.022004621103405952,
0.001976307015866041,
-0.041599199175834656,
-0.03913946449756622,
0.008214473724365234,
-0.04972098022699356,
0.0110366465523839,
-0.028952693566679955,
0.04292958602309227,
-0.13796880841255188,
0.01566603034734726,
0.032802432775497437,
-0.024509241804480553,
-0.13300077617168427,
-0.07947981357574463,
0.008846456184983253,
-0.004998619202524424,
0.028688371181488037,
0.04967388138175011,
-3.381562966109706e-33,
0.07188262045383453,
-0.11895955353975296,
0.05286620929837227,
0.07903561741113663,
0.028357913717627525,
-0.12809057533740997,
-0.04034163057804108,
-0.03636838123202324,
0.054496120661497116,
-0.03186517208814621,
-0.04253513365983963,
-0.020051512867212296,
0.0486515611410141,
-0.023856589570641518,
-0.01968349702656269,
-0.0209518913179636,
-0.000008715131116332486,
-0.08440470695495605,
-0.003374421503394842,
0.013297362253069878,
-0.01831899583339691,
0.0028778945561498404,
0.03479199483990669,
-0.06286600977182388,
-0.016545051708817482,
0.01569138467311859,
-0.038400184363126755,
0.05163887143135071,
-0.03740165755152702,
0.06357152760028839,
-0.07943225651979446,
-0.07493443042039871,
-0.09043628722429276,
-0.06083131954073906,
0.08907308429479599,
0.0946853831410408,
0.003994422499090433,
0.04006017744541168,
0.03257216885685921,
0.04693819209933281,
0.014884840697050095,
-0.03541339561343193,
-0.04053062945604324,
0.033271972090005875,
0.08106313645839691,
0.1108761578798294,
-0.0363551527261734,
0.06617216765880585,
-0.04468947649002075,
-0.09003657847642899,
-0.019164010882377625,
0.03717666119337082,
0.08371805399656296,
0.08931324630975723,
0.008889446966350079,
0.030238566920161247,
-0.022188926115632057,
-0.009860124439001083,
0.08689680695533752,
-0.04365408793091774,
-0.03631393238902092,
-0.059392523020505905,
-0.003745622932910919,
0.012282165698707104,
0.021970393136143684,
-0.037245966494083405,
0.04762982204556465,
-0.07117155939340591,
-0.0791291818022728,
0.0907420888543129,
0.021382998675107956,
0.01333193201571703,
-0.024078266695141792,
-0.05601118132472038,
-0.028034133836627007,
-0.015988850966095924,
0.04501912742853165,
0.061534035950899124,
-0.021795902401208878,
-0.03956004977226257,
-0.008210930041968822,
0.03432541340589523,
0.01218876987695694,
-0.005526160821318626,
-0.06792626529932022,
0.02968176081776619,
-0.013352563604712486,
0.06250666826963425,
0.056732576340436935,
-0.03451109305024147,
-0.022400090470910072,
0.017029384151101112,
-0.044542767107486725,
0.031865883618593216,
0.025734039023518562,
-5.102068101336954e-8,
-0.05880448967218399,
0.07694628089666367,
-0.09470580518245697,
-0.07131195813417435,
0.16657903790473938,
0.011640618555247784,
0.02895260974764824,
0.06475899368524551,
0.019954804331064224,
-0.0033212380949407816,
0.10303349047899246,
-0.021235866472125053,
0.06096162647008896,
-0.012111946009099483,
-0.03661079704761505,
-0.04896102845668793,
0.006356614176183939,
-0.017114851623773575,
-0.0034025025088340044,
0.0024017058312892914,
-0.08714558929204941,
-0.013863632455468178,
0.02963191829621792,
-0.022038720548152924,
0.04857688397169113,
-0.05632830038666725,
-0.04112321883440018,
0.009353355504572392,
0.08127705007791519,
0.038820262998342514,
-0.047172535210847855,
-0.017101751640439034,
0.10557179152965546,
0.11885365098714828,
0.01716707833111286,
0.004305919632315636,
-0.003258323995396495,
0.04839758947491646,
-0.1291070133447647,
-0.06443852186203003,
0.030494123697280884,
0.001824284321628511,
-0.02586609497666359,
-0.013249525800347328,
0.07719387859106064,
-0.017898600548505783,
0.00929862167686224,
0.03453609719872475,
-0.0037901403848081827,
0.007802302949130535,
-0.08573677390813828,
0.05624522268772125,
-0.01703450083732605,
-0.04366035759449005,
-0.005569653119891882,
0.016569454222917557,
-0.03124806471168995,
-0.021052904427051544,
0.06620821356773376,
0.017338979989290237,
-0.004390479996800423,
-0.05695410817861557,
-0.0381515733897686,
0.004633782897144556
] | null | null | null | null | null | null | null |
[
-0.02742156945168972,
0.05654703825712204,
-0.010703937150537968,
0.019850533455610275,
-0.03552090749144554,
-0.07304162532091141,
-0.029651086777448654,
-0.047338567674160004,
-0.05349165201187134,
-0.017505710944533348,
-0.027092695236206055,
0.013045160099864006,
-0.019944744184613228,
0.03492748364806175,
0.005439017433673143,
0.036096058785915375,
0.04839428514242172,
0.020438088104128838,
-0.02115495689213276,
-0.012883022427558899,
-0.0030262090731412172,
0.044707830995321274,
-0.04558398574590683,
-0.02962946891784668,
0.03273090720176697,
-0.06942570209503174,
0.06389383226633072,
-0.02480762079358101,
0.08763664960861206,
0.043242279440164566,
-0.029310092329978943,
0.053488537669181824,
0.020747382193803787,
-0.021149620413780212,
-0.021569976583123207,
0.023681817576289177,
0.018384715542197227,
0.0377708338201046,
0.03344765305519104,
0.039023082703351974,
0.03755636140704155,
0.029983261600136757,
0.014739411883056164,
0.034933753311634064,
0.07606847584247589,
0.006931389681994915,
-0.007392079569399357,
-0.013800195418298244,
-0.059621527791023254,
-0.05966796353459358,
-0.04934064298868179,
-0.023576214909553528,
-0.05867714062333107,
-0.0602119043469429,
-0.03117392398416996,
-0.10401785373687744,
-0.07803856581449509,
-0.04338814318180084,
0.03291168063879013,
0.02407894842326641,
-0.008329694159328938,
-0.030849609524011612,
-0.03594760596752167,
-0.03005756251513958,
-0.0006526606739498675,
0.048335000872612,
0.07007302343845367,
-0.04027513414621353,
0.012183578684926033,
0.1515708565711975,
-0.002332457108423114,
0.05049679055809975,
-0.06922489404678345,
0.05542419105768204,
0.002201641909778118,
0.04393763095140457,
0.01683550514280796,
0.02064690552651882,
-0.03297021612524986,
0.027173474431037903,
0.03232012689113617,
-0.04704408720135689,
-0.06036068871617317,
-0.010130427777767181,
-0.013104497455060482,
-0.07367818802595139,
-0.047192249447107315,
0.06996195763349533,
0.059166885912418365,
-0.004998865537345409,
0.02477160468697548,
-0.0014914412749931216,
-0.05198594182729721,
-0.04294602945446968,
-0.011202606372535229,
-0.000006672976724075852,
0.10066571086645126,
0.03214443475008011,
0.07287181913852692,
0.08247294276952744,
-0.05522897467017174,
-0.04170104116201401,
-0.055843379348516464,
0.0033517854753881693,
0.015474995598196983,
0.06964965909719467,
-0.008769283071160316,
0.07473046332597733,
-0.08427532762289047,
-0.017376558855175972,
0.027918655425310135,
-0.016466587781906128,
0.022484736517071724,
0.04099678248167038,
0.04789387807250023,
-0.02207651548087597,
0.08097124099731445,
-0.09826850891113281,
0.07859950512647629,
0.020450333133339882,
0.022482410073280334,
0.013358036056160927,
0.07353240996599197,
-0.010786011815071106,
-0.036045365035533905,
0.07976295799016953,
-0.029871929436922073,
4.3435104010058935e-33,
0.04229718819260597,
0.02140261046588421,
0.06585140526294708,
-0.061268992722034454,
0.02880505844950676,
-0.007980137132108212,
-0.019867684692144394,
-0.07688522338867188,
-0.0028072530403733253,
0.020253384485840797,
-0.016404714435338974,
0.00914507731795311,
0.06557845324277878,
-0.025637084618210793,
0.013583428226411343,
-0.0057500265538692474,
0.1331569105386734,
0.06684017926454544,
-0.03409453481435776,
-0.1008528545498848,
0.07010134309530258,
-0.1209050863981247,
0.0025240303948521614,
0.07354174554347992,
-0.008036211133003235,
0.013848895207047462,
0.012293609790503979,
-0.08533734083175659,
0.0745825245976448,
-0.006816747598350048,
-0.08246968686580658,
0.0558788999915123,
0.015004602260887623,
0.14054955542087555,
-0.03514628857374191,
0.02086038514971733,
0.029230348765850067,
-0.07084665447473526,
0.060120753943920135,
-0.039952345192432404,
-0.07353629171848297,
0.0024878941476345062,
0.03483026474714279,
-0.04776380956172943,
0.002903376007452607,
-0.05758128687739372,
-0.03562707081437111,
0.08752842247486115,
-0.006120138801634312,
0.03880435973405838,
-0.030313562601804733,
0.028284884989261627,
-0.012910658493638039,
-0.05681451037526131,
0.014861549250781536,
-0.011417550966143608,
0.034442827105522156,
0.006551971659064293,
-0.0022117707412689924,
0.1322619616985321,
0.032593145966529846,
-0.06992746889591217,
-0.04183997958898544,
-0.011981199495494366,
0.004086451604962349,
0.0729660838842392,
-0.039166003465652466,
0.017712164670228958,
0.0921778678894043,
0.004184883553534746,
-0.03659635782241821,
0.009262623265385628,
-0.025095868855714798,
-0.038990847766399384,
0.030256250873208046,
-0.09797462821006775,
0.022004621103405952,
0.001976307015866041,
-0.041599199175834656,
-0.03913946449756622,
0.008214473724365234,
-0.04972098022699356,
0.0110366465523839,
-0.028952693566679955,
0.04292958602309227,
-0.13796880841255188,
0.01566603034734726,
0.032802432775497437,
-0.024509241804480553,
-0.13300077617168427,
-0.07947981357574463,
0.008846456184983253,
-0.004998619202524424,
0.028688371181488037,
0.04967388138175011,
-3.381562966109706e-33,
0.07188262045383453,
-0.11895955353975296,
0.05286620929837227,
0.07903561741113663,
0.028357913717627525,
-0.12809057533740997,
-0.04034163057804108,
-0.03636838123202324,
0.054496120661497116,
-0.03186517208814621,
-0.04253513365983963,
-0.020051512867212296,
0.0486515611410141,
-0.023856589570641518,
-0.01968349702656269,
-0.0209518913179636,
-0.000008715131116332486,
-0.08440470695495605,
-0.003374421503394842,
0.013297362253069878,
-0.01831899583339691,
0.0028778945561498404,
0.03479199483990669,
-0.06286600977182388,
-0.016545051708817482,
0.01569138467311859,
-0.038400184363126755,
0.05163887143135071,
-0.03740165755152702,
0.06357152760028839,
-0.07943225651979446,
-0.07493443042039871,
-0.09043628722429276,
-0.06083131954073906,
0.08907308429479599,
0.0946853831410408,
0.003994422499090433,
0.04006017744541168,
0.03257216885685921,
0.04693819209933281,
0.014884840697050095,
-0.03541339561343193,
-0.04053062945604324,
0.033271972090005875,
0.08106313645839691,
0.1108761578798294,
-0.0363551527261734,
0.06617216765880585,
-0.04468947649002075,
-0.09003657847642899,
-0.019164010882377625,
0.03717666119337082,
0.08371805399656296,
0.08931324630975723,
0.008889446966350079,
0.030238566920161247,
-0.022188926115632057,
-0.009860124439001083,
0.08689680695533752,
-0.04365408793091774,
-0.03631393238902092,
-0.059392523020505905,
-0.003745622932910919,
0.012282165698707104,
0.021970393136143684,
-0.037245966494083405,
0.04762982204556465,
-0.07117155939340591,
-0.0791291818022728,
0.0907420888543129,
0.021382998675107956,
0.01333193201571703,
-0.024078266695141792,
-0.05601118132472038,
-0.028034133836627007,
-0.015988850966095924,
0.04501912742853165,
0.061534035950899124,
-0.021795902401208878,
-0.03956004977226257,
-0.008210930041968822,
0.03432541340589523,
0.01218876987695694,
-0.005526160821318626,
-0.06792626529932022,
0.02968176081776619,
-0.013352563604712486,
0.06250666826963425,
0.056732576340436935,
-0.03451109305024147,
-0.022400090470910072,
0.017029384151101112,
-0.044542767107486725,
0.031865883618593216,
0.025734039023518562,
-5.102068101336954e-8,
-0.05880448967218399,
0.07694628089666367,
-0.09470580518245697,
-0.07131195813417435,
0.16657903790473938,
0.011640618555247784,
0.02895260974764824,
0.06475899368524551,
0.019954804331064224,
-0.0033212380949407816,
0.10303349047899246,
-0.021235866472125053,
0.06096162647008896,
-0.012111946009099483,
-0.03661079704761505,
-0.04896102845668793,
0.006356614176183939,
-0.017114851623773575,
-0.0034025025088340044,
0.0024017058312892914,
-0.08714558929204941,
-0.013863632455468178,
0.02963191829621792,
-0.022038720548152924,
0.04857688397169113,
-0.05632830038666725,
-0.04112321883440018,
0.009353355504572392,
0.08127705007791519,
0.038820262998342514,
-0.047172535210847855,
-0.017101751640439034,
0.10557179152965546,
0.11885365098714828,
0.01716707833111286,
0.004305919632315636,
-0.003258323995396495,
0.04839758947491646,
-0.1291070133447647,
-0.06443852186203003,
0.030494123697280884,
0.001824284321628511,
-0.02586609497666359,
-0.013249525800347328,
0.07719387859106064,
-0.017898600548505783,
0.00929862167686224,
0.03453609719872475,
-0.0037901403848081827,
0.007802302949130535,
-0.08573677390813828,
0.05624522268772125,
-0.01703450083732605,
-0.04366035759449005,
-0.005569653119891882,
0.016569454222917557,
-0.03124806471168995,
-0.021052904427051544,
0.06620821356773376,
0.017338979989290237,
-0.004390479996800423,
-0.05695410817861557,
-0.0381515733897686,
0.004633782897144556
] |
1402.3476
|
Pierre B\'ejot
|
P. B\'ejot, G. Karras, F. Billard, E. Hertz, B. Lavorel, E. Cormier,
and O. Faucher
|
Harmonic generation and filamentation: when secondary radiations have
primary consequences
|
7 pages, 5 figures
| null |
10.1103/PhysRevLett.112.203902
| null |
physics.optics physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this Letter, it is experimentally and theoretically shown that weak odd
harmonics generated during the propagation of an infrared ultrashort
ultra-intense pulse unexpectedly modify the nonlinear properties of the medium
and lead to a strong modification of the propagation dynamics. This result is
in contrast with all current state-of-the-art propagation model predictions, in
which secondary radiations, such as third harmonic, are expected to have a
negligible action upon the fundamental pulse propagation. By analysing full
three-dimensional ab initio quantum calculations describing the microscopic
atomic optical response, we have identified a fundamental mechanism resulting
from interferences between a direct ionization channel and a channel involving
one single ultraviolet photon. This mechanism is responsible for wide
refractive index modifications in relation with significant variation of the
ionization rate. This work paves the way to the full physical understanding of
the filamentation mechanism and could lead to unexplored phenomena, such as
coherent control of the filamentation by harmonic seeding.
|
[
{
"created": "Fri, 14 Feb 2014 14:24:21 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Béjot",
"P.",
""
],
[
"Karras",
"G.",
""
],
[
"Billard",
"F.",
""
],
[
"Hertz",
"E.",
""
],
[
"Lavorel",
"B.",
""
],
[
"Cormier",
"E.",
""
],
[
"Faucher",
"O.",
""
]
] |
[
-0.06410367041826248,
-0.08942587673664093,
-0.011479778215289116,
0.023152558133006096,
-0.045147739350795746,
-0.05036044865846634,
0.04328073561191559,
0.012995602563023567,
-0.02203243039548397,
0.09738641232252121,
0.0862143486738205,
-0.022442463785409927,
-0.03489550203084946,
-0.015009962022304535,
0.07515418529510498,
0.015482022427022457,
-0.001350871752947569,
-0.007079437840729952,
-0.09597833454608917,
0.020180536434054375,
0.11625902354717255,
-0.09640268981456757,
-0.01994381844997406,
-0.036096759140491486,
0.043189648538827896,
0.010718557052314281,
0.03439786657691002,
-0.05788365378975868,
0.011344265192747116,
-0.059052955359220505,
0.039081789553165436,
-0.04502906650304794,
-0.0738387405872345,
0.053169358521699905,
0.011549744755029678,
-0.02442312426865101,
0.0008254473214037716,
-0.05255553126335144,
-0.040195055305957794,
0.007137549575418234,
0.07556970417499542,
0.01477926503866911,
-0.04859015345573425,
-0.0018762212712317705,
-0.027392271906137466,
-0.02156718634068966,
0.05793742090463638,
-0.04479527473449707,
-0.05635936185717583,
-0.03361302986741066,
-0.06049641594290733,
0.053491972386837006,
0.023655209690332413,
0.02990010194480419,
-0.004387479275465012,
0.11916755884885788,
0.029138611629605293,
0.06280700862407684,
0.014412778429687023,
-0.053369391709566116,
-0.039902277290821075,
-0.0003563798381946981,
0.012231839820742607,
-0.037575557827949524,
0.08203572779893875,
-0.021431323140859604,
-0.03507944568991661,
0.002427624072879553,
-0.0023833904415369034,
0.013573981821537018,
0.003969776444137096,
-0.005505269393324852,
-0.030157621949911118,
0.04805535823106766,
0.10401531308889389,
-0.05153573304414749,
0.0038313400000333786,
0.1344139277935028,
-0.011549345217645168,
0.017610695213079453,
0.03623455762863159,
-0.06599333882331848,
0.044708508998155594,
-0.011216078884899616,
-0.00029750203248113394,
0.008391491137444973,
0.03967321291565895,
-0.0002682053891476244,
-0.08096586167812347,
0.00021434981317725033,
-0.058243364095687866,
-0.039378032088279724,
0.03344004228711128,
-0.03450586274266243,
0.057574134320020676,
0.04590466246008873,
0.022263869643211365,
-0.05373338609933853,
0.029675858095288277,
0.003122500842437148,
0.10496692359447479,
-0.05076076090335846,
-0.06078131124377251,
0.06797951459884644,
-0.02011909708380699,
-0.009616373106837273,
0.03546036779880524,
0.12277856469154358,
-0.07748729735612869,
0.0908704549074173,
0.08529835194349289,
-0.007230932824313641,
-0.017756979912519455,
-0.04492016136646271,
0.01860824227333069,
0.07998018711805344,
0.038646772503852844,
0.021299270913004875,
-0.0035826077219098806,
0.0004917703336104751,
-0.0329616442322731,
0.05886467918753624,
0.002067356137558818,
0.010624132119119167,
-0.027899757027626038,
0.021876119077205658,
-0.06289660930633545,
3.2330181327191937e-34,
0.03218109905719757,
0.06853179633617401,
-0.03519687429070473,
-0.07983311265707016,
-0.01475346926599741,
-0.059572454541921616,
0.021143443882465363,
-0.029848864302039146,
-0.04573804512619972,
-0.02570301666855812,
-0.0027218135073781013,
0.010194025002419949,
0.04091302677989006,
0.037725433707237244,
-0.004767494276165962,
-0.008697140030562878,
-0.018246011808514595,
0.08107801526784897,
-0.045020073652267456,
0.08775210380554199,
0.0019280958222225308,
0.062258124351501465,
0.030957169830799103,
-0.015881886705756187,
-0.046626415103673935,
0.013381739147007465,
0.00041616917587816715,
0.014954145066440105,
0.0038006671238690615,
0.01050775870680809,
0.0954514816403389,
0.07275767624378204,
-0.072128064930439,
-0.042666245251894,
0.13140924274921417,
0.005367474630475044,
-0.05799885466694832,
0.04419952258467674,
0.00997115671634674,
0.03539020195603371,
-0.06425463408231735,
-0.010902944952249527,
-0.02833377942442894,
0.0544419065117836,
0.022939646616578102,
-0.013316784054040909,
-0.049057502299547195,
-0.02312101423740387,
-0.03393346071243286,
-0.04164985567331314,
-0.0355558767914772,
-0.010201605036854744,
0.029343945905566216,
0.043520811945199966,
0.050771672278642654,
0.0007674489170312881,
0.017387887462973595,
-0.022253492847085,
-0.01965167745947838,
-0.051539722830057144,
0.05384524539113045,
-0.09496796876192093,
0.01700560934841633,
0.10494823008775711,
-0.11931467801332474,
0.04579382389783859,
-0.05662762373685837,
0.042090822011232376,
0.035608645528554916,
-0.014614259824156761,
-0.029064618051052094,
0.09302592277526855,
0.0311405211687088,
-0.07281886041164398,
0.0688001811504364,
0.015321910381317139,
-0.016362683847546577,
0.026993276551365852,
-0.00553346099331975,
0.0335397943854332,
-0.024904079735279083,
-0.020744847133755684,
0.01018687803298235,
0.04125092551112175,
-0.09661277383565903,
-0.0033793530892580748,
-0.04811232164502144,
0.01194325927644968,
-0.07322991639375687,
0.020754314959049225,
0.0883399099111557,
0.02522890269756317,
0.0021277933847159147,
-0.06364448368549347,
-0.07183634489774704,
-2.133343902208913e-33,
0.07813207060098648,
0.028872175142169,
0.025048555806279182,
-0.02647368796169758,
0.03263566270470619,
0.06862068176269531,
0.030955180525779724,
0.06083262339234352,
-0.04728204011917114,
-0.023944342508912086,
0.18894410133361816,
0.06753946840763092,
-0.09616675227880478,
-0.026017634198069572,
-0.06333936750888824,
-0.023362046107649803,
0.026192376390099525,
0.009502166882157326,
0.12904949486255646,
-0.02703317627310753,
0.04625328630208969,
-0.046385057270526886,
0.05232018232345581,
0.017226925119757652,
0.041710883378982544,
-0.028914567083120346,
0.00882795825600624,
-0.003436845261603594,
-0.025283830240368843,
-0.027502516284585,
0.003884467063471675,
0.058762773871421814,
-0.04336557909846306,
-0.07055478543043137,
-0.03111591376364231,
0.07332748174667358,
-0.030878828838467598,
0.028219452127814293,
-0.07482881844043732,
-0.04632581025362015,
0.03122173808515072,
0.010791194625198841,
0.018692143261432648,
-0.0061819725669920444,
-0.008287504315376282,
0.043502289801836014,
-0.008424872532486916,
-0.036089587956666946,
-0.09551692008972168,
-0.03702881932258606,
-0.026798952370882034,
-0.038940783590078354,
0.04690099135041237,
0.02951096184551716,
-0.0638759434223175,
0.010652060620486736,
0.005924706347286701,
0.08476977795362473,
0.04531632363796234,
0.07049999386072159,
-0.0792926549911499,
-0.017797697335481644,
0.10581611096858978,
-0.0819300189614296,
-0.00557361077517271,
-0.035545822232961655,
-0.025340486317873,
0.022789189592003822,
0.021739788353443146,
-0.0941309928894043,
0.053611986339092255,
-0.014839551411569118,
0.017663581296801567,
0.061089321970939636,
0.043590471148490906,
0.0176179651170969,
-0.016715576872229576,
-0.07005973160266876,
-0.07402370125055313,
0.030748384073376656,
0.009806455112993717,
0.09585585445165634,
-0.08904637396335602,
0.010058552958071232,
0.06350348889827728,
-0.01072665210813284,
0.040268462151288986,
0.015013888478279114,
-0.06643576920032501,
-0.06527338176965714,
-0.0375983826816082,
0.020706981420516968,
-0.03257645294070244,
-0.04628605768084526,
0.09066697955131531,
-4.9128651369301224e-8,
0.05025925487279892,
0.02701685018837452,
-0.0638905018568039,
0.04104357957839966,
0.02649185247719288,
-0.0018368948949500918,
-0.04522855207324028,
0.043210066854953766,
-0.05859576538205147,
-0.08104921132326126,
-0.0018631033599376678,
0.043412335216999054,
0.035329513251781464,
0.012038854882121086,
0.08150804042816162,
-0.006000993773341179,
-0.01818702556192875,
-0.03719625249505043,
0.0028720165137201548,
-0.013160175643861294,
-0.07330889999866486,
0.009875900112092495,
0.017300885170698166,
0.013614555820822716,
-0.0009331951732747257,
0.06460194289684296,
-0.027661513537168503,
-0.04476907476782799,
0.0031940944027155638,
-0.05778273940086365,
0.06599150598049164,
0.01911967806518078,
0.044397104531526566,
0.06077779456973076,
-0.2043273001909256,
-0.00583262462168932,
-0.10404102504253387,
-0.02324824593961239,
-0.08695298433303833,
-0.09121769666671753,
-0.055987607687711716,
0.017547287046909332,
0.04562203213572502,
0.010418274439871311,
0.0052839177660644054,
0.06054413691163063,
0.0023096308577805758,
-0.004211052320897579,
-0.0400935634970665,
-0.002973220543935895,
-0.07625003904104233,
0.0029297785367816687,
0.019814861938357353,
-0.045899949967861176,
-0.02502267248928547,
-0.04383596032857895,
-0.04628966748714447,
-0.035043422132730484,
0.010494138114154339,
0.018964361399412155,
0.12518662214279175,
-0.08410356938838959,
-0.04161117970943451,
0.048403237015008926
] | null | null | null | null | null | null | null |
[
-0.06410367041826248,
-0.08942587673664093,
-0.011479778215289116,
0.023152558133006096,
-0.045147739350795746,
-0.05036044865846634,
0.04328073561191559,
0.012995602563023567,
-0.02203243039548397,
0.09738641232252121,
0.0862143486738205,
-0.022442463785409927,
-0.03489550203084946,
-0.015009962022304535,
0.07515418529510498,
0.015482022427022457,
-0.001350871752947569,
-0.007079437840729952,
-0.09597833454608917,
0.020180536434054375,
0.11625902354717255,
-0.09640268981456757,
-0.01994381844997406,
-0.036096759140491486,
0.043189648538827896,
0.010718557052314281,
0.03439786657691002,
-0.05788365378975868,
0.011344265192747116,
-0.059052955359220505,
0.039081789553165436,
-0.04502906650304794,
-0.0738387405872345,
0.053169358521699905,
0.011549744755029678,
-0.02442312426865101,
0.0008254473214037716,
-0.05255553126335144,
-0.040195055305957794,
0.007137549575418234,
0.07556970417499542,
0.01477926503866911,
-0.04859015345573425,
-0.0018762212712317705,
-0.027392271906137466,
-0.02156718634068966,
0.05793742090463638,
-0.04479527473449707,
-0.05635936185717583,
-0.03361302986741066,
-0.06049641594290733,
0.053491972386837006,
0.023655209690332413,
0.02990010194480419,
-0.004387479275465012,
0.11916755884885788,
0.029138611629605293,
0.06280700862407684,
0.014412778429687023,
-0.053369391709566116,
-0.039902277290821075,
-0.0003563798381946981,
0.012231839820742607,
-0.037575557827949524,
0.08203572779893875,
-0.021431323140859604,
-0.03507944568991661,
0.002427624072879553,
-0.0023833904415369034,
0.013573981821537018,
0.003969776444137096,
-0.005505269393324852,
-0.030157621949911118,
0.04805535823106766,
0.10401531308889389,
-0.05153573304414749,
0.0038313400000333786,
0.1344139277935028,
-0.011549345217645168,
0.017610695213079453,
0.03623455762863159,
-0.06599333882331848,
0.044708508998155594,
-0.011216078884899616,
-0.00029750203248113394,
0.008391491137444973,
0.03967321291565895,
-0.0002682053891476244,
-0.08096586167812347,
0.00021434981317725033,
-0.058243364095687866,
-0.039378032088279724,
0.03344004228711128,
-0.03450586274266243,
0.057574134320020676,
0.04590466246008873,
0.022263869643211365,
-0.05373338609933853,
0.029675858095288277,
0.003122500842437148,
0.10496692359447479,
-0.05076076090335846,
-0.06078131124377251,
0.06797951459884644,
-0.02011909708380699,
-0.009616373106837273,
0.03546036779880524,
0.12277856469154358,
-0.07748729735612869,
0.0908704549074173,
0.08529835194349289,
-0.007230932824313641,
-0.017756979912519455,
-0.04492016136646271,
0.01860824227333069,
0.07998018711805344,
0.038646772503852844,
0.021299270913004875,
-0.0035826077219098806,
0.0004917703336104751,
-0.0329616442322731,
0.05886467918753624,
0.002067356137558818,
0.010624132119119167,
-0.027899757027626038,
0.021876119077205658,
-0.06289660930633545,
3.2330181327191937e-34,
0.03218109905719757,
0.06853179633617401,
-0.03519687429070473,
-0.07983311265707016,
-0.01475346926599741,
-0.059572454541921616,
0.021143443882465363,
-0.029848864302039146,
-0.04573804512619972,
-0.02570301666855812,
-0.0027218135073781013,
0.010194025002419949,
0.04091302677989006,
0.037725433707237244,
-0.004767494276165962,
-0.008697140030562878,
-0.018246011808514595,
0.08107801526784897,
-0.045020073652267456,
0.08775210380554199,
0.0019280958222225308,
0.062258124351501465,
0.030957169830799103,
-0.015881886705756187,
-0.046626415103673935,
0.013381739147007465,
0.00041616917587816715,
0.014954145066440105,
0.0038006671238690615,
0.01050775870680809,
0.0954514816403389,
0.07275767624378204,
-0.072128064930439,
-0.042666245251894,
0.13140924274921417,
0.005367474630475044,
-0.05799885466694832,
0.04419952258467674,
0.00997115671634674,
0.03539020195603371,
-0.06425463408231735,
-0.010902944952249527,
-0.02833377942442894,
0.0544419065117836,
0.022939646616578102,
-0.013316784054040909,
-0.049057502299547195,
-0.02312101423740387,
-0.03393346071243286,
-0.04164985567331314,
-0.0355558767914772,
-0.010201605036854744,
0.029343945905566216,
0.043520811945199966,
0.050771672278642654,
0.0007674489170312881,
0.017387887462973595,
-0.022253492847085,
-0.01965167745947838,
-0.051539722830057144,
0.05384524539113045,
-0.09496796876192093,
0.01700560934841633,
0.10494823008775711,
-0.11931467801332474,
0.04579382389783859,
-0.05662762373685837,
0.042090822011232376,
0.035608645528554916,
-0.014614259824156761,
-0.029064618051052094,
0.09302592277526855,
0.0311405211687088,
-0.07281886041164398,
0.0688001811504364,
0.015321910381317139,
-0.016362683847546577,
0.026993276551365852,
-0.00553346099331975,
0.0335397943854332,
-0.024904079735279083,
-0.020744847133755684,
0.01018687803298235,
0.04125092551112175,
-0.09661277383565903,
-0.0033793530892580748,
-0.04811232164502144,
0.01194325927644968,
-0.07322991639375687,
0.020754314959049225,
0.0883399099111557,
0.02522890269756317,
0.0021277933847159147,
-0.06364448368549347,
-0.07183634489774704,
-2.133343902208913e-33,
0.07813207060098648,
0.028872175142169,
0.025048555806279182,
-0.02647368796169758,
0.03263566270470619,
0.06862068176269531,
0.030955180525779724,
0.06083262339234352,
-0.04728204011917114,
-0.023944342508912086,
0.18894410133361816,
0.06753946840763092,
-0.09616675227880478,
-0.026017634198069572,
-0.06333936750888824,
-0.023362046107649803,
0.026192376390099525,
0.009502166882157326,
0.12904949486255646,
-0.02703317627310753,
0.04625328630208969,
-0.046385057270526886,
0.05232018232345581,
0.017226925119757652,
0.041710883378982544,
-0.028914567083120346,
0.00882795825600624,
-0.003436845261603594,
-0.025283830240368843,
-0.027502516284585,
0.003884467063471675,
0.058762773871421814,
-0.04336557909846306,
-0.07055478543043137,
-0.03111591376364231,
0.07332748174667358,
-0.030878828838467598,
0.028219452127814293,
-0.07482881844043732,
-0.04632581025362015,
0.03122173808515072,
0.010791194625198841,
0.018692143261432648,
-0.0061819725669920444,
-0.008287504315376282,
0.043502289801836014,
-0.008424872532486916,
-0.036089587956666946,
-0.09551692008972168,
-0.03702881932258606,
-0.026798952370882034,
-0.038940783590078354,
0.04690099135041237,
0.02951096184551716,
-0.0638759434223175,
0.010652060620486736,
0.005924706347286701,
0.08476977795362473,
0.04531632363796234,
0.07049999386072159,
-0.0792926549911499,
-0.017797697335481644,
0.10581611096858978,
-0.0819300189614296,
-0.00557361077517271,
-0.035545822232961655,
-0.025340486317873,
0.022789189592003822,
0.021739788353443146,
-0.0941309928894043,
0.053611986339092255,
-0.014839551411569118,
0.017663581296801567,
0.061089321970939636,
0.043590471148490906,
0.0176179651170969,
-0.016715576872229576,
-0.07005973160266876,
-0.07402370125055313,
0.030748384073376656,
0.009806455112993717,
0.09585585445165634,
-0.08904637396335602,
0.010058552958071232,
0.06350348889827728,
-0.01072665210813284,
0.040268462151288986,
0.015013888478279114,
-0.06643576920032501,
-0.06527338176965714,
-0.0375983826816082,
0.020706981420516968,
-0.03257645294070244,
-0.04628605768084526,
0.09066697955131531,
-4.9128651369301224e-8,
0.05025925487279892,
0.02701685018837452,
-0.0638905018568039,
0.04104357957839966,
0.02649185247719288,
-0.0018368948949500918,
-0.04522855207324028,
0.043210066854953766,
-0.05859576538205147,
-0.08104921132326126,
-0.0018631033599376678,
0.043412335216999054,
0.035329513251781464,
0.012038854882121086,
0.08150804042816162,
-0.006000993773341179,
-0.01818702556192875,
-0.03719625249505043,
0.0028720165137201548,
-0.013160175643861294,
-0.07330889999866486,
0.009875900112092495,
0.017300885170698166,
0.013614555820822716,
-0.0009331951732747257,
0.06460194289684296,
-0.027661513537168503,
-0.04476907476782799,
0.0031940944027155638,
-0.05778273940086365,
0.06599150598049164,
0.01911967806518078,
0.044397104531526566,
0.06077779456973076,
-0.2043273001909256,
-0.00583262462168932,
-0.10404102504253387,
-0.02324824593961239,
-0.08695298433303833,
-0.09121769666671753,
-0.055987607687711716,
0.017547287046909332,
0.04562203213572502,
0.010418274439871311,
0.0052839177660644054,
0.06054413691163063,
0.0023096308577805758,
-0.004211052320897579,
-0.0400935634970665,
-0.002973220543935895,
-0.07625003904104233,
0.0029297785367816687,
0.019814861938357353,
-0.045899949967861176,
-0.02502267248928547,
-0.04383596032857895,
-0.04628966748714447,
-0.035043422132730484,
0.010494138114154339,
0.018964361399412155,
0.12518662214279175,
-0.08410356938838959,
-0.04161117970943451,
0.048403237015008926
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.