id
stringlengths 9
10
| submitter
stringlengths 1
64
⌀ | authors
stringlengths 4
23.3k
| title
stringlengths 1
294
| comments
stringlengths 1
658
⌀ | journal-ref
stringlengths 1
557
⌀ | doi
stringlengths 10
153
⌀ | report-no
stringlengths 2
479
⌀ | categories
stringlengths 5
102
| license
stringclasses 9
values | abstract
stringlengths 6
5.09k
| versions
list | update_date
stringlengths 10
10
| authors_parsed
list | embeddings
list | paper_title
stringlengths 4
229
⌀ | paper_url_abs
stringlengths 32
35
⌀ | paper_url_pdf
stringlengths 36
39
⌀ | repo_url
stringlengths 26
195
⌀ | is_official
bool 2
classes | mentioned_in_paper
bool 2
classes | pwc_url
stringlengths 40
81
⌀ | abs_enc
list |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1401.3497
|
Yuichiro Yano Mr
|
Yuichiro Yano, Wujie Gao, Shigeyoshi Goka and Masatoshi Kajita
|
Theoretical and experimental investigation of the light shift in Ramsey
coherent population trapping
|
16 pages, 8 figures
|
Physical Review A 90, 013826 (2014)
|
10.1103/PhysRevA.90.013826
| null |
physics.atom-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The ac Stark shift (or light shift) of the 6$^{2}$S$_{1/2}$ (F $=$ 3
$\leftrightarrow $ 4) transition in $^{133}$Cs, as observed through coherent
population trapping under pulsed excitation, is measured using a $^{133}$Cs gas
cell and the $D_1$-line vertical-cavity surface-emitting laser. This light
shift can be calculated using density-matrix analysis. We derive an expression
for this shift as a function of light intensity, showing that it varies
linearly with respect to light intensity only with intensities higher than
1.0~mW/cm$^2$. For pulsed excitation of high laser intensity, the variation in
light shift is 20 times lower than that when using a continuous wave. The
differences between the results of theory and experiment are discussed, taking
into account the difference in conditions assumed; the results from theoretical
analysis, taking the attenuation of the first-order sideband into account,
approximately agree with the experimental results. The light shift is reduced
by shortening the observation times.
|
[
{
"created": "Wed, 15 Jan 2014 05:58:51 GMT",
"version": "v1"
},
{
"created": "Tue, 10 Jun 2014 08:33:01 GMT",
"version": "v2"
},
{
"created": "Wed, 6 Aug 2014 09:39:34 GMT",
"version": "v3"
}
] |
2014-08-07
|
[
[
"Yano",
"Yuichiro",
""
],
[
"Gao",
"Wujie",
""
],
[
"Goka",
"Shigeyoshi",
""
],
[
"Kajita",
"Masatoshi",
""
]
] |
[
-0.03012681193649769,
-0.03184772655367851,
-0.06838741898536682,
0.07225745916366577,
-0.05475097894668579,
-0.0037185773253440857,
0.03709283098578453,
-0.01212594099342823,
-0.003942732233554125,
0.0032305570784956217,
0.02223433181643486,
-0.015094505622982979,
0.0187305249273777,
-0.1195405051112175,
0.06106992065906525,
0.014849450439214706,
0.02689017355442047,
-0.016242314130067825,
0.004604687914252281,
0.05134383589029312,
0.0319339744746685,
-0.13738223910331726,
-0.025650501251220703,
-0.047336824238300323,
0.020848453044891357,
-0.09839966148138046,
0.0157605167478323,
-0.00613892637193203,
0.003104663919657469,
0.04173700138926506,
0.007099486887454987,
0.03007996454834938,
-0.06359159201383591,
0.06787613034248352,
0.0225706547498703,
-0.1220673993229866,
0.09411372244358063,
0.024081917479634285,
0.009923100471496582,
0.046331487596035004,
0.027488842606544495,
-0.009452447295188904,
-0.0038547769654542208,
0.03280390426516533,
0.0464743934571743,
-0.014625963754951954,
-0.006051078904420137,
-0.022418510168790817,
-0.14952975511550903,
-0.02256128191947937,
0.012310037389397621,
0.06181704252958298,
-0.057054303586483,
0.023273365572094917,
-0.03509989008307457,
-0.011860026977956295,
-0.01689840666949749,
0.04868841543793678,
0.0610172301530838,
-0.08324195444583893,
0.017343100160360336,
-0.01958313025534153,
0.005438446998596191,
-0.06487002223730087,
-0.0017868377035483718,
-0.05588149651885033,
-0.009586978703737259,
-0.07797591388225555,
0.0227566659450531,
0.033537402749061584,
-0.05665387585759163,
0.022978119552135468,
0.04547513276338577,
-0.006774150766432285,
-0.017623504623770714,
-0.08384492248296738,
0.014322980307042599,
0.08287055790424347,
0.04793226718902588,
-0.03562605753540993,
0.08808302134275436,
0.02731890045106411,
-0.082362100481987,
0.006994063965976238,
-0.10588344186544418,
-0.011079399846494198,
0.04760804399847984,
0.06264403462409973,
-0.06652367860078812,
-0.021306319162249565,
-0.029027091339230537,
-0.008883330039680004,
-0.023574987426400185,
-0.04576047137379646,
-0.014164072461426258,
-0.05687323585152626,
0.09525856375694275,
-0.04020316153764725,
0.07627391815185547,
-0.030639609321951866,
0.07277243584394455,
0.01873457245528698,
-0.0647803395986557,
0.06183670461177826,
-0.08481740206480026,
0.007000678684562445,
0.04709838330745697,
0.12441352009773254,
-0.12959209084510803,
0.007364335935562849,
0.11346497386693954,
0.05320104956626892,
-0.09809578955173492,
-0.02713337540626526,
0.037785932421684265,
0.05571532994508743,
-0.00824999064207077,
0.050949931144714355,
0.024911517277359962,
0.05009814724326134,
-0.04888411983847618,
0.07019062340259552,
-0.029088106006383896,
0.04093673825263977,
-0.008279412984848022,
0.013721209019422531,
0.019758621230721474,
2.2368652815820163e-33,
0.026963524520397186,
0.020774144679307938,
-0.08284880220890045,
0.05079114809632301,
0.03775028884410858,
-0.04053002968430519,
0.05739769712090492,
0.01738808862864971,
-0.06280546635389328,
0.05747378617525101,
-0.006010998506098986,
0.02458750084042549,
0.00868257973343134,
0.01494672428816557,
-0.01668274775147438,
-0.014162692241370678,
0.05628553777933121,
0.007595338858664036,
-0.06444116681814194,
0.017196863889694214,
-0.018037080764770508,
0.05028820410370827,
0.03800429031252861,
0.01644214242696762,
-0.040311407297849655,
0.0403728187084198,
-0.07561241090297699,
0.010978586040437222,
-0.04862312972545624,
-0.0016848143422976136,
0.013728302903473377,
0.050452832132577896,
-0.009695214219391346,
-0.048227425664663315,
0.07830972969532013,
-0.060307253152132034,
0.06353028118610382,
0.008256698958575726,
0.05468042567372322,
-0.05834712088108063,
0.00545117910951376,
0.07487750798463821,
0.04145599901676178,
0.005738525185734034,
0.0357704795897007,
-0.022787533700466156,
-0.012843247503042221,
0.026667671278119087,
0.04461301118135452,
0.04987802729010582,
0.02939014509320259,
-0.006922229193150997,
0.003972494974732399,
0.04502149298787117,
0.10733631253242493,
-0.001037625945173204,
0.030644487589597702,
0.027153026312589645,
0.05601288005709648,
-0.027567297220230103,
0.012429392896592617,
-0.06250127404928207,
0.08134222030639648,
0.0621890053153038,
-0.0025347373448312283,
0.0731615275144577,
-0.05984051153063774,
0.03456875681877136,
0.00013039294572081417,
0.029223041608929634,
0.007237838115543127,
0.056567225605249405,
0.03112347424030304,
-0.0621587410569191,
0.046491965651512146,
0.010164270177483559,
0.02791510336101055,
0.08830859512090683,
0.0019635013304650784,
0.027210451662540436,
0.029242100194096565,
0.013312606140971184,
-0.04759591072797775,
-0.07330267876386642,
-0.10892824828624725,
0.019897162914276123,
-0.11372433602809906,
-0.004616521764546633,
-0.08057001978158951,
0.01640680432319641,
0.0866701751947403,
-0.02945621684193611,
0.00996027048677206,
-0.021039893850684166,
-0.06617717444896698,
-4.235278962705839e-33,
0.03167234733700752,
-0.018656237050890923,
-0.022978683933615685,
-0.018718568608164787,
0.04482218250632286,
0.08416040986776352,
0.06311435252428055,
0.056950971484184265,
-0.029056783765554428,
0.030067550018429756,
0.11752534657716751,
0.0424475222826004,
-0.11494282633066177,
0.030755946412682533,
-0.059092577546834946,
-0.03145775943994522,
0.02567157708108425,
-0.033498555421829224,
0.0904264748096466,
0.00958388950675726,
-0.06151573732495308,
-0.0368628166615963,
-0.018022015690803528,
0.030267640948295593,
0.010501306504011154,
0.0016426177462562919,
0.028388546779751778,
0.06224508956074715,
-0.06787089258432388,
-0.04023303836584091,
-0.029765842482447624,
0.03756735101342201,
0.0345977321267128,
0.04540437459945679,
-0.03905988112092018,
-0.046283334493637085,
0.0038174877408891916,
0.047678589820861816,
-0.055835794657468796,
0.025467751547694206,
0.014527300372719765,
-0.009742829948663712,
0.03586998209357262,
-0.023913653567433357,
0.015224695205688477,
0.08410652726888657,
0.014599435031414032,
-0.05130331590771675,
-0.03932781517505646,
-0.0027392602059990168,
-0.005690406542271376,
-0.05328864976763725,
0.003699352266266942,
0.06673728674650192,
0.016003362834453583,
0.04871904104948044,
0.014545082114636898,
0.0004778898728545755,
-0.03793128952383995,
0.10325385630130768,
0.011743810027837753,
0.018253616988658905,
-0.0008056511869654059,
-0.047986481338739395,
0.06309228390455246,
-0.00915784016251564,
-0.07733575999736786,
-0.04419533535838127,
0.04752888157963753,
-0.04540492966771126,
0.07697883248329163,
-0.0535161979496479,
-0.021475283429026604,
-0.036736711859703064,
-0.041703782975673676,
-0.03412618860602379,
0.09652677178382874,
-0.03927105665206909,
-0.02899782732129097,
0.06329184025526047,
-0.07660879194736481,
-0.032378457486629486,
-0.016125380992889404,
-0.03245692327618599,
-0.06206110119819641,
0.03536471724510193,
-0.009874492883682251,
-0.043184150010347366,
-0.06740115582942963,
-0.037819892168045044,
-0.02334422804415226,
-0.02576780505478382,
-0.033514946699142456,
-0.18934202194213867,
0.12137351185083389,
-6.047522305152597e-8,
-0.01925802044570446,
0.000014032493709237315,
-0.03339157998561859,
0.056517697870731354,
0.03530952334403992,
0.015410443767905235,
-0.00877408217638731,
0.014876940287649632,
-0.003928276244550943,
-0.10204220563173294,
-0.034273386001586914,
-0.04974833130836487,
0.11094474047422409,
-0.030583271756768227,
0.01517016626894474,
-0.028125207871198654,
0.009806649759411812,
-0.1208852156996727,
-0.0016238079406321049,
0.02721955068409443,
-0.0460810549557209,
-0.019912099465727806,
0.07453472167253494,
-0.08242958039045334,
-0.07368592172861099,
0.02078237012028694,
-0.08904863148927689,
0.0688123106956482,
0.029179591685533524,
-0.05207205191254616,
-0.011311155743896961,
-0.04944224655628204,
0.07362179458141327,
0.04395090788602829,
0.002290706615895033,
-0.06510883569717407,
-0.015108664520084858,
-0.04906965792179108,
0.04817153140902519,
0.05086304619908333,
0.025830011814832687,
0.04408936947584152,
-0.04910705238580704,
0.010364830493927002,
-0.04664161056280136,
0.10060238093137741,
-0.013403966091573238,
-0.02991011179983616,
-0.09704133123159409,
0.03684603422880173,
0.001356626395136118,
0.0034136816393584013,
-0.04984383285045624,
-0.065788134932518,
-0.02309981733560562,
-0.04781491681933403,
-0.05614601448178291,
0.04988931491971016,
0.011290797963738441,
0.0426010824739933,
0.06287979334592819,
-0.03539377450942993,
-0.09236636012792587,
0.02711447700858116
] | null | null | null | null | null | null | null |
[
-0.03012681193649769,
-0.03184772655367851,
-0.06838741898536682,
0.07225745916366577,
-0.05475097894668579,
-0.0037185773253440857,
0.03709283098578453,
-0.01212594099342823,
-0.003942732233554125,
0.0032305570784956217,
0.02223433181643486,
-0.015094505622982979,
0.0187305249273777,
-0.1195405051112175,
0.06106992065906525,
0.014849450439214706,
0.02689017355442047,
-0.016242314130067825,
0.004604687914252281,
0.05134383589029312,
0.0319339744746685,
-0.13738223910331726,
-0.025650501251220703,
-0.047336824238300323,
0.020848453044891357,
-0.09839966148138046,
0.0157605167478323,
-0.00613892637193203,
0.003104663919657469,
0.04173700138926506,
0.007099486887454987,
0.03007996454834938,
-0.06359159201383591,
0.06787613034248352,
0.0225706547498703,
-0.1220673993229866,
0.09411372244358063,
0.024081917479634285,
0.009923100471496582,
0.046331487596035004,
0.027488842606544495,
-0.009452447295188904,
-0.0038547769654542208,
0.03280390426516533,
0.0464743934571743,
-0.014625963754951954,
-0.006051078904420137,
-0.022418510168790817,
-0.14952975511550903,
-0.02256128191947937,
0.012310037389397621,
0.06181704252958298,
-0.057054303586483,
0.023273365572094917,
-0.03509989008307457,
-0.011860026977956295,
-0.01689840666949749,
0.04868841543793678,
0.0610172301530838,
-0.08324195444583893,
0.017343100160360336,
-0.01958313025534153,
0.005438446998596191,
-0.06487002223730087,
-0.0017868377035483718,
-0.05588149651885033,
-0.009586978703737259,
-0.07797591388225555,
0.0227566659450531,
0.033537402749061584,
-0.05665387585759163,
0.022978119552135468,
0.04547513276338577,
-0.006774150766432285,
-0.017623504623770714,
-0.08384492248296738,
0.014322980307042599,
0.08287055790424347,
0.04793226718902588,
-0.03562605753540993,
0.08808302134275436,
0.02731890045106411,
-0.082362100481987,
0.006994063965976238,
-0.10588344186544418,
-0.011079399846494198,
0.04760804399847984,
0.06264403462409973,
-0.06652367860078812,
-0.021306319162249565,
-0.029027091339230537,
-0.008883330039680004,
-0.023574987426400185,
-0.04576047137379646,
-0.014164072461426258,
-0.05687323585152626,
0.09525856375694275,
-0.04020316153764725,
0.07627391815185547,
-0.030639609321951866,
0.07277243584394455,
0.01873457245528698,
-0.0647803395986557,
0.06183670461177826,
-0.08481740206480026,
0.007000678684562445,
0.04709838330745697,
0.12441352009773254,
-0.12959209084510803,
0.007364335935562849,
0.11346497386693954,
0.05320104956626892,
-0.09809578955173492,
-0.02713337540626526,
0.037785932421684265,
0.05571532994508743,
-0.00824999064207077,
0.050949931144714355,
0.024911517277359962,
0.05009814724326134,
-0.04888411983847618,
0.07019062340259552,
-0.029088106006383896,
0.04093673825263977,
-0.008279412984848022,
0.013721209019422531,
0.019758621230721474,
2.2368652815820163e-33,
0.026963524520397186,
0.020774144679307938,
-0.08284880220890045,
0.05079114809632301,
0.03775028884410858,
-0.04053002968430519,
0.05739769712090492,
0.01738808862864971,
-0.06280546635389328,
0.05747378617525101,
-0.006010998506098986,
0.02458750084042549,
0.00868257973343134,
0.01494672428816557,
-0.01668274775147438,
-0.014162692241370678,
0.05628553777933121,
0.007595338858664036,
-0.06444116681814194,
0.017196863889694214,
-0.018037080764770508,
0.05028820410370827,
0.03800429031252861,
0.01644214242696762,
-0.040311407297849655,
0.0403728187084198,
-0.07561241090297699,
0.010978586040437222,
-0.04862312972545624,
-0.0016848143422976136,
0.013728302903473377,
0.050452832132577896,
-0.009695214219391346,
-0.048227425664663315,
0.07830972969532013,
-0.060307253152132034,
0.06353028118610382,
0.008256698958575726,
0.05468042567372322,
-0.05834712088108063,
0.00545117910951376,
0.07487750798463821,
0.04145599901676178,
0.005738525185734034,
0.0357704795897007,
-0.022787533700466156,
-0.012843247503042221,
0.026667671278119087,
0.04461301118135452,
0.04987802729010582,
0.02939014509320259,
-0.006922229193150997,
0.003972494974732399,
0.04502149298787117,
0.10733631253242493,
-0.001037625945173204,
0.030644487589597702,
0.027153026312589645,
0.05601288005709648,
-0.027567297220230103,
0.012429392896592617,
-0.06250127404928207,
0.08134222030639648,
0.0621890053153038,
-0.0025347373448312283,
0.0731615275144577,
-0.05984051153063774,
0.03456875681877136,
0.00013039294572081417,
0.029223041608929634,
0.007237838115543127,
0.056567225605249405,
0.03112347424030304,
-0.0621587410569191,
0.046491965651512146,
0.010164270177483559,
0.02791510336101055,
0.08830859512090683,
0.0019635013304650784,
0.027210451662540436,
0.029242100194096565,
0.013312606140971184,
-0.04759591072797775,
-0.07330267876386642,
-0.10892824828624725,
0.019897162914276123,
-0.11372433602809906,
-0.004616521764546633,
-0.08057001978158951,
0.01640680432319641,
0.0866701751947403,
-0.02945621684193611,
0.00996027048677206,
-0.021039893850684166,
-0.06617717444896698,
-4.235278962705839e-33,
0.03167234733700752,
-0.018656237050890923,
-0.022978683933615685,
-0.018718568608164787,
0.04482218250632286,
0.08416040986776352,
0.06311435252428055,
0.056950971484184265,
-0.029056783765554428,
0.030067550018429756,
0.11752534657716751,
0.0424475222826004,
-0.11494282633066177,
0.030755946412682533,
-0.059092577546834946,
-0.03145775943994522,
0.02567157708108425,
-0.033498555421829224,
0.0904264748096466,
0.00958388950675726,
-0.06151573732495308,
-0.0368628166615963,
-0.018022015690803528,
0.030267640948295593,
0.010501306504011154,
0.0016426177462562919,
0.028388546779751778,
0.06224508956074715,
-0.06787089258432388,
-0.04023303836584091,
-0.029765842482447624,
0.03756735101342201,
0.0345977321267128,
0.04540437459945679,
-0.03905988112092018,
-0.046283334493637085,
0.0038174877408891916,
0.047678589820861816,
-0.055835794657468796,
0.025467751547694206,
0.014527300372719765,
-0.009742829948663712,
0.03586998209357262,
-0.023913653567433357,
0.015224695205688477,
0.08410652726888657,
0.014599435031414032,
-0.05130331590771675,
-0.03932781517505646,
-0.0027392602059990168,
-0.005690406542271376,
-0.05328864976763725,
0.003699352266266942,
0.06673728674650192,
0.016003362834453583,
0.04871904104948044,
0.014545082114636898,
0.0004778898728545755,
-0.03793128952383995,
0.10325385630130768,
0.011743810027837753,
0.018253616988658905,
-0.0008056511869654059,
-0.047986481338739395,
0.06309228390455246,
-0.00915784016251564,
-0.07733575999736786,
-0.04419533535838127,
0.04752888157963753,
-0.04540492966771126,
0.07697883248329163,
-0.0535161979496479,
-0.021475283429026604,
-0.036736711859703064,
-0.041703782975673676,
-0.03412618860602379,
0.09652677178382874,
-0.03927105665206909,
-0.02899782732129097,
0.06329184025526047,
-0.07660879194736481,
-0.032378457486629486,
-0.016125380992889404,
-0.03245692327618599,
-0.06206110119819641,
0.03536471724510193,
-0.009874492883682251,
-0.043184150010347366,
-0.06740115582942963,
-0.037819892168045044,
-0.02334422804415226,
-0.02576780505478382,
-0.033514946699142456,
-0.18934202194213867,
0.12137351185083389,
-6.047522305152597e-8,
-0.01925802044570446,
0.000014032493709237315,
-0.03339157998561859,
0.056517697870731354,
0.03530952334403992,
0.015410443767905235,
-0.00877408217638731,
0.014876940287649632,
-0.003928276244550943,
-0.10204220563173294,
-0.034273386001586914,
-0.04974833130836487,
0.11094474047422409,
-0.030583271756768227,
0.01517016626894474,
-0.028125207871198654,
0.009806649759411812,
-0.1208852156996727,
-0.0016238079406321049,
0.02721955068409443,
-0.0460810549557209,
-0.019912099465727806,
0.07453472167253494,
-0.08242958039045334,
-0.07368592172861099,
0.02078237012028694,
-0.08904863148927689,
0.0688123106956482,
0.029179591685533524,
-0.05207205191254616,
-0.011311155743896961,
-0.04944224655628204,
0.07362179458141327,
0.04395090788602829,
0.002290706615895033,
-0.06510883569717407,
-0.015108664520084858,
-0.04906965792179108,
0.04817153140902519,
0.05086304619908333,
0.025830011814832687,
0.04408936947584152,
-0.04910705238580704,
0.010364830493927002,
-0.04664161056280136,
0.10060238093137741,
-0.013403966091573238,
-0.02991011179983616,
-0.09704133123159409,
0.03684603422880173,
0.001356626395136118,
0.0034136816393584013,
-0.04984383285045624,
-0.065788134932518,
-0.02309981733560562,
-0.04781491681933403,
-0.05614601448178291,
0.04988931491971016,
0.011290797963738441,
0.0426010824739933,
0.06287979334592819,
-0.03539377450942993,
-0.09236636012792587,
0.02711447700858116
] |
1401.3502
|
Xiao Lu
|
Xiao Lu, Ping Wang, Niyato Dusit, Hossain Ekram
|
Dynamic Spectrum Access in Cognitive Radio Networks with RF Energy
Harvesting
|
To appear in IEEE Wireless Communications
| null |
10.1109/MWC.2014.6845054
| null |
cs.NI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Spectrum efficiency and energy efficiency are two critical issues in
designing wireless networks. Through dynamic spectrum access, cognitive radios
can improve the spectrum efficiency and capacity of wireless networks. On the
other hand, radio frequency (RF) energy harvesting has emerged as a promising
technique to supply energy to wireless networks and thereby increase their
energy efficiency. Therefore, to achieve both spectrum and energy efficiencies,
the secondary users in a cognitive radio network (CRN) can be equipped with the
RF energy harvesting capability and such a network can be referred to as an
RF-powered cognitive radio network. In this article, we provide an overview of
the RF-powered CRNs and discuss the challenges that arise for dynamic spectrum
access in these networks. Focusing on the tradeoff among spectrum sensing, data
transmission, and RF energy harvesting, then we discuss the dynamic channel
selection problem in a multi-channel RF-powered CRN. In the RF-powered CRN, a
secondary user can adaptively select a channel to transmit data when the
channel is not occupied by any primary user. Alternatively, the secondary user
can harvest RF energy for data transmission if the channel is occupied. The
optimal channel selection policy of the secondary user can be obtained by
formulating a Markov decision process (MDP) problem. We present some numerical
results obtained by solving this MDP problem.
|
[
{
"created": "Wed, 15 Jan 2014 06:51:53 GMT",
"version": "v1"
},
{
"created": "Fri, 18 Apr 2014 15:45:55 GMT",
"version": "v2"
}
] |
2016-11-15
|
[
[
"Lu",
"Xiao",
""
],
[
"Wang",
"Ping",
""
],
[
"Dusit",
"Niyato",
""
],
[
"Ekram",
"Hossain",
""
]
] |
[
0.014011600986123085,
0.07691288739442825,
-0.07353249192237854,
0.03575083985924721,
-0.011304580606520176,
-0.053326260298490524,
0.05992729961872101,
-0.0072693838737905025,
-0.0008372392039746046,
0.04503222182393074,
-0.08049101382493973,
-0.009473316371440887,
0.01591595448553562,
0.05588820204138756,
0.046835366636514664,
0.03516284376382828,
0.056321993470191956,
-0.0583796463906765,
-0.011916321702301502,
0.020187029615044594,
0.054784175008535385,
0.027568725869059563,
0.057925909757614136,
0.003129097633063793,
0.06241026520729065,
-0.06679142266511917,
0.0625080093741417,
0.03375178202986717,
-0.01210640650242567,
0.05617651343345642,
0.027213962748646736,
-0.04197266697883606,
0.028534898534417152,
-0.07698094844818115,
-0.030543329194188118,
-0.028600148856639862,
0.00948438048362732,
0.0690234825015068,
0.04958568885922432,
0.08609256893396378,
-0.06543546169996262,
-0.01670880801975727,
-0.035420842468738556,
0.07229640334844589,
-0.1472010612487793,
-0.0641721785068512,
0.011603247374296188,
0.013184964656829834,
0.006818725261837244,
-0.04854836314916611,
0.06487710773944855,
-0.01980733498930931,
-0.0150385657325387,
0.11671368777751923,
0.028469707816839218,
0.08463174104690552,
-0.08734016865491867,
-0.007365684024989605,
0.011262236163020134,
-0.0014297174056991935,
-0.06108677387237549,
-0.05754388868808746,
0.021991977468132973,
-0.03172753006219864,
-0.015965895727276802,
-0.008093967102468014,
0.01646721549332142,
0.060044143348932266,
-0.026935361325740814,
-0.029598111286759377,
-0.049619097262620926,
-0.030619464814662933,
0.019100604578852654,
-0.07485448569059372,
0.08685938268899918,
0.01754395291209221,
0.003556950716301799,
-0.041562795639038086,
0.016181042417883873,
0.02786494418978691,
-0.011725272051990032,
0.042788051068782806,
-0.06390052288770676,
-0.07693569362163544,
0.07261393219232559,
0.01898479461669922,
-0.003896604524925351,
0.043781377375125885,
0.08037407696247101,
-0.04353339597582817,
-0.1040005311369896,
0.04579458385705948,
0.016749892383813858,
0.029901115223765373,
-0.05159126967191696,
-0.01744174212217331,
-0.007326624821871519,
-0.07362391799688339,
-0.03849141672253609,
0.03248550370335579,
0.0007276348187588155,
-0.023866211995482445,
0.024332625791430473,
-0.02593161165714264,
0.0020052592735737562,
-0.12396413087844849,
-0.019490309059619904,
0.11881211400032043,
0.056830234825611115,
-0.004838220775127411,
0.0694814994931221,
0.09209322184324265,
0.003103946102783084,
0.06897076219320297,
-0.026190169155597687,
0.11823485046625137,
0.03247823938727379,
0.027657795697450638,
0.03850281238555908,
0.09589347243309021,
-0.04442758485674858,
-0.09567992389202118,
0.07942551374435425,
0.003920160233974457,
0.06570448726415634,
-0.032268308103084564,
0.004619020503014326,
9.460476799398659e-34,
-0.11309009790420532,
0.05242397263646126,
0.017618389800190926,
-0.07599229365587234,
0.017037780955433846,
-0.040980253368616104,
-0.01132781058549881,
-0.02589130401611328,
0.02384013868868351,
-0.012853010557591915,
0.007888596504926682,
0.06569183617830276,
0.004973933566361666,
0.0042512668296694756,
0.0557943731546402,
-0.01735794171690941,
-0.055800702422857285,
-0.012411599978804588,
0.019089216366410255,
-0.03176727890968323,
0.03348314017057419,
-0.020839255303144455,
0.026967259123921394,
0.018404725939035416,
0.07747597247362137,
0.008761719800531864,
-0.0038963931147009134,
0.044622279703617096,
0.033521708101034164,
0.022244419902563095,
0.002038800623267889,
-0.06338024884462357,
-0.00045460628462024033,
0.001647374127060175,
-0.016768096014857292,
0.008415731601417065,
-0.005786104593425989,
0.04736702889204025,
-0.021107273176312447,
-0.0056020962074398994,
0.013290882110595703,
-0.03203396126627922,
0.024894380941987038,
0.03044811077415943,
-0.018935570493340492,
-0.10042579472064972,
0.08165416121482849,
-0.024551833048462868,
-0.09932318329811096,
-0.01906621642410755,
0.002564237453043461,
-0.05152161791920662,
0.013210288248956203,
0.04980602115392685,
0.05405573174357414,
-0.05016905441880226,
-0.01913716085255146,
0.08994238078594208,
0.10208632797002792,
0.04808134213089943,
-0.04341884329915047,
-0.008716325275599957,
-0.019121520221233368,
-0.021078243851661682,
0.059622593224048615,
-0.04192361235618591,
0.031192012131214142,
-0.013949105516076088,
-0.0016608599107712507,
-0.04661079868674278,
0.08277618885040283,
-0.026336466893553734,
0.055680051445961,
-0.07361525297164917,
0.04875258728861809,
0.05821944773197174,
0.016404077410697937,
0.047423094511032104,
-0.09666238725185394,
0.025710251182317734,
-0.005916869267821312,
0.001712591270916164,
-0.026956308633089066,
0.0008518144604749978,
-0.006694135721772909,
-0.013644623570144176,
-0.016396624967455864,
-0.06289596855640411,
-0.02304421178996563,
0.023676389828324318,
-0.03431875631213188,
0.09114284068346024,
-0.028228474780917168,
-0.017114948481321335,
-0.0017784341471269727,
3.39019114056249e-35,
-0.019208136945962906,
-4.2194173488496745e-7,
0.060379739850759506,
0.026623014360666275,
0.020090017467737198,
-0.05325314402580261,
-0.029078852385282516,
-0.08500536531209946,
-0.04733598232269287,
-0.1312418431043625,
-0.0643988698720932,
-0.08486044406890869,
-0.004807457793504,
0.014900779351592064,
0.048785462975502014,
-0.008295422419905663,
-0.039449542760849,
-0.0025166687555611134,
0.007815265096724033,
0.04452015832066536,
0.09532498568296432,
0.10022866725921631,
-0.08887091279029846,
-0.036146409809589386,
-0.008868244476616383,
0.026373185217380524,
0.022644836455583572,
0.056619416922330856,
0.05057074502110481,
0.004173211753368378,
-0.10247007012367249,
-0.052875079214572906,
0.010473555885255337,
-0.05627117678523064,
0.042694270610809326,
0.07098378241062164,
0.051539525389671326,
0.11864073574542999,
-0.025980643928050995,
0.1097383201122284,
0.040315479040145874,
-0.013760947622358799,
0.013773216865956783,
-0.0020278426818549633,
-0.06136026605963707,
-0.03618476539850235,
0.005850499030202627,
0.07396119832992554,
-0.023447463288903236,
0.02048248052597046,
0.11841880530118942,
-0.06047523021697998,
-0.06120508909225464,
-0.01530786044895649,
-0.06936527788639069,
0.012647492811083794,
0.03895004838705063,
0.05510953813791275,
0.07912860810756683,
0.02200382389128208,
-0.018459726125001907,
-0.03635795786976814,
0.01841896027326584,
0.07749386131763458,
0.01913146674633026,
0.029178688302636147,
-0.002559071173891425,
0.05881344527006149,
-0.010963537730276585,
0.05124429613351822,
-0.10014437139034271,
-0.007228067144751549,
0.07013413310050964,
-0.03205973282456398,
0.026990817859768867,
0.09177793562412262,
-0.060345519334077835,
-0.010330602526664734,
-0.062322087585926056,
-0.025911100208759308,
-0.058083318173885345,
0.023081369698047638,
-0.09975368529558182,
-0.0642550140619278,
0.05652002990245819,
0.03201274201273918,
0.004198592156171799,
-0.07582499831914902,
-0.0471968948841095,
-0.11658445745706558,
0.04210076853632927,
-0.0022193300537765026,
-0.03623703867197037,
0.07418107241392136,
-0.02468307688832283,
-3.69960027057914e-8,
-0.04137264937162399,
-0.0357288122177124,
0.07748553901910782,
-0.013589419424533844,
0.13757392764091492,
-0.005123446695506573,
0.05206545069813728,
-0.08527785539627075,
0.06181340664625168,
-0.026899848133325577,
0.011347437277436256,
-0.00535637978464365,
0.042671848088502884,
0.0603528693318367,
-0.020242758095264435,
-0.0023480337113142014,
-0.036822766065597534,
-0.08177968859672546,
0.020218731835484505,
-0.020803948864340782,
-0.05912543088197708,
-0.046730611473321915,
0.027082519605755806,
0.05858151987195015,
0.05180039256811142,
0.04891005530953407,
-0.0026087455917149782,
-0.012433730997145176,
0.06808739900588989,
0.015412875451147556,
-0.021750302985310555,
0.05290695279836655,
0.027137605473399162,
0.07025579363107681,
-0.08514522761106491,
-0.003454839112237096,
-0.08720016479492188,
-0.0014992458745837212,
-0.08808533102273941,
0.04315345734357834,
0.023159697651863098,
-0.025065887719392776,
-0.012560251168906689,
-0.018276682123541832,
-0.11077462881803513,
-0.04078647866845131,
-0.046979594975709915,
0.07376333326101303,
0.048486340790987015,
0.0280082356184721,
0.01306342426687479,
-0.02557753585278988,
0.006694027688354254,
-0.11832142621278763,
0.0023384499363601208,
-0.00564447371289134,
0.021352658048272133,
-0.06667988747358322,
0.027741268277168274,
0.008933012373745441,
-0.01224293652921915,
0.030006809160113335,
-0.0884455144405365,
-0.01849115639925003
] | null | null | null | null | null | null | null |
[
0.014011600986123085,
0.07691288739442825,
-0.07353249192237854,
0.03575083985924721,
-0.011304580606520176,
-0.053326260298490524,
0.05992729961872101,
-0.0072693838737905025,
-0.0008372392039746046,
0.04503222182393074,
-0.08049101382493973,
-0.009473316371440887,
0.01591595448553562,
0.05588820204138756,
0.046835366636514664,
0.03516284376382828,
0.056321993470191956,
-0.0583796463906765,
-0.011916321702301502,
0.020187029615044594,
0.054784175008535385,
0.027568725869059563,
0.057925909757614136,
0.003129097633063793,
0.06241026520729065,
-0.06679142266511917,
0.0625080093741417,
0.03375178202986717,
-0.01210640650242567,
0.05617651343345642,
0.027213962748646736,
-0.04197266697883606,
0.028534898534417152,
-0.07698094844818115,
-0.030543329194188118,
-0.028600148856639862,
0.00948438048362732,
0.0690234825015068,
0.04958568885922432,
0.08609256893396378,
-0.06543546169996262,
-0.01670880801975727,
-0.035420842468738556,
0.07229640334844589,
-0.1472010612487793,
-0.0641721785068512,
0.011603247374296188,
0.013184964656829834,
0.006818725261837244,
-0.04854836314916611,
0.06487710773944855,
-0.01980733498930931,
-0.0150385657325387,
0.11671368777751923,
0.028469707816839218,
0.08463174104690552,
-0.08734016865491867,
-0.007365684024989605,
0.011262236163020134,
-0.0014297174056991935,
-0.06108677387237549,
-0.05754388868808746,
0.021991977468132973,
-0.03172753006219864,
-0.015965895727276802,
-0.008093967102468014,
0.01646721549332142,
0.060044143348932266,
-0.026935361325740814,
-0.029598111286759377,
-0.049619097262620926,
-0.030619464814662933,
0.019100604578852654,
-0.07485448569059372,
0.08685938268899918,
0.01754395291209221,
0.003556950716301799,
-0.041562795639038086,
0.016181042417883873,
0.02786494418978691,
-0.011725272051990032,
0.042788051068782806,
-0.06390052288770676,
-0.07693569362163544,
0.07261393219232559,
0.01898479461669922,
-0.003896604524925351,
0.043781377375125885,
0.08037407696247101,
-0.04353339597582817,
-0.1040005311369896,
0.04579458385705948,
0.016749892383813858,
0.029901115223765373,
-0.05159126967191696,
-0.01744174212217331,
-0.007326624821871519,
-0.07362391799688339,
-0.03849141672253609,
0.03248550370335579,
0.0007276348187588155,
-0.023866211995482445,
0.024332625791430473,
-0.02593161165714264,
0.0020052592735737562,
-0.12396413087844849,
-0.019490309059619904,
0.11881211400032043,
0.056830234825611115,
-0.004838220775127411,
0.0694814994931221,
0.09209322184324265,
0.003103946102783084,
0.06897076219320297,
-0.026190169155597687,
0.11823485046625137,
0.03247823938727379,
0.027657795697450638,
0.03850281238555908,
0.09589347243309021,
-0.04442758485674858,
-0.09567992389202118,
0.07942551374435425,
0.003920160233974457,
0.06570448726415634,
-0.032268308103084564,
0.004619020503014326,
9.460476799398659e-34,
-0.11309009790420532,
0.05242397263646126,
0.017618389800190926,
-0.07599229365587234,
0.017037780955433846,
-0.040980253368616104,
-0.01132781058549881,
-0.02589130401611328,
0.02384013868868351,
-0.012853010557591915,
0.007888596504926682,
0.06569183617830276,
0.004973933566361666,
0.0042512668296694756,
0.0557943731546402,
-0.01735794171690941,
-0.055800702422857285,
-0.012411599978804588,
0.019089216366410255,
-0.03176727890968323,
0.03348314017057419,
-0.020839255303144455,
0.026967259123921394,
0.018404725939035416,
0.07747597247362137,
0.008761719800531864,
-0.0038963931147009134,
0.044622279703617096,
0.033521708101034164,
0.022244419902563095,
0.002038800623267889,
-0.06338024884462357,
-0.00045460628462024033,
0.001647374127060175,
-0.016768096014857292,
0.008415731601417065,
-0.005786104593425989,
0.04736702889204025,
-0.021107273176312447,
-0.0056020962074398994,
0.013290882110595703,
-0.03203396126627922,
0.024894380941987038,
0.03044811077415943,
-0.018935570493340492,
-0.10042579472064972,
0.08165416121482849,
-0.024551833048462868,
-0.09932318329811096,
-0.01906621642410755,
0.002564237453043461,
-0.05152161791920662,
0.013210288248956203,
0.04980602115392685,
0.05405573174357414,
-0.05016905441880226,
-0.01913716085255146,
0.08994238078594208,
0.10208632797002792,
0.04808134213089943,
-0.04341884329915047,
-0.008716325275599957,
-0.019121520221233368,
-0.021078243851661682,
0.059622593224048615,
-0.04192361235618591,
0.031192012131214142,
-0.013949105516076088,
-0.0016608599107712507,
-0.04661079868674278,
0.08277618885040283,
-0.026336466893553734,
0.055680051445961,
-0.07361525297164917,
0.04875258728861809,
0.05821944773197174,
0.016404077410697937,
0.047423094511032104,
-0.09666238725185394,
0.025710251182317734,
-0.005916869267821312,
0.001712591270916164,
-0.026956308633089066,
0.0008518144604749978,
-0.006694135721772909,
-0.013644623570144176,
-0.016396624967455864,
-0.06289596855640411,
-0.02304421178996563,
0.023676389828324318,
-0.03431875631213188,
0.09114284068346024,
-0.028228474780917168,
-0.017114948481321335,
-0.0017784341471269727,
3.39019114056249e-35,
-0.019208136945962906,
-4.2194173488496745e-7,
0.060379739850759506,
0.026623014360666275,
0.020090017467737198,
-0.05325314402580261,
-0.029078852385282516,
-0.08500536531209946,
-0.04733598232269287,
-0.1312418431043625,
-0.0643988698720932,
-0.08486044406890869,
-0.004807457793504,
0.014900779351592064,
0.048785462975502014,
-0.008295422419905663,
-0.039449542760849,
-0.0025166687555611134,
0.007815265096724033,
0.04452015832066536,
0.09532498568296432,
0.10022866725921631,
-0.08887091279029846,
-0.036146409809589386,
-0.008868244476616383,
0.026373185217380524,
0.022644836455583572,
0.056619416922330856,
0.05057074502110481,
0.004173211753368378,
-0.10247007012367249,
-0.052875079214572906,
0.010473555885255337,
-0.05627117678523064,
0.042694270610809326,
0.07098378241062164,
0.051539525389671326,
0.11864073574542999,
-0.025980643928050995,
0.1097383201122284,
0.040315479040145874,
-0.013760947622358799,
0.013773216865956783,
-0.0020278426818549633,
-0.06136026605963707,
-0.03618476539850235,
0.005850499030202627,
0.07396119832992554,
-0.023447463288903236,
0.02048248052597046,
0.11841880530118942,
-0.06047523021697998,
-0.06120508909225464,
-0.01530786044895649,
-0.06936527788639069,
0.012647492811083794,
0.03895004838705063,
0.05510953813791275,
0.07912860810756683,
0.02200382389128208,
-0.018459726125001907,
-0.03635795786976814,
0.01841896027326584,
0.07749386131763458,
0.01913146674633026,
0.029178688302636147,
-0.002559071173891425,
0.05881344527006149,
-0.010963537730276585,
0.05124429613351822,
-0.10014437139034271,
-0.007228067144751549,
0.07013413310050964,
-0.03205973282456398,
0.026990817859768867,
0.09177793562412262,
-0.060345519334077835,
-0.010330602526664734,
-0.062322087585926056,
-0.025911100208759308,
-0.058083318173885345,
0.023081369698047638,
-0.09975368529558182,
-0.0642550140619278,
0.05652002990245819,
0.03201274201273918,
0.004198592156171799,
-0.07582499831914902,
-0.0471968948841095,
-0.11658445745706558,
0.04210076853632927,
-0.0022193300537765026,
-0.03623703867197037,
0.07418107241392136,
-0.02468307688832283,
-3.69960027057914e-8,
-0.04137264937162399,
-0.0357288122177124,
0.07748553901910782,
-0.013589419424533844,
0.13757392764091492,
-0.005123446695506573,
0.05206545069813728,
-0.08527785539627075,
0.06181340664625168,
-0.026899848133325577,
0.011347437277436256,
-0.00535637978464365,
0.042671848088502884,
0.0603528693318367,
-0.020242758095264435,
-0.0023480337113142014,
-0.036822766065597534,
-0.08177968859672546,
0.020218731835484505,
-0.020803948864340782,
-0.05912543088197708,
-0.046730611473321915,
0.027082519605755806,
0.05858151987195015,
0.05180039256811142,
0.04891005530953407,
-0.0026087455917149782,
-0.012433730997145176,
0.06808739900588989,
0.015412875451147556,
-0.021750302985310555,
0.05290695279836655,
0.027137605473399162,
0.07025579363107681,
-0.08514522761106491,
-0.003454839112237096,
-0.08720016479492188,
-0.0014992458745837212,
-0.08808533102273941,
0.04315345734357834,
0.023159697651863098,
-0.025065887719392776,
-0.012560251168906689,
-0.018276682123541832,
-0.11077462881803513,
-0.04078647866845131,
-0.046979594975709915,
0.07376333326101303,
0.048486340790987015,
0.0280082356184721,
0.01306342426687479,
-0.02557753585278988,
0.006694027688354254,
-0.11832142621278763,
0.0023384499363601208,
-0.00564447371289134,
0.021352658048272133,
-0.06667988747358322,
0.027741268277168274,
0.008933012373745441,
-0.01224293652921915,
0.030006809160113335,
-0.0884455144405365,
-0.01849115639925003
] |
1401.3506
|
Xiao Lu
|
Xiao Lu, Ping Wang, Dusit Niyato
|
A Layered Coalitional Game Framework of Wireless Relay Network
|
Accepted for publication in IEEE Transactions on Vehicular Technology
| null |
10.1109/TVT.2013.2274533
| null |
cs.NI cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A wireless relay network (WRN) has recently emerged as an effective way to
increase communication capacity and extend a coverage area with a low cost. In
the WRN, multiple service providers (SPs) can cooperate to share their
resources (e.g., relay nodes and spectrum), to achieve higher utility in terms
of revenue. Such cooperation can improve the capacity of the WRN, and thus
throughput for terminal devices (TDs). However, this cooperation can be
realized only if fair allocation of aggregated utility, which is the sum of the
utility of all the cooperative SPs, can be achieved. In this paper, we
investigate the WRN consisting of SPs at the upper layer and TDs at the lower
layer and present a game theoretic framework to address the cooperation
decision making problem in the WRN. Specifically, the cooperation of SPs is
modeled as an overlapping coalition formation game, in which SPs should form a
stable coalitional structure and obtain a fair share of the aggregated utility.
We also study the problem of allocating aggregated utility based on the concept
of Shapley value, which stabilizes the cooperation of SPs in the WRN. The
cooperation of TDs is modeled as a network formation game, in which TDs
establish links among each other to form a stable network structure. Numerical
results demonstrate that the proposed distributed algorithm obtains the
aggregated utility approximating the optimal solutions and achieves good
convergence speed.
|
[
{
"created": "Wed, 15 Jan 2014 07:11:54 GMT",
"version": "v1"
}
] |
2016-11-15
|
[
[
"Lu",
"Xiao",
""
],
[
"Wang",
"Ping",
""
],
[
"Niyato",
"Dusit",
""
]
] |
[
-0.02668902277946472,
-0.05562996864318848,
-0.024490999057888985,
-0.06402122229337692,
0.013382324948906898,
0.06623473763465881,
0.06068156659603119,
-0.03817517310380936,
0.057539280503988266,
0.10028241574764252,
-0.06762082874774933,
0.0963020995259285,
0.11434141546487808,
0.03143852949142456,
0.03845919296145439,
0.03413991630077362,
0.08422444015741348,
-0.05849676579236984,
-0.08525977283716202,
-0.015115827322006226,
0.031607918441295624,
-0.11017049103975296,
0.014559760689735413,
-0.045251477509737015,
0.009071672335267067,
-0.04937177523970604,
-0.04294852912425995,
-0.03128577023744583,
-0.04304458573460579,
0.008551827631890774,
-0.0187374297529459,
-0.0353911817073822,
-0.008788076229393482,
-0.040849849581718445,
-0.07776963710784912,
-0.01243242435157299,
-0.08239475637674332,
-0.027457837015390396,
0.009466467425227165,
0.07414424419403076,
-0.039605848491191864,
-0.012428444810211658,
-0.11095968633890152,
0.012731284834444523,
-0.07265708595514297,
0.03442104533314705,
-0.009191636927425861,
0.09349238872528076,
0.022814469411969185,
-0.021830623969435692,
0.11402031034231186,
-0.003478757571429014,
-0.005817947909235954,
0.06368447095155716,
0.08393535763025284,
0.008884119801223278,
-0.09885051101446152,
-0.004711616318672895,
0.014620807021856308,
-0.017336353659629822,
-0.01237697433680296,
0.007730146404355764,
-0.008292165584862232,
0.01822947897017002,
0.061944667249917984,
-0.05635882541537285,
0.03693881258368492,
0.09561259299516678,
-0.10860134661197662,
-0.003998519852757454,
0.0506819449365139,
-0.0318773090839386,
0.051140155643224716,
-0.016693003475666046,
0.08016711473464966,
0.10347766429185867,
0.04306541755795479,
0.0011449066223576665,
-0.011824239045381546,
0.006495489273220301,
0.00811544805765152,
0.14010143280029297,
-0.07057634741067886,
0.03121281787753105,
0.042529866099357605,
-0.1177060604095459,
-0.032376449555158615,
-0.007434658706188202,
0.07227315753698349,
0.013035397045314312,
-0.11075365543365479,
0.06161964684724808,
0.014708328060805798,
0.02568359673023224,
-0.008156388998031616,
0.027474328875541687,
-0.029140084981918335,
-0.05347320809960365,
0.015090163797140121,
0.07757630199193954,
-0.06483325362205505,
-0.06519290059804916,
0.04275887832045555,
-0.06562771648168564,
0.08331149071455002,
-0.002786997938528657,
-0.05797327309846878,
0.06185699999332428,
0.04952441528439522,
0.04690554738044739,
0.0331120528280735,
-0.008702089078724384,
-0.025663333013653755,
0.015359342098236084,
-0.11598245799541473,
0.09030453860759735,
0.016473539173603058,
-0.01037563569843769,
-0.006556135136634111,
-0.007678434252738953,
0.06412874907255173,
-0.02411610819399357,
0.027055248618125916,
0.007133574225008488,
0.03584200143814087,
0.04064856842160225,
0.010273212566971779,
-3.0272414181230212e-34,
-0.0038072539027780294,
0.016322631388902664,
-0.01073889248073101,
-0.023513322696089745,
0.033966224640607834,
-0.0432581752538681,
0.042123131453990936,
0.009863055311143398,
-0.10019392520189285,
-0.00955961737781763,
-0.12877489626407623,
0.07453804463148117,
0.02414783090353012,
-0.028194580227136612,
0.07183719426393509,
-0.06998632103204727,
-0.015577339567244053,
0.008985000662505627,
0.027525266632437706,
-0.06383427232503891,
0.033616941422224045,
-0.015576772391796112,
0.024911440908908844,
-0.08815895766019821,
0.01825408637523651,
-0.08573045581579208,
-0.04933575540781021,
-0.08463036268949509,
0.044058576226234436,
0.018086915835738182,
0.02712029032409191,
-0.01405574381351471,
0.024524478241801262,
0.04028797522187233,
-0.03311045467853546,
0.07367821037769318,
-0.049195535480976105,
-0.06308122724294662,
-0.005207641050219536,
-0.015310295857489109,
-0.018587762489914894,
-0.02071423828601837,
-0.05365925282239914,
0.03338688239455223,
-0.03506438061594963,
-0.09384629130363464,
0.032929204404354095,
-0.03694124519824982,
-0.10488364845514297,
0.0028887889347970486,
0.01992075890302658,
-0.009151318110525608,
0.041603244841098785,
-0.06952392309904099,
0.03857520595192909,
-0.030683716759085655,
0.022543413564562798,
0.036682240664958954,
0.007204585243016481,
0.037751127034425735,
-0.015618585981428623,
-0.08014978468418121,
-0.0032866476103663445,
0.032975636422634125,
-0.006067095324397087,
0.0010361331515014172,
-0.03789585828781128,
0.02964549884200096,
0.07687707990407944,
-0.07667674124240875,
-0.020119832828640938,
0.005081399343907833,
0.0279498603194952,
0.008299699053168297,
0.024197552353143692,
0.018795669078826904,
0.07521909475326538,
0.005963061470538378,
-0.10105422884225845,
0.036052946001291275,
-0.0672086700797081,
-0.012186290696263313,
-0.061187006533145905,
-0.031857751309871674,
-0.039852846413850784,
0.008435405790805817,
0.012392107397317886,
-0.00016962637891992927,
-0.060617730021476746,
-0.00222758948802948,
-0.10558851808309555,
0.03474600985646248,
-0.009455670602619648,
-0.042406488209962845,
0.09226690977811813,
-1.1138136826762458e-33,
-0.01597399078309536,
0.008428694680333138,
-0.02855599671602249,
0.019504379481077194,
-0.006390229798853397,
-0.032536569982767105,
-0.010152592323720455,
-0.07766207307577133,
-0.07921632379293442,
0.024752836674451828,
-0.07422088831663132,
0.04418807849287987,
0.07440021634101868,
-0.04487558826804161,
-0.021975327283143997,
-0.03412696346640587,
-0.012754065915942192,
0.02621610090136528,
0.018344759941101074,
0.0036397508811205626,
0.014786536805331707,
0.056035127490758896,
0.0014044172130525112,
-0.01839672215282917,
0.07724997401237488,
0.022728681564331055,
-0.048310600221157074,
-0.01843797042965889,
0.10784118622541428,
0.13582129776477814,
-0.033415451645851135,
-0.09693576395511627,
-0.034587740898132324,
-0.0280092041939497,
0.09200204908847809,
0.027516627684235573,
0.0541958250105381,
0.06484954804182053,
-0.05752335488796234,
0.02368137240409851,
0.04109412804245949,
-0.15268725156784058,
-0.023436475545167923,
0.06511223316192627,
0.07210563123226166,
-0.028742920607328415,
0.025688931345939636,
-0.041931673884391785,
-0.011991390958428383,
-0.029550539329648018,
0.06150016933679581,
-0.018066179007291794,
-0.009968815371394157,
0.03851239010691643,
-0.0021500596776604652,
0.01821538247168064,
0.014938213862478733,
0.10153369605541229,
0.0059697870165109634,
-0.0015817253151908517,
0.09495767205953598,
0.04232128709554672,
-0.05573469400405884,
0.0793972760438919,
0.02531418390572071,
0.009170585311949253,
-0.04448222741484642,
-0.03178853541612625,
0.0828447937965393,
-0.002779493574053049,
-0.12566527724266052,
0.05839542672038078,
0.03504481539130211,
-0.025348568335175514,
0.042755596339702606,
0.07423625141382217,
-0.012807994149625301,
0.05682943016290665,
-0.03101917915046215,
0.09561435133218765,
-0.0722150057554245,
0.06875357776880264,
0.004509974271059036,
-0.020533045753836632,
0.03943726420402527,
-0.026363199576735497,
0.07170803844928741,
0.07552004605531693,
-0.09222174435853958,
0.015143102966248989,
-0.012874164618551731,
0.07151894271373749,
0.07541361451148987,
-0.007836846634745598,
-0.03836018592119217,
-5.2481794909908785e-8,
0.024338088929653168,
0.04545881971716881,
0.029774371534585953,
0.018048394471406937,
0.01982387714087963,
-0.022195464000105858,
0.011916175484657288,
-0.11715731024742126,
0.021458644419908524,
0.037021562457084656,
-0.03277098760008812,
0.04189082980155945,
-0.00046626603580079973,
-0.02016187086701393,
-0.013773237355053425,
0.049623023718595505,
-0.06380855292081833,
-0.0852733626961708,
-0.03161439672112465,
0.03709816187620163,
-0.03052857704460621,
-0.008983530104160309,
-0.0557665154337883,
0.015125017613172531,
-0.044876858592033386,
0.09070425480604172,
-0.019366491585969925,
-0.05726046860218048,
0.006670941598713398,
0.04115196317434311,
0.02243615873157978,
-0.005536048673093319,
0.0015560599276795983,
0.013684825971722603,
0.010275160893797874,
0.05254751443862915,
-0.07575240731239319,
0.014806307852268219,
-0.0026083034463226795,
0.02506851963698864,
0.005466586444526911,
0.04668061062693596,
-0.001069948892109096,
-0.006624152883887291,
0.013702822849154472,
-0.0021922036539763212,
-0.07171796262264252,
0.013652649708092213,
-0.04338414594531059,
-0.04418016970157623,
0.03678133338689804,
0.02523237280547619,
-0.04086747393012047,
-0.016337772831320763,
-0.006124155130237341,
-0.0057889362797141075,
0.045247144997119904,
-0.10743317753076553,
0.05916046351194382,
-0.03935883939266205,
-0.03468988090753555,
0.007318650837987661,
-0.059796273708343506,
0.011348075233399868
] | null | null | null | null | null | null | null |
[
-0.02668902277946472,
-0.05562996864318848,
-0.024490999057888985,
-0.06402122229337692,
0.013382324948906898,
0.06623473763465881,
0.06068156659603119,
-0.03817517310380936,
0.057539280503988266,
0.10028241574764252,
-0.06762082874774933,
0.0963020995259285,
0.11434141546487808,
0.03143852949142456,
0.03845919296145439,
0.03413991630077362,
0.08422444015741348,
-0.05849676579236984,
-0.08525977283716202,
-0.015115827322006226,
0.031607918441295624,
-0.11017049103975296,
0.014559760689735413,
-0.045251477509737015,
0.009071672335267067,
-0.04937177523970604,
-0.04294852912425995,
-0.03128577023744583,
-0.04304458573460579,
0.008551827631890774,
-0.0187374297529459,
-0.0353911817073822,
-0.008788076229393482,
-0.040849849581718445,
-0.07776963710784912,
-0.01243242435157299,
-0.08239475637674332,
-0.027457837015390396,
0.009466467425227165,
0.07414424419403076,
-0.039605848491191864,
-0.012428444810211658,
-0.11095968633890152,
0.012731284834444523,
-0.07265708595514297,
0.03442104533314705,
-0.009191636927425861,
0.09349238872528076,
0.022814469411969185,
-0.021830623969435692,
0.11402031034231186,
-0.003478757571429014,
-0.005817947909235954,
0.06368447095155716,
0.08393535763025284,
0.008884119801223278,
-0.09885051101446152,
-0.004711616318672895,
0.014620807021856308,
-0.017336353659629822,
-0.01237697433680296,
0.007730146404355764,
-0.008292165584862232,
0.01822947897017002,
0.061944667249917984,
-0.05635882541537285,
0.03693881258368492,
0.09561259299516678,
-0.10860134661197662,
-0.003998519852757454,
0.0506819449365139,
-0.0318773090839386,
0.051140155643224716,
-0.016693003475666046,
0.08016711473464966,
0.10347766429185867,
0.04306541755795479,
0.0011449066223576665,
-0.011824239045381546,
0.006495489273220301,
0.00811544805765152,
0.14010143280029297,
-0.07057634741067886,
0.03121281787753105,
0.042529866099357605,
-0.1177060604095459,
-0.032376449555158615,
-0.007434658706188202,
0.07227315753698349,
0.013035397045314312,
-0.11075365543365479,
0.06161964684724808,
0.014708328060805798,
0.02568359673023224,
-0.008156388998031616,
0.027474328875541687,
-0.029140084981918335,
-0.05347320809960365,
0.015090163797140121,
0.07757630199193954,
-0.06483325362205505,
-0.06519290059804916,
0.04275887832045555,
-0.06562771648168564,
0.08331149071455002,
-0.002786997938528657,
-0.05797327309846878,
0.06185699999332428,
0.04952441528439522,
0.04690554738044739,
0.0331120528280735,
-0.008702089078724384,
-0.025663333013653755,
0.015359342098236084,
-0.11598245799541473,
0.09030453860759735,
0.016473539173603058,
-0.01037563569843769,
-0.006556135136634111,
-0.007678434252738953,
0.06412874907255173,
-0.02411610819399357,
0.027055248618125916,
0.007133574225008488,
0.03584200143814087,
0.04064856842160225,
0.010273212566971779,
-3.0272414181230212e-34,
-0.0038072539027780294,
0.016322631388902664,
-0.01073889248073101,
-0.023513322696089745,
0.033966224640607834,
-0.0432581752538681,
0.042123131453990936,
0.009863055311143398,
-0.10019392520189285,
-0.00955961737781763,
-0.12877489626407623,
0.07453804463148117,
0.02414783090353012,
-0.028194580227136612,
0.07183719426393509,
-0.06998632103204727,
-0.015577339567244053,
0.008985000662505627,
0.027525266632437706,
-0.06383427232503891,
0.033616941422224045,
-0.015576772391796112,
0.024911440908908844,
-0.08815895766019821,
0.01825408637523651,
-0.08573045581579208,
-0.04933575540781021,
-0.08463036268949509,
0.044058576226234436,
0.018086915835738182,
0.02712029032409191,
-0.01405574381351471,
0.024524478241801262,
0.04028797522187233,
-0.03311045467853546,
0.07367821037769318,
-0.049195535480976105,
-0.06308122724294662,
-0.005207641050219536,
-0.015310295857489109,
-0.018587762489914894,
-0.02071423828601837,
-0.05365925282239914,
0.03338688239455223,
-0.03506438061594963,
-0.09384629130363464,
0.032929204404354095,
-0.03694124519824982,
-0.10488364845514297,
0.0028887889347970486,
0.01992075890302658,
-0.009151318110525608,
0.041603244841098785,
-0.06952392309904099,
0.03857520595192909,
-0.030683716759085655,
0.022543413564562798,
0.036682240664958954,
0.007204585243016481,
0.037751127034425735,
-0.015618585981428623,
-0.08014978468418121,
-0.0032866476103663445,
0.032975636422634125,
-0.006067095324397087,
0.0010361331515014172,
-0.03789585828781128,
0.02964549884200096,
0.07687707990407944,
-0.07667674124240875,
-0.020119832828640938,
0.005081399343907833,
0.0279498603194952,
0.008299699053168297,
0.024197552353143692,
0.018795669078826904,
0.07521909475326538,
0.005963061470538378,
-0.10105422884225845,
0.036052946001291275,
-0.0672086700797081,
-0.012186290696263313,
-0.061187006533145905,
-0.031857751309871674,
-0.039852846413850784,
0.008435405790805817,
0.012392107397317886,
-0.00016962637891992927,
-0.060617730021476746,
-0.00222758948802948,
-0.10558851808309555,
0.03474600985646248,
-0.009455670602619648,
-0.042406488209962845,
0.09226690977811813,
-1.1138136826762458e-33,
-0.01597399078309536,
0.008428694680333138,
-0.02855599671602249,
0.019504379481077194,
-0.006390229798853397,
-0.032536569982767105,
-0.010152592323720455,
-0.07766207307577133,
-0.07921632379293442,
0.024752836674451828,
-0.07422088831663132,
0.04418807849287987,
0.07440021634101868,
-0.04487558826804161,
-0.021975327283143997,
-0.03412696346640587,
-0.012754065915942192,
0.02621610090136528,
0.018344759941101074,
0.0036397508811205626,
0.014786536805331707,
0.056035127490758896,
0.0014044172130525112,
-0.01839672215282917,
0.07724997401237488,
0.022728681564331055,
-0.048310600221157074,
-0.01843797042965889,
0.10784118622541428,
0.13582129776477814,
-0.033415451645851135,
-0.09693576395511627,
-0.034587740898132324,
-0.0280092041939497,
0.09200204908847809,
0.027516627684235573,
0.0541958250105381,
0.06484954804182053,
-0.05752335488796234,
0.02368137240409851,
0.04109412804245949,
-0.15268725156784058,
-0.023436475545167923,
0.06511223316192627,
0.07210563123226166,
-0.028742920607328415,
0.025688931345939636,
-0.041931673884391785,
-0.011991390958428383,
-0.029550539329648018,
0.06150016933679581,
-0.018066179007291794,
-0.009968815371394157,
0.03851239010691643,
-0.0021500596776604652,
0.01821538247168064,
0.014938213862478733,
0.10153369605541229,
0.0059697870165109634,
-0.0015817253151908517,
0.09495767205953598,
0.04232128709554672,
-0.05573469400405884,
0.0793972760438919,
0.02531418390572071,
0.009170585311949253,
-0.04448222741484642,
-0.03178853541612625,
0.0828447937965393,
-0.002779493574053049,
-0.12566527724266052,
0.05839542672038078,
0.03504481539130211,
-0.025348568335175514,
0.042755596339702606,
0.07423625141382217,
-0.012807994149625301,
0.05682943016290665,
-0.03101917915046215,
0.09561435133218765,
-0.0722150057554245,
0.06875357776880264,
0.004509974271059036,
-0.020533045753836632,
0.03943726420402527,
-0.026363199576735497,
0.07170803844928741,
0.07552004605531693,
-0.09222174435853958,
0.015143102966248989,
-0.012874164618551731,
0.07151894271373749,
0.07541361451148987,
-0.007836846634745598,
-0.03836018592119217,
-5.2481794909908785e-8,
0.024338088929653168,
0.04545881971716881,
0.029774371534585953,
0.018048394471406937,
0.01982387714087963,
-0.022195464000105858,
0.011916175484657288,
-0.11715731024742126,
0.021458644419908524,
0.037021562457084656,
-0.03277098760008812,
0.04189082980155945,
-0.00046626603580079973,
-0.02016187086701393,
-0.013773237355053425,
0.049623023718595505,
-0.06380855292081833,
-0.0852733626961708,
-0.03161439672112465,
0.03709816187620163,
-0.03052857704460621,
-0.008983530104160309,
-0.0557665154337883,
0.015125017613172531,
-0.044876858592033386,
0.09070425480604172,
-0.019366491585969925,
-0.05726046860218048,
0.006670941598713398,
0.04115196317434311,
0.02243615873157978,
-0.005536048673093319,
0.0015560599276795983,
0.013684825971722603,
0.010275160893797874,
0.05254751443862915,
-0.07575240731239319,
0.014806307852268219,
-0.0026083034463226795,
0.02506851963698864,
0.005466586444526911,
0.04668061062693596,
-0.001069948892109096,
-0.006624152883887291,
0.013702822849154472,
-0.0021922036539763212,
-0.07171796262264252,
0.013652649708092213,
-0.04338414594531059,
-0.04418016970157623,
0.03678133338689804,
0.02523237280547619,
-0.04086747393012047,
-0.016337772831320763,
-0.006124155130237341,
-0.0057889362797141075,
0.045247144997119904,
-0.10743317753076553,
0.05916046351194382,
-0.03935883939266205,
-0.03468988090753555,
0.007318650837987661,
-0.059796273708343506,
0.011348075233399868
] |
1401.3510
|
Saurabh Varshney Mr.
|
Saurabh Varshney and Jyoti Bajpai
|
Improving Performance Of English-Hindi Cross Language Information
Retrieval Using Transliteration Of Query Terms
|
International Journal on Natural Language Computing (IJNLC) Vol. 2,
No.6, December 2013 http://airccse.org/journal/ijnlc/index.html
| null |
10.5121/ijnlc.2013.2604
| null |
cs.IR cs.CL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The main issue in Cross Language Information Retrieval (CLIR) is the poor
performance of retrieval in terms of average precision when compared to
monolingual retrieval performance. The main reasons behind poor performance of
CLIR are mismatching of query terms, lexical ambiguity and un-translated query
terms. The existing problems of CLIR are needed to be addressed in order to
increase the performance of the CLIR system. In this paper, we are putting our
effort to solve the given problem by proposed an algorithm for improving the
performance of English-Hindi CLIR system. We used all possible combination of
Hindi translated query using transliteration of English query terms and
choosing the best query among them for retrieval of documents. The experiment
is performed on FIRE 2010 (Forum of Information Retrieval Evaluation) datasets.
The experimental result show that the proposed approach gives better
performance of English-Hindi CLIR system and also helps in overcoming existing
problems and outperforms the existing English-Hindi CLIR system in terms of
average precision.
|
[
{
"created": "Wed, 15 Jan 2014 08:07:08 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Varshney",
"Saurabh",
""
],
[
"Bajpai",
"Jyoti",
""
]
] |
[
-0.037940580397844315,
-0.01810457929968834,
-0.025735778734087944,
-0.027392573654651642,
-0.03737308084964752,
0.021309006959199905,
0.07284344732761383,
0.01919129490852356,
0.00123220297973603,
-0.0404823012650013,
0.07716771215200424,
-0.05627491697669029,
0.10221046209335327,
0.00012227876868564636,
0.03224196657538414,
-0.0279142614454031,
0.04902906343340874,
0.06298660486936569,
-0.08595331013202667,
-0.06910325586795807,
0.015524817630648613,
0.07648954540491104,
0.04592040181159973,
0.015627199783921242,
0.002261404413729906,
-0.029962189495563507,
-0.06442297995090485,
0.02461809106171131,
0.010942134074866772,
-0.009303037077188492,
-0.0380793996155262,
0.061489637941122055,
-0.0017460145754739642,
0.07738196104764938,
-0.033495161682367325,
-0.05154098570346832,
-0.14662478864192963,
0.05054287984967232,
0.0014484720304608345,
0.007116738241165876,
-0.06985916197299957,
-0.025582458823919296,
0.011789336800575256,
-0.038297828286886215,
0.04327121004462242,
0.057929445058107376,
-0.09698711335659027,
0.019270554184913635,
0.053808972239494324,
0.0387977659702301,
-0.1423424631357193,
0.049828700721263885,
0.019316889345645905,
0.07225649803876877,
0.007630381267517805,
-0.10541808605194092,
-0.0699739009141922,
0.030926669016480446,
-0.04782123863697052,
-0.017036540433764458,
-0.10383549332618713,
-0.06286118924617767,
-0.013505681417882442,
0.052669838070869446,
0.03805271536111832,
-0.06264651566743851,
0.05410848557949066,
-0.042634379118680954,
0.007524335291236639,
-0.035275764763355255,
-0.0455639474093914,
0.1203782930970192,
0.02687191776931286,
0.06463208794593811,
-0.047866709530353546,
0.07803814113140106,
-0.005667243618518114,
0.04696117714047432,
-0.04263375326991081,
0.006230481900274754,
0.02601558528840542,
0.030132751911878586,
0.08148225396871567,
0.04180723801255226,
0.08010520786046982,
-0.02323739603161812,
0.0181475430727005,
-0.08520933240652084,
0.011458183638751507,
-0.03509777411818504,
0.02272031269967556,
-0.027792420238256454,
0.08127163350582123,
-0.0036898928228765726,
0.012021904811263084,
0.007544949185103178,
0.0201705414801836,
-0.01800837367773056,
0.022014420479536057,
0.0142948217689991,
0.011432911269366741,
0.039359740912914276,
-0.02747686579823494,
-0.061261773109436035,
-0.12297657877206802,
-0.01852835714817047,
0.05216263607144356,
-0.032879538834095,
0.10752979665994644,
-0.09988980740308762,
-0.012775631621479988,
0.04225783050060272,
-0.022271908819675446,
-0.0649627149105072,
0.004975744988769293,
-0.018802737817168236,
0.02592402510344982,
0.0069048418663442135,
0.037857700139284134,
0.010157957673072815,
-0.09017430990934372,
0.09308274835348129,
0.07657569646835327,
-0.0905962735414505,
-0.06330262124538422,
0.0015283286338672042,
0.05028768256306648,
2.050773321916317e-33,
0.017090104520320892,
0.025864694267511368,
-0.026936253532767296,
-0.06746175140142441,
-0.08474386483430862,
-0.0960095226764679,
-0.020955298095941544,
0.03963988274335861,
-0.07420289516448975,
-0.06877908855676651,
0.0032716761343181133,
0.04639172926545143,
0.017136693000793457,
-0.03674817830324173,
0.054855212569236755,
0.012451887130737305,
0.026198213919997215,
-0.0012626644456759095,
0.04097019135951996,
0.010556654073297977,
0.07442192733287811,
-0.0017368856351822615,
0.12902957201004028,
-0.02053161710500717,
0.01565360277891159,
0.01920502819120884,
0.04362338408827782,
-0.036086875945329666,
-0.013022593222558498,
0.022672826424241066,
-0.026978258043527603,
-0.038790758699178696,
0.0519726499915123,
-0.03755253180861473,
-0.007252540439367294,
-0.0289834663271904,
-0.022691141813993454,
-0.0011384942336007953,
-0.01804998517036438,
0.04802827537059784,
-0.04995735362172127,
-0.02466493658721447,
-0.008732447400689125,
-0.011989087797701359,
-0.020295675843954086,
-0.011480776593089104,
-0.011065877974033356,
0.00009273905743611977,
0.03185417875647545,
0.026817070320248604,
-0.01295375358313322,
-0.010742093436419964,
-0.048759691417217255,
0.049395255744457245,
0.1178320050239563,
0.07269465923309326,
0.0578189454972744,
-0.031998615711927414,
-0.019838381558656693,
0.042797818779945374,
-0.028886642307043076,
-0.010798933915793896,
0.048626549541950226,
0.002395248506218195,
-0.03877377137541771,
-0.04380199685692787,
0.037130728363990784,
-0.004110487177968025,
0.06717214733362198,
0.022879797965288162,
-0.001150972442701459,
-0.038992900401353836,
0.03345660865306854,
0.047736234962940216,
0.0350855253636837,
0.03545023873448372,
-0.010921968147158623,
-0.0030387442093342543,
0.04092979431152344,
0.05073680356144905,
0.01690933294594288,
-0.061045095324516296,
0.07182945311069489,
-0.0473400354385376,
-0.023625066503882408,
-0.046062808483839035,
0.02795761451125145,
-0.03507933020591736,
0.021402472630143166,
0.019082950428128242,
0.03377050161361694,
0.08245991915464401,
-0.03888866677880287,
-0.018263153731822968,
0.06689427047967911,
-1.287233262227104e-33,
0.021220672875642776,
-0.09724204242229462,
0.012751351110637188,
0.05664483830332756,
-0.06573113799095154,
-0.07419206202030182,
-0.004253210034221411,
-0.006241063121706247,
-0.03778105974197388,
-0.0029523642733693123,
-0.07144240289926529,
0.0022733670193701982,
0.02552839368581772,
-0.04523061588406563,
0.03527821972966194,
0.06761298328638077,
0.05777152627706528,
0.05097518116235733,
-0.03829444944858551,
0.1517186313867569,
-0.029038039967417717,
0.08618364483118057,
-0.10873248428106308,
0.02638821303844452,
0.017114566639065742,
-0.027279656380414963,
0.0017914035124704242,
-0.005361862014979124,
-0.05559965968132019,
-0.04797104746103287,
-0.0031829304061830044,
-0.11047997325658798,
-0.08399518579244614,
0.02825802005827427,
-0.07036791741847992,
-0.05438204109668732,
0.04329666867852211,
-0.11557827889919281,
-0.053484391421079636,
0.04981333389878273,
-0.005708497483283281,
0.07942166179418564,
-0.023913558572530746,
-0.09309324622154236,
-0.017283963039517403,
-0.05524306371808052,
-0.14628280699253082,
-0.014049910008907318,
-0.00797547772526741,
-0.0186590775847435,
0.043087437748909,
-0.0635543242096901,
-0.0432007759809494,
-0.007098168134689331,
0.06414081156253815,
-0.05581645667552948,
-0.04212391749024391,
-0.022952837869524956,
-0.09065313637256622,
0.010133656673133373,
0.039090901613235474,
-0.02351883426308632,
0.021302687004208565,
-0.00768275698646903,
0.054997317492961884,
0.0058009740896523,
0.04013686627149582,
0.025515567511320114,
0.00045251709525473416,
-0.058333855122327805,
0.01647927425801754,
-0.09154194593429565,
0.04372183606028557,
0.001723618945106864,
-0.01328424084931612,
0.051717810332775116,
0.03421647846698761,
0.013940057717263699,
0.05710383877158165,
-0.005488751921802759,
-0.04017199948430061,
0.04610833898186684,
0.016385115683078766,
0.0199576448649168,
-0.025789514183998108,
0.04365147650241852,
0.0055727302096784115,
0.04528805613517761,
0.01267668791115284,
-0.06443995237350464,
0.08530484139919281,
0.020722491666674614,
0.061940956860780716,
0.11542771756649017,
0.04832571744918823,
-3.7294860533165775e-8,
-0.014227417297661304,
-0.040848396718502045,
-0.09766268730163574,
0.007902693934738636,
-0.018867703154683113,
-0.0030052585061639547,
-0.044128675013780594,
0.04672659933567047,
-0.01972348242998123,
-0.05339991673827171,
0.014189559035003185,
-0.02370588108897209,
0.018880391493439674,
0.04742696136236191,
-0.009787384420633316,
-0.022410528734326363,
0.042644061148166656,
0.07048339396715164,
0.03466714546084404,
-0.07892220467329025,
-0.011560325510799885,
0.045240774750709534,
0.06859145313501358,
0.004632872063666582,
-0.040190644562244415,
0.05215853825211525,
-0.06444361060857773,
-0.007722846698015928,
0.03968733176589012,
-0.08041738718748093,
-0.03694029152393341,
-0.04827547073364258,
-0.0009318966185674071,
-0.057088904082775116,
0.06256099045276642,
0.04148107394576073,
0.027955712750554085,
-0.011494789272546768,
-0.026939287781715393,
0.11587052047252655,
0.16737358272075653,
-0.008212422020733356,
0.015225742943584919,
0.04272247850894928,
0.021557196974754333,
-0.02817505970597267,
0.03137519583106041,
-0.016303058713674545,
0.05750332772731781,
-0.07888089120388031,
0.03582834452390671,
-0.09210428595542908,
0.020696569234132767,
0.043685317039489746,
0.08872932195663452,
-0.0007496646721847355,
-0.05450048670172691,
-0.0411452054977417,
0.08439266681671143,
-0.0075441631488502026,
0.016158347949385643,
-0.008956636302173138,
-0.045973289757966995,
0.08422520011663437
] | null | null | null | null | null | null | null |
[
-0.037940580397844315,
-0.01810457929968834,
-0.025735778734087944,
-0.027392573654651642,
-0.03737308084964752,
0.021309006959199905,
0.07284344732761383,
0.01919129490852356,
0.00123220297973603,
-0.0404823012650013,
0.07716771215200424,
-0.05627491697669029,
0.10221046209335327,
0.00012227876868564636,
0.03224196657538414,
-0.0279142614454031,
0.04902906343340874,
0.06298660486936569,
-0.08595331013202667,
-0.06910325586795807,
0.015524817630648613,
0.07648954540491104,
0.04592040181159973,
0.015627199783921242,
0.002261404413729906,
-0.029962189495563507,
-0.06442297995090485,
0.02461809106171131,
0.010942134074866772,
-0.009303037077188492,
-0.0380793996155262,
0.061489637941122055,
-0.0017460145754739642,
0.07738196104764938,
-0.033495161682367325,
-0.05154098570346832,
-0.14662478864192963,
0.05054287984967232,
0.0014484720304608345,
0.007116738241165876,
-0.06985916197299957,
-0.025582458823919296,
0.011789336800575256,
-0.038297828286886215,
0.04327121004462242,
0.057929445058107376,
-0.09698711335659027,
0.019270554184913635,
0.053808972239494324,
0.0387977659702301,
-0.1423424631357193,
0.049828700721263885,
0.019316889345645905,
0.07225649803876877,
0.007630381267517805,
-0.10541808605194092,
-0.0699739009141922,
0.030926669016480446,
-0.04782123863697052,
-0.017036540433764458,
-0.10383549332618713,
-0.06286118924617767,
-0.013505681417882442,
0.052669838070869446,
0.03805271536111832,
-0.06264651566743851,
0.05410848557949066,
-0.042634379118680954,
0.007524335291236639,
-0.035275764763355255,
-0.0455639474093914,
0.1203782930970192,
0.02687191776931286,
0.06463208794593811,
-0.047866709530353546,
0.07803814113140106,
-0.005667243618518114,
0.04696117714047432,
-0.04263375326991081,
0.006230481900274754,
0.02601558528840542,
0.030132751911878586,
0.08148225396871567,
0.04180723801255226,
0.08010520786046982,
-0.02323739603161812,
0.0181475430727005,
-0.08520933240652084,
0.011458183638751507,
-0.03509777411818504,
0.02272031269967556,
-0.027792420238256454,
0.08127163350582123,
-0.0036898928228765726,
0.012021904811263084,
0.007544949185103178,
0.0201705414801836,
-0.01800837367773056,
0.022014420479536057,
0.0142948217689991,
0.011432911269366741,
0.039359740912914276,
-0.02747686579823494,
-0.061261773109436035,
-0.12297657877206802,
-0.01852835714817047,
0.05216263607144356,
-0.032879538834095,
0.10752979665994644,
-0.09988980740308762,
-0.012775631621479988,
0.04225783050060272,
-0.022271908819675446,
-0.0649627149105072,
0.004975744988769293,
-0.018802737817168236,
0.02592402510344982,
0.0069048418663442135,
0.037857700139284134,
0.010157957673072815,
-0.09017430990934372,
0.09308274835348129,
0.07657569646835327,
-0.0905962735414505,
-0.06330262124538422,
0.0015283286338672042,
0.05028768256306648,
2.050773321916317e-33,
0.017090104520320892,
0.025864694267511368,
-0.026936253532767296,
-0.06746175140142441,
-0.08474386483430862,
-0.0960095226764679,
-0.020955298095941544,
0.03963988274335861,
-0.07420289516448975,
-0.06877908855676651,
0.0032716761343181133,
0.04639172926545143,
0.017136693000793457,
-0.03674817830324173,
0.054855212569236755,
0.012451887130737305,
0.026198213919997215,
-0.0012626644456759095,
0.04097019135951996,
0.010556654073297977,
0.07442192733287811,
-0.0017368856351822615,
0.12902957201004028,
-0.02053161710500717,
0.01565360277891159,
0.01920502819120884,
0.04362338408827782,
-0.036086875945329666,
-0.013022593222558498,
0.022672826424241066,
-0.026978258043527603,
-0.038790758699178696,
0.0519726499915123,
-0.03755253180861473,
-0.007252540439367294,
-0.0289834663271904,
-0.022691141813993454,
-0.0011384942336007953,
-0.01804998517036438,
0.04802827537059784,
-0.04995735362172127,
-0.02466493658721447,
-0.008732447400689125,
-0.011989087797701359,
-0.020295675843954086,
-0.011480776593089104,
-0.011065877974033356,
0.00009273905743611977,
0.03185417875647545,
0.026817070320248604,
-0.01295375358313322,
-0.010742093436419964,
-0.048759691417217255,
0.049395255744457245,
0.1178320050239563,
0.07269465923309326,
0.0578189454972744,
-0.031998615711927414,
-0.019838381558656693,
0.042797818779945374,
-0.028886642307043076,
-0.010798933915793896,
0.048626549541950226,
0.002395248506218195,
-0.03877377137541771,
-0.04380199685692787,
0.037130728363990784,
-0.004110487177968025,
0.06717214733362198,
0.022879797965288162,
-0.001150972442701459,
-0.038992900401353836,
0.03345660865306854,
0.047736234962940216,
0.0350855253636837,
0.03545023873448372,
-0.010921968147158623,
-0.0030387442093342543,
0.04092979431152344,
0.05073680356144905,
0.01690933294594288,
-0.061045095324516296,
0.07182945311069489,
-0.0473400354385376,
-0.023625066503882408,
-0.046062808483839035,
0.02795761451125145,
-0.03507933020591736,
0.021402472630143166,
0.019082950428128242,
0.03377050161361694,
0.08245991915464401,
-0.03888866677880287,
-0.018263153731822968,
0.06689427047967911,
-1.287233262227104e-33,
0.021220672875642776,
-0.09724204242229462,
0.012751351110637188,
0.05664483830332756,
-0.06573113799095154,
-0.07419206202030182,
-0.004253210034221411,
-0.006241063121706247,
-0.03778105974197388,
-0.0029523642733693123,
-0.07144240289926529,
0.0022733670193701982,
0.02552839368581772,
-0.04523061588406563,
0.03527821972966194,
0.06761298328638077,
0.05777152627706528,
0.05097518116235733,
-0.03829444944858551,
0.1517186313867569,
-0.029038039967417717,
0.08618364483118057,
-0.10873248428106308,
0.02638821303844452,
0.017114566639065742,
-0.027279656380414963,
0.0017914035124704242,
-0.005361862014979124,
-0.05559965968132019,
-0.04797104746103287,
-0.0031829304061830044,
-0.11047997325658798,
-0.08399518579244614,
0.02825802005827427,
-0.07036791741847992,
-0.05438204109668732,
0.04329666867852211,
-0.11557827889919281,
-0.053484391421079636,
0.04981333389878273,
-0.005708497483283281,
0.07942166179418564,
-0.023913558572530746,
-0.09309324622154236,
-0.017283963039517403,
-0.05524306371808052,
-0.14628280699253082,
-0.014049910008907318,
-0.00797547772526741,
-0.0186590775847435,
0.043087437748909,
-0.0635543242096901,
-0.0432007759809494,
-0.007098168134689331,
0.06414081156253815,
-0.05581645667552948,
-0.04212391749024391,
-0.022952837869524956,
-0.09065313637256622,
0.010133656673133373,
0.039090901613235474,
-0.02351883426308632,
0.021302687004208565,
-0.00768275698646903,
0.054997317492961884,
0.0058009740896523,
0.04013686627149582,
0.025515567511320114,
0.00045251709525473416,
-0.058333855122327805,
0.01647927425801754,
-0.09154194593429565,
0.04372183606028557,
0.001723618945106864,
-0.01328424084931612,
0.051717810332775116,
0.03421647846698761,
0.013940057717263699,
0.05710383877158165,
-0.005488751921802759,
-0.04017199948430061,
0.04610833898186684,
0.016385115683078766,
0.0199576448649168,
-0.025789514183998108,
0.04365147650241852,
0.0055727302096784115,
0.04528805613517761,
0.01267668791115284,
-0.06443995237350464,
0.08530484139919281,
0.020722491666674614,
0.061940956860780716,
0.11542771756649017,
0.04832571744918823,
-3.7294860533165775e-8,
-0.014227417297661304,
-0.040848396718502045,
-0.09766268730163574,
0.007902693934738636,
-0.018867703154683113,
-0.0030052585061639547,
-0.044128675013780594,
0.04672659933567047,
-0.01972348242998123,
-0.05339991673827171,
0.014189559035003185,
-0.02370588108897209,
0.018880391493439674,
0.04742696136236191,
-0.009787384420633316,
-0.022410528734326363,
0.042644061148166656,
0.07048339396715164,
0.03466714546084404,
-0.07892220467329025,
-0.011560325510799885,
0.045240774750709534,
0.06859145313501358,
0.004632872063666582,
-0.040190644562244415,
0.05215853825211525,
-0.06444361060857773,
-0.007722846698015928,
0.03968733176589012,
-0.08041738718748093,
-0.03694029152393341,
-0.04827547073364258,
-0.0009318966185674071,
-0.057088904082775116,
0.06256099045276642,
0.04148107394576073,
0.027955712750554085,
-0.011494789272546768,
-0.026939287781715393,
0.11587052047252655,
0.16737358272075653,
-0.008212422020733356,
0.015225742943584919,
0.04272247850894928,
0.021557196974754333,
-0.02817505970597267,
0.03137519583106041,
-0.016303058713674545,
0.05750332772731781,
-0.07888089120388031,
0.03582834452390671,
-0.09210428595542908,
0.020696569234132767,
0.043685317039489746,
0.08872932195663452,
-0.0007496646721847355,
-0.05450048670172691,
-0.0411452054977417,
0.08439266681671143,
-0.0075441631488502026,
0.016158347949385643,
-0.008956636302173138,
-0.045973289757966995,
0.08422520011663437
] |
1401.3511
|
Hongxing Li Dr.
|
Hongxing Li and Nitin Vaidya
|
Optimal CSMA-based Wireless Communication with Worst-case Delay and
Non-uniform Sizes
| null | null | null | null |
cs.NI cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Carrier Sense Multiple Access (CSMA) protocols have been shown to reach the
full capacity region for data communication in wireless networks, with
polynomial complexity. However, current literature achieves the throughput
optimality with an exponential delay scaling with the network size, even in a
simplified scenario for transmission jobs with uniform sizes. Although CSMA
protocols with order-optimal average delay have been proposed for specific
topologies, no existing work can provide worst-case delay guarantee for each
job in general network settings, not to mention the case when the jobs have
non-uniform lengths while the throughput optimality is still targeted. In this
paper, we tackle on this issue by proposing a two-timescale CSMA-based data
communication protocol with dynamic decisions on rate control, link scheduling,
job transmission and dropping in polynomial complexity. Through rigorous
analysis, we demonstrate that the proposed protocol can achieve a throughput
utility arbitrarily close to its offline optima for jobs with non-uniform sizes
and worst-case delay guarantees, with a tradeoff of longer maximum allowable
delay.
|
[
{
"created": "Wed, 15 Jan 2014 08:08:17 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Li",
"Hongxing",
""
],
[
"Vaidya",
"Nitin",
""
]
] |
[
-0.029510166496038437,
0.05351816490292549,
-0.003522472456097603,
0.06540539115667343,
-0.011629321612417698,
-0.002243489259853959,
-0.005332729779183865,
-0.0704583004117012,
0.025157511234283447,
0.04612087458372116,
-0.0322616845369339,
-0.019473625347018242,
0.03357744961977005,
0.020798873156309128,
0.04178660362958908,
0.039019517600536346,
0.07809044420719147,
-0.04029405489563942,
-0.012102428823709488,
0.03650445491075516,
0.09135723114013672,
-0.010553925298154354,
0.02551034651696682,
-0.04391779378056526,
0.049173690378665924,
-0.04351603239774704,
-0.020231259986758232,
-0.017439939081668854,
-0.059708982706069946,
0.023999057710170746,
-0.07417011260986328,
-0.027904894202947617,
0.06105242669582367,
-0.0019131955923512578,
-0.015571663156151772,
0.022952547296881676,
0.009741026908159256,
0.07135442644357681,
0.015541390515863895,
0.09295512735843658,
0.03741610050201416,
-0.043034449219703674,
-0.1193557158112526,
0.08975072205066681,
-0.061288636177778244,
-0.03695997968316078,
0.033325497061014175,
0.06192013621330261,
-0.009943285025656223,
0.025355743244290352,
0.07236611843109131,
-0.01566673256456852,
-0.06289426982402802,
0.06060902029275894,
0.04612157121300697,
-0.00010817281872732565,
-0.06481876224279404,
0.10108641535043716,
-0.05440864339470863,
0.14219100773334503,
-0.025063086301088333,
-0.07089559733867645,
-0.0017934556817635894,
-0.019877484068274498,
0.017463626340031624,
0.031118309125304222,
-0.011545874178409576,
0.0039707962423563,
-0.06278140097856522,
0.020545661449432373,
-0.024348126724362373,
-0.001689177006483078,
-0.031674206256866455,
0.010538960807025433,
-0.02553372085094452,
-0.03649820014834404,
0.007207768503576517,
-0.0014331528218463063,
-0.03649918735027313,
-0.004277544096112251,
0.025724120438098907,
-0.017796166241168976,
-0.008008992299437523,
-0.03327099233865738,
0.03879763185977936,
-0.05376569181680679,
-0.0005620617303065956,
0.03223305940628052,
0.045740168541669846,
-0.033674877136945724,
-0.014551849104464054,
0.016455328091979027,
-0.11551741510629654,
0.058289773762226105,
0.010511201806366444,
-0.024313287809491158,
-0.0047031911090016365,
0.0009121446637436748,
0.0033559377770870924,
-0.007020998280495405,
0.00037455387064255774,
-0.04354619234800339,
-0.026912027969956398,
-0.04209483414888382,
0.046897027641534805,
-0.039156779646873474,
0.02252776175737381,
0.06192686781287193,
-0.004056775476783514,
0.07676964998245239,
0.012491321191191673,
0.010043610818684101,
-0.046257082372903824,
0.002376972697675228,
-0.09582258760929108,
0.13612188398838043,
-0.06881891936063766,
0.02031884714961052,
-0.0061845602467656136,
0.017964666709303856,
-0.08377008140087128,
-0.035687100142240524,
0.0053626419976353645,
-0.049784138798713684,
-0.0023735801223665476,
-0.017537837848067284,
0.043220020830631256,
2.1258383707789127e-33,
-0.07167678326368332,
0.005923599470406771,
-0.06865580379962921,
-0.0836242288351059,
0.08338624238967896,
-0.018572568893432617,
0.06116107478737831,
0.04190458729863167,
-0.08684585243463516,
-0.0031016594730317593,
-0.04840085282921791,
-0.007508954498916864,
-0.012987989000976086,
-0.0687914565205574,
0.027855446562170982,
-0.04818432033061981,
-0.0017838148633018136,
-0.0009957619477063417,
0.04309916868805885,
-0.05085311830043793,
0.09588640928268433,
-0.03135950490832329,
-0.05404531583189964,
0.00842832587659359,
0.03280551731586456,
-0.024738874286413193,
-0.037628669291734695,
-0.013275635428726673,
0.10457094013690948,
-0.00557643873617053,
-0.061611294746398926,
0.04183502122759819,
0.009616853669285774,
-0.022574901580810547,
0.06294416636228561,
-0.017635449767112732,
-0.003547640750184655,
-0.06266512721776962,
0.013458558358252048,
-0.04482602700591087,
-0.031665753573179245,
-0.007433764170855284,
-0.021594276651740074,
-0.0025790652725845575,
-0.07064809650182724,
-0.1169465109705925,
-0.03457460179924965,
0.024149570614099503,
-0.09025956690311432,
0.05352676287293434,
0.05740076303482056,
0.04300658777356148,
0.05529283732175827,
0.0003930930979549885,
0.03837200999259949,
-0.03537145256996155,
-0.015779130160808563,
0.05844321474432945,
0.034444231539964676,
0.13900066912174225,
-0.04156060516834259,
-0.06480959802865982,
0.017206231132149696,
-0.01874985173344612,
0.0116729736328125,
0.008303223177790642,
-0.05054250359535217,
-0.026613721624016762,
0.06914296746253967,
0.017998050898313522,
0.032894592732191086,
0.041448354721069336,
0.0008761304779909551,
-0.031223919242620468,
0.008545278571546078,
0.037905748933553696,
0.04241817817091942,
0.018530119210481644,
-0.051434099674224854,
0.03758864104747772,
-0.03175431862473488,
0.0024911994114518166,
0.044980961829423904,
-0.01646125130355358,
0.048934996128082275,
-0.0579715259373188,
-0.0024158551823347807,
0.0673406645655632,
-0.04132428392767906,
-0.006263593677431345,
-0.1416146457195282,
0.06594306975603104,
0.013371995650231838,
-0.012742607854306698,
0.028929926455020905,
-2.4631822905908697e-33,
0.03774452582001686,
-0.05027906596660614,
0.030983848497271538,
0.10904224961996078,
0.024061735719442368,
-0.04428525269031525,
-0.042539793998003006,
-0.011703096330165863,
-0.008044435642659664,
0.01468157023191452,
-0.07918348908424377,
-0.02112368680536747,
0.08511390537023544,
-0.043758098036050797,
0.07609880715608597,
-0.04584168642759323,
0.029264099895954132,
-0.01496471744030714,
-0.031203944236040115,
-0.023382537066936493,
0.04416755959391594,
-0.006468223407864571,
-0.10117974877357483,
0.020888367667794228,
0.11000223457813263,
0.02370929718017578,
-0.07610443234443665,
-0.06329110264778137,
-0.07062821090221405,
0.025053950026631355,
-0.13399118185043335,
-0.09111340343952179,
0.10243159532546997,
-0.06189006567001343,
0.07074227184057236,
-0.024137843400239944,
0.005770272109657526,
0.1093447357416153,
-0.00472382502630353,
0.15207834541797638,
0.09230288863182068,
-0.08128515630960464,
-0.030536731705069542,
0.020232999697327614,
0.06596304476261139,
-0.012693192809820175,
0.004510399419814348,
-0.013588824309408665,
-0.10726959258317947,
0.025005774572491646,
0.09402893483638763,
-0.0337124764919281,
-0.0006539022433571517,
0.003416054416447878,
0.04497535899281502,
0.001953986007720232,
-0.04318149387836456,
-0.03151218593120575,
-0.00331970420666039,
0.015001898631453514,
0.10119421780109406,
-0.09089178591966629,
0.07673211395740509,
0.04485410451889038,
0.05314629152417183,
-0.04447680711746216,
0.0682370737195015,
-0.09796101599931717,
-0.014240940101444721,
0.05196322128176689,
-0.016645876690745354,
0.02894045040011406,
-0.04797452688217163,
0.018712405115365982,
-0.005016922485083342,
0.02677053213119507,
0.0388302206993103,
0.10171933472156525,
-0.038294076919555664,
0.11805450916290283,
-0.0024906015023589134,
0.12863485515117645,
0.061274752020835876,
0.015497991815209389,
0.015609856694936752,
0.0697343498468399,
0.11250852048397064,
-0.007531862705945969,
0.004740040749311447,
-0.03614887222647667,
-0.025415051728487015,
0.017509089782834053,
0.02716812863945961,
0.08992428332567215,
-0.038458552211523056,
-4.8269306773818244e-8,
-0.01895158179104328,
-0.03790491819381714,
0.008920636028051376,
-0.043586842715740204,
0.08104053884744644,
-0.047812167555093765,
-0.020142709836363792,
-0.058229971677064896,
0.07121261209249496,
0.058632802218198776,
0.032256923615932465,
0.025223204866051674,
0.0027009216137230396,
-0.01609349250793457,
0.07504665851593018,
-0.026851605623960495,
0.019171880558133125,
-0.15459364652633667,
-0.014899220317602158,
-0.011770062148571014,
-0.02206074632704258,
0.03305875509977341,
-0.020736755803227425,
0.0150119848549366,
0.0003463918110355735,
0.0259893536567688,
-0.0009777967352420092,
0.022542236372828484,
0.017582863569259644,
-0.05347157269716263,
-0.09465231746435165,
-0.035991691052913666,
0.0358162447810173,
0.0358218215405941,
-0.04331463947892189,
-0.10796548426151276,
0.020967891439795494,
-0.01828630268573761,
-0.004994218237698078,
0.05131414905190468,
0.07772068679332733,
-0.051770105957984924,
0.009673465974628925,
0.008220242336392403,
0.05489444360136986,
0.009911653585731983,
-0.02483861893415451,
0.053461652249097824,
-0.09306256473064423,
0.019321199506521225,
0.04874202236533165,
0.048548389226198196,
-0.05018649622797966,
-0.028861312195658684,
-0.017967117950320244,
-0.052124984562397,
0.032671812921762466,
-0.07740157097578049,
-0.02777189202606678,
-0.014237040653824806,
-0.03186493739485741,
-0.024712802842259407,
-0.0303614791482687,
0.004129376262426376
] | null | null | null | null | null | null | null |
[
-0.029510166496038437,
0.05351816490292549,
-0.003522472456097603,
0.06540539115667343,
-0.011629321612417698,
-0.002243489259853959,
-0.005332729779183865,
-0.0704583004117012,
0.025157511234283447,
0.04612087458372116,
-0.0322616845369339,
-0.019473625347018242,
0.03357744961977005,
0.020798873156309128,
0.04178660362958908,
0.039019517600536346,
0.07809044420719147,
-0.04029405489563942,
-0.012102428823709488,
0.03650445491075516,
0.09135723114013672,
-0.010553925298154354,
0.02551034651696682,
-0.04391779378056526,
0.049173690378665924,
-0.04351603239774704,
-0.020231259986758232,
-0.017439939081668854,
-0.059708982706069946,
0.023999057710170746,
-0.07417011260986328,
-0.027904894202947617,
0.06105242669582367,
-0.0019131955923512578,
-0.015571663156151772,
0.022952547296881676,
0.009741026908159256,
0.07135442644357681,
0.015541390515863895,
0.09295512735843658,
0.03741610050201416,
-0.043034449219703674,
-0.1193557158112526,
0.08975072205066681,
-0.061288636177778244,
-0.03695997968316078,
0.033325497061014175,
0.06192013621330261,
-0.009943285025656223,
0.025355743244290352,
0.07236611843109131,
-0.01566673256456852,
-0.06289426982402802,
0.06060902029275894,
0.04612157121300697,
-0.00010817281872732565,
-0.06481876224279404,
0.10108641535043716,
-0.05440864339470863,
0.14219100773334503,
-0.025063086301088333,
-0.07089559733867645,
-0.0017934556817635894,
-0.019877484068274498,
0.017463626340031624,
0.031118309125304222,
-0.011545874178409576,
0.0039707962423563,
-0.06278140097856522,
0.020545661449432373,
-0.024348126724362373,
-0.001689177006483078,
-0.031674206256866455,
0.010538960807025433,
-0.02553372085094452,
-0.03649820014834404,
0.007207768503576517,
-0.0014331528218463063,
-0.03649918735027313,
-0.004277544096112251,
0.025724120438098907,
-0.017796166241168976,
-0.008008992299437523,
-0.03327099233865738,
0.03879763185977936,
-0.05376569181680679,
-0.0005620617303065956,
0.03223305940628052,
0.045740168541669846,
-0.033674877136945724,
-0.014551849104464054,
0.016455328091979027,
-0.11551741510629654,
0.058289773762226105,
0.010511201806366444,
-0.024313287809491158,
-0.0047031911090016365,
0.0009121446637436748,
0.0033559377770870924,
-0.007020998280495405,
0.00037455387064255774,
-0.04354619234800339,
-0.026912027969956398,
-0.04209483414888382,
0.046897027641534805,
-0.039156779646873474,
0.02252776175737381,
0.06192686781287193,
-0.004056775476783514,
0.07676964998245239,
0.012491321191191673,
0.010043610818684101,
-0.046257082372903824,
0.002376972697675228,
-0.09582258760929108,
0.13612188398838043,
-0.06881891936063766,
0.02031884714961052,
-0.0061845602467656136,
0.017964666709303856,
-0.08377008140087128,
-0.035687100142240524,
0.0053626419976353645,
-0.049784138798713684,
-0.0023735801223665476,
-0.017537837848067284,
0.043220020830631256,
2.1258383707789127e-33,
-0.07167678326368332,
0.005923599470406771,
-0.06865580379962921,
-0.0836242288351059,
0.08338624238967896,
-0.018572568893432617,
0.06116107478737831,
0.04190458729863167,
-0.08684585243463516,
-0.0031016594730317593,
-0.04840085282921791,
-0.007508954498916864,
-0.012987989000976086,
-0.0687914565205574,
0.027855446562170982,
-0.04818432033061981,
-0.0017838148633018136,
-0.0009957619477063417,
0.04309916868805885,
-0.05085311830043793,
0.09588640928268433,
-0.03135950490832329,
-0.05404531583189964,
0.00842832587659359,
0.03280551731586456,
-0.024738874286413193,
-0.037628669291734695,
-0.013275635428726673,
0.10457094013690948,
-0.00557643873617053,
-0.061611294746398926,
0.04183502122759819,
0.009616853669285774,
-0.022574901580810547,
0.06294416636228561,
-0.017635449767112732,
-0.003547640750184655,
-0.06266512721776962,
0.013458558358252048,
-0.04482602700591087,
-0.031665753573179245,
-0.007433764170855284,
-0.021594276651740074,
-0.0025790652725845575,
-0.07064809650182724,
-0.1169465109705925,
-0.03457460179924965,
0.024149570614099503,
-0.09025956690311432,
0.05352676287293434,
0.05740076303482056,
0.04300658777356148,
0.05529283732175827,
0.0003930930979549885,
0.03837200999259949,
-0.03537145256996155,
-0.015779130160808563,
0.05844321474432945,
0.034444231539964676,
0.13900066912174225,
-0.04156060516834259,
-0.06480959802865982,
0.017206231132149696,
-0.01874985173344612,
0.0116729736328125,
0.008303223177790642,
-0.05054250359535217,
-0.026613721624016762,
0.06914296746253967,
0.017998050898313522,
0.032894592732191086,
0.041448354721069336,
0.0008761304779909551,
-0.031223919242620468,
0.008545278571546078,
0.037905748933553696,
0.04241817817091942,
0.018530119210481644,
-0.051434099674224854,
0.03758864104747772,
-0.03175431862473488,
0.0024911994114518166,
0.044980961829423904,
-0.01646125130355358,
0.048934996128082275,
-0.0579715259373188,
-0.0024158551823347807,
0.0673406645655632,
-0.04132428392767906,
-0.006263593677431345,
-0.1416146457195282,
0.06594306975603104,
0.013371995650231838,
-0.012742607854306698,
0.028929926455020905,
-2.4631822905908697e-33,
0.03774452582001686,
-0.05027906596660614,
0.030983848497271538,
0.10904224961996078,
0.024061735719442368,
-0.04428525269031525,
-0.042539793998003006,
-0.011703096330165863,
-0.008044435642659664,
0.01468157023191452,
-0.07918348908424377,
-0.02112368680536747,
0.08511390537023544,
-0.043758098036050797,
0.07609880715608597,
-0.04584168642759323,
0.029264099895954132,
-0.01496471744030714,
-0.031203944236040115,
-0.023382537066936493,
0.04416755959391594,
-0.006468223407864571,
-0.10117974877357483,
0.020888367667794228,
0.11000223457813263,
0.02370929718017578,
-0.07610443234443665,
-0.06329110264778137,
-0.07062821090221405,
0.025053950026631355,
-0.13399118185043335,
-0.09111340343952179,
0.10243159532546997,
-0.06189006567001343,
0.07074227184057236,
-0.024137843400239944,
0.005770272109657526,
0.1093447357416153,
-0.00472382502630353,
0.15207834541797638,
0.09230288863182068,
-0.08128515630960464,
-0.030536731705069542,
0.020232999697327614,
0.06596304476261139,
-0.012693192809820175,
0.004510399419814348,
-0.013588824309408665,
-0.10726959258317947,
0.025005774572491646,
0.09402893483638763,
-0.0337124764919281,
-0.0006539022433571517,
0.003416054416447878,
0.04497535899281502,
0.001953986007720232,
-0.04318149387836456,
-0.03151218593120575,
-0.00331970420666039,
0.015001898631453514,
0.10119421780109406,
-0.09089178591966629,
0.07673211395740509,
0.04485410451889038,
0.05314629152417183,
-0.04447680711746216,
0.0682370737195015,
-0.09796101599931717,
-0.014240940101444721,
0.05196322128176689,
-0.016645876690745354,
0.02894045040011406,
-0.04797452688217163,
0.018712405115365982,
-0.005016922485083342,
0.02677053213119507,
0.0388302206993103,
0.10171933472156525,
-0.038294076919555664,
0.11805450916290283,
-0.0024906015023589134,
0.12863485515117645,
0.061274752020835876,
0.015497991815209389,
0.015609856694936752,
0.0697343498468399,
0.11250852048397064,
-0.007531862705945969,
0.004740040749311447,
-0.03614887222647667,
-0.025415051728487015,
0.017509089782834053,
0.02716812863945961,
0.08992428332567215,
-0.038458552211523056,
-4.8269306773818244e-8,
-0.01895158179104328,
-0.03790491819381714,
0.008920636028051376,
-0.043586842715740204,
0.08104053884744644,
-0.047812167555093765,
-0.020142709836363792,
-0.058229971677064896,
0.07121261209249496,
0.058632802218198776,
0.032256923615932465,
0.025223204866051674,
0.0027009216137230396,
-0.01609349250793457,
0.07504665851593018,
-0.026851605623960495,
0.019171880558133125,
-0.15459364652633667,
-0.014899220317602158,
-0.011770062148571014,
-0.02206074632704258,
0.03305875509977341,
-0.020736755803227425,
0.0150119848549366,
0.0003463918110355735,
0.0259893536567688,
-0.0009777967352420092,
0.022542236372828484,
0.017582863569259644,
-0.05347157269716263,
-0.09465231746435165,
-0.035991691052913666,
0.0358162447810173,
0.0358218215405941,
-0.04331463947892189,
-0.10796548426151276,
0.020967891439795494,
-0.01828630268573761,
-0.004994218237698078,
0.05131414905190468,
0.07772068679332733,
-0.051770105957984924,
0.009673465974628925,
0.008220242336392403,
0.05489444360136986,
0.009911653585731983,
-0.02483861893415451,
0.053461652249097824,
-0.09306256473064423,
0.019321199506521225,
0.04874202236533165,
0.048548389226198196,
-0.05018649622797966,
-0.028861312195658684,
-0.017967117950320244,
-0.052124984562397,
0.032671812921762466,
-0.07740157097578049,
-0.02777189202606678,
-0.014237040653824806,
-0.03186493739485741,
-0.024712802842259407,
-0.0303614791482687,
0.004129376262426376
] |
1401.3512
|
Ebrahim Karimi
|
Hammam Qassim, Filippo M. Miatto, Juan P. Torres, Miles J. Padgett,
Ebrahim Karimi, and Robert W. Boyd
|
Limitations to the determination of a Laguerre-Gauss spectrum via
projective, phase-flattening measurement
|
5 pages, 4 figures
|
Journal of the Optical Society of America B 31, A20 (2014)
|
10.1364/JOSAB.31.000A20
| null |
physics.optics quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
One of the most widely used techniques for measuring the orbital angular
momentum components of a light beam is to flatten the spiral phase front of a
mode, in order to couple it to a single-mode optical fiber. This method,
however, suffers from an efficiency that depends on the orbital angular
momentum of the initial mode and on the presence of higher order radial modes.
The reason is that once the phase has been flattened, the field retains its
ringed intensity pattern and is therefore a nontrivial superposition of purely
radial modes, of which only the fundamental one couples to a single mode
optical fiber. In this paper, we study the efficiency of this technique both
theoretically and experimentally. We find that even for low values of the OAM,
a large amount of light can fall outside the fundamental mode of the fiber, and
we quantify the losses as functions of the waist of the coupling beam of the
orbital angular momentum and radial indices. Our results can be used as a tool
to remove the efficiency bias where fair-sampling loopholes are not a concern.
However, we hope that our study will encourage the development of better
detection methods of the orbital angular momentum content of a beam of light.
|
[
{
"created": "Wed, 15 Jan 2014 08:15:08 GMT",
"version": "v1"
},
{
"created": "Tue, 22 Apr 2014 19:50:27 GMT",
"version": "v2"
}
] |
2014-04-23
|
[
[
"Qassim",
"Hammam",
""
],
[
"Miatto",
"Filippo M.",
""
],
[
"Torres",
"Juan P.",
""
],
[
"Padgett",
"Miles J.",
""
],
[
"Karimi",
"Ebrahim",
""
],
[
"Boyd",
"Robert W.",
""
]
] |
[
-0.01116150338202715,
-0.004916766658425331,
-0.026608461514115334,
0.00007705762254772708,
0.004843245260417461,
-0.08688341826200485,
0.03400661423802376,
-0.013274827972054482,
0.04459717869758606,
-0.009603572078049183,
0.005436787847429514,
0.12534023821353912,
-0.07073629647493362,
-0.07559021562337875,
0.06516541540622711,
-0.024420777335762978,
0.017669785767793655,
0.05451775714755058,
0.02947823517024517,
0.08515258878469467,
0.05621328204870224,
-0.11570914089679718,
0.03067709505558014,
-0.02269195020198822,
0.03910630941390991,
0.030537961050868034,
0.10299080610275269,
-0.010741702280938625,
0.03203486278653145,
-0.00934448279440403,
0.11983517557382584,
0.04119189456105232,
-0.029243778437376022,
0.005808630492538214,
-0.050076622515916824,
-0.04464787617325783,
0.08111222833395004,
-0.11044749617576599,
-0.01180765125900507,
0.021902641281485558,
0.08902640640735626,
0.06060557812452316,
0.06435369700193405,
-0.009400615468621254,
0.04615183174610138,
0.013572735711932182,
0.06543276458978653,
-0.10088186711072922,
-0.07150448858737946,
-0.024429116398096085,
0.022452356293797493,
-0.04820502549409866,
-0.08182939887046814,
-0.04829246550798416,
0.0432860441505909,
0.10458148270845413,
0.014689711853861809,
-0.028263648971915245,
-0.02816605195403099,
0.00028858642326667905,
0.053208839148283005,
-0.029964270070195198,
-0.0859975516796112,
0.013191791251301765,
0.02026483230292797,
0.003515395103022456,
0.05657795071601868,
-0.04748092219233513,
-0.04647170007228851,
0.022734949365258217,
-0.0349343866109848,
0.013413084670901299,
0.028372444212436676,
0.02022251859307289,
-0.002759606810286641,
0.054373204708099365,
-0.016280006617307663,
-0.028303995728492737,
-0.03594423457980156,
0.024566365405917168,
0.03482050076127052,
-0.03352458029985428,
0.0017167077166959643,
0.06497713178396225,
0.019713830202817917,
0.06616652756929398,
-0.002706917468458414,
0.06271559745073318,
-0.05444076657295227,
-0.07514437288045883,
-0.052894558757543564,
-0.03443777933716774,
-0.028912385925650597,
-0.05931219831109047,
0.05585423484444618,
-0.022779913619160652,
0.013568040914833546,
-0.07484479248523712,
-0.018361618742346764,
0.01479464303702116,
0.07078547775745392,
-0.0629420131444931,
-0.02003592438995838,
-0.035749778151512146,
-0.07638165354728699,
0.04186032712459564,
0.07779093086719513,
0.08243229240179062,
-0.04213500767946243,
0.07963447272777557,
0.010732398368418217,
0.0018587727099657059,
0.0051673101261258125,
-0.023236805573105812,
-0.013877485878765583,
0.03261248767375946,
-0.029273906722664833,
0.10876014083623886,
0.027753418311476707,
0.08854164183139801,
-0.041940271854400635,
-0.058793000876903534,
0.06827738881111145,
0.08933433890342712,
-0.035238925367593765,
0.03153052181005478,
-0.04429338872432709,
-1.0026340494430315e-33,
0.02366350218653679,
0.12188312411308289,
0.007108323276042938,
-0.029124073684215546,
-0.1067708358168602,
-0.02530028112232685,
0.03301374986767769,
-0.058198172599077225,
0.04076407477259636,
0.015687627717852592,
0.06294126808643341,
0.04694770276546478,
-0.04090377688407898,
-0.027712507173419,
0.09525865316390991,
-0.029492389410734177,
0.0989370122551918,
0.04490566998720169,
0.029456643387675285,
0.054533299058675766,
0.0063148424960672855,
0.005130496341735125,
-0.007996915839612484,
-0.03327666595578194,
-0.017576267942786217,
0.020525554195046425,
-0.01905904710292816,
-0.01777726784348488,
-0.1319657266139984,
0.019497938454151154,
0.10976122319698334,
0.01840757392346859,
-0.05078350380063057,
0.08900047093629837,
0.050787921994924545,
-0.03080674447119236,
-0.05726415291428566,
0.052887048572301865,
-0.08297084271907806,
-0.010470204055309296,
-0.077351413667202,
-0.023182060569524765,
0.06709086149930954,
0.036644335836172104,
-0.026407629251480103,
-0.021197747439146042,
-0.05220641940832138,
0.004255941603332758,
0.05476706102490425,
0.02509959600865841,
0.04670782387256622,
-0.04948440566658974,
-0.04337011277675629,
0.01794806495308876,
0.04957616701722145,
-0.04228103905916214,
-0.060356322675943375,
0.0165181253105402,
0.023764677345752716,
-0.017077060416340828,
0.02891392633318901,
-0.13257406651973724,
0.021746588870882988,
-0.07419247925281525,
-0.0845632329583168,
-0.006843263749033213,
-0.04268753528594971,
-0.07729627192020416,
-0.08009669184684753,
0.007501775864511728,
0.0045246039517223835,
0.028106296434998512,
-0.03291308507323265,
-0.019958369433879852,
0.03142226114869118,
0.07246430963277817,
0.04308081418275833,
0.02751985937356949,
0.03250424936413765,
0.03371491655707359,
-0.0027007367461919785,
0.002110067754983902,
0.034427396953105927,
-0.06983053684234619,
0.03290718421339989,
0.07858265191316605,
-0.038666047155857086,
-0.04717716574668884,
-0.07839908450841904,
-0.024929048493504524,
0.030786968767642975,
-0.019098445773124695,
-0.004279623739421368,
-0.025389576330780983,
-0.027515940368175507,
1.1678612139703757e-34,
-0.01557543408125639,
-0.010293991304934025,
-0.014750082977116108,
0.03428005427122116,
0.003909243270754814,
0.01581437699496746,
0.07136543095111847,
0.0014051721664145589,
-0.033070214092731476,
-0.028826117515563965,
0.04018331691622734,
0.045041851699352264,
-0.020117241889238358,
-0.029576383531093597,
0.06255887448787689,
0.006050560157746077,
-0.024735350161790848,
-0.059274811297655106,
0.052874378859996796,
0.030471516773104668,
0.0687779113650322,
-0.017568793147802353,
0.09401491284370422,
-0.004703862126916647,
-0.0043717860244214535,
0.07367115467786789,
0.008566242642700672,
-0.04453108087182045,
-0.03311990574002266,
0.007206083741039038,
0.07515667378902435,
0.0763448029756546,
-0.0011601564474403858,
0.016897160559892654,
-0.14387018978595734,
0.10188457369804382,
-0.002865625312551856,
0.0010774058755487204,
-0.0482746958732605,
0.030918454751372337,
-0.047112200409173965,
0.013215356506407261,
0.08863651752471924,
-0.05632612854242325,
-0.04440527781844139,
-0.1373061239719391,
0.05362393707036972,
0.03910757228732109,
-0.018098510801792145,
0.03571055456995964,
-0.05959062650799751,
0.0653316080570221,
0.0311575997620821,
0.036284975707530975,
-0.03395680710673332,
-0.007178371772170067,
-0.05271739512681961,
0.006340828724205494,
0.006156293675303459,
0.02901049703359604,
-0.011169199831783772,
0.007727716583758593,
-0.01781735196709633,
0.062284987419843674,
0.0010167264845222235,
0.014816967770457268,
0.060507744550704956,
-0.0856819897890091,
-0.04748697206377983,
0.05418965965509415,
0.057279374450445175,
0.050349511206150055,
-0.030095402151346207,
0.030102770775556564,
0.06337467581033707,
0.01462747622281313,
0.04019991308450699,
-0.04054524004459381,
-0.045921262353658676,
0.062050286680459976,
0.001699345069937408,
0.017393792048096657,
-0.06173469126224518,
0.010085191577672958,
-0.01323599275201559,
-0.029163053259253502,
-0.08350859582424164,
-0.04238486289978027,
-0.018066002056002617,
-0.02055634930729866,
0.03729424253106117,
0.018228629603981972,
0.022229379042983055,
-0.0386677049100399,
0.10981930047273636,
-4.6172477397021794e-8,
-0.0497157946228981,
-0.05761297047138214,
-0.0739562138915062,
0.03411749005317688,
0.022415757179260254,
-0.04152035340666771,
-0.07831855118274689,
-0.035008255392313004,
-0.016608016565442085,
-0.14432083070278168,
0.06851876527070999,
-0.04726741462945938,
-0.08053409308195114,
-0.021378811448812485,
0.046541646122932434,
-0.02732354961335659,
0.03055008128285408,
-0.06188174709677696,
-0.015691667795181274,
0.09284014999866486,
0.005560819059610367,
-0.021290913224220276,
0.05749758705496788,
-0.02121136151254177,
-0.05084928125143051,
-0.004914255812764168,
-0.03278062865138054,
0.03891880810260773,
0.061354685574769974,
0.058891259133815765,
0.033220864832401276,
-0.014575479552149773,
-0.015110617503523827,
0.04346076026558876,
-0.16433584690093994,
0.017849914729595184,
0.03447709232568741,
0.07080278545618057,
-0.030213776975870132,
0.03674469143152237,
0.00037401221925392747,
0.02451477013528347,
0.038132794201374054,
0.025965100154280663,
0.029085105285048485,
0.11020536720752716,
0.06008142605423927,
-0.026035061106085777,
-0.05616546794772148,
-0.05994708836078644,
-0.07792978733778,
0.021697498857975006,
-0.06647445261478424,
0.007668698206543922,
-0.045437417924404144,
-0.05332056060433388,
0.005558445118367672,
0.03040602058172226,
-0.023811664432287216,
0.015377439558506012,
-0.03203939273953438,
-0.027959300205111504,
-0.06145941838622093,
-0.022885264828801155
] | null | null | null | null | null | null | null |
[
-0.01116150338202715,
-0.004916766658425331,
-0.026608461514115334,
0.00007705762254772708,
0.004843245260417461,
-0.08688341826200485,
0.03400661423802376,
-0.013274827972054482,
0.04459717869758606,
-0.009603572078049183,
0.005436787847429514,
0.12534023821353912,
-0.07073629647493362,
-0.07559021562337875,
0.06516541540622711,
-0.024420777335762978,
0.017669785767793655,
0.05451775714755058,
0.02947823517024517,
0.08515258878469467,
0.05621328204870224,
-0.11570914089679718,
0.03067709505558014,
-0.02269195020198822,
0.03910630941390991,
0.030537961050868034,
0.10299080610275269,
-0.010741702280938625,
0.03203486278653145,
-0.00934448279440403,
0.11983517557382584,
0.04119189456105232,
-0.029243778437376022,
0.005808630492538214,
-0.050076622515916824,
-0.04464787617325783,
0.08111222833395004,
-0.11044749617576599,
-0.01180765125900507,
0.021902641281485558,
0.08902640640735626,
0.06060557812452316,
0.06435369700193405,
-0.009400615468621254,
0.04615183174610138,
0.013572735711932182,
0.06543276458978653,
-0.10088186711072922,
-0.07150448858737946,
-0.024429116398096085,
0.022452356293797493,
-0.04820502549409866,
-0.08182939887046814,
-0.04829246550798416,
0.0432860441505909,
0.10458148270845413,
0.014689711853861809,
-0.028263648971915245,
-0.02816605195403099,
0.00028858642326667905,
0.053208839148283005,
-0.029964270070195198,
-0.0859975516796112,
0.013191791251301765,
0.02026483230292797,
0.003515395103022456,
0.05657795071601868,
-0.04748092219233513,
-0.04647170007228851,
0.022734949365258217,
-0.0349343866109848,
0.013413084670901299,
0.028372444212436676,
0.02022251859307289,
-0.002759606810286641,
0.054373204708099365,
-0.016280006617307663,
-0.028303995728492737,
-0.03594423457980156,
0.024566365405917168,
0.03482050076127052,
-0.03352458029985428,
0.0017167077166959643,
0.06497713178396225,
0.019713830202817917,
0.06616652756929398,
-0.002706917468458414,
0.06271559745073318,
-0.05444076657295227,
-0.07514437288045883,
-0.052894558757543564,
-0.03443777933716774,
-0.028912385925650597,
-0.05931219831109047,
0.05585423484444618,
-0.022779913619160652,
0.013568040914833546,
-0.07484479248523712,
-0.018361618742346764,
0.01479464303702116,
0.07078547775745392,
-0.0629420131444931,
-0.02003592438995838,
-0.035749778151512146,
-0.07638165354728699,
0.04186032712459564,
0.07779093086719513,
0.08243229240179062,
-0.04213500767946243,
0.07963447272777557,
0.010732398368418217,
0.0018587727099657059,
0.0051673101261258125,
-0.023236805573105812,
-0.013877485878765583,
0.03261248767375946,
-0.029273906722664833,
0.10876014083623886,
0.027753418311476707,
0.08854164183139801,
-0.041940271854400635,
-0.058793000876903534,
0.06827738881111145,
0.08933433890342712,
-0.035238925367593765,
0.03153052181005478,
-0.04429338872432709,
-1.0026340494430315e-33,
0.02366350218653679,
0.12188312411308289,
0.007108323276042938,
-0.029124073684215546,
-0.1067708358168602,
-0.02530028112232685,
0.03301374986767769,
-0.058198172599077225,
0.04076407477259636,
0.015687627717852592,
0.06294126808643341,
0.04694770276546478,
-0.04090377688407898,
-0.027712507173419,
0.09525865316390991,
-0.029492389410734177,
0.0989370122551918,
0.04490566998720169,
0.029456643387675285,
0.054533299058675766,
0.0063148424960672855,
0.005130496341735125,
-0.007996915839612484,
-0.03327666595578194,
-0.017576267942786217,
0.020525554195046425,
-0.01905904710292816,
-0.01777726784348488,
-0.1319657266139984,
0.019497938454151154,
0.10976122319698334,
0.01840757392346859,
-0.05078350380063057,
0.08900047093629837,
0.050787921994924545,
-0.03080674447119236,
-0.05726415291428566,
0.052887048572301865,
-0.08297084271907806,
-0.010470204055309296,
-0.077351413667202,
-0.023182060569524765,
0.06709086149930954,
0.036644335836172104,
-0.026407629251480103,
-0.021197747439146042,
-0.05220641940832138,
0.004255941603332758,
0.05476706102490425,
0.02509959600865841,
0.04670782387256622,
-0.04948440566658974,
-0.04337011277675629,
0.01794806495308876,
0.04957616701722145,
-0.04228103905916214,
-0.060356322675943375,
0.0165181253105402,
0.023764677345752716,
-0.017077060416340828,
0.02891392633318901,
-0.13257406651973724,
0.021746588870882988,
-0.07419247925281525,
-0.0845632329583168,
-0.006843263749033213,
-0.04268753528594971,
-0.07729627192020416,
-0.08009669184684753,
0.007501775864511728,
0.0045246039517223835,
0.028106296434998512,
-0.03291308507323265,
-0.019958369433879852,
0.03142226114869118,
0.07246430963277817,
0.04308081418275833,
0.02751985937356949,
0.03250424936413765,
0.03371491655707359,
-0.0027007367461919785,
0.002110067754983902,
0.034427396953105927,
-0.06983053684234619,
0.03290718421339989,
0.07858265191316605,
-0.038666047155857086,
-0.04717716574668884,
-0.07839908450841904,
-0.024929048493504524,
0.030786968767642975,
-0.019098445773124695,
-0.004279623739421368,
-0.025389576330780983,
-0.027515940368175507,
1.1678612139703757e-34,
-0.01557543408125639,
-0.010293991304934025,
-0.014750082977116108,
0.03428005427122116,
0.003909243270754814,
0.01581437699496746,
0.07136543095111847,
0.0014051721664145589,
-0.033070214092731476,
-0.028826117515563965,
0.04018331691622734,
0.045041851699352264,
-0.020117241889238358,
-0.029576383531093597,
0.06255887448787689,
0.006050560157746077,
-0.024735350161790848,
-0.059274811297655106,
0.052874378859996796,
0.030471516773104668,
0.0687779113650322,
-0.017568793147802353,
0.09401491284370422,
-0.004703862126916647,
-0.0043717860244214535,
0.07367115467786789,
0.008566242642700672,
-0.04453108087182045,
-0.03311990574002266,
0.007206083741039038,
0.07515667378902435,
0.0763448029756546,
-0.0011601564474403858,
0.016897160559892654,
-0.14387018978595734,
0.10188457369804382,
-0.002865625312551856,
0.0010774058755487204,
-0.0482746958732605,
0.030918454751372337,
-0.047112200409173965,
0.013215356506407261,
0.08863651752471924,
-0.05632612854242325,
-0.04440527781844139,
-0.1373061239719391,
0.05362393707036972,
0.03910757228732109,
-0.018098510801792145,
0.03571055456995964,
-0.05959062650799751,
0.0653316080570221,
0.0311575997620821,
0.036284975707530975,
-0.03395680710673332,
-0.007178371772170067,
-0.05271739512681961,
0.006340828724205494,
0.006156293675303459,
0.02901049703359604,
-0.011169199831783772,
0.007727716583758593,
-0.01781735196709633,
0.062284987419843674,
0.0010167264845222235,
0.014816967770457268,
0.060507744550704956,
-0.0856819897890091,
-0.04748697206377983,
0.05418965965509415,
0.057279374450445175,
0.050349511206150055,
-0.030095402151346207,
0.030102770775556564,
0.06337467581033707,
0.01462747622281313,
0.04019991308450699,
-0.04054524004459381,
-0.045921262353658676,
0.062050286680459976,
0.001699345069937408,
0.017393792048096657,
-0.06173469126224518,
0.010085191577672958,
-0.01323599275201559,
-0.029163053259253502,
-0.08350859582424164,
-0.04238486289978027,
-0.018066002056002617,
-0.02055634930729866,
0.03729424253106117,
0.018228629603981972,
0.022229379042983055,
-0.0386677049100399,
0.10981930047273636,
-4.6172477397021794e-8,
-0.0497157946228981,
-0.05761297047138214,
-0.0739562138915062,
0.03411749005317688,
0.022415757179260254,
-0.04152035340666771,
-0.07831855118274689,
-0.035008255392313004,
-0.016608016565442085,
-0.14432083070278168,
0.06851876527070999,
-0.04726741462945938,
-0.08053409308195114,
-0.021378811448812485,
0.046541646122932434,
-0.02732354961335659,
0.03055008128285408,
-0.06188174709677696,
-0.015691667795181274,
0.09284014999866486,
0.005560819059610367,
-0.021290913224220276,
0.05749758705496788,
-0.02121136151254177,
-0.05084928125143051,
-0.004914255812764168,
-0.03278062865138054,
0.03891880810260773,
0.061354685574769974,
0.058891259133815765,
0.033220864832401276,
-0.014575479552149773,
-0.015110617503523827,
0.04346076026558876,
-0.16433584690093994,
0.017849914729595184,
0.03447709232568741,
0.07080278545618057,
-0.030213776975870132,
0.03674469143152237,
0.00037401221925392747,
0.02451477013528347,
0.038132794201374054,
0.025965100154280663,
0.029085105285048485,
0.11020536720752716,
0.06008142605423927,
-0.026035061106085777,
-0.05616546794772148,
-0.05994708836078644,
-0.07792978733778,
0.021697498857975006,
-0.06647445261478424,
0.007668698206543922,
-0.045437417924404144,
-0.05332056060433388,
0.005558445118367672,
0.03040602058172226,
-0.023811664432287216,
0.015377439558506012,
-0.03203939273953438,
-0.027959300205111504,
-0.06145941838622093,
-0.022885264828801155
] |
1401.3516
|
Tanja Hartmann
|
Tanja Hartmann and Andrea Kappes and Dorothea Wagner
|
Clustering Evolving Networks
|
46 pages (including 9 pages of references), 4 figures, submission
version, to appear in a collection of surveys associated with the DFG
Priority Programme "Algorithm Engineering" (SPP 1307)
| null | null | null |
cs.SI cs.CY physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Roughly speaking, clustering evolving networks aims at detecting structurally
dense subgroups in networks that evolve over time. This implies that the
subgroups we seek for also evolve, which results in many additional tasks
compared to clustering static networks. We discuss these additional tasks and
difficulties resulting thereof and present an overview on current approaches to
solve these problems. We focus on clustering approaches in online scenarios,
i.e., approaches that incrementally use structural information from previous
time steps in order to incorporate temporal smoothness or to achieve low
running time. Moreover, we describe a collection of real world networks and
generators for synthetic data that are often used for evaluation.
|
[
{
"created": "Wed, 15 Jan 2014 08:34:20 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Hartmann",
"Tanja",
""
],
[
"Kappes",
"Andrea",
""
],
[
"Wagner",
"Dorothea",
""
]
] |
[
-0.06841885298490524,
-0.051009729504585266,
-0.02263709343969822,
0.0261551346629858,
0.11033152788877487,
-0.052591849118471146,
-0.04261434078216553,
-0.08631383627653122,
0.0034037576988339424,
-0.10295689851045609,
0.042167700827121735,
-0.05268283560872078,
0.01929510198533535,
0.05648695304989815,
-0.0887158140540123,
-0.015370450913906097,
0.013709725812077522,
0.032706260681152344,
-0.012788800522685051,
-0.08907873928546906,
-0.05981041491031647,
0.013787560164928436,
0.018451401963829994,
0.02089180424809456,
0.0915474146604538,
0.05594036728143692,
0.016908053308725357,
-0.02140077017247677,
0.07923001050949097,
-0.021149419248104095,
0.034168895334005356,
0.05094430595636368,
-0.018352605402469635,
-0.002426369581371546,
-0.027245929464697838,
0.07312163710594177,
0.030396580696105957,
0.05475530028343201,
0.006822724360972643,
0.014127752743661404,
0.04541316255927086,
-0.02433418668806553,
0.030915800482034683,
0.023729145526885986,
0.0005566924810409546,
-0.006946688983589411,
-0.028907708823680878,
0.014436631463468075,
-0.07514990121126175,
0.03326473757624626,
-0.10016577690839767,
-0.10704250633716583,
-0.00880824401974678,
0.016070734709501266,
0.08339749276638031,
0.027410654351115227,
0.0451078936457634,
0.021100206300616264,
0.024417288601398468,
-0.05091697350144386,
0.09502360224723816,
-0.046936552971601486,
0.042907167226076126,
0.022662069648504257,
-0.0036399085074663162,
0.12087322771549225,
0.05921401083469391,
0.11759702861309052,
0.06749965995550156,
0.02178921364247799,
0.043688904494047165,
0.11124616861343384,
-0.10170775651931763,
0.05208060145378113,
0.0219485592097044,
0.06981730461120605,
0.0053505320101976395,
-0.007841168902814388,
-0.0034356832038611174,
-0.04166824743151665,
0.05237548053264618,
-0.034465208649635315,
-0.0269418116658926,
0.012246482074260712,
0.037017468363046646,
0.022071093320846558,
-0.003351089544594288,
-0.01480864267796278,
-0.02695205807685852,
-0.0048630270175635815,
-0.10271480679512024,
0.11616577208042145,
0.03779604285955429,
-0.04175524041056633,
0.006815288681536913,
0.005772099364548922,
0.006370312534272671,
-0.06643699109554291,
0.10059454292058945,
0.09493974596261978,
-0.08119408786296844,
0.014420623891055584,
0.023525787517428398,
-0.004916603676974773,
-0.008680006489157677,
0.006348251830786467,
0.022698281332850456,
0.022054243832826614,
0.052077218890190125,
0.014537172392010689,
-0.032056745141744614,
0.0321350172162056,
0.035656481981277466,
-0.04495372250676155,
-0.006744879297912121,
-0.10088568925857544,
0.07863455265760422,
-0.02755795791745186,
-0.012317584827542305,
0.06419634073972702,
0.06757720559835434,
-0.012318432331085205,
-0.0018393696518614888,
0.0004469220293685794,
0.04345602169632912,
0.006329643540084362,
-0.07350296527147293,
-5.782323866401398e-35,
0.020963940769433975,
-0.032302211970090866,
0.020184479653835297,
0.025318004190921783,
0.04490117356181145,
-0.07539798319339752,
-0.039658959954977036,
-0.022428026422858238,
-0.016820009797811508,
-0.07014120370149612,
-0.0852045863866806,
0.055554311722517014,
0.017631497234106064,
0.03388969600200653,
0.09825735539197922,
-0.05371798574924469,
0.04526776820421219,
0.0751681700348854,
0.006203855853527784,
-0.07979309558868408,
-0.03455663472414017,
-0.07064926624298096,
-0.035338785499334335,
-0.03171446546912193,
-0.014057235792279243,
0.010961439460515976,
0.04821404814720154,
0.00220805243588984,
0.04889770969748497,
-0.03525402396917343,
-0.0393582284450531,
-0.0025608865544199944,
-0.06335907429456711,
0.09201045334339142,
0.04827799275517464,
0.04817210137844086,
0.014678562991321087,
-0.040021639317274094,
-0.011663563549518585,
0.003939427901059389,
0.03269624337553978,
-0.007772647775709629,
-0.041812434792518616,
-0.046826157718896866,
0.009827887639403343,
-0.028920039534568787,
-0.03805910050868988,
0.00379804871045053,
-0.020906463265419006,
-0.03281847760081291,
-0.02249247021973133,
-0.04051762819290161,
0.05006534233689308,
0.018063267692923546,
-0.08650846779346466,
-0.004258877597749233,
-0.02457384206354618,
0.060645606368780136,
0.04328169301152229,
0.05078675225377083,
0.019845200702548027,
-0.028583204373717308,
-0.06535352766513824,
0.0029258595313876867,
-0.05382004380226135,
0.031706802546978,
-0.0007408393430523574,
0.01880187727510929,
0.13075755536556244,
0.038009703159332275,
0.05466541275382042,
0.043789710849523544,
-0.06569395959377289,
0.026087844744324684,
0.020561546087265015,
-0.017815032973885536,
-0.039760131388902664,
-0.010244007222354412,
-0.06523516029119492,
0.050740811973810196,
0.007113542873412371,
-0.043515484780073166,
-0.0391133651137352,
-0.020424596965312958,
0.015450245700776577,
-0.06434652954339981,
0.03460899740457535,
-0.004270191304385662,
-0.06037020683288574,
0.02624119073152542,
-0.12577980756759644,
-0.06626879423856735,
0.05917799100279808,
-0.0025893535930663347,
0.06299243867397308,
-1.3541560841648361e-33,
0.004651844501495361,
0.040917664766311646,
-0.00934854056686163,
0.017074305564165115,
0.01762351766228676,
-0.06495526432991028,
-0.09891058504581451,
0.0044764806516468525,
-0.0338650681078434,
-0.006987457629293203,
-0.02422037161886692,
-0.03531264886260033,
0.04101394861936569,
-0.05605887249112129,
-0.008440936915576458,
-0.02229149267077446,
-0.006578114815056324,
-0.07269977778196335,
0.03595108538866043,
0.036883533000946045,
0.01984313875436783,
-0.03772135078907013,
-0.12670671939849854,
0.013056418858468533,
0.10265439748764038,
0.07073013484477997,
0.020557137206196785,
0.07299640029668808,
-0.07681215554475784,
0.04130709916353226,
-0.09948968142271042,
-0.060714054852724075,
-0.05928943306207657,
-0.06907795369625092,
-0.020630042999982834,
0.09493523836135864,
0.02910742722451687,
0.03314756974577904,
0.05793798342347145,
-0.0815509706735611,
-0.00005545741805690341,
0.04017133265733719,
-0.08898074924945831,
0.02817031368613243,
0.02028246968984604,
0.04706130176782608,
0.018805598840117455,
0.05494633689522743,
-0.1056496649980545,
0.007661533076316118,
0.035649366676807404,
0.0804562121629715,
0.035142041742801666,
-0.01205508317798376,
-0.01989774964749813,
0.01009993813931942,
-0.05228068307042122,
0.010220707394182682,
0.0031305502634495497,
0.016749655827879906,
-0.07119238376617432,
-0.13114097714424133,
-0.032191116362810135,
0.05979091301560402,
-0.04628979042172432,
-0.1289004385471344,
-0.005174506921321154,
-0.07199392467737198,
-0.07627754658460617,
0.07108265161514282,
0.05248042196035385,
0.03879204019904137,
-0.049734316766262054,
0.046113673597574234,
-0.01284877397119999,
-0.08967483788728714,
0.05997934564948082,
0.08419759571552277,
0.012339645065367222,
-0.018729979172348976,
0.02043083868920803,
0.026492979377508163,
0.03828664496541023,
-0.006666701752692461,
0.04724937304854393,
0.02220265008509159,
-0.02081291936337948,
0.07942242920398712,
0.07089385390281677,
0.05455019325017929,
-0.004381970968097448,
-0.0653599202632904,
-0.107685387134552,
0.013416539877653122,
-0.07740454375743866,
-4.303651124359931e-8,
-0.06388752162456512,
0.038928739726543427,
0.0012808945029973984,
-0.01175791583955288,
0.07084061205387115,
0.10290408134460449,
0.015943797305226326,
0.03669922053813934,
-0.0059491535648703575,
-0.0213265772908926,
0.0668410062789917,
-0.04360661655664444,
0.00205955165438354,
-0.02727521024644375,
-0.014301196672022343,
0.007827650755643845,
-0.036489296704530716,
-0.03195326775312424,
-0.03836057707667351,
0.017633698880672455,
-0.03477352112531662,
0.03869807347655296,
-0.0358995720744133,
0.1172906681895256,
0.06419330090284348,
-0.0900680422782898,
-0.0032227165065705776,
-0.0371265783905983,
0.01982477307319641,
-0.057310327887535095,
-0.05041946470737457,
0.053679827600717545,
0.004413488786667585,
0.028848672285676003,
-0.023004991933703423,
0.10500746965408325,
-0.04315964877605438,
0.07822439074516296,
-0.06977974623441696,
0.0005096803652122617,
0.030562374740839005,
0.027319718152284622,
-0.02377105876803398,
-0.05628689378499985,
0.011248250491917133,
-0.05508039891719818,
-0.0028776058461517096,
-0.006223704200237989,
0.03279122710227966,
-0.06668473035097122,
0.002579197520390153,
-0.06633566319942474,
-0.05411086976528168,
0.04075656458735466,
0.027224374935030937,
-0.049991119652986526,
0.0048087649047374725,
-0.009589728899300098,
0.09938514977693558,
0.06416785717010498,
0.008781518787145615,
-0.013419510796666145,
-0.013204227201640606,
-0.06761810183525085
] | null | null | null | null | null | null | null |
[
-0.06841885298490524,
-0.051009729504585266,
-0.02263709343969822,
0.0261551346629858,
0.11033152788877487,
-0.052591849118471146,
-0.04261434078216553,
-0.08631383627653122,
0.0034037576988339424,
-0.10295689851045609,
0.042167700827121735,
-0.05268283560872078,
0.01929510198533535,
0.05648695304989815,
-0.0887158140540123,
-0.015370450913906097,
0.013709725812077522,
0.032706260681152344,
-0.012788800522685051,
-0.08907873928546906,
-0.05981041491031647,
0.013787560164928436,
0.018451401963829994,
0.02089180424809456,
0.0915474146604538,
0.05594036728143692,
0.016908053308725357,
-0.02140077017247677,
0.07923001050949097,
-0.021149419248104095,
0.034168895334005356,
0.05094430595636368,
-0.018352605402469635,
-0.002426369581371546,
-0.027245929464697838,
0.07312163710594177,
0.030396580696105957,
0.05475530028343201,
0.006822724360972643,
0.014127752743661404,
0.04541316255927086,
-0.02433418668806553,
0.030915800482034683,
0.023729145526885986,
0.0005566924810409546,
-0.006946688983589411,
-0.028907708823680878,
0.014436631463468075,
-0.07514990121126175,
0.03326473757624626,
-0.10016577690839767,
-0.10704250633716583,
-0.00880824401974678,
0.016070734709501266,
0.08339749276638031,
0.027410654351115227,
0.0451078936457634,
0.021100206300616264,
0.024417288601398468,
-0.05091697350144386,
0.09502360224723816,
-0.046936552971601486,
0.042907167226076126,
0.022662069648504257,
-0.0036399085074663162,
0.12087322771549225,
0.05921401083469391,
0.11759702861309052,
0.06749965995550156,
0.02178921364247799,
0.043688904494047165,
0.11124616861343384,
-0.10170775651931763,
0.05208060145378113,
0.0219485592097044,
0.06981730461120605,
0.0053505320101976395,
-0.007841168902814388,
-0.0034356832038611174,
-0.04166824743151665,
0.05237548053264618,
-0.034465208649635315,
-0.0269418116658926,
0.012246482074260712,
0.037017468363046646,
0.022071093320846558,
-0.003351089544594288,
-0.01480864267796278,
-0.02695205807685852,
-0.0048630270175635815,
-0.10271480679512024,
0.11616577208042145,
0.03779604285955429,
-0.04175524041056633,
0.006815288681536913,
0.005772099364548922,
0.006370312534272671,
-0.06643699109554291,
0.10059454292058945,
0.09493974596261978,
-0.08119408786296844,
0.014420623891055584,
0.023525787517428398,
-0.004916603676974773,
-0.008680006489157677,
0.006348251830786467,
0.022698281332850456,
0.022054243832826614,
0.052077218890190125,
0.014537172392010689,
-0.032056745141744614,
0.0321350172162056,
0.035656481981277466,
-0.04495372250676155,
-0.006744879297912121,
-0.10088568925857544,
0.07863455265760422,
-0.02755795791745186,
-0.012317584827542305,
0.06419634073972702,
0.06757720559835434,
-0.012318432331085205,
-0.0018393696518614888,
0.0004469220293685794,
0.04345602169632912,
0.006329643540084362,
-0.07350296527147293,
-5.782323866401398e-35,
0.020963940769433975,
-0.032302211970090866,
0.020184479653835297,
0.025318004190921783,
0.04490117356181145,
-0.07539798319339752,
-0.039658959954977036,
-0.022428026422858238,
-0.016820009797811508,
-0.07014120370149612,
-0.0852045863866806,
0.055554311722517014,
0.017631497234106064,
0.03388969600200653,
0.09825735539197922,
-0.05371798574924469,
0.04526776820421219,
0.0751681700348854,
0.006203855853527784,
-0.07979309558868408,
-0.03455663472414017,
-0.07064926624298096,
-0.035338785499334335,
-0.03171446546912193,
-0.014057235792279243,
0.010961439460515976,
0.04821404814720154,
0.00220805243588984,
0.04889770969748497,
-0.03525402396917343,
-0.0393582284450531,
-0.0025608865544199944,
-0.06335907429456711,
0.09201045334339142,
0.04827799275517464,
0.04817210137844086,
0.014678562991321087,
-0.040021639317274094,
-0.011663563549518585,
0.003939427901059389,
0.03269624337553978,
-0.007772647775709629,
-0.041812434792518616,
-0.046826157718896866,
0.009827887639403343,
-0.028920039534568787,
-0.03805910050868988,
0.00379804871045053,
-0.020906463265419006,
-0.03281847760081291,
-0.02249247021973133,
-0.04051762819290161,
0.05006534233689308,
0.018063267692923546,
-0.08650846779346466,
-0.004258877597749233,
-0.02457384206354618,
0.060645606368780136,
0.04328169301152229,
0.05078675225377083,
0.019845200702548027,
-0.028583204373717308,
-0.06535352766513824,
0.0029258595313876867,
-0.05382004380226135,
0.031706802546978,
-0.0007408393430523574,
0.01880187727510929,
0.13075755536556244,
0.038009703159332275,
0.05466541275382042,
0.043789710849523544,
-0.06569395959377289,
0.026087844744324684,
0.020561546087265015,
-0.017815032973885536,
-0.039760131388902664,
-0.010244007222354412,
-0.06523516029119492,
0.050740811973810196,
0.007113542873412371,
-0.043515484780073166,
-0.0391133651137352,
-0.020424596965312958,
0.015450245700776577,
-0.06434652954339981,
0.03460899740457535,
-0.004270191304385662,
-0.06037020683288574,
0.02624119073152542,
-0.12577980756759644,
-0.06626879423856735,
0.05917799100279808,
-0.0025893535930663347,
0.06299243867397308,
-1.3541560841648361e-33,
0.004651844501495361,
0.040917664766311646,
-0.00934854056686163,
0.017074305564165115,
0.01762351766228676,
-0.06495526432991028,
-0.09891058504581451,
0.0044764806516468525,
-0.0338650681078434,
-0.006987457629293203,
-0.02422037161886692,
-0.03531264886260033,
0.04101394861936569,
-0.05605887249112129,
-0.008440936915576458,
-0.02229149267077446,
-0.006578114815056324,
-0.07269977778196335,
0.03595108538866043,
0.036883533000946045,
0.01984313875436783,
-0.03772135078907013,
-0.12670671939849854,
0.013056418858468533,
0.10265439748764038,
0.07073013484477997,
0.020557137206196785,
0.07299640029668808,
-0.07681215554475784,
0.04130709916353226,
-0.09948968142271042,
-0.060714054852724075,
-0.05928943306207657,
-0.06907795369625092,
-0.020630042999982834,
0.09493523836135864,
0.02910742722451687,
0.03314756974577904,
0.05793798342347145,
-0.0815509706735611,
-0.00005545741805690341,
0.04017133265733719,
-0.08898074924945831,
0.02817031368613243,
0.02028246968984604,
0.04706130176782608,
0.018805598840117455,
0.05494633689522743,
-0.1056496649980545,
0.007661533076316118,
0.035649366676807404,
0.0804562121629715,
0.035142041742801666,
-0.01205508317798376,
-0.01989774964749813,
0.01009993813931942,
-0.05228068307042122,
0.010220707394182682,
0.0031305502634495497,
0.016749655827879906,
-0.07119238376617432,
-0.13114097714424133,
-0.032191116362810135,
0.05979091301560402,
-0.04628979042172432,
-0.1289004385471344,
-0.005174506921321154,
-0.07199392467737198,
-0.07627754658460617,
0.07108265161514282,
0.05248042196035385,
0.03879204019904137,
-0.049734316766262054,
0.046113673597574234,
-0.01284877397119999,
-0.08967483788728714,
0.05997934564948082,
0.08419759571552277,
0.012339645065367222,
-0.018729979172348976,
0.02043083868920803,
0.026492979377508163,
0.03828664496541023,
-0.006666701752692461,
0.04724937304854393,
0.02220265008509159,
-0.02081291936337948,
0.07942242920398712,
0.07089385390281677,
0.05455019325017929,
-0.004381970968097448,
-0.0653599202632904,
-0.107685387134552,
0.013416539877653122,
-0.07740454375743866,
-4.303651124359931e-8,
-0.06388752162456512,
0.038928739726543427,
0.0012808945029973984,
-0.01175791583955288,
0.07084061205387115,
0.10290408134460449,
0.015943797305226326,
0.03669922053813934,
-0.0059491535648703575,
-0.0213265772908926,
0.0668410062789917,
-0.04360661655664444,
0.00205955165438354,
-0.02727521024644375,
-0.014301196672022343,
0.007827650755643845,
-0.036489296704530716,
-0.03195326775312424,
-0.03836057707667351,
0.017633698880672455,
-0.03477352112531662,
0.03869807347655296,
-0.0358995720744133,
0.1172906681895256,
0.06419330090284348,
-0.0900680422782898,
-0.0032227165065705776,
-0.0371265783905983,
0.01982477307319641,
-0.057310327887535095,
-0.05041946470737457,
0.053679827600717545,
0.004413488786667585,
0.028848672285676003,
-0.023004991933703423,
0.10500746965408325,
-0.04315964877605438,
0.07822439074516296,
-0.06977974623441696,
0.0005096803652122617,
0.030562374740839005,
0.027319718152284622,
-0.02377105876803398,
-0.05628689378499985,
0.011248250491917133,
-0.05508039891719818,
-0.0028776058461517096,
-0.006223704200237989,
0.03279122710227966,
-0.06668473035097122,
0.002579197520390153,
-0.06633566319942474,
-0.05411086976528168,
0.04075656458735466,
0.027224374935030937,
-0.049991119652986526,
0.0048087649047374725,
-0.009589728899300098,
0.09938514977693558,
0.06416785717010498,
0.008781518787145615,
-0.013419510796666145,
-0.013204227201640606,
-0.06761810183525085
] |
1401.3519
|
Kamlesh Sharma
|
Kamlesh Sharma, Dr. T.V Prasad
|
Swar The Voice Operated PC
|
4 pages, 1 figure
| null | null | null |
cs.HC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Keyboard, although a popular medium, is not very convenient as it requires a
certain amount of skill for effective usage. A mouse on the other hand requires
a good hand-eye co-ordination. Also current computer interfaces also assume a
certain level of literacy from the user. It also expect the user to have
certain level of proficiency in English. In our country where the literacy
level is as low as 50% in some states, if information technology has to reach
the grass root level; these constraints have to be eliminated. As a solution
for these, Speech Recognition and hence the concept of Voice operated computer
system comes into picture. In this paper we propose a technique to develop a
voice recognition system which will be used for controlling computer via speech
input from any user i.e. without the use of mouse and / or keyboard. Once
developed this system would be of great benefit to physically handicapped
people as Instead of scrolling through written procedures on a laptop or
handheld computer, they can wear a headset and have their hands and eyes free.
|
[
{
"created": "Wed, 15 Jan 2014 08:58:56 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Sharma",
"Kamlesh",
""
],
[
"Prasad",
"Dr. T. V",
""
]
] |
[
-0.0964069589972496,
0.012900620698928833,
0.011187469586730003,
-0.1303735375404358,
-0.08640261739492416,
0.06594447046518326,
0.12290976941585541,
0.03909594193100929,
-0.03141241893172264,
-0.002136773429811001,
0.03300367295742035,
0.008922824636101723,
0.09370849281549454,
-0.028571717441082,
-0.0205830167979002,
-0.10112732648849487,
0.003764983732253313,
0.004433050286024809,
0.02607467584311962,
0.0041103423573076725,
0.02242845855653286,
0.035701852291822433,
-0.042057767510414124,
-0.010700017213821411,
-0.019600117579102516,
0.031046433374285698,
-0.03769979998469353,
-0.07069671154022217,
0.01780867390334606,
-0.004815586842596531,
-0.0006488133803941309,
-0.011214673519134521,
0.09297726303339005,
0.027336640283465385,
-0.10731521993875504,
-0.03632262721657753,
0.04648788645863533,
-0.008204201236367226,
-0.09367162734270096,
-0.09883754700422287,
-0.1263650506734848,
-0.03061751276254654,
0.020342795178294182,
0.03961365297436714,
0.07426052540540695,
-0.023961465805768967,
-0.09284872561693192,
0.01659301295876503,
-0.005999240092933178,
-0.00015741231618449092,
-0.05566585808992386,
-0.05749867856502533,
0.09289057552814484,
0.021680455654859543,
-0.09882287681102753,
0.04004734754562378,
0.072605200111866,
0.02082551084458828,
0.01685631275177002,
-0.0019430494867265224,
-0.05573185905814171,
-0.030028967186808586,
0.001879385206848383,
0.0026901657693088055,
-0.02293800190091133,
0.03409091755747795,
-0.037475258111953735,
-0.06491171568632126,
0.03208369016647339,
-0.028658466413617134,
-0.10477706789970398,
0.06058035418391228,
0.024074960500001907,
-0.033846937119960785,
-0.07206133753061295,
-0.07521285116672516,
-0.034480076283216476,
-0.07950443774461746,
0.11540618538856506,
0.031040960922837257,
0.038062140345573425,
-0.018868420273065567,
-0.002467593876644969,
-0.026620471850037575,
0.023532552644610405,
0.006998041644692421,
-0.14371125400066376,
-0.042514197528362274,
0.015185415744781494,
-0.06230700761079788,
-0.03270883485674858,
-0.03400742635130882,
0.04921453073620796,
-0.032250069081783295,
0.02194279246032238,
0.04550926759839058,
0.06156492978334427,
-0.021834734827280045,
-0.000918396923225373,
0.05440209060907364,
-0.022388800978660583,
-0.03615688160061836,
-0.006190897896885872,
-0.11407440900802612,
0.030677445232868195,
0.04434358328580856,
-0.01957024075090885,
-0.07349082827568054,
0.06941193342208862,
-0.021901419386267662,
-0.06387707591056824,
-0.07132205367088318,
-0.09863252937793732,
-0.011026082560420036,
0.03512196987867355,
-0.02274337410926819,
0.03283015266060829,
-0.012669797986745834,
0.05876076593995094,
0.02306348644196987,
-0.03639324754476547,
0.054402220994234085,
-0.10029031336307526,
0.03722129389643669,
0.09118275344371796,
-0.021266231313347816,
-0.002704376121982932,
4.4587813974284424e-34,
0.02713155560195446,
0.006505761295557022,
0.046546608209609985,
0.015751169994473457,
-0.018027156591415405,
-0.025085488334298134,
-0.01787031814455986,
-0.049375101923942566,
-0.017555106431245804,
-0.012642009183764458,
0.03567136824131012,
-0.06275350600481033,
-0.04029703512787819,
0.020855365321040154,
0.11647174507379532,
-0.0008513684151694179,
-0.00514786085113883,
0.07088420540094376,
0.005794852506369352,
-0.05635742098093033,
0.08093065768480301,
-0.019258929416537285,
0.09442742168903351,
0.008315996266901493,
0.11273037642240524,
-0.04615256190299988,
-0.02128784731030464,
-0.07134667783975601,
0.12240451574325562,
-0.004056844860315323,
0.02913031168282032,
-0.04131948575377464,
-0.03844138979911804,
-0.06388949602842331,
-0.007431902922689915,
-0.05328693613409996,
0.042044252157211304,
0.0021017405670136213,
0.016831306740641594,
-0.0007789819501340389,
-0.05904605984687805,
-0.031783223152160645,
0.051489099860191345,
-0.08466973900794983,
-0.034520361572504044,
0.046106308698654175,
0.006221201736479998,
0.05843327194452286,
-0.01984950713813305,
-0.011205760762095451,
-0.04127456992864609,
0.04871303215622902,
-0.04105067625641823,
-0.024960007518529892,
0.06247137486934662,
-0.03411741554737091,
0.01088535226881504,
0.04096028208732605,
0.02187248133122921,
0.021491127088665962,
0.03073018789291382,
0.051610950380563736,
0.01018945686519146,
0.057056725025177,
0.04066284000873566,
-0.0795326679944992,
0.03688357025384903,
0.034089893102645874,
-0.04238472878932953,
-0.000814019818790257,
-0.018560422584414482,
-0.09990991652011871,
0.012704932130873203,
0.011130226776003838,
-0.09392286837100983,
0.07121821492910385,
0.02706393226981163,
-0.05520021542906761,
-0.009119007736444473,
0.0177773404866457,
0.018955625593662262,
-0.001147957518696785,
0.0006208208505995572,
-0.01909317821264267,
0.03494171053171158,
-0.0629400908946991,
-0.062084000557661057,
-0.056294746696949005,
-0.006935636978596449,
-0.03520800545811653,
-0.01202085055410862,
0.051405470818281174,
-0.0752401128411293,
0.029445558786392212,
-0.02886987291276455,
-2.5413961949457307e-33,
-0.023180237039923668,
0.05717729777097702,
0.014563893899321556,
0.06913301348686218,
0.001021212083287537,
0.027258040383458138,
0.0975181832909584,
-0.0007307263440452516,
-0.019320353865623474,
-0.027116401121020317,
-0.07161016762256622,
0.07793746888637543,
0.11982497572898865,
-0.007563160732388496,
0.028055207803845406,
0.03391329199075699,
-0.023800646886229515,
0.06796661019325256,
-0.028949391096830368,
0.04115009680390358,
-0.014085890725255013,
0.01609211042523384,
-0.060945071280002594,
0.044117920100688934,
-0.07635994255542755,
-0.03732308745384216,
-0.12702681124210358,
0.009686240926384926,
-0.05566295608878136,
0.02784958854317665,
-0.0840228796005249,
0.003630228340625763,
-0.02948407642543316,
0.04520942270755768,
-0.008961793966591358,
-0.06788446754217148,
-0.014967270195484161,
0.014771628193557262,
-0.000569660565815866,
0.06081346422433853,
0.11971396952867508,
0.0330720953643322,
0.008120652288198471,
-0.09080015867948532,
0.03054838627576828,
-0.10401643812656403,
-0.060482993721961975,
0.03570665046572685,
0.0066495719365775585,
-0.029300743713974953,
-0.0009315020870417356,
-0.07650929689407349,
0.04759116843342781,
-0.0068178619258105755,
-0.06836916506290436,
-0.016542306169867516,
0.009801240637898445,
-0.012966517359018326,
0.061856385320425034,
-0.01422076765447855,
-0.03628268092870712,
-0.08133478462696075,
-0.01007576659321785,
-0.00835463497787714,
0.04043418541550636,
0.031790003180503845,
0.01264151930809021,
0.0657229796051979,
-0.017879972234368324,
-0.02322651445865631,
0.09884251654148102,
0.027140870690345764,
0.07086081802845001,
0.0073784878477454185,
0.02838701196014881,
0.09489812701940536,
-0.005376297514885664,
-0.06593423336744308,
-0.027834026142954826,
-0.04099434241652489,
0.0515458881855011,
0.02902122214436531,
0.08067577332258224,
-0.01265779696404934,
0.0520230196416378,
0.11825774610042572,
-0.00176121830008924,
-0.0481112040579319,
0.06769418716430664,
0.004149661399424076,
-0.06894248723983765,
0.10737831145524979,
0.028394894674420357,
0.0597836934030056,
0.035286370664834976,
-4.665132635750524e-8,
-0.04198776185512543,
-0.0029298316221684217,
0.0617242269217968,
-0.041279811412096024,
0.002316110534593463,
-0.054173946380615234,
0.06783004850149155,
-0.05809924006462097,
0.040866557508707047,
-0.011701954528689384,
-0.000700422388035804,
-0.06046777591109276,
0.06794853508472443,
0.022576874122023582,
0.044894956052303314,
0.07477710396051407,
0.026876816526055336,
0.07773875445127487,
-0.031830593943595886,
-0.05764245241880417,
0.11113328486680984,
0.011819819919764996,
0.010374108329415321,
0.0945865735411644,
-0.018182875588536263,
-0.059253890067338943,
-0.006091346964240074,
0.04771833121776581,
-0.047006722539663315,
0.008957808837294579,
0.003307103179395199,
0.06583431363105774,
-0.018608879297971725,
-0.03665396198630333,
0.004087630659341812,
-0.03951609879732132,
-0.018871942535042763,
-0.0003976317821070552,
-0.05341778323054314,
0.014810734428465366,
-0.007021086756139994,
0.01547304354608059,
-0.05659596994519234,
-0.006431216839700937,
0.017560845240950584,
0.00933930929750204,
0.02673589065670967,
-0.11205264925956726,
0.008300554007291794,
0.007693678140640259,
-0.018026409670710564,
0.03675489127635956,
0.07916560024023056,
0.040649764239788055,
0.08870047330856323,
0.02975434809923172,
0.06211231276392937,
0.05125158280134201,
0.037315938621759415,
0.040012653917074203,
-0.018245479092001915,
0.008663328364491463,
0.0007325836340896785,
-0.002763414056971669
] | null | null | null | null | null | null | null |
[
-0.0964069589972496,
0.012900620698928833,
0.011187469586730003,
-0.1303735375404358,
-0.08640261739492416,
0.06594447046518326,
0.12290976941585541,
0.03909594193100929,
-0.03141241893172264,
-0.002136773429811001,
0.03300367295742035,
0.008922824636101723,
0.09370849281549454,
-0.028571717441082,
-0.0205830167979002,
-0.10112732648849487,
0.003764983732253313,
0.004433050286024809,
0.02607467584311962,
0.0041103423573076725,
0.02242845855653286,
0.035701852291822433,
-0.042057767510414124,
-0.010700017213821411,
-0.019600117579102516,
0.031046433374285698,
-0.03769979998469353,
-0.07069671154022217,
0.01780867390334606,
-0.004815586842596531,
-0.0006488133803941309,
-0.011214673519134521,
0.09297726303339005,
0.027336640283465385,
-0.10731521993875504,
-0.03632262721657753,
0.04648788645863533,
-0.008204201236367226,
-0.09367162734270096,
-0.09883754700422287,
-0.1263650506734848,
-0.03061751276254654,
0.020342795178294182,
0.03961365297436714,
0.07426052540540695,
-0.023961465805768967,
-0.09284872561693192,
0.01659301295876503,
-0.005999240092933178,
-0.00015741231618449092,
-0.05566585808992386,
-0.05749867856502533,
0.09289057552814484,
0.021680455654859543,
-0.09882287681102753,
0.04004734754562378,
0.072605200111866,
0.02082551084458828,
0.01685631275177002,
-0.0019430494867265224,
-0.05573185905814171,
-0.030028967186808586,
0.001879385206848383,
0.0026901657693088055,
-0.02293800190091133,
0.03409091755747795,
-0.037475258111953735,
-0.06491171568632126,
0.03208369016647339,
-0.028658466413617134,
-0.10477706789970398,
0.06058035418391228,
0.024074960500001907,
-0.033846937119960785,
-0.07206133753061295,
-0.07521285116672516,
-0.034480076283216476,
-0.07950443774461746,
0.11540618538856506,
0.031040960922837257,
0.038062140345573425,
-0.018868420273065567,
-0.002467593876644969,
-0.026620471850037575,
0.023532552644610405,
0.006998041644692421,
-0.14371125400066376,
-0.042514197528362274,
0.015185415744781494,
-0.06230700761079788,
-0.03270883485674858,
-0.03400742635130882,
0.04921453073620796,
-0.032250069081783295,
0.02194279246032238,
0.04550926759839058,
0.06156492978334427,
-0.021834734827280045,
-0.000918396923225373,
0.05440209060907364,
-0.022388800978660583,
-0.03615688160061836,
-0.006190897896885872,
-0.11407440900802612,
0.030677445232868195,
0.04434358328580856,
-0.01957024075090885,
-0.07349082827568054,
0.06941193342208862,
-0.021901419386267662,
-0.06387707591056824,
-0.07132205367088318,
-0.09863252937793732,
-0.011026082560420036,
0.03512196987867355,
-0.02274337410926819,
0.03283015266060829,
-0.012669797986745834,
0.05876076593995094,
0.02306348644196987,
-0.03639324754476547,
0.054402220994234085,
-0.10029031336307526,
0.03722129389643669,
0.09118275344371796,
-0.021266231313347816,
-0.002704376121982932,
4.4587813974284424e-34,
0.02713155560195446,
0.006505761295557022,
0.046546608209609985,
0.015751169994473457,
-0.018027156591415405,
-0.025085488334298134,
-0.01787031814455986,
-0.049375101923942566,
-0.017555106431245804,
-0.012642009183764458,
0.03567136824131012,
-0.06275350600481033,
-0.04029703512787819,
0.020855365321040154,
0.11647174507379532,
-0.0008513684151694179,
-0.00514786085113883,
0.07088420540094376,
0.005794852506369352,
-0.05635742098093033,
0.08093065768480301,
-0.019258929416537285,
0.09442742168903351,
0.008315996266901493,
0.11273037642240524,
-0.04615256190299988,
-0.02128784731030464,
-0.07134667783975601,
0.12240451574325562,
-0.004056844860315323,
0.02913031168282032,
-0.04131948575377464,
-0.03844138979911804,
-0.06388949602842331,
-0.007431902922689915,
-0.05328693613409996,
0.042044252157211304,
0.0021017405670136213,
0.016831306740641594,
-0.0007789819501340389,
-0.05904605984687805,
-0.031783223152160645,
0.051489099860191345,
-0.08466973900794983,
-0.034520361572504044,
0.046106308698654175,
0.006221201736479998,
0.05843327194452286,
-0.01984950713813305,
-0.011205760762095451,
-0.04127456992864609,
0.04871303215622902,
-0.04105067625641823,
-0.024960007518529892,
0.06247137486934662,
-0.03411741554737091,
0.01088535226881504,
0.04096028208732605,
0.02187248133122921,
0.021491127088665962,
0.03073018789291382,
0.051610950380563736,
0.01018945686519146,
0.057056725025177,
0.04066284000873566,
-0.0795326679944992,
0.03688357025384903,
0.034089893102645874,
-0.04238472878932953,
-0.000814019818790257,
-0.018560422584414482,
-0.09990991652011871,
0.012704932130873203,
0.011130226776003838,
-0.09392286837100983,
0.07121821492910385,
0.02706393226981163,
-0.05520021542906761,
-0.009119007736444473,
0.0177773404866457,
0.018955625593662262,
-0.001147957518696785,
0.0006208208505995572,
-0.01909317821264267,
0.03494171053171158,
-0.0629400908946991,
-0.062084000557661057,
-0.056294746696949005,
-0.006935636978596449,
-0.03520800545811653,
-0.01202085055410862,
0.051405470818281174,
-0.0752401128411293,
0.029445558786392212,
-0.02886987291276455,
-2.5413961949457307e-33,
-0.023180237039923668,
0.05717729777097702,
0.014563893899321556,
0.06913301348686218,
0.001021212083287537,
0.027258040383458138,
0.0975181832909584,
-0.0007307263440452516,
-0.019320353865623474,
-0.027116401121020317,
-0.07161016762256622,
0.07793746888637543,
0.11982497572898865,
-0.007563160732388496,
0.028055207803845406,
0.03391329199075699,
-0.023800646886229515,
0.06796661019325256,
-0.028949391096830368,
0.04115009680390358,
-0.014085890725255013,
0.01609211042523384,
-0.060945071280002594,
0.044117920100688934,
-0.07635994255542755,
-0.03732308745384216,
-0.12702681124210358,
0.009686240926384926,
-0.05566295608878136,
0.02784958854317665,
-0.0840228796005249,
0.003630228340625763,
-0.02948407642543316,
0.04520942270755768,
-0.008961793966591358,
-0.06788446754217148,
-0.014967270195484161,
0.014771628193557262,
-0.000569660565815866,
0.06081346422433853,
0.11971396952867508,
0.0330720953643322,
0.008120652288198471,
-0.09080015867948532,
0.03054838627576828,
-0.10401643812656403,
-0.060482993721961975,
0.03570665046572685,
0.0066495719365775585,
-0.029300743713974953,
-0.0009315020870417356,
-0.07650929689407349,
0.04759116843342781,
-0.0068178619258105755,
-0.06836916506290436,
-0.016542306169867516,
0.009801240637898445,
-0.012966517359018326,
0.061856385320425034,
-0.01422076765447855,
-0.03628268092870712,
-0.08133478462696075,
-0.01007576659321785,
-0.00835463497787714,
0.04043418541550636,
0.031790003180503845,
0.01264151930809021,
0.0657229796051979,
-0.017879972234368324,
-0.02322651445865631,
0.09884251654148102,
0.027140870690345764,
0.07086081802845001,
0.0073784878477454185,
0.02838701196014881,
0.09489812701940536,
-0.005376297514885664,
-0.06593423336744308,
-0.027834026142954826,
-0.04099434241652489,
0.0515458881855011,
0.02902122214436531,
0.08067577332258224,
-0.01265779696404934,
0.0520230196416378,
0.11825774610042572,
-0.00176121830008924,
-0.0481112040579319,
0.06769418716430664,
0.004149661399424076,
-0.06894248723983765,
0.10737831145524979,
0.028394894674420357,
0.0597836934030056,
0.035286370664834976,
-4.665132635750524e-8,
-0.04198776185512543,
-0.0029298316221684217,
0.0617242269217968,
-0.041279811412096024,
0.002316110534593463,
-0.054173946380615234,
0.06783004850149155,
-0.05809924006462097,
0.040866557508707047,
-0.011701954528689384,
-0.000700422388035804,
-0.06046777591109276,
0.06794853508472443,
0.022576874122023582,
0.044894956052303314,
0.07477710396051407,
0.026876816526055336,
0.07773875445127487,
-0.031830593943595886,
-0.05764245241880417,
0.11113328486680984,
0.011819819919764996,
0.010374108329415321,
0.0945865735411644,
-0.018182875588536263,
-0.059253890067338943,
-0.006091346964240074,
0.04771833121776581,
-0.047006722539663315,
0.008957808837294579,
0.003307103179395199,
0.06583431363105774,
-0.018608879297971725,
-0.03665396198630333,
0.004087630659341812,
-0.03951609879732132,
-0.018871942535042763,
-0.0003976317821070552,
-0.05341778323054314,
0.014810734428465366,
-0.007021086756139994,
0.01547304354608059,
-0.05659596994519234,
-0.006431216839700937,
0.017560845240950584,
0.00933930929750204,
0.02673589065670967,
-0.11205264925956726,
0.008300554007291794,
0.007693678140640259,
-0.018026409670710564,
0.03675489127635956,
0.07916560024023056,
0.040649764239788055,
0.08870047330856323,
0.02975434809923172,
0.06211231276392937,
0.05125158280134201,
0.037315938621759415,
0.040012653917074203,
-0.018245479092001915,
0.008663328364491463,
0.0007325836340896785,
-0.002763414056971669
] |
1401.3520
|
Vahid Jamali
|
Vahid Jamali, Nikola Zlatanov, and Robert Schober
|
Adaptive Mode Selection for Bidirectional Relay Networks -- Fixed Rate
Transmission
|
IEEE ICC 2014
| null |
10.1109/ICC.2014.6884252
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we consider the problem of sum throughput maximization for
bidirectional relay networks with block fading. Thereby, user 1 and user 2
exchange information only via a relay node, i.e., a direct link between both
users is not present. We assume that channel state information at the
transmitter (CSIT) is not available and/or only one coding and modulation
scheme is used at the transmitters due to complexity constraints. Thus, the
nodes transmit with a fixed predefined rate regardless of the channel state
information (CSI). In general, the nodes in the network can assume one of three
possible states in each time slot, namely the transmit, receive, and silent
state. Most of the existing protocols assume a fixed schedule for the sequence
of the states of the nodes. In this paper, we abandon the restriction of having
a fixed and predefined schedule and propose a new protocol which, based on the
CSI at the receiver (CSIR), selects the optimal states of the nodes in each
time slot such that the sum throughput is maximized. To this end, the relay has
to be equipped with two buffers for storage of the information received from
the two users. Numerical results show that the proposed protocol significantly
outperforms the existing protocols.
|
[
{
"created": "Wed, 15 Jan 2014 09:03:07 GMT",
"version": "v1"
},
{
"created": "Wed, 5 Feb 2014 10:41:58 GMT",
"version": "v2"
}
] |
2016-11-15
|
[
[
"Jamali",
"Vahid",
""
],
[
"Zlatanov",
"Nikola",
""
],
[
"Schober",
"Robert",
""
]
] |
[
0.018726054579019547,
0.017425745725631714,
0.009374529123306274,
0.018535997718572617,
-0.03325854614377022,
-0.008346593007445335,
0.06712562590837479,
-0.000970706925727427,
-0.0050032357685267925,
0.03529541194438934,
-0.09728439152240753,
0.08776742219924927,
0.05249089002609253,
-0.01128395739942789,
-0.01519446074962616,
0.07887109369039536,
0.12695367634296417,
0.024926528334617615,
-0.03463510423898697,
-0.008935950696468353,
0.08466438204050064,
-0.07584253698587418,
-0.0049491566605865955,
0.01570838876068592,
0.030041009187698364,
-0.02482069469988346,
-0.025157928466796875,
-0.08475980907678604,
-0.051489345729351044,
0.05987497419118881,
-0.006197941489517689,
-0.05279799923300743,
0.00941943097859621,
-0.05897486209869385,
-0.08287178725004196,
-0.028334109112620354,
-0.017445433884859085,
-0.008852020837366581,
-0.054315198212862015,
0.07819924503564835,
-0.04560587927699089,
0.002834481652826071,
-0.057059064507484436,
0.03345855697989464,
-0.05515559762716293,
0.01858256198465824,
0.020015835762023926,
0.08894333988428116,
0.0014825590187683702,
0.0029707192443311214,
0.08765529841184616,
0.032275158911943436,
0.04818166047334671,
0.05150514468550682,
0.07888224720954895,
-0.07587473839521408,
-0.0832805186510086,
0.06262492388486862,
-0.007031735964119434,
0.09393700957298279,
0.005542849190533161,
0.03870528191328049,
-0.020309029147028923,
-0.019777435809373856,
0.0444396547973156,
-0.005585670471191406,
0.008169149979948997,
0.07156606018543243,
-0.040400490164756775,
0.052670687437057495,
-0.06127351522445679,
-0.06282245367765427,
0.01388785894960165,
0.07713878899812698,
0.07871673256158829,
-0.07424850016832352,
0.0009439517161808908,
0.06866239756345749,
-0.05165128782391548,
-0.02034892700612545,
0.09593174606561661,
-0.0404856875538826,
-0.08322653919458389,
-0.06632193922996521,
0.011346214450895786,
-0.030670182779431343,
-0.03573600575327873,
0.03701161965727806,
0.02755255065858364,
0.01641186699271202,
-0.0483308844268322,
0.06643085926771164,
-0.019679538905620575,
0.0321761779487133,
-0.00416793767362833,
-0.041076067835092545,
-0.03450535610318184,
0.03423856198787689,
-0.010630724020302296,
0.0715705156326294,
-0.02753531001508236,
-0.07419981807470322,
0.05825777351856232,
-0.06753179430961609,
-0.001838897354900837,
-0.051956657320261,
-0.009738472290337086,
0.034390319138765335,
0.032001640647649765,
0.052306368947029114,
0.008028845302760601,
0.019894540309906006,
-0.037987206131219864,
-0.06207140535116196,
-0.04306422173976898,
0.08995381742715836,
0.008042569272220135,
0.02858697809278965,
0.054163865745067596,
0.05041975900530815,
0.0011299081379547715,
-0.07814762741327286,
0.015608764253556728,
0.0051279496401548386,
0.004916396923363209,
-0.021943042054772377,
0.02974884584546089,
1.2494771183626614e-33,
-0.03502437099814415,
0.015623176470398903,
-0.10145920515060425,
0.003706278745085001,
-0.03697047755122185,
0.08106948435306549,
0.08856094628572464,
-0.024037228897213936,
-0.013111427426338196,
-0.10631100833415985,
-0.051310375332832336,
-0.0933549627661705,
0.013467197306454182,
0.0238820631057024,
0.023274971172213554,
-0.04454440623521805,
0.030723340809345245,
0.02296467311680317,
0.011890205554664135,
-0.11121513694524765,
0.09733829647302628,
0.03957770764827728,
-0.07764213532209396,
-0.05915744975209236,
-0.013359143398702145,
-0.10339421033859253,
0.01999630220234394,
-0.15655367076396942,
0.026572341099381447,
0.01547465194016695,
-0.011736406944692135,
-0.04132622852921486,
0.04925462231040001,
0.014456383883953094,
-0.021011769771575928,
0.061941053718328476,
0.07369556277990341,
-0.08619558811187744,
0.020388664677739143,
-0.05509151890873909,
0.002385443542152643,
0.005469874013215303,
-0.01382812112569809,
-0.024653878062963486,
-0.02558780647814274,
-0.06338752806186676,
0.0010184288257732987,
0.009056629613041878,
-0.14463883638381958,
0.012149346061050892,
0.05830012261867523,
0.008593249134719372,
-0.045662276446819305,
-0.0077597168274223804,
0.07507149130105972,
-0.051372427493333817,
-0.000717643357347697,
0.06194669380784035,
0.08294747024774551,
0.09306350350379944,
-0.027058757841587067,
0.02483779564499855,
0.01685837283730507,
-0.04220639914274216,
-0.00961433257907629,
-0.00700009148567915,
-0.07335353642702103,
-0.00012481483281590044,
0.08488122373819351,
-0.02241704985499382,
-0.04864510893821716,
-0.02548583783209324,
0.05939478799700737,
-0.021290915086865425,
-0.008468768559396267,
0.06300732493400574,
0.09694606065750122,
0.023198479786515236,
-0.07034455239772797,
0.03820474445819855,
-0.08340433984994888,
-0.03878053277730942,
-0.03505737707018852,
0.047526340931653976,
-0.013630727306008339,
0.021116208285093307,
0.009621613658964634,
0.09765668213367462,
-0.10111343860626221,
0.031574297696352005,
-0.06043648719787598,
0.01281923521310091,
0.049803540110588074,
0.03312192112207413,
0.10427311807870865,
-1.0918670194754014e-33,
-0.01284731738269329,
0.09755678474903107,
-0.03781250864267349,
0.0503891296684742,
0.044309526681900024,
-0.018758904188871384,
-0.03537321835756302,
-0.09611811488866806,
-0.05274336412549019,
-0.004829890094697475,
-0.06850683689117432,
-0.04382744058966637,
0.09238167852163315,
-0.023141110315918922,
-0.054971843957901,
-0.006868423894047737,
0.06114666536450386,
0.0707152783870697,
0.00039075256790965796,
0.006245849188417196,
-0.055003415793180466,
0.07870276272296906,
-0.05040770024061203,
-0.013169901445508003,
0.036165185272693634,
0.017870137467980385,
0.052073996514081955,
0.04546324536204338,
-0.025263722985982895,
-0.001767334877513349,
-0.0180016178637743,
-0.08896454423666,
-0.02559369057416916,
-0.025400467216968536,
-0.008351429365575314,
0.025594081729650497,
0.02632337063550949,
0.11564628034830093,
-0.07598156481981277,
0.08930296450853348,
0.08398596197366714,
-0.06683982163667679,
-0.035071104764938354,
0.033591557294130325,
0.011835976503789425,
0.006967382971197367,
-0.05362001061439514,
0.003451115218922496,
-0.024126587435603142,
0.02619221620261669,
0.04971608892083168,
-0.08119890093803406,
0.06533971428871155,
-0.053150374442338943,
0.022784387692809105,
-0.0786871537566185,
0.033028606325387955,
0.07341021299362183,
0.05795792490243912,
0.054458070546388626,
0.05867082625627518,
0.0007947878912091255,
0.006183268502354622,
0.04699581861495972,
0.04455665871500969,
-0.04730412736535072,
0.052937425673007965,
-0.07377459853887558,
0.024422915652394295,
0.007817698642611504,
-0.031025094911456108,
0.06551406532526016,
0.01872158795595169,
-0.0008183730533346534,
0.05661500617861748,
0.09507188946008682,
0.014214308932423592,
0.035400450229644775,
-0.04470965266227722,
0.07072142511606216,
-0.1142067089676857,
0.09671950340270996,
0.013979820534586906,
-0.05586439371109009,
0.023893486708402634,
0.04821673035621643,
0.017916982993483543,
0.05350144952535629,
-0.014594562351703644,
-0.059628572314977646,
-0.058491308242082596,
0.061761919409036636,
-0.043288860470056534,
-0.05925435572862625,
0.019690226763486862,
-5.986007067804167e-8,
-0.01582995615899563,
-0.03552932292222977,
0.0023787671234458685,
-0.05224129185080528,
0.01177022885531187,
0.022317834198474884,
0.02661817893385887,
-0.03466681018471718,
0.06510692834854126,
0.02747759409248829,
0.008458174765110016,
0.036111053079366684,
0.0031318156979978085,
-0.044174011796712875,
-0.014552074484527111,
0.020534908398985863,
-0.008108475245535374,
-0.14986002445220947,
-0.0352354496717453,
0.0026673024985939264,
0.019282879307866096,
-0.020268814638257027,
-0.053649719804525375,
0.046280451118946075,
0.0010689017362892628,
0.0024861101992428303,
0.044875189661979675,
0.008628012612462044,
0.02795455977320671,
-0.003362260526046157,
-0.03827090933918953,
-0.017292235046625137,
0.039029210805892944,
0.004341415595263243,
-0.0655389353632927,
0.010894563049077988,
-0.0518621988594532,
0.004479755647480488,
-0.08527319133281708,
0.014069084078073502,
0.06365242600440979,
-0.037431616336107254,
-0.002590131014585495,
0.016189727932214737,
0.07052849978208542,
-0.0019617178477346897,
0.02771325595676899,
0.028719091787934303,
-0.08587681502103806,
-0.03273729979991913,
0.05895283445715904,
-0.03984180465340614,
0.034726668149232864,
0.028602560982108116,
0.00530649907886982,
0.007755524478852749,
-0.007417949847877026,
-0.03552474081516266,
0.0629446804523468,
-0.03831257298588753,
-0.030361536890268326,
0.10558249056339264,
-0.07985250651836395,
0.034886784851551056
] | null | null | null | null | null | null | null |
[
0.018726054579019547,
0.017425745725631714,
0.009374529123306274,
0.018535997718572617,
-0.03325854614377022,
-0.008346593007445335,
0.06712562590837479,
-0.000970706925727427,
-0.0050032357685267925,
0.03529541194438934,
-0.09728439152240753,
0.08776742219924927,
0.05249089002609253,
-0.01128395739942789,
-0.01519446074962616,
0.07887109369039536,
0.12695367634296417,
0.024926528334617615,
-0.03463510423898697,
-0.008935950696468353,
0.08466438204050064,
-0.07584253698587418,
-0.0049491566605865955,
0.01570838876068592,
0.030041009187698364,
-0.02482069469988346,
-0.025157928466796875,
-0.08475980907678604,
-0.051489345729351044,
0.05987497419118881,
-0.006197941489517689,
-0.05279799923300743,
0.00941943097859621,
-0.05897486209869385,
-0.08287178725004196,
-0.028334109112620354,
-0.017445433884859085,
-0.008852020837366581,
-0.054315198212862015,
0.07819924503564835,
-0.04560587927699089,
0.002834481652826071,
-0.057059064507484436,
0.03345855697989464,
-0.05515559762716293,
0.01858256198465824,
0.020015835762023926,
0.08894333988428116,
0.0014825590187683702,
0.0029707192443311214,
0.08765529841184616,
0.032275158911943436,
0.04818166047334671,
0.05150514468550682,
0.07888224720954895,
-0.07587473839521408,
-0.0832805186510086,
0.06262492388486862,
-0.007031735964119434,
0.09393700957298279,
0.005542849190533161,
0.03870528191328049,
-0.020309029147028923,
-0.019777435809373856,
0.0444396547973156,
-0.005585670471191406,
0.008169149979948997,
0.07156606018543243,
-0.040400490164756775,
0.052670687437057495,
-0.06127351522445679,
-0.06282245367765427,
0.01388785894960165,
0.07713878899812698,
0.07871673256158829,
-0.07424850016832352,
0.0009439517161808908,
0.06866239756345749,
-0.05165128782391548,
-0.02034892700612545,
0.09593174606561661,
-0.0404856875538826,
-0.08322653919458389,
-0.06632193922996521,
0.011346214450895786,
-0.030670182779431343,
-0.03573600575327873,
0.03701161965727806,
0.02755255065858364,
0.01641186699271202,
-0.0483308844268322,
0.06643085926771164,
-0.019679538905620575,
0.0321761779487133,
-0.00416793767362833,
-0.041076067835092545,
-0.03450535610318184,
0.03423856198787689,
-0.010630724020302296,
0.0715705156326294,
-0.02753531001508236,
-0.07419981807470322,
0.05825777351856232,
-0.06753179430961609,
-0.001838897354900837,
-0.051956657320261,
-0.009738472290337086,
0.034390319138765335,
0.032001640647649765,
0.052306368947029114,
0.008028845302760601,
0.019894540309906006,
-0.037987206131219864,
-0.06207140535116196,
-0.04306422173976898,
0.08995381742715836,
0.008042569272220135,
0.02858697809278965,
0.054163865745067596,
0.05041975900530815,
0.0011299081379547715,
-0.07814762741327286,
0.015608764253556728,
0.0051279496401548386,
0.004916396923363209,
-0.021943042054772377,
0.02974884584546089,
1.2494771183626614e-33,
-0.03502437099814415,
0.015623176470398903,
-0.10145920515060425,
0.003706278745085001,
-0.03697047755122185,
0.08106948435306549,
0.08856094628572464,
-0.024037228897213936,
-0.013111427426338196,
-0.10631100833415985,
-0.051310375332832336,
-0.0933549627661705,
0.013467197306454182,
0.0238820631057024,
0.023274971172213554,
-0.04454440623521805,
0.030723340809345245,
0.02296467311680317,
0.011890205554664135,
-0.11121513694524765,
0.09733829647302628,
0.03957770764827728,
-0.07764213532209396,
-0.05915744975209236,
-0.013359143398702145,
-0.10339421033859253,
0.01999630220234394,
-0.15655367076396942,
0.026572341099381447,
0.01547465194016695,
-0.011736406944692135,
-0.04132622852921486,
0.04925462231040001,
0.014456383883953094,
-0.021011769771575928,
0.061941053718328476,
0.07369556277990341,
-0.08619558811187744,
0.020388664677739143,
-0.05509151890873909,
0.002385443542152643,
0.005469874013215303,
-0.01382812112569809,
-0.024653878062963486,
-0.02558780647814274,
-0.06338752806186676,
0.0010184288257732987,
0.009056629613041878,
-0.14463883638381958,
0.012149346061050892,
0.05830012261867523,
0.008593249134719372,
-0.045662276446819305,
-0.0077597168274223804,
0.07507149130105972,
-0.051372427493333817,
-0.000717643357347697,
0.06194669380784035,
0.08294747024774551,
0.09306350350379944,
-0.027058757841587067,
0.02483779564499855,
0.01685837283730507,
-0.04220639914274216,
-0.00961433257907629,
-0.00700009148567915,
-0.07335353642702103,
-0.00012481483281590044,
0.08488122373819351,
-0.02241704985499382,
-0.04864510893821716,
-0.02548583783209324,
0.05939478799700737,
-0.021290915086865425,
-0.008468768559396267,
0.06300732493400574,
0.09694606065750122,
0.023198479786515236,
-0.07034455239772797,
0.03820474445819855,
-0.08340433984994888,
-0.03878053277730942,
-0.03505737707018852,
0.047526340931653976,
-0.013630727306008339,
0.021116208285093307,
0.009621613658964634,
0.09765668213367462,
-0.10111343860626221,
0.031574297696352005,
-0.06043648719787598,
0.01281923521310091,
0.049803540110588074,
0.03312192112207413,
0.10427311807870865,
-1.0918670194754014e-33,
-0.01284731738269329,
0.09755678474903107,
-0.03781250864267349,
0.0503891296684742,
0.044309526681900024,
-0.018758904188871384,
-0.03537321835756302,
-0.09611811488866806,
-0.05274336412549019,
-0.004829890094697475,
-0.06850683689117432,
-0.04382744058966637,
0.09238167852163315,
-0.023141110315918922,
-0.054971843957901,
-0.006868423894047737,
0.06114666536450386,
0.0707152783870697,
0.00039075256790965796,
0.006245849188417196,
-0.055003415793180466,
0.07870276272296906,
-0.05040770024061203,
-0.013169901445508003,
0.036165185272693634,
0.017870137467980385,
0.052073996514081955,
0.04546324536204338,
-0.025263722985982895,
-0.001767334877513349,
-0.0180016178637743,
-0.08896454423666,
-0.02559369057416916,
-0.025400467216968536,
-0.008351429365575314,
0.025594081729650497,
0.02632337063550949,
0.11564628034830093,
-0.07598156481981277,
0.08930296450853348,
0.08398596197366714,
-0.06683982163667679,
-0.035071104764938354,
0.033591557294130325,
0.011835976503789425,
0.006967382971197367,
-0.05362001061439514,
0.003451115218922496,
-0.024126587435603142,
0.02619221620261669,
0.04971608892083168,
-0.08119890093803406,
0.06533971428871155,
-0.053150374442338943,
0.022784387692809105,
-0.0786871537566185,
0.033028606325387955,
0.07341021299362183,
0.05795792490243912,
0.054458070546388626,
0.05867082625627518,
0.0007947878912091255,
0.006183268502354622,
0.04699581861495972,
0.04455665871500969,
-0.04730412736535072,
0.052937425673007965,
-0.07377459853887558,
0.024422915652394295,
0.007817698642611504,
-0.031025094911456108,
0.06551406532526016,
0.01872158795595169,
-0.0008183730533346534,
0.05661500617861748,
0.09507188946008682,
0.014214308932423592,
0.035400450229644775,
-0.04470965266227722,
0.07072142511606216,
-0.1142067089676857,
0.09671950340270996,
0.013979820534586906,
-0.05586439371109009,
0.023893486708402634,
0.04821673035621643,
0.017916982993483543,
0.05350144952535629,
-0.014594562351703644,
-0.059628572314977646,
-0.058491308242082596,
0.061761919409036636,
-0.043288860470056534,
-0.05925435572862625,
0.019690226763486862,
-5.986007067804167e-8,
-0.01582995615899563,
-0.03552932292222977,
0.0023787671234458685,
-0.05224129185080528,
0.01177022885531187,
0.022317834198474884,
0.02661817893385887,
-0.03466681018471718,
0.06510692834854126,
0.02747759409248829,
0.008458174765110016,
0.036111053079366684,
0.0031318156979978085,
-0.044174011796712875,
-0.014552074484527111,
0.020534908398985863,
-0.008108475245535374,
-0.14986002445220947,
-0.0352354496717453,
0.0026673024985939264,
0.019282879307866096,
-0.020268814638257027,
-0.053649719804525375,
0.046280451118946075,
0.0010689017362892628,
0.0024861101992428303,
0.044875189661979675,
0.008628012612462044,
0.02795455977320671,
-0.003362260526046157,
-0.03827090933918953,
-0.017292235046625137,
0.039029210805892944,
0.004341415595263243,
-0.0655389353632927,
0.010894563049077988,
-0.0518621988594532,
0.004479755647480488,
-0.08527319133281708,
0.014069084078073502,
0.06365242600440979,
-0.037431616336107254,
-0.002590131014585495,
0.016189727932214737,
0.07052849978208542,
-0.0019617178477346897,
0.02771325595676899,
0.028719091787934303,
-0.08587681502103806,
-0.03273729979991913,
0.05895283445715904,
-0.03984180465340614,
0.034726668149232864,
0.028602560982108116,
0.00530649907886982,
0.007755524478852749,
-0.007417949847877026,
-0.03552474081516266,
0.0629446804523468,
-0.03831257298588753,
-0.030361536890268326,
0.10558249056339264,
-0.07985250651836395,
0.034886784851551056
] |
1401.3521
|
Ville Syrj\"al\"a
|
Ville Syrjala, Mikko Valkama, Lauri Anttila, Taneli Riihonen and Dani
Korpi
|
Analysis of Oscillator Phase-Noise Effects on Self-Interference
Cancellation in Full-Duplex OFDM Radio Transceivers
|
Revised manuscript for IEEE Transactions on Wireless Communications,
2014
| null |
10.1109/TWC.2014.041014.131171
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper addresses the analysis of oscillator phase-noise effects on the
self-interference cancellation capability of full-duplex direct-conversion
radio transceivers. Closed-form solutions are derived for the power of the
residual self-interference stemming from phase noise in two alternative cases
of having either independent oscillators or the same oscillator at the
transmitter and receiver chains of the full-duplex transceiver. The results
show that phase noise has a severe effect on self-interference cancellation in
both of the considered cases, and that by using the common oscillator in
upconversion and downconversion results in clearly lower residual
self-interference levels. The results also show that it is in general vital to
use high quality oscillators in full-duplex transceivers, or have some means
for phase noise estimation and mitigation in order to suppress its effects. One
of the main findings is that in practical scenarios the subcarrier-wise
phase-noise spread of the multipath components of the self-interference channel
causes most of the residual phase-noise effect when high amounts of
self-interference cancellation is desired.
|
[
{
"created": "Wed, 15 Jan 2014 09:05:16 GMT",
"version": "v1"
}
] |
2016-11-15
|
[
[
"Syrjala",
"Ville",
""
],
[
"Valkama",
"Mikko",
""
],
[
"Anttila",
"Lauri",
""
],
[
"Riihonen",
"Taneli",
""
],
[
"Korpi",
"Dani",
""
]
] |
[
0.05767670273780823,
0.05211661383509636,
-0.006452255416661501,
0.07090163975954056,
-0.07905025780200958,
-0.07192191481590271,
0.025533534586429596,
-0.07242853194475174,
0.014167677611112595,
-0.07652627676725388,
-0.019105806946754456,
0.027235353365540504,
0.01612306758761406,
-0.08001555502414703,
-0.009567189030349255,
-0.01921246200799942,
0.10482963174581528,
0.04690563306212425,
-0.031806934624910355,
0.03944096341729164,
0.04957512021064758,
-0.01642630249261856,
-0.04029799997806549,
0.05854841321706772,
0.05449756234884262,
-0.09793656319379807,
0.05933535471558571,
-0.042375437915325165,
0.011416856199502945,
-0.022560251876711845,
-0.042267635464668274,
0.00819904264062643,
0.01961268112063408,
-0.037521667778491974,
0.020699428394436836,
-0.08592099696397781,
0.11403089761734009,
0.011688756756484509,
0.09475495666265488,
0.053772348910570145,
-0.0032487441785633564,
0.02622019499540329,
0.008087888360023499,
0.057270169258117676,
-0.05088953301310539,
-0.07593080401420593,
0.026433300226926804,
-0.06535479426383972,
0.008583354763686657,
-0.041073426604270935,
0.07627914845943451,
0.03859877213835716,
-0.05543223023414612,
0.051771409809589386,
0.07139912992715836,
0.03735505789518356,
-0.0671897605061531,
0.07394172996282578,
-0.01969214342534542,
0.12987197935581207,
-0.02416691929101944,
0.057005275040864944,
0.030275244265794754,
-0.011902053840458393,
-0.0036983175668865442,
-0.006830954924225807,
0.04435698688030243,
0.10742202401161194,
0.009926513768732548,
-0.007480276748538017,
-0.055257465690374374,
-0.07207106053829193,
0.06021956726908684,
-0.000777970242779702,
0.13133691251277924,
0.0055619459599256516,
-0.08177907019853592,
0.022301528602838516,
0.056061021983623505,
0.062371883541345596,
-0.04335649684071541,
-0.07981400936841965,
0.018270239233970642,
-0.07832279056310654,
0.030561553314328194,
-0.06964060664176941,
0.007675072643905878,
0.0028584287501871586,
-0.010256258770823479,
-0.02856305241584778,
-0.14109548926353455,
-0.03362834453582764,
0.01135842502117157,
0.034330323338508606,
0.055487848818302155,
0.03449314832687378,
0.044230151921510696,
-0.021519288420677185,
0.08319401741027832,
-0.004613768309354782,
0.08187976479530334,
-0.07713653147220612,
0.018401334062218666,
0.003249533474445343,
-0.07279666513204575,
0.011463576927781105,
0.03505589812994003,
0.027665726840496063,
-0.033934690058231354,
-0.01409444771707058,
-0.06047947332262993,
0.056210797280073166,
-0.010190590284764767,
0.0006139964098110795,
0.011548692360520363,
0.11583954840898514,
0.05241343006491661,
0.07505869120359421,
0.05240451544523239,
-0.13521195948123932,
-0.07708016782999039,
-0.14935529232025146,
0.07324782758951187,
0.05552470311522484,
0.07758601009845734,
-0.05274266377091408,
-0.03542030230164528,
3.481816103845539e-33,
-0.08738642185926437,
0.07784280180931091,
-0.030389824882149696,
0.020777465775609016,
-0.03450685739517212,
0.0019381524762138724,
-0.05581741780042648,
-0.01302117295563221,
0.06692234426736832,
0.09748762845993042,
0.020707089453935623,
-0.03759261965751648,
-0.06020994484424591,
-0.024257715791463852,
0.00722571462392807,
0.00024578714510425925,
0.0005884218844585121,
0.002204716671258211,
0.02872907929122448,
0.03166482225060463,
0.1386689394712448,
0.01905030943453312,
-0.053314320743083954,
-0.016229812055826187,
0.08629631251096725,
-0.01747170463204384,
0.014438495971262455,
-0.02736261487007141,
0.03269538655877113,
0.01399211585521698,
0.020542504265904427,
-0.010844871401786804,
0.07223498821258545,
0.025392964482307434,
0.004249575547873974,
-0.012667094357311726,
-0.03647580370306969,
0.07357817143201828,
-0.0015416130190715194,
0.05748623609542847,
-0.00933938380330801,
-0.06487201154232025,
-0.03249555826187134,
-0.046002939343452454,
0.028232606127858162,
-0.11654715240001678,
-0.0031713182106614113,
-0.016264604404568672,
0.02778555266559124,
-0.03966231644153595,
-0.039522986859083176,
-0.007334514986723661,
-0.0274495929479599,
0.07394648343324661,
0.05632583051919937,
-0.013004186563193798,
0.05186764523386955,
0.03900090605020523,
0.01768992468714714,
0.06289425492286682,
-0.032350946217775345,
-0.05965549126267433,
-0.03372620418667793,
-0.03623749315738678,
0.00887756422162056,
0.009794367477297783,
0.008984457701444626,
-0.06779108941555023,
-0.0770566463470459,
-0.058795031160116196,
0.04814736917614937,
0.03175938129425049,
-0.017839154228568077,
-0.06386128813028336,
0.010133227333426476,
-0.03210247680544853,
-0.08122613281011581,
0.06302101910114288,
0.019717993214726448,
0.008118017576634884,
0.021568061783909798,
-0.014254308305680752,
-0.045611631125211716,
0.021301480010151863,
0.01718653365969658,
0.07141014188528061,
-0.06083494424819946,
0.014896386303007603,
-0.05954316258430481,
0.07225272804498672,
0.03739013522863388,
0.07501114904880524,
-0.03656598553061485,
-0.011032759211957455,
-0.013507150113582611,
-2.362401833436098e-33,
0.03887768089771271,
0.013849541544914246,
0.012868734076619148,
0.006724036298692226,
-0.008782800287008286,
-0.003554823575541377,
0.03619261085987091,
-0.01106209121644497,
0.07484858483076096,
-0.0574796199798584,
0.008333055302500725,
-0.03943904861807823,
-0.051493365317583084,
0.029388481751084328,
-0.07991747558116913,
-0.043210193514823914,
0.05669458955526352,
0.051776520907878876,
0.02207592874765396,
-0.033984195441007614,
0.012311328202486038,
0.009388984180986881,
0.07439910620450974,
-0.048262227326631546,
0.031100234016776085,
-0.00947694294154644,
-0.09080682694911957,
0.13955244421958923,
0.09191618859767914,
0.045833248645067215,
0.007513029500842094,
0.03144801780581474,
0.04227539896965027,
0.00023858921485953033,
0.05560759827494621,
0.0631696954369545,
-0.0174474585801363,
-0.010791253298521042,
0.023891940712928772,
-0.04349350184202194,
0.03481874614953995,
-0.030944937840104103,
-0.034055475145578384,
-0.004179957788437605,
0.07563292980194092,
-0.04339929297566414,
-0.08127961307764053,
0.007101989351212978,
0.07222060114145279,
-0.0030089467763900757,
0.058681048452854156,
-0.05271792784333229,
-0.014282085932791233,
-0.02471776120364666,
0.0038183920551091433,
0.014430101960897446,
0.0061709145084023476,
0.06042758375406265,
0.03163668140769005,
0.029918447136878967,
0.018890153616666794,
0.014781474135816097,
-0.041339777410030365,
-0.0580391027033329,
-0.0342261828482151,
0.04862760379910469,
-0.03152341768145561,
0.03865771368145943,
0.06072521582245827,
0.10455603897571564,
-0.06778107583522797,
0.02954282984137535,
-0.01647275499999523,
-0.037981923669576645,
0.008161962032318115,
0.0601104274392128,
-0.005834084935486317,
-0.03135846182703972,
0.06042006239295006,
0.013811926357448101,
-0.08473492413759232,
0.0034817494451999664,
-0.08352114260196686,
0.04277485981583595,
-0.06098197400569916,
0.005783796776086092,
-0.052022527903318405,
0.062276821583509445,
-0.008419757708907127,
-0.0523853562772274,
-0.009083990007638931,
-0.0011228383518755436,
-0.06940558552742004,
0.04303110018372536,
-0.052322614938020706,
-4.6232628392317565e-8,
0.0034351435024291277,
-0.029295530170202255,
-0.09819190949201584,
-0.056448839604854584,
0.027753936126828194,
-0.052434489130973816,
0.01099778339266777,
-0.11366891860961914,
0.01264002826064825,
-0.061629991978406906,
-0.011525644920766354,
-0.021738186478614807,
-0.08502234518527985,
0.02137889713048935,
0.020681358873844147,
-0.04000355675816536,
-0.025417504832148552,
0.010429390706121922,
0.030546775087714195,
-0.019561368972063065,
-0.007854926399886608,
-0.022020379081368446,
-0.05474605783820152,
-0.005970580503344536,
0.02556949481368065,
-0.005616058129817247,
0.01209672074764967,
0.049278758466243744,
-0.02329341694712639,
-0.013451379723846912,
-0.01011478528380394,
-0.0041517228819429874,
-0.12071461975574493,
0.10022752732038498,
-0.06352951377630234,
0.061830662190914154,
0.04082467779517174,
0.0827322006225586,
0.03788124397397041,
0.05956098064780235,
-0.011654462665319443,
-0.015077786520123482,
-0.06645936518907547,
0.05191677808761597,
0.02705760858952999,
0.021066104993224144,
0.0017991149798035622,
0.0034257499501109123,
-0.0024307011626660824,
-0.04823144152760506,
-0.007704349234700203,
0.06407023221254349,
-0.035807956010103226,
-0.15923058986663818,
-0.027225976809859276,
0.016964176669716835,
0.02716911770403385,
-0.028138350695371628,
-0.01974049024283886,
0.0599294975399971,
-0.09913861006498337,
-0.02191070467233658,
-0.00810745358467102,
-0.011862575076520443
] | null | null | null | null | null | null | null |
[
0.05767670273780823,
0.05211661383509636,
-0.006452255416661501,
0.07090163975954056,
-0.07905025780200958,
-0.07192191481590271,
0.025533534586429596,
-0.07242853194475174,
0.014167677611112595,
-0.07652627676725388,
-0.019105806946754456,
0.027235353365540504,
0.01612306758761406,
-0.08001555502414703,
-0.009567189030349255,
-0.01921246200799942,
0.10482963174581528,
0.04690563306212425,
-0.031806934624910355,
0.03944096341729164,
0.04957512021064758,
-0.01642630249261856,
-0.04029799997806549,
0.05854841321706772,
0.05449756234884262,
-0.09793656319379807,
0.05933535471558571,
-0.042375437915325165,
0.011416856199502945,
-0.022560251876711845,
-0.042267635464668274,
0.00819904264062643,
0.01961268112063408,
-0.037521667778491974,
0.020699428394436836,
-0.08592099696397781,
0.11403089761734009,
0.011688756756484509,
0.09475495666265488,
0.053772348910570145,
-0.0032487441785633564,
0.02622019499540329,
0.008087888360023499,
0.057270169258117676,
-0.05088953301310539,
-0.07593080401420593,
0.026433300226926804,
-0.06535479426383972,
0.008583354763686657,
-0.041073426604270935,
0.07627914845943451,
0.03859877213835716,
-0.05543223023414612,
0.051771409809589386,
0.07139912992715836,
0.03735505789518356,
-0.0671897605061531,
0.07394172996282578,
-0.01969214342534542,
0.12987197935581207,
-0.02416691929101944,
0.057005275040864944,
0.030275244265794754,
-0.011902053840458393,
-0.0036983175668865442,
-0.006830954924225807,
0.04435698688030243,
0.10742202401161194,
0.009926513768732548,
-0.007480276748538017,
-0.055257465690374374,
-0.07207106053829193,
0.06021956726908684,
-0.000777970242779702,
0.13133691251277924,
0.0055619459599256516,
-0.08177907019853592,
0.022301528602838516,
0.056061021983623505,
0.062371883541345596,
-0.04335649684071541,
-0.07981400936841965,
0.018270239233970642,
-0.07832279056310654,
0.030561553314328194,
-0.06964060664176941,
0.007675072643905878,
0.0028584287501871586,
-0.010256258770823479,
-0.02856305241584778,
-0.14109548926353455,
-0.03362834453582764,
0.01135842502117157,
0.034330323338508606,
0.055487848818302155,
0.03449314832687378,
0.044230151921510696,
-0.021519288420677185,
0.08319401741027832,
-0.004613768309354782,
0.08187976479530334,
-0.07713653147220612,
0.018401334062218666,
0.003249533474445343,
-0.07279666513204575,
0.011463576927781105,
0.03505589812994003,
0.027665726840496063,
-0.033934690058231354,
-0.01409444771707058,
-0.06047947332262993,
0.056210797280073166,
-0.010190590284764767,
0.0006139964098110795,
0.011548692360520363,
0.11583954840898514,
0.05241343006491661,
0.07505869120359421,
0.05240451544523239,
-0.13521195948123932,
-0.07708016782999039,
-0.14935529232025146,
0.07324782758951187,
0.05552470311522484,
0.07758601009845734,
-0.05274266377091408,
-0.03542030230164528,
3.481816103845539e-33,
-0.08738642185926437,
0.07784280180931091,
-0.030389824882149696,
0.020777465775609016,
-0.03450685739517212,
0.0019381524762138724,
-0.05581741780042648,
-0.01302117295563221,
0.06692234426736832,
0.09748762845993042,
0.020707089453935623,
-0.03759261965751648,
-0.06020994484424591,
-0.024257715791463852,
0.00722571462392807,
0.00024578714510425925,
0.0005884218844585121,
0.002204716671258211,
0.02872907929122448,
0.03166482225060463,
0.1386689394712448,
0.01905030943453312,
-0.053314320743083954,
-0.016229812055826187,
0.08629631251096725,
-0.01747170463204384,
0.014438495971262455,
-0.02736261487007141,
0.03269538655877113,
0.01399211585521698,
0.020542504265904427,
-0.010844871401786804,
0.07223498821258545,
0.025392964482307434,
0.004249575547873974,
-0.012667094357311726,
-0.03647580370306969,
0.07357817143201828,
-0.0015416130190715194,
0.05748623609542847,
-0.00933938380330801,
-0.06487201154232025,
-0.03249555826187134,
-0.046002939343452454,
0.028232606127858162,
-0.11654715240001678,
-0.0031713182106614113,
-0.016264604404568672,
0.02778555266559124,
-0.03966231644153595,
-0.039522986859083176,
-0.007334514986723661,
-0.0274495929479599,
0.07394648343324661,
0.05632583051919937,
-0.013004186563193798,
0.05186764523386955,
0.03900090605020523,
0.01768992468714714,
0.06289425492286682,
-0.032350946217775345,
-0.05965549126267433,
-0.03372620418667793,
-0.03623749315738678,
0.00887756422162056,
0.009794367477297783,
0.008984457701444626,
-0.06779108941555023,
-0.0770566463470459,
-0.058795031160116196,
0.04814736917614937,
0.03175938129425049,
-0.017839154228568077,
-0.06386128813028336,
0.010133227333426476,
-0.03210247680544853,
-0.08122613281011581,
0.06302101910114288,
0.019717993214726448,
0.008118017576634884,
0.021568061783909798,
-0.014254308305680752,
-0.045611631125211716,
0.021301480010151863,
0.01718653365969658,
0.07141014188528061,
-0.06083494424819946,
0.014896386303007603,
-0.05954316258430481,
0.07225272804498672,
0.03739013522863388,
0.07501114904880524,
-0.03656598553061485,
-0.011032759211957455,
-0.013507150113582611,
-2.362401833436098e-33,
0.03887768089771271,
0.013849541544914246,
0.012868734076619148,
0.006724036298692226,
-0.008782800287008286,
-0.003554823575541377,
0.03619261085987091,
-0.01106209121644497,
0.07484858483076096,
-0.0574796199798584,
0.008333055302500725,
-0.03943904861807823,
-0.051493365317583084,
0.029388481751084328,
-0.07991747558116913,
-0.043210193514823914,
0.05669458955526352,
0.051776520907878876,
0.02207592874765396,
-0.033984195441007614,
0.012311328202486038,
0.009388984180986881,
0.07439910620450974,
-0.048262227326631546,
0.031100234016776085,
-0.00947694294154644,
-0.09080682694911957,
0.13955244421958923,
0.09191618859767914,
0.045833248645067215,
0.007513029500842094,
0.03144801780581474,
0.04227539896965027,
0.00023858921485953033,
0.05560759827494621,
0.0631696954369545,
-0.0174474585801363,
-0.010791253298521042,
0.023891940712928772,
-0.04349350184202194,
0.03481874614953995,
-0.030944937840104103,
-0.034055475145578384,
-0.004179957788437605,
0.07563292980194092,
-0.04339929297566414,
-0.08127961307764053,
0.007101989351212978,
0.07222060114145279,
-0.0030089467763900757,
0.058681048452854156,
-0.05271792784333229,
-0.014282085932791233,
-0.02471776120364666,
0.0038183920551091433,
0.014430101960897446,
0.0061709145084023476,
0.06042758375406265,
0.03163668140769005,
0.029918447136878967,
0.018890153616666794,
0.014781474135816097,
-0.041339777410030365,
-0.0580391027033329,
-0.0342261828482151,
0.04862760379910469,
-0.03152341768145561,
0.03865771368145943,
0.06072521582245827,
0.10455603897571564,
-0.06778107583522797,
0.02954282984137535,
-0.01647275499999523,
-0.037981923669576645,
0.008161962032318115,
0.0601104274392128,
-0.005834084935486317,
-0.03135846182703972,
0.06042006239295006,
0.013811926357448101,
-0.08473492413759232,
0.0034817494451999664,
-0.08352114260196686,
0.04277485981583595,
-0.06098197400569916,
0.005783796776086092,
-0.052022527903318405,
0.062276821583509445,
-0.008419757708907127,
-0.0523853562772274,
-0.009083990007638931,
-0.0011228383518755436,
-0.06940558552742004,
0.04303110018372536,
-0.052322614938020706,
-4.6232628392317565e-8,
0.0034351435024291277,
-0.029295530170202255,
-0.09819190949201584,
-0.056448839604854584,
0.027753936126828194,
-0.052434489130973816,
0.01099778339266777,
-0.11366891860961914,
0.01264002826064825,
-0.061629991978406906,
-0.011525644920766354,
-0.021738186478614807,
-0.08502234518527985,
0.02137889713048935,
0.020681358873844147,
-0.04000355675816536,
-0.025417504832148552,
0.010429390706121922,
0.030546775087714195,
-0.019561368972063065,
-0.007854926399886608,
-0.022020379081368446,
-0.05474605783820152,
-0.005970580503344536,
0.02556949481368065,
-0.005616058129817247,
0.01209672074764967,
0.049278758466243744,
-0.02329341694712639,
-0.013451379723846912,
-0.01011478528380394,
-0.0041517228819429874,
-0.12071461975574493,
0.10022752732038498,
-0.06352951377630234,
0.061830662190914154,
0.04082467779517174,
0.0827322006225586,
0.03788124397397041,
0.05956098064780235,
-0.011654462665319443,
-0.015077786520123482,
-0.06645936518907547,
0.05191677808761597,
0.02705760858952999,
0.021066104993224144,
0.0017991149798035622,
0.0034257499501109123,
-0.0024307011626660824,
-0.04823144152760506,
-0.007704349234700203,
0.06407023221254349,
-0.035807956010103226,
-0.15923058986663818,
-0.027225976809859276,
0.016964176669716835,
0.02716911770403385,
-0.028138350695371628,
-0.01974049024283886,
0.0599294975399971,
-0.09913861006498337,
-0.02191070467233658,
-0.00810745358467102,
-0.011862575076520443
] |
1401.3525
|
Bertrand Roehner
|
Bertrand M. Roehner
|
Is the month of Ramadan marked by a reduction in the number of suicides?
|
7 pages, 1 figure
| null | null | null |
physics.soc-ph cs.SI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
For Muslims the month of Ramadan is a time of fasting but during the evenings
after sunset it is also an occasion for family and social gatherings.
Therefore, according to the Bertillon-Durkheim conception of suicide (that is
based on the strength of social ties), one would expect a fall in suicide rates
during Ramadan. Is this conjecture confirmed by observation? That is the
question addressed in the present paper. Surprisingly, the most tricky part of
the investigation was to find reliable monthly suicide data. In the Islamic
world Turkey seems to be the only country whose statistical institute publishes
such observations. The data reveal indeed a fall of about $15\%$ in suicide
numbers during the month of Ramadan (with respect to same-non-Ramadan months).
As the standard deviation is only $4.7\%$ this effect has a high degree of
significance. This observation, along with the fact that other occasions of
social gathering such as Thanksgiving or Christmas are also marked by a drop in
suicides, adds further credence to the B-D thesis.
|
[
{
"created": "Wed, 15 Jan 2014 09:17:21 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Roehner",
"Bertrand M.",
""
]
] |
[
0.01146539207547903,
0.04132166504859924,
0.005183166358619928,
0.03164807707071304,
0.04810740053653717,
0.035458266735076904,
0.002596793696284294,
0.06478092819452286,
0.07433076947927475,
0.003856899216771126,
0.021664369851350784,
0.0023462383542209864,
-0.0005314435693435371,
-0.0024359882809221745,
0.10961053520441055,
-0.026395512744784355,
-0.03969062119722366,
-0.03289571404457092,
-0.0318416953086853,
0.039309386163949966,
-0.04923756793141365,
-0.05689627677202225,
-0.019357923418283463,
-0.029825953766703606,
0.044947583228349686,
-0.019390936940908432,
0.05978207290172577,
0.005634189583361149,
0.0018652118742465973,
0.06535327434539795,
0.02071535959839821,
0.08684621006250381,
-0.029509209096431732,
-0.015127226710319519,
0.007755893282592297,
-0.06311407685279846,
0.0345488004386425,
-0.024044156074523926,
0.037794794887304306,
0.05569436028599739,
0.0201228279620409,
0.0048246136866509914,
-0.00328319170512259,
-0.02635655365884304,
-0.0044149793684482574,
0.004343455191701651,
-0.04192274808883667,
0.05400699004530907,
-0.1044648066163063,
0.046692248433828354,
0.019857078790664673,
0.06514731794595718,
0.059878915548324585,
0.007266963832080364,
0.0477905347943306,
-0.0525008849799633,
0.0013288657646626234,
0.013277995400130749,
0.012540750205516815,
0.04364680498838425,
-0.032379280775785446,
0.07893462479114532,
-0.0031064641661942005,
-0.010067450813949108,
0.08384702354669571,
0.01645626127719879,
0.09418685734272003,
-0.00869680941104889,
-0.0020596578251570463,
0.05576953664422035,
-0.04836362227797508,
-0.019599806517362595,
0.003234129399061203,
0.04711028188467026,
-0.05851958692073822,
-0.04747980087995529,
-0.003166738199070096,
-0.09668851643800735,
-0.08201546967029572,
-0.03408193960785866,
0.047698069363832474,
-0.04075980558991432,
0.010655633173882961,
0.013598677702248096,
-0.022046269848942757,
-0.048738524317741394,
0.04997512698173523,
0.032396964728832245,
-0.05079744756221771,
0.023198911920189857,
0.012050212360918522,
0.031101852655410767,
-0.024544931948184967,
-0.034668583422899246,
0.02394053153693676,
0.08510619401931763,
-0.06692635267972946,
-0.046807803213596344,
-0.03221306577324867,
0.02462390437722206,
-0.07594891637563705,
0.011427606455981731,
-0.033356305211782455,
0.0284053273499012,
-0.014614229090511799,
-0.001118586864322424,
-0.13190102577209473,
-0.04013986140489578,
-0.02964424341917038,
-0.008434428833425045,
-0.06011021137237549,
-0.039287637919187546,
-0.034856222569942474,
-0.04628847539424896,
0.044793758541345596,
-0.05722920224070549,
-0.08230461180210114,
0.012636384926736355,
0.033153098076581955,
0.04527154937386513,
0.0448211170732975,
0.05603815242648125,
-0.03800931200385094,
0.07486797124147415,
0.0528462678194046,
0.14261746406555176,
-0.024132324382662773,
1.5013560785496109e-33,
0.10903343558311462,
-0.04583510011434555,
0.09299247711896896,
-0.11041851341724396,
0.052721064537763596,
-0.10402563959360123,
-0.09206711500883102,
0.014032975770533085,
0.04652846232056618,
-0.056083641946315765,
0.03427112475037575,
-0.14492690563201904,
0.011769230477511883,
-0.06049231439828873,
0.0077798026613891125,
-0.026016997173428535,
0.08417564630508423,
0.0056405686773359776,
-0.03377251327037811,
-0.052538368850946426,
-0.01845196820795536,
-0.025552835315465927,
-0.004317569080740213,
-0.03348705172538757,
-0.0249603483825922,
0.021256498992443085,
-0.009148117154836655,
0.009936611168086529,
0.015965553000569344,
0.019754616543650627,
-0.016305215656757355,
0.021044336259365082,
-0.043879006057977676,
-0.07914412766695023,
0.036235831677913666,
-0.011660752817988396,
-0.006560383830219507,
0.04711602255702019,
-0.05573465675115585,
-0.00742792384698987,
-0.06310863792896271,
0.004408111330121756,
-0.011360208503901958,
-0.008974249474704266,
-0.001082029426470399,
-0.034417662769556046,
0.04486958682537079,
-0.04631931334733963,
0.0011063044657930732,
0.04460030049085617,
-0.03664672374725342,
-0.0333588644862175,
0.010435297153890133,
-0.015483405441045761,
-0.03346537426114082,
0.08991323411464691,
-0.026023274287581444,
-0.09297984093427658,
0.06712556630373001,
0.07316593825817108,
0.019041329622268677,
-0.04379807412624359,
-0.10003203898668289,
-0.0649293065071106,
-0.0016137374332174659,
0.032349999994039536,
0.07641685754060745,
-0.03531540557742119,
-0.01967592164874077,
-0.014907612465322018,
0.03207681328058243,
0.0728304386138916,
-0.030952995643019676,
-0.12214753776788712,
0.019247742369771004,
0.04324111342430115,
0.09269234538078308,
-0.029186153784394264,
-0.007241735700517893,
-0.005685483105480671,
0.021255318075418472,
-0.002714337082579732,
0.06770781427621841,
-0.11553273350000381,
-0.03315766900777817,
0.07509816437959671,
0.010858354158699512,
-0.09636719524860382,
-0.06534860283136368,
-0.043448008596897125,
0.04001212492585182,
-0.0019772525411099195,
0.03921198844909668,
0.02352307178080082,
-0.03281524032354355,
-4.4458493065304664e-33,
-0.07637577503919601,
-0.0007562935352325439,
-0.003799561643972993,
0.009613323956727982,
0.06848469376564026,
0.031651973724365234,
0.002804636023938656,
0.0006376337842084467,
-0.01902364380657673,
0.044658541679382324,
0.058719977736473083,
-0.019383003935217857,
-0.006846112664788961,
0.09353451430797577,
0.003176284022629261,
-0.06399217993021011,
0.07604246586561203,
0.061294279992580414,
-0.07193629443645477,
-0.02691139280796051,
-0.02846812643110752,
0.03431495279073715,
0.03295418992638588,
-0.038157571107149124,
0.0759849026799202,
-0.02028026431798935,
0.006534385960549116,
-0.019052479416131973,
-0.015156554989516735,
-0.04025808721780777,
0.013217616826295853,
0.06100283935666084,
-0.05977679044008255,
-0.0074622007086873055,
0.006379618775099516,
0.050577834248542786,
-0.03907814249396324,
0.03645286709070206,
-0.09062187373638153,
-0.0060444301925599575,
0.01285105012357235,
0.03253888338804245,
-0.03134434297680855,
-0.042861346155405045,
0.02180595137178898,
0.004264993127435446,
0.03783909231424332,
0.07998450100421906,
0.11927690356969833,
-0.03399002552032471,
-0.031072279438376427,
0.005939051508903503,
-0.06469970941543579,
0.1306433528661728,
0.06968698650598526,
-0.06725442409515381,
-0.05649169906973839,
-0.05135694891214371,
-0.05729538947343826,
-0.0400303490459919,
-0.0688382163643837,
0.018312184140086174,
-0.044510047882795334,
0.07946431636810303,
0.0496809184551239,
-0.16370317339897156,
-0.015375489369034767,
-0.06591516733169556,
0.08234550803899765,
-0.018374580889940262,
0.025426484644412994,
0.041782036423683167,
-0.13144001364707947,
-0.017717324197292328,
-0.10165411233901978,
-0.009076201356947422,
-0.03644339740276337,
-0.025942953303456306,
-0.07007378339767456,
0.004507011733949184,
0.0014757884200662374,
-0.008157284930348396,
-0.05773646757006645,
-0.026332244277000427,
-0.08004686236381531,
-0.11472082138061523,
-0.004496680572628975,
0.05450839176774025,
0.009063297882676125,
0.04927185922861099,
-0.11863436549901962,
0.007291004993021488,
-0.03735757991671562,
0.02975163608789444,
-0.0383848212659359,
-5.031076000250323e-8,
0.09015097469091415,
-0.004631343763321638,
-0.043702661991119385,
0.04994582757353783,
0.04724016785621643,
0.006161043420433998,
0.1199132427573204,
0.03332394361495972,
-0.033035360276699066,
0.058865584433078766,
-0.029590565711259842,
-0.013989721424877644,
0.00601457804441452,
0.01859210804104805,
-0.11314179748296738,
-0.013079884462058544,
0.08724963665008545,
0.01865505613386631,
0.020087888464331627,
-0.04959595948457718,
0.015956569463014603,
-0.052550096064805984,
0.042389463633298874,
-0.03189023584127426,
-0.016122570261359215,
0.05808339640498161,
-0.01084986887872219,
0.05368930846452713,
-0.04247076436877251,
0.058544620871543884,
-0.032707974314689636,
-0.045027073472738266,
-0.025647612288594246,
-0.09313882142305374,
0.007155997212976217,
-0.013098618946969509,
0.02150654047727585,
0.1013968214392662,
0.00794457457959652,
0.013349820859730244,
-0.015379312448203564,
-0.0600915402173996,
-0.048429448157548904,
0.034841470420360565,
0.06815940141677856,
0.03089524433016777,
0.031714823096990585,
-0.048708539456129074,
-0.027142561972141266,
0.014298243448138237,
0.05336496978998184,
-0.011877140961587429,
0.0444590300321579,
0.009332089684903622,
0.052528608590364456,
0.10049798339605331,
-0.027806490659713745,
0.010329866781830788,
-0.06997176259756088,
-0.06685203313827515,
0.12048092484474182,
0.01357049960643053,
0.010577747598290443,
0.0277248565107584
] | null | null | null | null | null | null | null |
[
0.01146539207547903,
0.04132166504859924,
0.005183166358619928,
0.03164807707071304,
0.04810740053653717,
0.035458266735076904,
0.002596793696284294,
0.06478092819452286,
0.07433076947927475,
0.003856899216771126,
0.021664369851350784,
0.0023462383542209864,
-0.0005314435693435371,
-0.0024359882809221745,
0.10961053520441055,
-0.026395512744784355,
-0.03969062119722366,
-0.03289571404457092,
-0.0318416953086853,
0.039309386163949966,
-0.04923756793141365,
-0.05689627677202225,
-0.019357923418283463,
-0.029825953766703606,
0.044947583228349686,
-0.019390936940908432,
0.05978207290172577,
0.005634189583361149,
0.0018652118742465973,
0.06535327434539795,
0.02071535959839821,
0.08684621006250381,
-0.029509209096431732,
-0.015127226710319519,
0.007755893282592297,
-0.06311407685279846,
0.0345488004386425,
-0.024044156074523926,
0.037794794887304306,
0.05569436028599739,
0.0201228279620409,
0.0048246136866509914,
-0.00328319170512259,
-0.02635655365884304,
-0.0044149793684482574,
0.004343455191701651,
-0.04192274808883667,
0.05400699004530907,
-0.1044648066163063,
0.046692248433828354,
0.019857078790664673,
0.06514731794595718,
0.059878915548324585,
0.007266963832080364,
0.0477905347943306,
-0.0525008849799633,
0.0013288657646626234,
0.013277995400130749,
0.012540750205516815,
0.04364680498838425,
-0.032379280775785446,
0.07893462479114532,
-0.0031064641661942005,
-0.010067450813949108,
0.08384702354669571,
0.01645626127719879,
0.09418685734272003,
-0.00869680941104889,
-0.0020596578251570463,
0.05576953664422035,
-0.04836362227797508,
-0.019599806517362595,
0.003234129399061203,
0.04711028188467026,
-0.05851958692073822,
-0.04747980087995529,
-0.003166738199070096,
-0.09668851643800735,
-0.08201546967029572,
-0.03408193960785866,
0.047698069363832474,
-0.04075980558991432,
0.010655633173882961,
0.013598677702248096,
-0.022046269848942757,
-0.048738524317741394,
0.04997512698173523,
0.032396964728832245,
-0.05079744756221771,
0.023198911920189857,
0.012050212360918522,
0.031101852655410767,
-0.024544931948184967,
-0.034668583422899246,
0.02394053153693676,
0.08510619401931763,
-0.06692635267972946,
-0.046807803213596344,
-0.03221306577324867,
0.02462390437722206,
-0.07594891637563705,
0.011427606455981731,
-0.033356305211782455,
0.0284053273499012,
-0.014614229090511799,
-0.001118586864322424,
-0.13190102577209473,
-0.04013986140489578,
-0.02964424341917038,
-0.008434428833425045,
-0.06011021137237549,
-0.039287637919187546,
-0.034856222569942474,
-0.04628847539424896,
0.044793758541345596,
-0.05722920224070549,
-0.08230461180210114,
0.012636384926736355,
0.033153098076581955,
0.04527154937386513,
0.0448211170732975,
0.05603815242648125,
-0.03800931200385094,
0.07486797124147415,
0.0528462678194046,
0.14261746406555176,
-0.024132324382662773,
1.5013560785496109e-33,
0.10903343558311462,
-0.04583510011434555,
0.09299247711896896,
-0.11041851341724396,
0.052721064537763596,
-0.10402563959360123,
-0.09206711500883102,
0.014032975770533085,
0.04652846232056618,
-0.056083641946315765,
0.03427112475037575,
-0.14492690563201904,
0.011769230477511883,
-0.06049231439828873,
0.0077798026613891125,
-0.026016997173428535,
0.08417564630508423,
0.0056405686773359776,
-0.03377251327037811,
-0.052538368850946426,
-0.01845196820795536,
-0.025552835315465927,
-0.004317569080740213,
-0.03348705172538757,
-0.0249603483825922,
0.021256498992443085,
-0.009148117154836655,
0.009936611168086529,
0.015965553000569344,
0.019754616543650627,
-0.016305215656757355,
0.021044336259365082,
-0.043879006057977676,
-0.07914412766695023,
0.036235831677913666,
-0.011660752817988396,
-0.006560383830219507,
0.04711602255702019,
-0.05573465675115585,
-0.00742792384698987,
-0.06310863792896271,
0.004408111330121756,
-0.011360208503901958,
-0.008974249474704266,
-0.001082029426470399,
-0.034417662769556046,
0.04486958682537079,
-0.04631931334733963,
0.0011063044657930732,
0.04460030049085617,
-0.03664672374725342,
-0.0333588644862175,
0.010435297153890133,
-0.015483405441045761,
-0.03346537426114082,
0.08991323411464691,
-0.026023274287581444,
-0.09297984093427658,
0.06712556630373001,
0.07316593825817108,
0.019041329622268677,
-0.04379807412624359,
-0.10003203898668289,
-0.0649293065071106,
-0.0016137374332174659,
0.032349999994039536,
0.07641685754060745,
-0.03531540557742119,
-0.01967592164874077,
-0.014907612465322018,
0.03207681328058243,
0.0728304386138916,
-0.030952995643019676,
-0.12214753776788712,
0.019247742369771004,
0.04324111342430115,
0.09269234538078308,
-0.029186153784394264,
-0.007241735700517893,
-0.005685483105480671,
0.021255318075418472,
-0.002714337082579732,
0.06770781427621841,
-0.11553273350000381,
-0.03315766900777817,
0.07509816437959671,
0.010858354158699512,
-0.09636719524860382,
-0.06534860283136368,
-0.043448008596897125,
0.04001212492585182,
-0.0019772525411099195,
0.03921198844909668,
0.02352307178080082,
-0.03281524032354355,
-4.4458493065304664e-33,
-0.07637577503919601,
-0.0007562935352325439,
-0.003799561643972993,
0.009613323956727982,
0.06848469376564026,
0.031651973724365234,
0.002804636023938656,
0.0006376337842084467,
-0.01902364380657673,
0.044658541679382324,
0.058719977736473083,
-0.019383003935217857,
-0.006846112664788961,
0.09353451430797577,
0.003176284022629261,
-0.06399217993021011,
0.07604246586561203,
0.061294279992580414,
-0.07193629443645477,
-0.02691139280796051,
-0.02846812643110752,
0.03431495279073715,
0.03295418992638588,
-0.038157571107149124,
0.0759849026799202,
-0.02028026431798935,
0.006534385960549116,
-0.019052479416131973,
-0.015156554989516735,
-0.04025808721780777,
0.013217616826295853,
0.06100283935666084,
-0.05977679044008255,
-0.0074622007086873055,
0.006379618775099516,
0.050577834248542786,
-0.03907814249396324,
0.03645286709070206,
-0.09062187373638153,
-0.0060444301925599575,
0.01285105012357235,
0.03253888338804245,
-0.03134434297680855,
-0.042861346155405045,
0.02180595137178898,
0.004264993127435446,
0.03783909231424332,
0.07998450100421906,
0.11927690356969833,
-0.03399002552032471,
-0.031072279438376427,
0.005939051508903503,
-0.06469970941543579,
0.1306433528661728,
0.06968698650598526,
-0.06725442409515381,
-0.05649169906973839,
-0.05135694891214371,
-0.05729538947343826,
-0.0400303490459919,
-0.0688382163643837,
0.018312184140086174,
-0.044510047882795334,
0.07946431636810303,
0.0496809184551239,
-0.16370317339897156,
-0.015375489369034767,
-0.06591516733169556,
0.08234550803899765,
-0.018374580889940262,
0.025426484644412994,
0.041782036423683167,
-0.13144001364707947,
-0.017717324197292328,
-0.10165411233901978,
-0.009076201356947422,
-0.03644339740276337,
-0.025942953303456306,
-0.07007378339767456,
0.004507011733949184,
0.0014757884200662374,
-0.008157284930348396,
-0.05773646757006645,
-0.026332244277000427,
-0.08004686236381531,
-0.11472082138061523,
-0.004496680572628975,
0.05450839176774025,
0.009063297882676125,
0.04927185922861099,
-0.11863436549901962,
0.007291004993021488,
-0.03735757991671562,
0.02975163608789444,
-0.0383848212659359,
-5.031076000250323e-8,
0.09015097469091415,
-0.004631343763321638,
-0.043702661991119385,
0.04994582757353783,
0.04724016785621643,
0.006161043420433998,
0.1199132427573204,
0.03332394361495972,
-0.033035360276699066,
0.058865584433078766,
-0.029590565711259842,
-0.013989721424877644,
0.00601457804441452,
0.01859210804104805,
-0.11314179748296738,
-0.013079884462058544,
0.08724963665008545,
0.01865505613386631,
0.020087888464331627,
-0.04959595948457718,
0.015956569463014603,
-0.052550096064805984,
0.042389463633298874,
-0.03189023584127426,
-0.016122570261359215,
0.05808339640498161,
-0.01084986887872219,
0.05368930846452713,
-0.04247076436877251,
0.058544620871543884,
-0.032707974314689636,
-0.045027073472738266,
-0.025647612288594246,
-0.09313882142305374,
0.007155997212976217,
-0.013098618946969509,
0.02150654047727585,
0.1013968214392662,
0.00794457457959652,
0.013349820859730244,
-0.015379312448203564,
-0.0600915402173996,
-0.048429448157548904,
0.034841470420360565,
0.06815940141677856,
0.03089524433016777,
0.031714823096990585,
-0.048708539456129074,
-0.027142561972141266,
0.014298243448138237,
0.05336496978998184,
-0.011877140961587429,
0.0444590300321579,
0.009332089684903622,
0.052528608590364456,
0.10049798339605331,
-0.027806490659713745,
0.010329866781830788,
-0.06997176259756088,
-0.06685203313827515,
0.12048092484474182,
0.01357049960643053,
0.010577747598290443,
0.0277248565107584
] |
1401.3527
|
Guangyue Han
|
Guangyue Han, Jian Song
|
Extensions of the I-MMSE Relationship to Gaussian Channels with Feedback
and Memory
|
47 pages
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Unveiling a fundamental link between information theory and estimation
theory, the I-MMSE relationship by Guo, Shamai and Verdu~\cite{gu05}, together
with its numerous extensions, has great theoretical significance and various
practical applications. On the other hand, its influences to date have been
restricted to channels without feedback or memory, due to the absence of its
extensions to such channels. In this paper, we propose extensions of the I-MMSE
relationship to discrete-time and continuous-time Gaussian channels with
feedback and/or memory. Our approach is based on a very simple observation,
which can be applied to other scenarios, such as a simple and direct proof of
the classical de Bruijn's identity. This submission corrects the mistakes in
the previous version.
|
[
{
"created": "Wed, 15 Jan 2014 09:26:17 GMT",
"version": "v1"
},
{
"created": "Sun, 5 Jul 2020 09:24:28 GMT",
"version": "v2"
}
] |
2020-07-07
|
[
[
"Han",
"Guangyue",
""
],
[
"Song",
"Jian",
""
]
] |
[
-0.06903841346502304,
-0.03475426137447357,
0.04689989611506462,
0.01311260461807251,
0.017101284116506577,
0.02603636309504509,
0.15561343729496002,
0.018423952162265778,
0.08520784229040146,
-0.006365008652210236,
0.011736584827303886,
0.03429662063717842,
0.10480052977800369,
-0.04536699131131172,
-0.10842399299144745,
-0.03516835719347,
0.011189652606844902,
0.06159994751214981,
-0.05620114877820015,
-0.004500137642025948,
0.05358973518013954,
-0.032987236976623535,
-0.005967936012893915,
-0.01144295185804367,
0.06654489040374756,
-0.005729013588279486,
0.08750971406698227,
0.031173987314105034,
0.03861396014690399,
-0.025997040793299675,
0.0011305889347568154,
-0.022783607244491577,
0.03386863321065903,
-0.06582795828580856,
-0.014840134419500828,
0.018894687294960022,
0.04124556854367256,
0.03383273631334305,
0.04043826088309288,
0.08200342953205109,
0.025273658335208893,
0.016896575689315796,
-0.022683102637529373,
0.05029820278286934,
0.012403063476085663,
0.03051755018532276,
0.03705640509724617,
-0.04438578337430954,
-0.1739381104707718,
0.04153816029429436,
-0.003830638248473406,
0.10288726538419724,
-0.02467464655637741,
-0.0017531814519315958,
0.020057756453752518,
-0.05817997455596924,
-0.09097535163164139,
0.07506359368562698,
0.006184922996908426,
0.08183629810810089,
0.008852468803524971,
0.024331416934728622,
-0.029722634702920914,
0.014076557010412216,
0.011771611869335175,
0.056907739490270615,
0.05995869264006615,
0.05443146824836731,
-0.03369584679603577,
0.03246224299073219,
-0.005982154980301857,
0.0036927619948983192,
-0.12267815321683884,
-0.0042924052104353905,
0.04215732589364052,
-0.023103322833776474,
0.006855355575680733,
0.04050096496939659,
0.012858674861490726,
0.03715405613183975,
-0.0046690115705132484,
-0.03482052683830261,
0.03854738920927048,
-0.15630373358726501,
0.05130432918667793,
-0.013335146009922028,
-0.023792225867509842,
0.06263235956430435,
0.02692204713821411,
-0.03472736105322838,
-0.04430346563458443,
-0.08544985949993134,
-0.05659397318959236,
0.06293576955795288,
0.05996325984597206,
-0.08680358529090881,
0.006520972121506929,
0.06638988852500916,
0.02231062762439251,
0.07561373710632324,
-0.011395638808608055,
0.013599361293017864,
-0.04126948118209839,
0.047419533133506775,
0.008841700851917267,
0.0009971318067982793,
0.10476064682006836,
0.014804519712924957,
0.009017405100166798,
-0.016831690445542336,
-0.06390681862831116,
-0.03348415717482567,
-0.014635279774665833,
0.0376339927315712,
0.010389257222414017,
-0.01654192805290222,
0.0731346383690834,
0.08048020303249359,
0.03376370668411255,
-0.0782492384314537,
0.048738349229097366,
-0.07294914871454239,
-0.03582058474421501,
0.016642430797219276,
-0.04599399119615555,
0.100801020860672,
-0.009900009259581566,
-1.3486688214339e-33,
-0.060127031058073044,
-0.0011764161754399538,
-0.025013959035277367,
-0.0073750377632677555,
-0.0026005133986473083,
0.012072226032614708,
-0.06599252671003342,
-0.058583762496709824,
0.016483943909406662,
0.06829451769590378,
-0.06539132446050644,
0.060565873980522156,
-0.06179205700755119,
-0.08042857050895691,
0.014670701697468758,
0.13027581572532654,
-0.0647759735584259,
0.03185109794139862,
0.0870613232254982,
-0.08116692304611206,
0.09000197052955627,
-0.00030756561318412423,
-0.03492920100688934,
-0.042009610682725906,
0.06802313774824142,
-0.015137611888349056,
0.04473751410841942,
-0.01531900092959404,
0.011481983587145805,
-0.006567880045622587,
-0.08605638891458511,
-0.03505988419055939,
0.0009864591993391514,
-0.09861926734447479,
-0.04239131882786751,
-0.04501926898956299,
-0.006497762631624937,
-0.05265159532427788,
-0.05067777261137962,
-0.053631413727998734,
-0.0042760311625897884,
0.006816844455897808,
0.0014235032722353935,
-0.06876854598522186,
-0.07604523748159409,
-0.09336390346288681,
0.0412915013730526,
-0.07232894748449326,
0.017700547352433205,
-0.05528189241886139,
-0.0064771706238389015,
0.0043681953102350235,
-0.10627617686986923,
-0.019309403374791145,
0.054894499480724335,
0.006574093364179134,
-0.05138387903571129,
0.12184306979179382,
0.009676303714513779,
0.1177433580160141,
-0.05351679399609566,
0.059351854026317596,
0.0358586385846138,
-0.03872127830982208,
0.02991316094994545,
0.0987587422132492,
-0.0774303674697876,
0.05533318594098091,
0.09199327975511551,
-0.05505496263504028,
-0.053338970988988876,
0.0007539509097114205,
-0.03818944841623306,
-0.06867080926895142,
0.016875866800546646,
-0.04526416212320328,
0.010667869821190834,
-0.0746365636587143,
-0.035347580909729004,
0.12007269263267517,
0.020434528589248657,
-0.07347726076841354,
-0.007007583510130644,
-0.009615447372198105,
-0.019290130585432053,
0.0058555747382342815,
-0.017343252897262573,
-0.020318210124969482,
-0.05292003974318504,
-0.02791564352810383,
-0.007475933060050011,
0.07393831014633179,
0.030907372012734413,
0.041765905916690826,
-0.03486223146319389,
-1.1252873340597368e-33,
-0.06754667311906815,
-0.03918154165148735,
0.007659705355763435,
0.029130902141332626,
-0.05743057280778885,
-0.04777370020747185,
-0.017597218975424767,
-0.027491409331560135,
-0.02247353084385395,
-0.01088303979486227,
-0.00026775329024530947,
-0.03642529249191284,
-0.04764385148882866,
0.04984497278928757,
0.014303312636911869,
-0.019950028508901596,
0.03791389614343643,
-0.035532012581825256,
0.0742635726928711,
-0.049358345568180084,
0.04194241762161255,
0.03336130827665329,
0.0008752953144721687,
-0.04980308935046196,
-0.03253205493092537,
0.04819550737738609,
-0.010456622578203678,
0.1491594910621643,
-0.020924830809235573,
0.004016535356640816,
0.010310163721442223,
-0.11564230173826218,
-0.03835427388548851,
-0.02349078468978405,
0.007696905639022589,
0.013133992440998554,
0.030143145471811295,
0.09736991673707962,
-0.062427740544080734,
0.06631646305322647,
0.025011328980326653,
-0.005509017501026392,
0.014437482692301273,
-0.018283439800143242,
0.046125996857881546,
-0.04378902539610863,
0.05407088249921799,
0.041784584522247314,
-0.004390150308609009,
-0.040731821209192276,
0.03871757164597511,
0.04435689374804497,
-0.04204075410962105,
-0.017877303063869476,
-0.09598012268543243,
0.007800073362886906,
0.07183844596147537,
0.05032549798488617,
0.05472421273589134,
0.058309104293584824,
-0.04775223881006241,
-0.02742607332766056,
-0.06728867441415787,
0.013207152485847473,
0.061532363295555115,
0.046158917248249054,
-0.01569286361336708,
-0.03612171858549118,
0.03172718733549118,
-0.055322568863630295,
0.018147621303796768,
-0.048778433352708817,
-0.12943947315216064,
0.0642130896449089,
0.04151704162359238,
0.051375824958086014,
0.022467028349637985,
0.015132507309317589,
-0.027844293043017387,
-0.03730061650276184,
-0.010195888578891754,
0.051100362092256546,
0.022797351703047752,
-0.03897290676832199,
-0.012478827498853207,
0.03171296417713165,
0.016723237931728363,
-0.0733339935541153,
0.024101095274090767,
-0.09331975877285004,
0.030590033158659935,
0.04914698004722595,
-0.04309554398059845,
-0.001982201123610139,
-0.040970735251903534,
-4.7002917114014053e-8,
-0.0399562232196331,
-0.016648821532726288,
0.006618358660489321,
-0.015440879389643669,
0.09812978655099869,
-0.09210554510354996,
-0.02615080215036869,
-0.04346960037946701,
0.003586515551432967,
-0.013647345826029778,
0.1096833273768425,
0.01799952983856201,
-0.02833225578069687,
0.021060390397906303,
0.05673835799098015,
-0.007417142856866121,
-0.06012877821922302,
-0.06418948620557785,
0.029717182740569115,
0.007351304870098829,
0.06660514324903488,
-0.02042998932301998,
0.01447934377938509,
0.02140847221016884,
-0.00125556206330657,
-0.0019129689317196608,
0.029736559838056564,
0.0741146057844162,
-0.010878813453018665,
0.05298815667629242,
-0.007939991541206837,
0.047408148646354675,
0.04924530163407326,
0.04086831957101822,
0.0025072430726140738,
-0.046978432685136795,
0.014970661140978336,
0.030879050493240356,
-0.0609624907374382,
-0.03774188086390495,
-0.052292726933956146,
-0.025578588247299194,
-0.03241157904267311,
0.028064336627721786,
0.01234012097120285,
0.11152749508619308,
0.015264928340911865,
-0.06492779403924942,
-0.034198325127363205,
-0.024869978427886963,
0.006946869660168886,
0.003383484436199069,
0.06016840413212776,
0.009433383122086525,
0.029931778088212013,
-0.0513976588845253,
0.07787665724754333,
-0.08956752717494965,
0.0065508377738296986,
-0.04551652818918228,
0.005759071558713913,
0.048437491059303284,
-0.061688460409641266,
-0.01950852945446968
] | null | null | null | null | null | null | null |
[
-0.06903841346502304,
-0.03475426137447357,
0.04689989611506462,
0.01311260461807251,
0.017101284116506577,
0.02603636309504509,
0.15561343729496002,
0.018423952162265778,
0.08520784229040146,
-0.006365008652210236,
0.011736584827303886,
0.03429662063717842,
0.10480052977800369,
-0.04536699131131172,
-0.10842399299144745,
-0.03516835719347,
0.011189652606844902,
0.06159994751214981,
-0.05620114877820015,
-0.004500137642025948,
0.05358973518013954,
-0.032987236976623535,
-0.005967936012893915,
-0.01144295185804367,
0.06654489040374756,
-0.005729013588279486,
0.08750971406698227,
0.031173987314105034,
0.03861396014690399,
-0.025997040793299675,
0.0011305889347568154,
-0.022783607244491577,
0.03386863321065903,
-0.06582795828580856,
-0.014840134419500828,
0.018894687294960022,
0.04124556854367256,
0.03383273631334305,
0.04043826088309288,
0.08200342953205109,
0.025273658335208893,
0.016896575689315796,
-0.022683102637529373,
0.05029820278286934,
0.012403063476085663,
0.03051755018532276,
0.03705640509724617,
-0.04438578337430954,
-0.1739381104707718,
0.04153816029429436,
-0.003830638248473406,
0.10288726538419724,
-0.02467464655637741,
-0.0017531814519315958,
0.020057756453752518,
-0.05817997455596924,
-0.09097535163164139,
0.07506359368562698,
0.006184922996908426,
0.08183629810810089,
0.008852468803524971,
0.024331416934728622,
-0.029722634702920914,
0.014076557010412216,
0.011771611869335175,
0.056907739490270615,
0.05995869264006615,
0.05443146824836731,
-0.03369584679603577,
0.03246224299073219,
-0.005982154980301857,
0.0036927619948983192,
-0.12267815321683884,
-0.0042924052104353905,
0.04215732589364052,
-0.023103322833776474,
0.006855355575680733,
0.04050096496939659,
0.012858674861490726,
0.03715405613183975,
-0.0046690115705132484,
-0.03482052683830261,
0.03854738920927048,
-0.15630373358726501,
0.05130432918667793,
-0.013335146009922028,
-0.023792225867509842,
0.06263235956430435,
0.02692204713821411,
-0.03472736105322838,
-0.04430346563458443,
-0.08544985949993134,
-0.05659397318959236,
0.06293576955795288,
0.05996325984597206,
-0.08680358529090881,
0.006520972121506929,
0.06638988852500916,
0.02231062762439251,
0.07561373710632324,
-0.011395638808608055,
0.013599361293017864,
-0.04126948118209839,
0.047419533133506775,
0.008841700851917267,
0.0009971318067982793,
0.10476064682006836,
0.014804519712924957,
0.009017405100166798,
-0.016831690445542336,
-0.06390681862831116,
-0.03348415717482567,
-0.014635279774665833,
0.0376339927315712,
0.010389257222414017,
-0.01654192805290222,
0.0731346383690834,
0.08048020303249359,
0.03376370668411255,
-0.0782492384314537,
0.048738349229097366,
-0.07294914871454239,
-0.03582058474421501,
0.016642430797219276,
-0.04599399119615555,
0.100801020860672,
-0.009900009259581566,
-1.3486688214339e-33,
-0.060127031058073044,
-0.0011764161754399538,
-0.025013959035277367,
-0.0073750377632677555,
-0.0026005133986473083,
0.012072226032614708,
-0.06599252671003342,
-0.058583762496709824,
0.016483943909406662,
0.06829451769590378,
-0.06539132446050644,
0.060565873980522156,
-0.06179205700755119,
-0.08042857050895691,
0.014670701697468758,
0.13027581572532654,
-0.0647759735584259,
0.03185109794139862,
0.0870613232254982,
-0.08116692304611206,
0.09000197052955627,
-0.00030756561318412423,
-0.03492920100688934,
-0.042009610682725906,
0.06802313774824142,
-0.015137611888349056,
0.04473751410841942,
-0.01531900092959404,
0.011481983587145805,
-0.006567880045622587,
-0.08605638891458511,
-0.03505988419055939,
0.0009864591993391514,
-0.09861926734447479,
-0.04239131882786751,
-0.04501926898956299,
-0.006497762631624937,
-0.05265159532427788,
-0.05067777261137962,
-0.053631413727998734,
-0.0042760311625897884,
0.006816844455897808,
0.0014235032722353935,
-0.06876854598522186,
-0.07604523748159409,
-0.09336390346288681,
0.0412915013730526,
-0.07232894748449326,
0.017700547352433205,
-0.05528189241886139,
-0.0064771706238389015,
0.0043681953102350235,
-0.10627617686986923,
-0.019309403374791145,
0.054894499480724335,
0.006574093364179134,
-0.05138387903571129,
0.12184306979179382,
0.009676303714513779,
0.1177433580160141,
-0.05351679399609566,
0.059351854026317596,
0.0358586385846138,
-0.03872127830982208,
0.02991316094994545,
0.0987587422132492,
-0.0774303674697876,
0.05533318594098091,
0.09199327975511551,
-0.05505496263504028,
-0.053338970988988876,
0.0007539509097114205,
-0.03818944841623306,
-0.06867080926895142,
0.016875866800546646,
-0.04526416212320328,
0.010667869821190834,
-0.0746365636587143,
-0.035347580909729004,
0.12007269263267517,
0.020434528589248657,
-0.07347726076841354,
-0.007007583510130644,
-0.009615447372198105,
-0.019290130585432053,
0.0058555747382342815,
-0.017343252897262573,
-0.020318210124969482,
-0.05292003974318504,
-0.02791564352810383,
-0.007475933060050011,
0.07393831014633179,
0.030907372012734413,
0.041765905916690826,
-0.03486223146319389,
-1.1252873340597368e-33,
-0.06754667311906815,
-0.03918154165148735,
0.007659705355763435,
0.029130902141332626,
-0.05743057280778885,
-0.04777370020747185,
-0.017597218975424767,
-0.027491409331560135,
-0.02247353084385395,
-0.01088303979486227,
-0.00026775329024530947,
-0.03642529249191284,
-0.04764385148882866,
0.04984497278928757,
0.014303312636911869,
-0.019950028508901596,
0.03791389614343643,
-0.035532012581825256,
0.0742635726928711,
-0.049358345568180084,
0.04194241762161255,
0.03336130827665329,
0.0008752953144721687,
-0.04980308935046196,
-0.03253205493092537,
0.04819550737738609,
-0.010456622578203678,
0.1491594910621643,
-0.020924830809235573,
0.004016535356640816,
0.010310163721442223,
-0.11564230173826218,
-0.03835427388548851,
-0.02349078468978405,
0.007696905639022589,
0.013133992440998554,
0.030143145471811295,
0.09736991673707962,
-0.062427740544080734,
0.06631646305322647,
0.025011328980326653,
-0.005509017501026392,
0.014437482692301273,
-0.018283439800143242,
0.046125996857881546,
-0.04378902539610863,
0.05407088249921799,
0.041784584522247314,
-0.004390150308609009,
-0.040731821209192276,
0.03871757164597511,
0.04435689374804497,
-0.04204075410962105,
-0.017877303063869476,
-0.09598012268543243,
0.007800073362886906,
0.07183844596147537,
0.05032549798488617,
0.05472421273589134,
0.058309104293584824,
-0.04775223881006241,
-0.02742607332766056,
-0.06728867441415787,
0.013207152485847473,
0.061532363295555115,
0.046158917248249054,
-0.01569286361336708,
-0.03612171858549118,
0.03172718733549118,
-0.055322568863630295,
0.018147621303796768,
-0.048778433352708817,
-0.12943947315216064,
0.0642130896449089,
0.04151704162359238,
0.051375824958086014,
0.022467028349637985,
0.015132507309317589,
-0.027844293043017387,
-0.03730061650276184,
-0.010195888578891754,
0.051100362092256546,
0.022797351703047752,
-0.03897290676832199,
-0.012478827498853207,
0.03171296417713165,
0.016723237931728363,
-0.0733339935541153,
0.024101095274090767,
-0.09331975877285004,
0.030590033158659935,
0.04914698004722595,
-0.04309554398059845,
-0.001982201123610139,
-0.040970735251903534,
-4.7002917114014053e-8,
-0.0399562232196331,
-0.016648821532726288,
0.006618358660489321,
-0.015440879389643669,
0.09812978655099869,
-0.09210554510354996,
-0.02615080215036869,
-0.04346960037946701,
0.003586515551432967,
-0.013647345826029778,
0.1096833273768425,
0.01799952983856201,
-0.02833225578069687,
0.021060390397906303,
0.05673835799098015,
-0.007417142856866121,
-0.06012877821922302,
-0.06418948620557785,
0.029717182740569115,
0.007351304870098829,
0.06660514324903488,
-0.02042998932301998,
0.01447934377938509,
0.02140847221016884,
-0.00125556206330657,
-0.0019129689317196608,
0.029736559838056564,
0.0741146057844162,
-0.010878813453018665,
0.05298815667629242,
-0.007939991541206837,
0.047408148646354675,
0.04924530163407326,
0.04086831957101822,
0.0025072430726140738,
-0.046978432685136795,
0.014970661140978336,
0.030879050493240356,
-0.0609624907374382,
-0.03774188086390495,
-0.052292726933956146,
-0.025578588247299194,
-0.03241157904267311,
0.028064336627721786,
0.01234012097120285,
0.11152749508619308,
0.015264928340911865,
-0.06492779403924942,
-0.034198325127363205,
-0.024869978427886963,
0.006946869660168886,
0.003383484436199069,
0.06016840413212776,
0.009433383122086525,
0.029931778088212013,
-0.0513976588845253,
0.07787665724754333,
-0.08956752717494965,
0.0065508377738296986,
-0.04551652818918228,
0.005759071558713913,
0.048437491059303284,
-0.061688460409641266,
-0.01950852945446968
] |
1401.3528
|
Roman Schmeissner
|
Roman Schmeissner, Valerian Thiel, Cl\'ement Jacquard, Claude Fabre,
Nicolas Treps
|
Analysis and filtering of phase noise in an optical frequency comb at
the quantum limit to improve timing measurements
| null | null |
10.1364/OL.39.003603
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The sensitivity of homodyne timing measurements with femtosecond lasers is
only limited by the amplitude and phase noise. We describe a novel method to
analyze the phase noise of a Ti:Sapph oscillator relative to the standard
quantum limit. The broadband passive cavity used to this aim also filters
lowest levels of classical noise at sidebands above 100kHz detection frequency.
Leading to quantum limited carrier-envelope-phase noise at $\mu$s-timescales,
it can improve the sensitivity of a highly sensitive, homodyne timing jitter
measurement by 2 orders of magnitude.
|
[
{
"created": "Wed, 15 Jan 2014 09:28:01 GMT",
"version": "v1"
},
{
"created": "Mon, 3 Feb 2014 08:36:37 GMT",
"version": "v2"
},
{
"created": "Wed, 5 Feb 2014 10:42:16 GMT",
"version": "v3"
}
] |
2015-06-18
|
[
[
"Schmeissner",
"Roman",
""
],
[
"Thiel",
"Valerian",
""
],
[
"Jacquard",
"Clément",
""
],
[
"Fabre",
"Claude",
""
],
[
"Treps",
"Nicolas",
""
]
] |
[
0.03629453107714653,
0.026268519461154938,
-0.018521178513765335,
0.10156094282865524,
-0.0652979165315628,
-0.022196099162101746,
0.057531148195266724,
-0.09919613599777222,
0.009716070257127285,
-0.09273257851600647,
-0.018237434327602386,
-0.03240551799535751,
-0.025133147835731506,
-0.006489473395049572,
0.015629129484295845,
-0.05639044940471649,
0.029776453971862793,
0.07742046564817429,
0.07115872204303741,
0.049322742968797684,
0.04226483032107353,
-0.03545338287949562,
0.0014111411292105913,
-0.005062431562691927,
-0.04248323664069176,
-0.07034405320882797,
-0.05615688115358353,
0.0010924354428425431,
0.04179588332772255,
0.04866212233901024,
0.05006880685687065,
0.02571740746498108,
-0.05956427752971649,
0.06479861587285995,
0.009451105259358883,
-0.048855915665626526,
0.12135596573352814,
-0.038470663130283356,
0.05307794734835625,
-0.0017635414842516184,
0.034612786024808884,
0.0408172644674778,
-0.039866313338279724,
0.05486004054546356,
-0.01697377860546112,
-0.05568379536271095,
0.019985860213637352,
-0.12392406910657883,
-0.13791273534297943,
-0.04859135299921036,
0.03849010542035103,
0.05213812366127968,
-0.009761694818735123,
-0.02536502666771412,
0.01912284828722477,
0.041065607219934464,
0.010719282552599907,
0.0431293286383152,
0.002248015720397234,
0.0005924859433434904,
-0.060514822602272034,
-0.016353437677025795,
-0.09769493341445923,
-0.03834683820605278,
-0.0021930932998657227,
0.018757008016109467,
0.0635790303349495,
0.001617702771909535,
-0.024226557463407516,
0.03027469478547573,
-0.0020116090308874846,
0.04702446982264519,
-0.03322530910372734,
0.04258769750595093,
0.06424827128648758,
0.0022413369733840227,
-0.013230957090854645,
0.06718592345714569,
0.00997377559542656,
-0.039754901081323624,
-0.006892065517604351,
-0.12861348688602448,
0.029315732419490814,
0.02915409952402115,
0.012589754536747932,
0.021854203194379807,
0.08477257937192917,
0.10583211481571198,
-0.12568192183971405,
-0.059652313590049744,
-0.08659538626670837,
-0.015463017858564854,
-0.04767477884888649,
0.024343818426132202,
0.02519271709024906,
0.003546008374541998,
0.10119937360286713,
0.0631018653512001,
0.0040340060368180275,
-0.0046446495689451694,
0.03651933744549751,
-0.003526480868458748,
-0.04533496871590614,
0.05493135005235672,
-0.07753776013851166,
0.07036145776510239,
0.02155889756977558,
0.03418025001883507,
-0.06725268065929413,
0.02480951137840748,
0.01757889986038208,
0.056421708315610886,
0.049879781901836395,
0.011003799736499786,
0.01792277581989765,
0.04053666442632675,
-0.11070747673511505,
0.06528718024492264,
0.06360376626253128,
-0.14464141428470612,
-0.05755080655217171,
-0.006990293972194195,
-0.09055068343877792,
-0.006355170160531998,
0.049800582230091095,
0.03617388382554054,
-0.027946460992097855,
2.6430878438933822e-33,
-0.006826173048466444,
0.030295222997665405,
-0.04697538539767265,
-0.013735868968069553,
-0.07370823621749878,
0.0396985225379467,
-0.03605317324399948,
-0.008374540135264397,
0.026807714253664017,
0.08186594396829605,
0.0033385141286998987,
-0.09296852350234985,
-0.06669316440820694,
-0.03372299298644066,
0.016320854425430298,
-0.03691470995545387,
-0.06332752853631973,
-0.008269640617072582,
0.07155285775661469,
0.053851667791604996,
0.036551348865032196,
-0.047607000917196274,
-0.021740101277828217,
0.026772860437631607,
0.036411818116903305,
-0.05569969862699509,
-0.004945529159158468,
0.01023072935640812,
0.016763044521212578,
0.026893964037299156,
-0.029808398336172104,
0.052801743149757385,
0.047716397792100906,
-0.019990917295217514,
0.09828932583332062,
-0.0627957209944725,
0.03240065649151802,
0.0930909812450409,
-0.061690978705883026,
-0.021521570160984993,
0.052602462470531464,
-0.001145996619015932,
-0.00853737536817789,
0.025665223598480225,
-0.009586397558450699,
0.006919135805219412,
-0.09952110052108765,
0.03685982525348663,
0.08355370163917542,
0.04207979515194893,
-0.055759772658348083,
-0.015146885067224503,
-0.03446066379547119,
0.04671081155538559,
0.07995282858610153,
-0.021839488297700882,
0.12065646052360535,
-0.05374249443411827,
-0.035193271934986115,
0.03593466058373451,
0.020548317581415176,
-0.1157371923327446,
0.08561638742685318,
-0.05417446047067642,
0.012253088876605034,
0.0817045271396637,
-0.01566418632864952,
0.006368190981447697,
-0.05818032845854759,
0.003504360793158412,
-0.00820225290954113,
-0.0014389000134542584,
0.0599096417427063,
-0.03815023973584175,
0.03227728232741356,
0.013082570396363735,
0.08678452670574188,
0.08190465718507767,
0.04906424134969711,
-0.024803342297673225,
0.0631406232714653,
-0.1070065125823021,
-0.007015140261501074,
-0.005989821627736092,
-0.022347617894411087,
-0.023311633616685867,
-0.05713736265897751,
-0.02455338090658188,
-0.08583678305149078,
0.05139152705669403,
-0.017859429121017456,
-0.0018968961667269468,
0.042279116809368134,
0.04161838814616203,
-0.097260482609272,
-1.8104651750677935e-33,
0.00872377585619688,
0.007394843734800816,
0.06775543093681335,
0.07692977786064148,
-0.0105429133400321,
0.01787550374865532,
0.05491321161389351,
0.023468004539608955,
0.06101314723491669,
0.06201393902301788,
0.05997004359960556,
-0.010358558967709541,
-0.0006354106008075178,
-0.01974489912390709,
-0.03534259647130966,
0.032527923583984375,
0.03712277486920357,
-0.0745144858956337,
0.13793957233428955,
0.05358861759305,
-0.022293636575341225,
-0.006054063327610493,
0.005932043306529522,
0.011621593497693539,
0.11817663162946701,
0.05717208981513977,
-0.018445095047354698,
0.026781614869832993,
-0.0029373576398938894,
-0.10956024378538132,
-0.0035388299729675055,
-0.07123232632875443,
0.08271363377571106,
-0.025507712736725807,
-0.0008122071740217507,
0.07351277768611908,
0.07123459875583649,
0.019182944670319557,
0.02010844647884369,
0.001862898119725287,
-0.010589487850666046,
0.0024094402324408293,
-0.04685921221971512,
0.017734311521053314,
0.09276498109102249,
0.10199952870607376,
-0.06663033366203308,
-0.046264488250017166,
-0.01876484602689743,
0.03907870873808861,
-0.013198559172451496,
0.05409563332796097,
0.03346557915210724,
0.014195774681866169,
-0.0067270612344145775,
0.026181986555457115,
-0.007534700445830822,
-0.0008111854549497366,
0.007409458048641682,
0.059602245688438416,
0.01031030435115099,
0.08374213427305222,
-0.02830338105559349,
0.001139367581345141,
-0.03542270138859749,
0.05476434528827667,
0.019573098048567772,
-0.028326207771897316,
0.02598709613084793,
-0.033490411937236786,
-0.04645237326622009,
-0.042721837759017944,
-0.03276650235056877,
0.02198905125260353,
-0.03567049652338028,
-0.03443889692425728,
-0.034149885177612305,
-0.05559852346777916,
-0.007734350860118866,
0.043851032853126526,
0.006215421948581934,
0.04236128553748131,
-0.08363997936248779,
0.027915574610233307,
-0.031149016693234444,
0.035395145416259766,
-0.07560326159000397,
-0.01521521620452404,
-0.015208140015602112,
-0.04429353028535843,
-0.002407171530649066,
0.04951110854744911,
-0.029269345104694366,
-0.006221490912139416,
0.11338578909635544,
-4.346714987946143e-8,
-0.010845723561942577,
-0.04615539312362671,
-0.08737153559923172,
-0.07822510600090027,
0.02433907240629196,
-0.07231701165437698,
0.023855727165937424,
-0.023748859763145447,
-0.017668141052126884,
-0.016639964655041695,
0.02572271041572094,
-0.06276175379753113,
-0.051349055022001266,
-0.014424585737287998,
-0.00407065125182271,
-0.06377486139535904,
-0.030456705018877983,
-0.05959397926926613,
-0.017912156879901886,
-0.02111605554819107,
0.018840016797184944,
-0.01606746017932892,
0.03728281334042549,
-0.03388757258653641,
-0.0585310161113739,
-0.03751256316900253,
0.0018106518546119332,
0.1013735830783844,
0.002760819159448147,
-0.04535694420337677,
-0.024618886411190033,
-0.05390247702598572,
-0.08665787428617477,
0.05177948251366615,
-0.06540688872337341,
-0.034341033548116684,
-0.098938949406147,
0.02723187394440174,
0.09552917629480362,
0.03587867692112923,
0.03142165020108223,
-0.029695751145482063,
-0.03292274847626686,
0.060797661542892456,
-0.01803009770810604,
0.026939673349261284,
0.007358179893344641,
-0.05065092816948891,
0.012808387167751789,
0.09694603830575943,
0.04588304087519646,
0.08810944855213165,
0.013280389830470085,
-0.1029500663280487,
-0.08045212179422379,
0.04395768418908119,
0.016333535313606262,
-0.0023762029595673084,
-0.034806154668331146,
0.01401879359036684,
-0.014385038986802101,
-0.05325700342655182,
0.05905995890498161,
-0.02530592307448387
] | null | null | null | null | null | null | null |
[
0.03629453107714653,
0.026268519461154938,
-0.018521178513765335,
0.10156094282865524,
-0.0652979165315628,
-0.022196099162101746,
0.057531148195266724,
-0.09919613599777222,
0.009716070257127285,
-0.09273257851600647,
-0.018237434327602386,
-0.03240551799535751,
-0.025133147835731506,
-0.006489473395049572,
0.015629129484295845,
-0.05639044940471649,
0.029776453971862793,
0.07742046564817429,
0.07115872204303741,
0.049322742968797684,
0.04226483032107353,
-0.03545338287949562,
0.0014111411292105913,
-0.005062431562691927,
-0.04248323664069176,
-0.07034405320882797,
-0.05615688115358353,
0.0010924354428425431,
0.04179588332772255,
0.04866212233901024,
0.05006880685687065,
0.02571740746498108,
-0.05956427752971649,
0.06479861587285995,
0.009451105259358883,
-0.048855915665626526,
0.12135596573352814,
-0.038470663130283356,
0.05307794734835625,
-0.0017635414842516184,
0.034612786024808884,
0.0408172644674778,
-0.039866313338279724,
0.05486004054546356,
-0.01697377860546112,
-0.05568379536271095,
0.019985860213637352,
-0.12392406910657883,
-0.13791273534297943,
-0.04859135299921036,
0.03849010542035103,
0.05213812366127968,
-0.009761694818735123,
-0.02536502666771412,
0.01912284828722477,
0.041065607219934464,
0.010719282552599907,
0.0431293286383152,
0.002248015720397234,
0.0005924859433434904,
-0.060514822602272034,
-0.016353437677025795,
-0.09769493341445923,
-0.03834683820605278,
-0.0021930932998657227,
0.018757008016109467,
0.0635790303349495,
0.001617702771909535,
-0.024226557463407516,
0.03027469478547573,
-0.0020116090308874846,
0.04702446982264519,
-0.03322530910372734,
0.04258769750595093,
0.06424827128648758,
0.0022413369733840227,
-0.013230957090854645,
0.06718592345714569,
0.00997377559542656,
-0.039754901081323624,
-0.006892065517604351,
-0.12861348688602448,
0.029315732419490814,
0.02915409952402115,
0.012589754536747932,
0.021854203194379807,
0.08477257937192917,
0.10583211481571198,
-0.12568192183971405,
-0.059652313590049744,
-0.08659538626670837,
-0.015463017858564854,
-0.04767477884888649,
0.024343818426132202,
0.02519271709024906,
0.003546008374541998,
0.10119937360286713,
0.0631018653512001,
0.0040340060368180275,
-0.0046446495689451694,
0.03651933744549751,
-0.003526480868458748,
-0.04533496871590614,
0.05493135005235672,
-0.07753776013851166,
0.07036145776510239,
0.02155889756977558,
0.03418025001883507,
-0.06725268065929413,
0.02480951137840748,
0.01757889986038208,
0.056421708315610886,
0.049879781901836395,
0.011003799736499786,
0.01792277581989765,
0.04053666442632675,
-0.11070747673511505,
0.06528718024492264,
0.06360376626253128,
-0.14464141428470612,
-0.05755080655217171,
-0.006990293972194195,
-0.09055068343877792,
-0.006355170160531998,
0.049800582230091095,
0.03617388382554054,
-0.027946460992097855,
2.6430878438933822e-33,
-0.006826173048466444,
0.030295222997665405,
-0.04697538539767265,
-0.013735868968069553,
-0.07370823621749878,
0.0396985225379467,
-0.03605317324399948,
-0.008374540135264397,
0.026807714253664017,
0.08186594396829605,
0.0033385141286998987,
-0.09296852350234985,
-0.06669316440820694,
-0.03372299298644066,
0.016320854425430298,
-0.03691470995545387,
-0.06332752853631973,
-0.008269640617072582,
0.07155285775661469,
0.053851667791604996,
0.036551348865032196,
-0.047607000917196274,
-0.021740101277828217,
0.026772860437631607,
0.036411818116903305,
-0.05569969862699509,
-0.004945529159158468,
0.01023072935640812,
0.016763044521212578,
0.026893964037299156,
-0.029808398336172104,
0.052801743149757385,
0.047716397792100906,
-0.019990917295217514,
0.09828932583332062,
-0.0627957209944725,
0.03240065649151802,
0.0930909812450409,
-0.061690978705883026,
-0.021521570160984993,
0.052602462470531464,
-0.001145996619015932,
-0.00853737536817789,
0.025665223598480225,
-0.009586397558450699,
0.006919135805219412,
-0.09952110052108765,
0.03685982525348663,
0.08355370163917542,
0.04207979515194893,
-0.055759772658348083,
-0.015146885067224503,
-0.03446066379547119,
0.04671081155538559,
0.07995282858610153,
-0.021839488297700882,
0.12065646052360535,
-0.05374249443411827,
-0.035193271934986115,
0.03593466058373451,
0.020548317581415176,
-0.1157371923327446,
0.08561638742685318,
-0.05417446047067642,
0.012253088876605034,
0.0817045271396637,
-0.01566418632864952,
0.006368190981447697,
-0.05818032845854759,
0.003504360793158412,
-0.00820225290954113,
-0.0014389000134542584,
0.0599096417427063,
-0.03815023973584175,
0.03227728232741356,
0.013082570396363735,
0.08678452670574188,
0.08190465718507767,
0.04906424134969711,
-0.024803342297673225,
0.0631406232714653,
-0.1070065125823021,
-0.007015140261501074,
-0.005989821627736092,
-0.022347617894411087,
-0.023311633616685867,
-0.05713736265897751,
-0.02455338090658188,
-0.08583678305149078,
0.05139152705669403,
-0.017859429121017456,
-0.0018968961667269468,
0.042279116809368134,
0.04161838814616203,
-0.097260482609272,
-1.8104651750677935e-33,
0.00872377585619688,
0.007394843734800816,
0.06775543093681335,
0.07692977786064148,
-0.0105429133400321,
0.01787550374865532,
0.05491321161389351,
0.023468004539608955,
0.06101314723491669,
0.06201393902301788,
0.05997004359960556,
-0.010358558967709541,
-0.0006354106008075178,
-0.01974489912390709,
-0.03534259647130966,
0.032527923583984375,
0.03712277486920357,
-0.0745144858956337,
0.13793957233428955,
0.05358861759305,
-0.022293636575341225,
-0.006054063327610493,
0.005932043306529522,
0.011621593497693539,
0.11817663162946701,
0.05717208981513977,
-0.018445095047354698,
0.026781614869832993,
-0.0029373576398938894,
-0.10956024378538132,
-0.0035388299729675055,
-0.07123232632875443,
0.08271363377571106,
-0.025507712736725807,
-0.0008122071740217507,
0.07351277768611908,
0.07123459875583649,
0.019182944670319557,
0.02010844647884369,
0.001862898119725287,
-0.010589487850666046,
0.0024094402324408293,
-0.04685921221971512,
0.017734311521053314,
0.09276498109102249,
0.10199952870607376,
-0.06663033366203308,
-0.046264488250017166,
-0.01876484602689743,
0.03907870873808861,
-0.013198559172451496,
0.05409563332796097,
0.03346557915210724,
0.014195774681866169,
-0.0067270612344145775,
0.026181986555457115,
-0.007534700445830822,
-0.0008111854549497366,
0.007409458048641682,
0.059602245688438416,
0.01031030435115099,
0.08374213427305222,
-0.02830338105559349,
0.001139367581345141,
-0.03542270138859749,
0.05476434528827667,
0.019573098048567772,
-0.028326207771897316,
0.02598709613084793,
-0.033490411937236786,
-0.04645237326622009,
-0.042721837759017944,
-0.03276650235056877,
0.02198905125260353,
-0.03567049652338028,
-0.03443889692425728,
-0.034149885177612305,
-0.05559852346777916,
-0.007734350860118866,
0.043851032853126526,
0.006215421948581934,
0.04236128553748131,
-0.08363997936248779,
0.027915574610233307,
-0.031149016693234444,
0.035395145416259766,
-0.07560326159000397,
-0.01521521620452404,
-0.015208140015602112,
-0.04429353028535843,
-0.002407171530649066,
0.04951110854744911,
-0.029269345104694366,
-0.006221490912139416,
0.11338578909635544,
-4.346714987946143e-8,
-0.010845723561942577,
-0.04615539312362671,
-0.08737153559923172,
-0.07822510600090027,
0.02433907240629196,
-0.07231701165437698,
0.023855727165937424,
-0.023748859763145447,
-0.017668141052126884,
-0.016639964655041695,
0.02572271041572094,
-0.06276175379753113,
-0.051349055022001266,
-0.014424585737287998,
-0.00407065125182271,
-0.06377486139535904,
-0.030456705018877983,
-0.05959397926926613,
-0.017912156879901886,
-0.02111605554819107,
0.018840016797184944,
-0.01606746017932892,
0.03728281334042549,
-0.03388757258653641,
-0.0585310161113739,
-0.03751256316900253,
0.0018106518546119332,
0.1013735830783844,
0.002760819159448147,
-0.04535694420337677,
-0.024618886411190033,
-0.05390247702598572,
-0.08665787428617477,
0.05177948251366615,
-0.06540688872337341,
-0.034341033548116684,
-0.098938949406147,
0.02723187394440174,
0.09552917629480362,
0.03587867692112923,
0.03142165020108223,
-0.029695751145482063,
-0.03292274847626686,
0.060797661542892456,
-0.01803009770810604,
0.026939673349261284,
0.007358179893344641,
-0.05065092816948891,
0.012808387167751789,
0.09694603830575943,
0.04588304087519646,
0.08810944855213165,
0.013280389830470085,
-0.1029500663280487,
-0.08045212179422379,
0.04395768418908119,
0.016333535313606262,
-0.0023762029595673084,
-0.034806154668331146,
0.01401879359036684,
-0.014385038986802101,
-0.05325700342655182,
0.05905995890498161,
-0.02530592307448387
] |
1401.3529
|
Guangyue Han
|
Xianming Liu, Guangyue Han
|
Capacity Regions of Families of Continuous-Time Multi-User Gaussian
Channels
|
27 pages
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we propose to use Brownian motions to model families of
continuous-time multiuser Gaussian channels without bandwidth limit. It turns
out that such a formulation allows parallel translation of many fundamental
notions and techniques from the discrete-time setting to the continuous-time
regime, which enables us to derive the capacity regions of a continuous-time
white Gaussian multiple access channel with/without feedback, a continuous-time
white Gaussian interference channel without feedback and a continuous-time
white Gaussian broadcast channel without feedback. In theory, these capacity
results give the fundamental transmission limit modulation/coding schemes can
achieve for families of continuous-time Gaussian one-hop channels without
bandwidth limit; in practice, the explicit capacity regions derived and
capacity achieving modulation/coding scheme proposed may provide engineering
insights on designing multi-user communication systems operating on an
ultra-wideband regime.
|
[
{
"created": "Wed, 15 Jan 2014 09:30:45 GMT",
"version": "v1"
},
{
"created": "Fri, 24 Jan 2014 14:10:40 GMT",
"version": "v2"
},
{
"created": "Sun, 28 Jun 2015 02:48:07 GMT",
"version": "v3"
}
] |
2015-06-30
|
[
[
"Liu",
"Xianming",
""
],
[
"Han",
"Guangyue",
""
]
] |
[
0.08199876546859741,
-0.05629692226648331,
-0.04839705303311348,
-0.03703249618411064,
0.00745244137942791,
-0.017919626086950302,
0.02080538310110569,
-0.07226838171482086,
-0.004993712529540062,
-0.006208349484950304,
-0.03315455839037895,
0.06680414080619812,
0.012927490286529064,
-0.07007072120904922,
-0.007159162312746048,
0.008662988431751728,
0.1319325566291809,
-0.02789260633289814,
-0.08599746227264404,
-0.00017644227773416787,
0.14000673592090607,
-0.016227658838033676,
0.014676900580525398,
0.03818361833691597,
0.006803295109421015,
-0.05209474265575409,
0.07350368797779083,
0.0017717191949486732,
0.01703610271215439,
-0.013542095199227333,
0.00966669898480177,
-0.028661275282502174,
0.03513415530323982,
-0.018487855792045593,
-0.04371761530637741,
-0.030940409749746323,
0.014000150375068188,
0.0067377034574747086,
0.013808749616146088,
0.11759337037801743,
0.025125164538621902,
-0.00045846981811337173,
-0.03355460613965988,
0.13057772815227509,
-0.06298113614320755,
-0.020807746797800064,
0.018087856471538544,
-0.01313183642923832,
-0.018725650385022163,
-0.02570445090532303,
0.09786338359117508,
0.05445805937051773,
-0.007269307505339384,
0.04256679117679596,
0.07158718258142471,
-0.0881161168217659,
-0.10503122955560684,
0.0629337951540947,
0.005796306300908327,
0.03336116671562195,
-0.024150459095835686,
0.02382330596446991,
0.027521438896656036,
-0.014380011707544327,
0.001759241451509297,
0.10187406092882156,
-0.050461508333683014,
0.07684355974197388,
-0.07457185536623001,
-0.010698378086090088,
-0.08988392353057861,
-0.045991361141204834,
-0.020310571417212486,
0.0562138594686985,
0.07433104515075684,
-0.025537589564919472,
-0.004488913342356682,
0.10590263456106186,
0.022341692820191383,
0.02085454761981964,
0.015869537368416786,
-0.029628386721014977,
0.028987174853682518,
-0.05362777039408684,
-0.0029800806660205126,
0.03592124953866005,
-0.021387770771980286,
0.12541332840919495,
0.032510906457901,
-0.037310563027858734,
-0.023248061537742615,
0.06824951618909836,
0.043557967990636826,
0.027457091957330704,
-0.05506737530231476,
-0.08648574352264404,
-0.011947291903197765,
-0.06580890715122223,
0.01874535158276558,
0.006134177558124065,
0.012004452757537365,
-0.023680005222558975,
0.10633187741041183,
-0.04035448282957077,
-0.03525099903345108,
-0.06216680258512497,
0.07790499925613403,
0.12715710699558258,
0.018219316378235817,
0.020683664828538895,
0.01377215888351202,
0.030493972823023796,
-0.030721614137291908,
0.012813402339816093,
-0.007471541408449411,
0.04091659560799599,
0.02306191436946392,
0.02222653664648533,
-0.021330399438738823,
0.02703629434108734,
-0.008065478876233101,
-0.08554695546627045,
-0.034201882779598236,
-0.0013895482989028096,
-0.045353520661592484,
0.026271436363458633,
0.017251864075660706,
9.69932072109644e-34,
-0.04684077948331833,
-0.02664153464138508,
-0.12178627401590347,
0.026061182841658592,
0.007889657281339169,
0.09774219244718552,
-0.004309146665036678,
0.019178543239831924,
0.002082234714180231,
0.01387057639658451,
0.017376800999045372,
0.034092165529727936,
-0.08540556579828262,
0.041447073221206665,
0.018126225098967552,
0.046729352325201035,
-0.07229436188936234,
-0.03277810290455818,
0.11134802550077438,
-0.03945402801036835,
0.12331601232290268,
-0.029766282066702843,
-0.09981601685285568,
0.0533309206366539,
0.0028371259104460478,
-0.03986002504825592,
-0.007395782507956028,
-0.04924933984875679,
0.06260401010513306,
0.024454113095998764,
-0.05012387037277222,
-0.006401670631021261,
-0.014080996625125408,
-0.07007510960102081,
-0.015400822274386883,
0.017163807526230812,
-0.005710649769753218,
-0.04036350175738335,
-0.04095974564552307,
-0.026136726140975952,
-0.05089046433568001,
-0.0596749484539032,
-0.023085733875632286,
-0.0001887147082015872,
-0.039720602333545685,
-0.10718762129545212,
0.04396812245249748,
0.004343242850154638,
-0.1039314940571785,
0.010686890222132206,
0.029267892241477966,
0.028507227078080177,
-0.014873689040541649,
0.01650971919298172,
0.09793992340564728,
-0.03499409183859825,
-0.010932310484349728,
0.04720582067966461,
-0.004324961919337511,
0.1268606334924698,
-0.015607314184308052,
0.009254828095436096,
-0.009645823389291763,
-0.05703672021627426,
0.011107212863862514,
0.020690301433205605,
-0.03843294456601143,
0.046438947319984436,
0.04826481640338898,
0.0026622123550623655,
-0.017164139077067375,
-0.07438332587480545,
0.012669794261455536,
-0.04233352094888687,
-0.10808032006025314,
-0.05111037939786911,
0.004789684899151325,
-0.05146830528974533,
0.00968807004392147,
0.0914672389626503,
-0.04534613713622093,
-0.0586511567234993,
-0.038628119975328445,
0.0350191593170166,
-0.033471837639808655,
0.019871598109602928,
-0.01945018582046032,
0.052012115716934204,
-0.1523970663547516,
0.002173406071960926,
-0.07834389060735703,
0.06634585559368134,
0.01625991053879261,
-0.01373035553842783,
-0.026209210976958275,
-1.6360565272233138e-33,
0.04242866486310959,
0.02686709351837635,
-0.009666923433542252,
0.004841018933802843,
0.02534397318959236,
-0.009582653641700745,
-0.0037470683455467224,
-0.018105294555425644,
0.027377713471651077,
-0.027761802077293396,
0.02224781922996044,
-0.09154094755649567,
0.01647232100367546,
0.11997659504413605,
-0.0028871556278318167,
-0.08807823807001114,
0.01723255030810833,
0.05933234095573425,
-0.015007722191512585,
-0.03104792721569538,
0.00034519549808464944,
0.008520460687577724,
0.0027499597053974867,
-0.07091718167066574,
0.02324819564819336,
0.0285953301936388,
-0.06316328048706055,
0.10180464386940002,
-0.05193101614713669,
0.04029342532157898,
-0.009355909191071987,
-0.07165788114070892,
0.014491872861981392,
-0.07896970212459564,
0.04185669869184494,
0.018416155129671097,
0.04837092384696007,
0.15716208517551422,
-0.026587149128317833,
-0.02096717245876789,
0.06507335603237152,
-0.06620065122842789,
0.06477554887533188,
0.034498028457164764,
0.06147754564881325,
0.07280893623828888,
-0.04390842095017433,
-0.0013950889697298408,
-0.067619688808918,
-0.014247528277337551,
0.042854443192481995,
0.0061933733522892,
0.026191454380750656,
0.014216860756278038,
-0.018203359097242355,
-0.023822711780667305,
0.03338124603033066,
-0.021570714190602303,
0.06478841602802277,
-0.011817450635135174,
0.000863086839672178,
-0.0808299258351326,
0.032383233308792114,
-0.0016660752007737756,
0.030201178044080734,
-0.07926677912473679,
0.08724331110715866,
-0.028774084523320198,
0.011762353591620922,
0.013248009607195854,
-0.010085755959153175,
-0.007969868369400501,
-0.02522393874824047,
0.03161696344614029,
0.018253376707434654,
0.04089609533548355,
-0.0015057908603921533,
-0.026066092774271965,
-0.034876029938459396,
-0.0020457482896745205,
-0.0411326140165329,
0.11251627653837204,
0.02919059991836548,
-0.009085863828659058,
-0.01624925434589386,
0.04913518205285072,
0.00960352923721075,
-0.057741742581129074,
0.044340841472148895,
-0.1305696666240692,
0.022466307505965233,
0.07879041880369186,
-0.06059391051530838,
0.026649989187717438,
-0.005834872834384441,
-4.344263260236403e-8,
-0.06827253848314285,
0.013093742541968822,
0.006948742084205151,
-0.05574297904968262,
0.07717330008745193,
-0.010381774045526981,
0.021998416632413864,
-0.10145627707242966,
0.06727630645036697,
0.0027043449226766825,
0.028873121365904808,
0.027378598228096962,
-0.013230256736278534,
-0.029818672686815262,
0.06675170361995697,
-0.02252827398478985,
-0.056384358555078506,
-0.10575075447559357,
0.05120405554771423,
0.03177618235349655,
-0.03767447918653488,
-0.04731703922152519,
0.04960859194397926,
0.06437013298273087,
-0.014519467949867249,
0.013716057874262333,
-0.0008517905953340232,
-0.0033158217556774616,
0.06283557415008545,
0.00847465731203556,
0.005169103387743235,
0.0054748267866671085,
0.009961076080799103,
-0.007980048656463623,
-0.07788624614477158,
-0.08589015156030655,
-0.08594822138547897,
0.06655681133270264,
0.02023089863359928,
0.028999224305152893,
0.02482008934020996,
-0.06890524178743362,
0.04369347169995308,
0.011591312475502491,
0.007243144791573286,
0.01808151975274086,
0.0182026457041502,
0.06868583709001541,
-0.008189174346625805,
0.03413014858961105,
0.020474541932344437,
0.015106398612260818,
-0.0005857935757376254,
0.021490031853318214,
-0.026393994688987732,
-0.09036873281002045,
0.07863111048936844,
-0.04063170403242111,
0.016480281949043274,
-0.02301640249788761,
-0.059154000133275986,
0.1151699498295784,
-0.12667745351791382,
0.048295602202415466
] | null | null | null | null | null | null | null |
[
0.08199876546859741,
-0.05629692226648331,
-0.04839705303311348,
-0.03703249618411064,
0.00745244137942791,
-0.017919626086950302,
0.02080538310110569,
-0.07226838171482086,
-0.004993712529540062,
-0.006208349484950304,
-0.03315455839037895,
0.06680414080619812,
0.012927490286529064,
-0.07007072120904922,
-0.007159162312746048,
0.008662988431751728,
0.1319325566291809,
-0.02789260633289814,
-0.08599746227264404,
-0.00017644227773416787,
0.14000673592090607,
-0.016227658838033676,
0.014676900580525398,
0.03818361833691597,
0.006803295109421015,
-0.05209474265575409,
0.07350368797779083,
0.0017717191949486732,
0.01703610271215439,
-0.013542095199227333,
0.00966669898480177,
-0.028661275282502174,
0.03513415530323982,
-0.018487855792045593,
-0.04371761530637741,
-0.030940409749746323,
0.014000150375068188,
0.0067377034574747086,
0.013808749616146088,
0.11759337037801743,
0.025125164538621902,
-0.00045846981811337173,
-0.03355460613965988,
0.13057772815227509,
-0.06298113614320755,
-0.020807746797800064,
0.018087856471538544,
-0.01313183642923832,
-0.018725650385022163,
-0.02570445090532303,
0.09786338359117508,
0.05445805937051773,
-0.007269307505339384,
0.04256679117679596,
0.07158718258142471,
-0.0881161168217659,
-0.10503122955560684,
0.0629337951540947,
0.005796306300908327,
0.03336116671562195,
-0.024150459095835686,
0.02382330596446991,
0.027521438896656036,
-0.014380011707544327,
0.001759241451509297,
0.10187406092882156,
-0.050461508333683014,
0.07684355974197388,
-0.07457185536623001,
-0.010698378086090088,
-0.08988392353057861,
-0.045991361141204834,
-0.020310571417212486,
0.0562138594686985,
0.07433104515075684,
-0.025537589564919472,
-0.004488913342356682,
0.10590263456106186,
0.022341692820191383,
0.02085454761981964,
0.015869537368416786,
-0.029628386721014977,
0.028987174853682518,
-0.05362777039408684,
-0.0029800806660205126,
0.03592124953866005,
-0.021387770771980286,
0.12541332840919495,
0.032510906457901,
-0.037310563027858734,
-0.023248061537742615,
0.06824951618909836,
0.043557967990636826,
0.027457091957330704,
-0.05506737530231476,
-0.08648574352264404,
-0.011947291903197765,
-0.06580890715122223,
0.01874535158276558,
0.006134177558124065,
0.012004452757537365,
-0.023680005222558975,
0.10633187741041183,
-0.04035448282957077,
-0.03525099903345108,
-0.06216680258512497,
0.07790499925613403,
0.12715710699558258,
0.018219316378235817,
0.020683664828538895,
0.01377215888351202,
0.030493972823023796,
-0.030721614137291908,
0.012813402339816093,
-0.007471541408449411,
0.04091659560799599,
0.02306191436946392,
0.02222653664648533,
-0.021330399438738823,
0.02703629434108734,
-0.008065478876233101,
-0.08554695546627045,
-0.034201882779598236,
-0.0013895482989028096,
-0.045353520661592484,
0.026271436363458633,
0.017251864075660706,
9.69932072109644e-34,
-0.04684077948331833,
-0.02664153464138508,
-0.12178627401590347,
0.026061182841658592,
0.007889657281339169,
0.09774219244718552,
-0.004309146665036678,
0.019178543239831924,
0.002082234714180231,
0.01387057639658451,
0.017376800999045372,
0.034092165529727936,
-0.08540556579828262,
0.041447073221206665,
0.018126225098967552,
0.046729352325201035,
-0.07229436188936234,
-0.03277810290455818,
0.11134802550077438,
-0.03945402801036835,
0.12331601232290268,
-0.029766282066702843,
-0.09981601685285568,
0.0533309206366539,
0.0028371259104460478,
-0.03986002504825592,
-0.007395782507956028,
-0.04924933984875679,
0.06260401010513306,
0.024454113095998764,
-0.05012387037277222,
-0.006401670631021261,
-0.014080996625125408,
-0.07007510960102081,
-0.015400822274386883,
0.017163807526230812,
-0.005710649769753218,
-0.04036350175738335,
-0.04095974564552307,
-0.026136726140975952,
-0.05089046433568001,
-0.0596749484539032,
-0.023085733875632286,
-0.0001887147082015872,
-0.039720602333545685,
-0.10718762129545212,
0.04396812245249748,
0.004343242850154638,
-0.1039314940571785,
0.010686890222132206,
0.029267892241477966,
0.028507227078080177,
-0.014873689040541649,
0.01650971919298172,
0.09793992340564728,
-0.03499409183859825,
-0.010932310484349728,
0.04720582067966461,
-0.004324961919337511,
0.1268606334924698,
-0.015607314184308052,
0.009254828095436096,
-0.009645823389291763,
-0.05703672021627426,
0.011107212863862514,
0.020690301433205605,
-0.03843294456601143,
0.046438947319984436,
0.04826481640338898,
0.0026622123550623655,
-0.017164139077067375,
-0.07438332587480545,
0.012669794261455536,
-0.04233352094888687,
-0.10808032006025314,
-0.05111037939786911,
0.004789684899151325,
-0.05146830528974533,
0.00968807004392147,
0.0914672389626503,
-0.04534613713622093,
-0.0586511567234993,
-0.038628119975328445,
0.0350191593170166,
-0.033471837639808655,
0.019871598109602928,
-0.01945018582046032,
0.052012115716934204,
-0.1523970663547516,
0.002173406071960926,
-0.07834389060735703,
0.06634585559368134,
0.01625991053879261,
-0.01373035553842783,
-0.026209210976958275,
-1.6360565272233138e-33,
0.04242866486310959,
0.02686709351837635,
-0.009666923433542252,
0.004841018933802843,
0.02534397318959236,
-0.009582653641700745,
-0.0037470683455467224,
-0.018105294555425644,
0.027377713471651077,
-0.027761802077293396,
0.02224781922996044,
-0.09154094755649567,
0.01647232100367546,
0.11997659504413605,
-0.0028871556278318167,
-0.08807823807001114,
0.01723255030810833,
0.05933234095573425,
-0.015007722191512585,
-0.03104792721569538,
0.00034519549808464944,
0.008520460687577724,
0.0027499597053974867,
-0.07091718167066574,
0.02324819564819336,
0.0285953301936388,
-0.06316328048706055,
0.10180464386940002,
-0.05193101614713669,
0.04029342532157898,
-0.009355909191071987,
-0.07165788114070892,
0.014491872861981392,
-0.07896970212459564,
0.04185669869184494,
0.018416155129671097,
0.04837092384696007,
0.15716208517551422,
-0.026587149128317833,
-0.02096717245876789,
0.06507335603237152,
-0.06620065122842789,
0.06477554887533188,
0.034498028457164764,
0.06147754564881325,
0.07280893623828888,
-0.04390842095017433,
-0.0013950889697298408,
-0.067619688808918,
-0.014247528277337551,
0.042854443192481995,
0.0061933733522892,
0.026191454380750656,
0.014216860756278038,
-0.018203359097242355,
-0.023822711780667305,
0.03338124603033066,
-0.021570714190602303,
0.06478841602802277,
-0.011817450635135174,
0.000863086839672178,
-0.0808299258351326,
0.032383233308792114,
-0.0016660752007737756,
0.030201178044080734,
-0.07926677912473679,
0.08724331110715866,
-0.028774084523320198,
0.011762353591620922,
0.013248009607195854,
-0.010085755959153175,
-0.007969868369400501,
-0.02522393874824047,
0.03161696344614029,
0.018253376707434654,
0.04089609533548355,
-0.0015057908603921533,
-0.026066092774271965,
-0.034876029938459396,
-0.0020457482896745205,
-0.0411326140165329,
0.11251627653837204,
0.02919059991836548,
-0.009085863828659058,
-0.01624925434589386,
0.04913518205285072,
0.00960352923721075,
-0.057741742581129074,
0.044340841472148895,
-0.1305696666240692,
0.022466307505965233,
0.07879041880369186,
-0.06059391051530838,
0.026649989187717438,
-0.005834872834384441,
-4.344263260236403e-8,
-0.06827253848314285,
0.013093742541968822,
0.006948742084205151,
-0.05574297904968262,
0.07717330008745193,
-0.010381774045526981,
0.021998416632413864,
-0.10145627707242966,
0.06727630645036697,
0.0027043449226766825,
0.028873121365904808,
0.027378598228096962,
-0.013230256736278534,
-0.029818672686815262,
0.06675170361995697,
-0.02252827398478985,
-0.056384358555078506,
-0.10575075447559357,
0.05120405554771423,
0.03177618235349655,
-0.03767447918653488,
-0.04731703922152519,
0.04960859194397926,
0.06437013298273087,
-0.014519467949867249,
0.013716057874262333,
-0.0008517905953340232,
-0.0033158217556774616,
0.06283557415008545,
0.00847465731203556,
0.005169103387743235,
0.0054748267866671085,
0.009961076080799103,
-0.007980048656463623,
-0.07788624614477158,
-0.08589015156030655,
-0.08594822138547897,
0.06655681133270264,
0.02023089863359928,
0.028999224305152893,
0.02482008934020996,
-0.06890524178743362,
0.04369347169995308,
0.011591312475502491,
0.007243144791573286,
0.01808151975274086,
0.0182026457041502,
0.06868583709001541,
-0.008189174346625805,
0.03413014858961105,
0.020474541932344437,
0.015106398612260818,
-0.0005857935757376254,
0.021490031853318214,
-0.026393994688987732,
-0.09036873281002045,
0.07863111048936844,
-0.04063170403242111,
0.016480281949043274,
-0.02301640249788761,
-0.059154000133275986,
0.1151699498295784,
-0.12667745351791382,
0.048295602202415466
] |
1401.3530
|
Ingo Laut
|
Ingo Laut, Christoph R\"ath, Lisa W\"orner, Vladimir Nosenko, Sergey
K. Zhdanov, Jan Schablinski, Dietmar Block, Hubertus M. Thomas, Gregor E.
Morfill
|
Network analysis of 3D complex plasma clusters in a rotating electric
field
|
9 pages, 9 figures; corrected Fig.4 and typos
|
Phys. Rev. E 89, 023104 (2014)
|
10.1103/PhysRevE.89.023104
| null |
physics.plasm-ph physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Network analysis was used to study the structure and time evolution of driven
three-dimensional complex plasma clusters. The clusters were created by
suspending micron-size particles in a glass box placed on top of the rf
electrode in a capacitively coupled discharge. The particles were highly
charged and manipulated by an external electric field that had a constant
magnitude and uniformly rotated in the horizontal plane. Depending on the
frequency of the applied electric field, the clusters rotated in the direction
of the electric field or remained stationary. The positions of all particles
were measured using stereoscopic digital in-line holography. The network
analysis revealed the interplay between two competing symmetries in the
cluster. The rotating cluster was shown to be more cylindrical than the
nonrotating cluster. The emergence of vertical strings of particles was also
confirmed.
|
[
{
"created": "Wed, 15 Jan 2014 09:36:10 GMT",
"version": "v1"
},
{
"created": "Thu, 20 Feb 2014 09:21:13 GMT",
"version": "v2"
}
] |
2014-02-21
|
[
[
"Laut",
"Ingo",
""
],
[
"Räth",
"Christoph",
""
],
[
"Wörner",
"Lisa",
""
],
[
"Nosenko",
"Vladimir",
""
],
[
"Zhdanov",
"Sergey K.",
""
],
[
"Schablinski",
"Jan",
""
],
[
"Block",
"Dietmar",
""
],
[
"Thomas",
"Hubertus M.",
""
],
[
"Morfill",
"Gregor E.",
""
]
] |
[
-0.003346244338899851,
-0.027010267600417137,
-0.07033833116292953,
0.0058431425131857395,
-0.02374797686934471,
-0.030315423384308815,
-0.04107970744371414,
-0.016548898071050644,
0.08448679000139236,
-0.013290757313370705,
0.013242166489362717,
-0.0029366053640842438,
0.0003302559780422598,
-0.0036253456491976976,
-0.011573288589715958,
-0.12898169457912445,
-0.02358640916645527,
-0.011687633581459522,
0.011934689246118069,
0.03414859250187874,
0.016945183277130127,
-0.029621345922350883,
-0.028836030513048172,
0.043162018060684204,
0.05208025127649307,
0.08207622170448303,
0.034991614520549774,
-0.02333507128059864,
-0.08323720097541809,
-0.05165920779109001,
0.024457624182105064,
0.058629460632801056,
-0.02423211559653282,
0.026624782010912895,
0.014834958128631115,
-0.021693479269742966,
0.062378596514463425,
0.08739081025123596,
0.017439207062125206,
0.03050893358886242,
-0.0008308608084917068,
0.008489035069942474,
0.01891203783452511,
-0.1063128188252449,
0.012445317581295967,
-0.014968270435929298,
-0.0525505468249321,
-0.06945610791444778,
-0.05771894380450249,
0.028122013434767723,
-0.03865298628807068,
-0.026729043573141098,
0.0008138238335959613,
0.05532841011881828,
0.005909433588385582,
0.0463884063065052,
0.052283696830272675,
0.0006537300650961697,
0.044452372938394547,
-0.029264336451888084,
0.04306958243250847,
-0.020842768251895905,
0.03551987558603287,
0.024013103917241096,
0.030836710706353188,
0.037211813032627106,
0.07253862917423248,
0.03859713301062584,
0.07549624890089035,
-0.029543153941631317,
0.04166942834854126,
0.06841720640659332,
-0.032693881541490555,
-0.0494132861495018,
0.07474105060100555,
0.03457774221897125,
0.021531205624341965,
-0.0017803122755140066,
0.012617943808436394,
0.038994334638118744,
-0.042511358857154846,
0.036463089287281036,
-0.04720466211438179,
0.12375035136938095,
-0.08648382872343063,
0.05140043422579765,
-0.06925314664840698,
-0.06718169897794724,
-0.05676613375544548,
-0.02285502478480339,
-0.05577154457569122,
0.08228161931037903,
-0.05567590147256851,
-0.04778587073087692,
0.01653195545077324,
-0.051751330494880676,
-0.02046375162899494,
0.04564218968153,
0.15676620602607727,
0.020310580730438232,
0.05961957946419716,
-0.0969913974404335,
0.0473451130092144,
0.037091635167598724,
-0.008178619667887688,
-0.03510385379195213,
0.10285565257072449,
-0.01919572614133358,
0.02656419947743416,
0.07504858821630478,
0.03008003532886505,
0.016383850947022438,
-0.09847988188266754,
-0.010373257100582123,
-0.06630832701921463,
0.04875022545456886,
0.030780598521232605,
0.0024430439807474613,
-0.02086029015481472,
0.005444330628961325,
0.03884502872824669,
-0.0317370630800724,
-0.05262341722846031,
0.043049100786447525,
0.045934777706861496,
0.06268202513456345,
0.008380012586712837,
1.1016115921372297e-33,
-0.011105762794613838,
-0.0596037283539772,
0.046775560826063156,
-0.02288311906158924,
0.009805509820580482,
0.01276983879506588,
-0.04216710850596428,
0.06802185624837875,
0.06875710189342499,
0.017548231407999992,
-0.07059060782194138,
0.13405480980873108,
0.10964572429656982,
-0.04551909863948822,
-0.01545384805649519,
-0.12408869713544846,
0.052996695041656494,
0.023452546447515488,
-0.07212120294570923,
-0.006073520053178072,
0.025871023535728455,
0.00456317700445652,
-0.0014985209563747048,
-0.02192050777375698,
-0.06565027683973312,
0.031501758843660355,
-0.041095104068517685,
-0.05371784791350365,
-0.05417250841856003,
0.010435832664370537,
0.09409452974796295,
0.02505514770746231,
-0.019191555678844452,
0.03019774705171585,
-0.027335530146956444,
0.04277341440320015,
-0.018940618261694908,
-0.01644556224346161,
0.023084064945578575,
-0.012886857613921165,
0.0074507384561002254,
0.0010520432842895389,
0.013584338128566742,
-0.054056622087955475,
0.07951761037111282,
0.05512169003486633,
-0.029995683580636978,
-0.07687652856111526,
-0.02987508289515972,
-0.03334098681807518,
-0.010426552034914494,
-0.02997273951768875,
-0.0030582344625145197,
0.04128676652908325,
0.14812123775482178,
0.08774624019861221,
0.010695358738303185,
0.013465208001434803,
0.04147357493638992,
0.012426183559000492,
-0.020398518070578575,
0.015587381087243557,
-0.03181617707014084,
-0.046378474682569504,
-0.03951748460531235,
0.0274631530046463,
0.03461698070168495,
0.070231132209301,
0.04856151342391968,
-0.015924204140901566,
0.05249449238181114,
0.016274508088827133,
-0.1202838197350502,
0.05188218131661415,
0.01750176213681698,
0.08003674447536469,
-0.07546873390674591,
0.10548379272222519,
-0.07622665911912918,
0.024058246985077858,
-0.03328276053071022,
-0.13020700216293335,
-0.09536710381507874,
-0.02046411857008934,
0.021614672616124153,
0.008575854822993279,
0.035060130059719086,
-0.006070886272937059,
-0.08817202597856522,
-0.05547040328383446,
0.021151332184672356,
0.04049970209598541,
0.02493317425251007,
-0.013055458664894104,
-0.08526162803173065,
-3.698785545042455e-33,
0.015800073742866516,
-0.009058783762156963,
-0.018437737599015236,
-0.020120564848184586,
0.010696453042328358,
0.09577355533838272,
-0.062113143503665924,
0.09561487287282944,
-0.0536644272506237,
0.04208769649267197,
0.02171170525252819,
-0.007653658743947744,
-0.07257416099309921,
-0.04731567203998566,
-0.028991244733333588,
0.010509641841053963,
-0.004976567346602678,
-0.01749669946730137,
0.10847245901823044,
-0.00492597371339798,
0.038640767335891724,
-0.022268785163760185,
0.022001903504133224,
-0.009133408777415752,
-0.00820825807750225,
0.010801207274198532,
0.0728769600391388,
-0.04212174564599991,
-0.02894282154738903,
0.13281328976154327,
-0.07970207184553146,
-0.0393257737159729,
0.027135761454701424,
0.06349600851535797,
0.02437409572303295,
0.00034513379796408117,
-0.02413451485335827,
-0.04027103632688522,
-0.008118207566440105,
-0.19841685891151428,
-0.10580866038799286,
0.0711233988404274,
-0.003939260262995958,
-0.003181067295372486,
0.009666512720286846,
0.034122418612241745,
-0.03966843709349632,
0.03232913836836815,
-0.04469543322920799,
0.0835174173116684,
-0.06563475728034973,
-0.01725137047469616,
0.03650800138711929,
-0.023487553000450134,
-0.09665274620056152,
0.06997119635343552,
0.031884852796792984,
0.024021029472351074,
0.07942614704370499,
-0.05310375243425369,
0.01685820333659649,
-0.0977691039443016,
0.03834357112646103,
-0.060344163328409195,
-0.08007165789604187,
-0.04484712332487106,
0.06705747544765472,
-0.013133380562067032,
0.0030939453281462193,
0.0115366131067276,
0.0185661930590868,
0.09643932431936264,
0.037568122148513794,
-0.001895623980090022,
-0.05861787870526314,
-0.04894186556339264,
0.03426393121480942,
-0.026874970644712448,
0.017275609076023102,
-0.04391634091734886,
-0.014024765230715275,
0.01751597598195076,
-0.011675977148115635,
-0.002723282901570201,
0.040707360953092575,
-0.04012691602110863,
-0.007402475457638502,
-0.020367421209812164,
0.0024219392798841,
0.0941428542137146,
0.03130590170621872,
0.03027496673166752,
0.03218191862106323,
0.012330332770943642,
0.007670302409678698,
-4.933187014444229e-8,
0.05894587188959122,
-0.013433504849672318,
0.05291789397597313,
0.019856847822666168,
-0.007912258617579937,
-0.013593526557087898,
0.050770353525877,
0.03858718276023865,
-0.04493243247270584,
-0.050239164382219315,
0.04169350862503052,
0.04076199606060982,
-0.050754617899656296,
-0.003611302003264427,
0.03143509849905968,
0.01754697971045971,
-0.03913377597928047,
-0.07863593101501465,
-0.03649015352129936,
0.040125831961631775,
0.02578236162662506,
0.007199892308562994,
0.016644107177853584,
0.06344658881425858,
-0.009221193380653858,
0.05167128145694733,
0.006026452407240868,
-0.057791974395513535,
-0.06318605691194534,
-0.1197178065776825,
-0.11101438105106354,
0.014033921994268894,
-0.016162151470780373,
0.020638229325413704,
-0.11873282492160797,
-0.022877974435687065,
-0.11530974507331848,
-0.020702101290225983,
-0.04080925136804581,
-0.05818361043930054,
-0.021712040528655052,
-0.044349305331707,
-0.002934223972260952,
-0.05629737302660942,
0.010516311973333359,
0.01476228516548872,
0.03808189928531647,
0.02556922473013401,
-0.027363089844584465,
0.013020285405218601,
-0.05851553753018379,
0.020957663655281067,
-0.02989334426820278,
0.006363347638398409,
-0.08564699441194534,
0.013556469231843948,
-0.056515131145715714,
-0.05550838261842728,
0.07373914122581482,
0.018303722143173218,
0.06087418273091316,
-0.001909583224914968,
-0.04187827929854393,
-0.04545420780777931
] | null | null | null | null | null | null | null |
[
-0.003346244338899851,
-0.027010267600417137,
-0.07033833116292953,
0.0058431425131857395,
-0.02374797686934471,
-0.030315423384308815,
-0.04107970744371414,
-0.016548898071050644,
0.08448679000139236,
-0.013290757313370705,
0.013242166489362717,
-0.0029366053640842438,
0.0003302559780422598,
-0.0036253456491976976,
-0.011573288589715958,
-0.12898169457912445,
-0.02358640916645527,
-0.011687633581459522,
0.011934689246118069,
0.03414859250187874,
0.016945183277130127,
-0.029621345922350883,
-0.028836030513048172,
0.043162018060684204,
0.05208025127649307,
0.08207622170448303,
0.034991614520549774,
-0.02333507128059864,
-0.08323720097541809,
-0.05165920779109001,
0.024457624182105064,
0.058629460632801056,
-0.02423211559653282,
0.026624782010912895,
0.014834958128631115,
-0.021693479269742966,
0.062378596514463425,
0.08739081025123596,
0.017439207062125206,
0.03050893358886242,
-0.0008308608084917068,
0.008489035069942474,
0.01891203783452511,
-0.1063128188252449,
0.012445317581295967,
-0.014968270435929298,
-0.0525505468249321,
-0.06945610791444778,
-0.05771894380450249,
0.028122013434767723,
-0.03865298628807068,
-0.026729043573141098,
0.0008138238335959613,
0.05532841011881828,
0.005909433588385582,
0.0463884063065052,
0.052283696830272675,
0.0006537300650961697,
0.044452372938394547,
-0.029264336451888084,
0.04306958243250847,
-0.020842768251895905,
0.03551987558603287,
0.024013103917241096,
0.030836710706353188,
0.037211813032627106,
0.07253862917423248,
0.03859713301062584,
0.07549624890089035,
-0.029543153941631317,
0.04166942834854126,
0.06841720640659332,
-0.032693881541490555,
-0.0494132861495018,
0.07474105060100555,
0.03457774221897125,
0.021531205624341965,
-0.0017803122755140066,
0.012617943808436394,
0.038994334638118744,
-0.042511358857154846,
0.036463089287281036,
-0.04720466211438179,
0.12375035136938095,
-0.08648382872343063,
0.05140043422579765,
-0.06925314664840698,
-0.06718169897794724,
-0.05676613375544548,
-0.02285502478480339,
-0.05577154457569122,
0.08228161931037903,
-0.05567590147256851,
-0.04778587073087692,
0.01653195545077324,
-0.051751330494880676,
-0.02046375162899494,
0.04564218968153,
0.15676620602607727,
0.020310580730438232,
0.05961957946419716,
-0.0969913974404335,
0.0473451130092144,
0.037091635167598724,
-0.008178619667887688,
-0.03510385379195213,
0.10285565257072449,
-0.01919572614133358,
0.02656419947743416,
0.07504858821630478,
0.03008003532886505,
0.016383850947022438,
-0.09847988188266754,
-0.010373257100582123,
-0.06630832701921463,
0.04875022545456886,
0.030780598521232605,
0.0024430439807474613,
-0.02086029015481472,
0.005444330628961325,
0.03884502872824669,
-0.0317370630800724,
-0.05262341722846031,
0.043049100786447525,
0.045934777706861496,
0.06268202513456345,
0.008380012586712837,
1.1016115921372297e-33,
-0.011105762794613838,
-0.0596037283539772,
0.046775560826063156,
-0.02288311906158924,
0.009805509820580482,
0.01276983879506588,
-0.04216710850596428,
0.06802185624837875,
0.06875710189342499,
0.017548231407999992,
-0.07059060782194138,
0.13405480980873108,
0.10964572429656982,
-0.04551909863948822,
-0.01545384805649519,
-0.12408869713544846,
0.052996695041656494,
0.023452546447515488,
-0.07212120294570923,
-0.006073520053178072,
0.025871023535728455,
0.00456317700445652,
-0.0014985209563747048,
-0.02192050777375698,
-0.06565027683973312,
0.031501758843660355,
-0.041095104068517685,
-0.05371784791350365,
-0.05417250841856003,
0.010435832664370537,
0.09409452974796295,
0.02505514770746231,
-0.019191555678844452,
0.03019774705171585,
-0.027335530146956444,
0.04277341440320015,
-0.018940618261694908,
-0.01644556224346161,
0.023084064945578575,
-0.012886857613921165,
0.0074507384561002254,
0.0010520432842895389,
0.013584338128566742,
-0.054056622087955475,
0.07951761037111282,
0.05512169003486633,
-0.029995683580636978,
-0.07687652856111526,
-0.02987508289515972,
-0.03334098681807518,
-0.010426552034914494,
-0.02997273951768875,
-0.0030582344625145197,
0.04128676652908325,
0.14812123775482178,
0.08774624019861221,
0.010695358738303185,
0.013465208001434803,
0.04147357493638992,
0.012426183559000492,
-0.020398518070578575,
0.015587381087243557,
-0.03181617707014084,
-0.046378474682569504,
-0.03951748460531235,
0.0274631530046463,
0.03461698070168495,
0.070231132209301,
0.04856151342391968,
-0.015924204140901566,
0.05249449238181114,
0.016274508088827133,
-0.1202838197350502,
0.05188218131661415,
0.01750176213681698,
0.08003674447536469,
-0.07546873390674591,
0.10548379272222519,
-0.07622665911912918,
0.024058246985077858,
-0.03328276053071022,
-0.13020700216293335,
-0.09536710381507874,
-0.02046411857008934,
0.021614672616124153,
0.008575854822993279,
0.035060130059719086,
-0.006070886272937059,
-0.08817202597856522,
-0.05547040328383446,
0.021151332184672356,
0.04049970209598541,
0.02493317425251007,
-0.013055458664894104,
-0.08526162803173065,
-3.698785545042455e-33,
0.015800073742866516,
-0.009058783762156963,
-0.018437737599015236,
-0.020120564848184586,
0.010696453042328358,
0.09577355533838272,
-0.062113143503665924,
0.09561487287282944,
-0.0536644272506237,
0.04208769649267197,
0.02171170525252819,
-0.007653658743947744,
-0.07257416099309921,
-0.04731567203998566,
-0.028991244733333588,
0.010509641841053963,
-0.004976567346602678,
-0.01749669946730137,
0.10847245901823044,
-0.00492597371339798,
0.038640767335891724,
-0.022268785163760185,
0.022001903504133224,
-0.009133408777415752,
-0.00820825807750225,
0.010801207274198532,
0.0728769600391388,
-0.04212174564599991,
-0.02894282154738903,
0.13281328976154327,
-0.07970207184553146,
-0.0393257737159729,
0.027135761454701424,
0.06349600851535797,
0.02437409572303295,
0.00034513379796408117,
-0.02413451485335827,
-0.04027103632688522,
-0.008118207566440105,
-0.19841685891151428,
-0.10580866038799286,
0.0711233988404274,
-0.003939260262995958,
-0.003181067295372486,
0.009666512720286846,
0.034122418612241745,
-0.03966843709349632,
0.03232913836836815,
-0.04469543322920799,
0.0835174173116684,
-0.06563475728034973,
-0.01725137047469616,
0.03650800138711929,
-0.023487553000450134,
-0.09665274620056152,
0.06997119635343552,
0.031884852796792984,
0.024021029472351074,
0.07942614704370499,
-0.05310375243425369,
0.01685820333659649,
-0.0977691039443016,
0.03834357112646103,
-0.060344163328409195,
-0.08007165789604187,
-0.04484712332487106,
0.06705747544765472,
-0.013133380562067032,
0.0030939453281462193,
0.0115366131067276,
0.0185661930590868,
0.09643932431936264,
0.037568122148513794,
-0.001895623980090022,
-0.05861787870526314,
-0.04894186556339264,
0.03426393121480942,
-0.026874970644712448,
0.017275609076023102,
-0.04391634091734886,
-0.014024765230715275,
0.01751597598195076,
-0.011675977148115635,
-0.002723282901570201,
0.040707360953092575,
-0.04012691602110863,
-0.007402475457638502,
-0.020367421209812164,
0.0024219392798841,
0.0941428542137146,
0.03130590170621872,
0.03027496673166752,
0.03218191862106323,
0.012330332770943642,
0.007670302409678698,
-4.933187014444229e-8,
0.05894587188959122,
-0.013433504849672318,
0.05291789397597313,
0.019856847822666168,
-0.007912258617579937,
-0.013593526557087898,
0.050770353525877,
0.03858718276023865,
-0.04493243247270584,
-0.050239164382219315,
0.04169350862503052,
0.04076199606060982,
-0.050754617899656296,
-0.003611302003264427,
0.03143509849905968,
0.01754697971045971,
-0.03913377597928047,
-0.07863593101501465,
-0.03649015352129936,
0.040125831961631775,
0.02578236162662506,
0.007199892308562994,
0.016644107177853584,
0.06344658881425858,
-0.009221193380653858,
0.05167128145694733,
0.006026452407240868,
-0.057791974395513535,
-0.06318605691194534,
-0.1197178065776825,
-0.11101438105106354,
0.014033921994268894,
-0.016162151470780373,
0.020638229325413704,
-0.11873282492160797,
-0.022877974435687065,
-0.11530974507331848,
-0.020702101290225983,
-0.04080925136804581,
-0.05818361043930054,
-0.021712040528655052,
-0.044349305331707,
-0.002934223972260952,
-0.05629737302660942,
0.010516311973333359,
0.01476228516548872,
0.03808189928531647,
0.02556922473013401,
-0.027363089844584465,
0.013020285405218601,
-0.05851553753018379,
0.020957663655281067,
-0.02989334426820278,
0.006363347638398409,
-0.08564699441194534,
0.013556469231843948,
-0.056515131145715714,
-0.05550838261842728,
0.07373914122581482,
0.018303722143173218,
0.06087418273091316,
-0.001909583224914968,
-0.04187827929854393,
-0.04545420780777931
] |
1401.3531
|
Ben Fulcher
|
Ben D. Fulcher and Nick S. Jones
|
Highly comparative feature-based time-series classification
| null |
IEEE Trans. Knowl. Data Eng. 26, 3026 (2014)
|
10.1109/TKDE.2014.2316504
| null |
cs.LG cs.AI cs.DB physics.data-an q-bio.QM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A highly comparative, feature-based approach to time series classification is
introduced that uses an extensive database of algorithms to extract thousands
of interpretable features from time series. These features are derived from
across the scientific time-series analysis literature, and include summaries of
time series in terms of their correlation structure, distribution, entropy,
stationarity, scaling properties, and fits to a range of time-series models.
After computing thousands of features for each time series in a training set,
those that are most informative of the class structure are selected using
greedy forward feature selection with a linear classifier. The resulting
feature-based classifiers automatically learn the differences between classes
using a reduced number of time-series properties, and circumvent the need to
calculate distances between time series. Representing time series in this way
results in orders of magnitude of dimensionality reduction, allowing the method
to perform well on very large datasets containing long time series or time
series of different lengths. For many of the datasets studied, classification
performance exceeded that of conventional instance-based classifiers, including
one nearest neighbor classifiers using Euclidean distances and dynamic time
warping and, most importantly, the features selected provide an understanding
of the properties of the dataset, insight that can guide further scientific
investigation.
|
[
{
"created": "Wed, 15 Jan 2014 09:41:50 GMT",
"version": "v1"
},
{
"created": "Fri, 9 May 2014 00:05:57 GMT",
"version": "v2"
}
] |
2017-11-10
|
[
[
"Fulcher",
"Ben D.",
""
],
[
"Jones",
"Nick S.",
""
]
] |
[
-0.0724300667643547,
-0.03820496052503586,
0.0425301156938076,
0.018806684762239456,
0.021766072139143944,
0.020351655781269073,
-0.06644079834222794,
-0.04359923675656319,
0.0015404754085466266,
-0.08280760794878006,
-0.0725875273346901,
-0.05115960165858269,
-0.11498812586069107,
0.07022977620363235,
-0.08353545516729355,
-0.08378081768751144,
0.04636850208044052,
-0.031294021755456924,
0.00645534647628665,
0.005577818490564823,
0.03446849808096886,
0.056268930435180664,
-0.045077133923769,
0.12612122297286987,
0.014373887330293655,
0.02605917677283287,
0.05190758779644966,
0.08533521741628647,
-0.06035621836781502,
0.042312141507864,
-0.055135149508714676,
0.025876307860016823,
0.009334418922662735,
-0.0036021415144205093,
-0.1035175621509552,
0.012911925092339516,
0.004755642265081406,
0.05976632609963417,
-0.056648772209882736,
-0.02239583246409893,
0.059818606823682785,
-0.038488131016492844,
0.016244757920503616,
0.01701941154897213,
0.02978426404297352,
0.07910370081663132,
0.0134300347417593,
-0.08655368536710739,
-0.0050180088728666306,
0.022840842604637146,
-0.06143316626548767,
0.10515197366476059,
-0.07691066712141037,
0.07065639644861221,
-0.012248317711055279,
0.01848278008401394,
0.04087859019637108,
0.030986245721578598,
0.039417415857315063,
-0.007110860198736191,
0.023149210959672928,
-0.028817882761359215,
0.027342721819877625,
0.007983277551829815,
-0.03331651911139488,
-0.009284312836825848,
0.0009118768502958119,
0.06729182600975037,
0.01792548969388008,
-0.058679938316345215,
-0.07578612118959427,
0.09920796006917953,
-0.003737719962373376,
0.08918411284685135,
-0.021108651533722878,
0.07333340495824814,
0.044854000210762024,
0.019562803208827972,
0.053920429199934006,
-0.04734232276678085,
-0.049832746386528015,
0.032274775207042694,
0.013354778289794922,
-0.024261239916086197,
0.05269268900156021,
0.02080676332116127,
0.048348523676395416,
-0.028449445962905884,
-0.014700585044920444,
-0.00266420585103333,
0.03621813654899597,
-0.05823814868927002,
0.07256751507520676,
-0.05369357764720917,
0.01099817082285881,
0.006200611125677824,
-0.0643722265958786,
-0.004736700095236301,
0.045055486261844635,
0.02976541593670845,
-0.03811053931713104,
0.020623082295060158,
0.0058232988230884075,
0.01464829221367836,
0.09118789434432983,
0.0031098444014787674,
0.031713567674160004,
-0.04959390312433243,
0.13430556654930115,
-0.08419044315814972,
-0.010915633291006088,
0.015624177642166615,
-0.11667778342962265,
-0.012100706808269024,
0.03860168531537056,
0.010946676135063171,
-0.03644487261772156,
-0.00011445285053923726,
-0.006841621827334166,
0.07959722727537155,
0.009226363152265549,
-0.005906960926949978,
-0.000958934542723,
0.009436080232262611,
0.09513837844133377,
-0.002960773417726159,
-0.03158828616142273,
4.092524357348088e-33,
0.010186832398176193,
-0.043935373425483704,
0.0059408643282949924,
-0.02749604918062687,
-0.010066349990665913,
0.0032787839882075787,
-0.06518176198005676,
0.03499254584312439,
0.07998695224523544,
0.1087881326675415,
-0.055302828550338745,
0.057364653795957565,
0.022548401728272438,
0.0058336686342954636,
0.03424151614308357,
-0.0058816056698560715,
-0.028437118977308273,
-0.006875912193208933,
0.06204335764050484,
-0.06276784837245941,
0.0012478302232921124,
-0.032614871859550476,
0.04199513792991638,
-0.05186088755726814,
-0.013122317381203175,
0.0052001019939780235,
-0.032266344875097275,
-0.06914006918668747,
-0.02182384766638279,
-0.0018349383026361465,
-0.008034267462790012,
-0.02265871874988079,
-0.05289301648736,
-0.04380287230014801,
0.06033165380358696,
-0.04144032672047615,
-0.041860438883304596,
0.009043806232511997,
0.05459720268845558,
-0.025362100452184677,
-0.02231018990278244,
-0.06874903291463852,
-0.06368296593427658,
0.009561151266098022,
-0.027806254103779793,
0.0741238072514534,
0.053610168397426605,
-0.044642373919487,
-0.05091084539890289,
0.005303433630615473,
-0.014287435449659824,
-0.08397642523050308,
-0.025087878108024597,
-0.07896190136671066,
-0.028496041893959045,
0.024799801409244537,
0.04563942924141884,
0.047454092651605606,
-0.015374007634818554,
0.04780469834804535,
-0.08120904862880707,
0.060920413583517075,
0.014608081430196762,
-0.027579033747315407,
-0.0267853494733572,
-0.0523357093334198,
0.04681829735636711,
0.10148604214191437,
0.012845795601606369,
-0.013489865697920322,
0.06798671931028366,
-0.014391254633665085,
0.030171869322657585,
-0.04386149346828461,
0.06862547248601913,
0.014685576781630516,
0.1307661384344101,
-0.0182578656822443,
-0.06738486140966415,
0.03325323015451431,
-0.07908482104539871,
-0.06271982938051224,
0.09079756587743759,
-0.1119445338845253,
-0.04018025100231171,
-0.013525250367820263,
0.056745197623968124,
-0.018018541857600212,
-0.011297588236629963,
-0.057103052735328674,
-0.06098414584994316,
0.07733672112226486,
0.020977292209863663,
0.045798346400260925,
-0.044480398297309875,
-4.5632617230524275e-33,
-0.000612303672824055,
-0.020413463935256004,
-0.006876233499497175,
-0.0150916688144207,
0.009539192542433739,
-0.0006608794792555273,
-0.11554677039384842,
0.11434800922870636,
-0.040050823241472244,
0.007592154201120138,
0.05844782292842865,
-0.09018468856811523,
0.06318231672048569,
-0.06951432675123215,
-0.05045630410313606,
0.06057528406381607,
-0.024681225419044495,
-0.02079782634973526,
-0.011321714147925377,
0.05816100537776947,
-0.024748940020799637,
0.02052193321287632,
-0.10629032552242279,
-0.03719941899180412,
-0.023256730288267136,
0.010845744982361794,
0.019512247294187546,
0.02413012832403183,
-0.01876632682979107,
-0.057114262133836746,
-0.09161865711212158,
-0.0030641835182905197,
-0.02254445105791092,
0.006448272615671158,
-0.03561220318078995,
0.05541817843914032,
-0.01692764088511467,
-0.07326363772153854,
0.04329771175980568,
0.10953249037265778,
0.04833640903234482,
0.06558492034673691,
-0.004688282497227192,
-0.08398421853780746,
-0.06812583655118942,
-0.02185784839093685,
-0.022250963374972343,
0.1308417171239853,
0.05351249501109123,
0.03697247803211212,
0.05410875007510185,
0.02285061590373516,
-0.02366674318909645,
0.03657515347003937,
0.01027953065931797,
0.04988894611597061,
0.045332346111536026,
-0.013283398002386093,
0.009863092564046383,
0.07334216684103012,
-0.007024664431810379,
-0.0313682034611702,
0.08385378867387772,
0.039081595838069916,
0.04468964412808418,
0.012554467655718327,
0.02383841946721077,
0.01791580766439438,
-0.0024509604554623365,
0.003549011657014489,
0.0736888200044632,
0.024303097277879715,
0.002970330649986863,
-0.05313369631767273,
-0.07699140161275864,
-0.04424568638205528,
0.037356823682785034,
-0.08132902532815933,
-0.02819429710507393,
-0.04405604302883148,
-0.007317316718399525,
-0.010737348347902298,
0.009567203000187874,
0.07161577045917511,
-0.03822500258684158,
0.10885605961084366,
0.07141412794589996,
-0.026964740827679634,
0.05358155816793442,
-0.0007612516055814922,
0.024853665381669998,
0.06014980748295784,
-0.035049423575401306,
0.07748545706272125,
0.05646030604839325,
-4.155846156095322e-8,
-0.06031101942062378,
0.009391030296683311,
0.013779922388494015,
-0.03174851834774017,
0.04823381453752518,
-0.0412922166287899,
0.016818111762404442,
0.13888739049434662,
-0.066243015229702,
-0.02514638938009739,
0.11611700057983398,
-0.05242488160729408,
-0.019836045801639557,
0.07889360189437866,
0.03625485673546791,
-0.02596498280763626,
-0.05308855324983597,
-0.03443114459514618,
-0.04323694109916687,
0.004406946711242199,
0.03821762651205063,
-0.05465102568268776,
0.020295143127441406,
-0.0083596371114254,
0.029304374009370804,
-0.08901213109493256,
-0.029110495001077652,
0.058457158505916595,
0.01861514337360859,
-0.01691238209605217,
-0.021588603034615517,
0.06660521030426025,
-0.03798232227563858,
-0.05854354426264763,
0.026057064533233643,
0.062315139919519424,
-0.037313126027584076,
0.019193820655345917,
-0.13576331734657288,
0.10561075061559677,
-0.08565781265497208,
0.015559238381683826,
-0.06972461938858032,
0.03755117580294609,
-0.0014959534164518118,
-0.04094431921839714,
0.05183805152773857,
-0.06701387465000153,
0.042796775698661804,
0.013580824248492718,
0.08649656921625137,
-0.016405286267399788,
0.06730403006076813,
-0.020906316116452217,
0.056590486317873,
0.061338286846876144,
-0.05612965300679207,
-0.02353735826909542,
-0.0021274106111377478,
-0.04444344714283943,
-0.04868629202246666,
-0.053816523402929306,
-0.03126555308699608,
0.009416173212230206
] | null | null | null | null | null | null | null |
[
-0.0724300667643547,
-0.03820496052503586,
0.0425301156938076,
0.018806684762239456,
0.021766072139143944,
0.020351655781269073,
-0.06644079834222794,
-0.04359923675656319,
0.0015404754085466266,
-0.08280760794878006,
-0.0725875273346901,
-0.05115960165858269,
-0.11498812586069107,
0.07022977620363235,
-0.08353545516729355,
-0.08378081768751144,
0.04636850208044052,
-0.031294021755456924,
0.00645534647628665,
0.005577818490564823,
0.03446849808096886,
0.056268930435180664,
-0.045077133923769,
0.12612122297286987,
0.014373887330293655,
0.02605917677283287,
0.05190758779644966,
0.08533521741628647,
-0.06035621836781502,
0.042312141507864,
-0.055135149508714676,
0.025876307860016823,
0.009334418922662735,
-0.0036021415144205093,
-0.1035175621509552,
0.012911925092339516,
0.004755642265081406,
0.05976632609963417,
-0.056648772209882736,
-0.02239583246409893,
0.059818606823682785,
-0.038488131016492844,
0.016244757920503616,
0.01701941154897213,
0.02978426404297352,
0.07910370081663132,
0.0134300347417593,
-0.08655368536710739,
-0.0050180088728666306,
0.022840842604637146,
-0.06143316626548767,
0.10515197366476059,
-0.07691066712141037,
0.07065639644861221,
-0.012248317711055279,
0.01848278008401394,
0.04087859019637108,
0.030986245721578598,
0.039417415857315063,
-0.007110860198736191,
0.023149210959672928,
-0.028817882761359215,
0.027342721819877625,
0.007983277551829815,
-0.03331651911139488,
-0.009284312836825848,
0.0009118768502958119,
0.06729182600975037,
0.01792548969388008,
-0.058679938316345215,
-0.07578612118959427,
0.09920796006917953,
-0.003737719962373376,
0.08918411284685135,
-0.021108651533722878,
0.07333340495824814,
0.044854000210762024,
0.019562803208827972,
0.053920429199934006,
-0.04734232276678085,
-0.049832746386528015,
0.032274775207042694,
0.013354778289794922,
-0.024261239916086197,
0.05269268900156021,
0.02080676332116127,
0.048348523676395416,
-0.028449445962905884,
-0.014700585044920444,
-0.00266420585103333,
0.03621813654899597,
-0.05823814868927002,
0.07256751507520676,
-0.05369357764720917,
0.01099817082285881,
0.006200611125677824,
-0.0643722265958786,
-0.004736700095236301,
0.045055486261844635,
0.02976541593670845,
-0.03811053931713104,
0.020623082295060158,
0.0058232988230884075,
0.01464829221367836,
0.09118789434432983,
0.0031098444014787674,
0.031713567674160004,
-0.04959390312433243,
0.13430556654930115,
-0.08419044315814972,
-0.010915633291006088,
0.015624177642166615,
-0.11667778342962265,
-0.012100706808269024,
0.03860168531537056,
0.010946676135063171,
-0.03644487261772156,
-0.00011445285053923726,
-0.006841621827334166,
0.07959722727537155,
0.009226363152265549,
-0.005906960926949978,
-0.000958934542723,
0.009436080232262611,
0.09513837844133377,
-0.002960773417726159,
-0.03158828616142273,
4.092524357348088e-33,
0.010186832398176193,
-0.043935373425483704,
0.0059408643282949924,
-0.02749604918062687,
-0.010066349990665913,
0.0032787839882075787,
-0.06518176198005676,
0.03499254584312439,
0.07998695224523544,
0.1087881326675415,
-0.055302828550338745,
0.057364653795957565,
0.022548401728272438,
0.0058336686342954636,
0.03424151614308357,
-0.0058816056698560715,
-0.028437118977308273,
-0.006875912193208933,
0.06204335764050484,
-0.06276784837245941,
0.0012478302232921124,
-0.032614871859550476,
0.04199513792991638,
-0.05186088755726814,
-0.013122317381203175,
0.0052001019939780235,
-0.032266344875097275,
-0.06914006918668747,
-0.02182384766638279,
-0.0018349383026361465,
-0.008034267462790012,
-0.02265871874988079,
-0.05289301648736,
-0.04380287230014801,
0.06033165380358696,
-0.04144032672047615,
-0.041860438883304596,
0.009043806232511997,
0.05459720268845558,
-0.025362100452184677,
-0.02231018990278244,
-0.06874903291463852,
-0.06368296593427658,
0.009561151266098022,
-0.027806254103779793,
0.0741238072514534,
0.053610168397426605,
-0.044642373919487,
-0.05091084539890289,
0.005303433630615473,
-0.014287435449659824,
-0.08397642523050308,
-0.025087878108024597,
-0.07896190136671066,
-0.028496041893959045,
0.024799801409244537,
0.04563942924141884,
0.047454092651605606,
-0.015374007634818554,
0.04780469834804535,
-0.08120904862880707,
0.060920413583517075,
0.014608081430196762,
-0.027579033747315407,
-0.0267853494733572,
-0.0523357093334198,
0.04681829735636711,
0.10148604214191437,
0.012845795601606369,
-0.013489865697920322,
0.06798671931028366,
-0.014391254633665085,
0.030171869322657585,
-0.04386149346828461,
0.06862547248601913,
0.014685576781630516,
0.1307661384344101,
-0.0182578656822443,
-0.06738486140966415,
0.03325323015451431,
-0.07908482104539871,
-0.06271982938051224,
0.09079756587743759,
-0.1119445338845253,
-0.04018025100231171,
-0.013525250367820263,
0.056745197623968124,
-0.018018541857600212,
-0.011297588236629963,
-0.057103052735328674,
-0.06098414584994316,
0.07733672112226486,
0.020977292209863663,
0.045798346400260925,
-0.044480398297309875,
-4.5632617230524275e-33,
-0.000612303672824055,
-0.020413463935256004,
-0.006876233499497175,
-0.0150916688144207,
0.009539192542433739,
-0.0006608794792555273,
-0.11554677039384842,
0.11434800922870636,
-0.040050823241472244,
0.007592154201120138,
0.05844782292842865,
-0.09018468856811523,
0.06318231672048569,
-0.06951432675123215,
-0.05045630410313606,
0.06057528406381607,
-0.024681225419044495,
-0.02079782634973526,
-0.011321714147925377,
0.05816100537776947,
-0.024748940020799637,
0.02052193321287632,
-0.10629032552242279,
-0.03719941899180412,
-0.023256730288267136,
0.010845744982361794,
0.019512247294187546,
0.02413012832403183,
-0.01876632682979107,
-0.057114262133836746,
-0.09161865711212158,
-0.0030641835182905197,
-0.02254445105791092,
0.006448272615671158,
-0.03561220318078995,
0.05541817843914032,
-0.01692764088511467,
-0.07326363772153854,
0.04329771175980568,
0.10953249037265778,
0.04833640903234482,
0.06558492034673691,
-0.004688282497227192,
-0.08398421853780746,
-0.06812583655118942,
-0.02185784839093685,
-0.022250963374972343,
0.1308417171239853,
0.05351249501109123,
0.03697247803211212,
0.05410875007510185,
0.02285061590373516,
-0.02366674318909645,
0.03657515347003937,
0.01027953065931797,
0.04988894611597061,
0.045332346111536026,
-0.013283398002386093,
0.009863092564046383,
0.07334216684103012,
-0.007024664431810379,
-0.0313682034611702,
0.08385378867387772,
0.039081595838069916,
0.04468964412808418,
0.012554467655718327,
0.02383841946721077,
0.01791580766439438,
-0.0024509604554623365,
0.003549011657014489,
0.0736888200044632,
0.024303097277879715,
0.002970330649986863,
-0.05313369631767273,
-0.07699140161275864,
-0.04424568638205528,
0.037356823682785034,
-0.08132902532815933,
-0.02819429710507393,
-0.04405604302883148,
-0.007317316718399525,
-0.010737348347902298,
0.009567203000187874,
0.07161577045917511,
-0.03822500258684158,
0.10885605961084366,
0.07141412794589996,
-0.026964740827679634,
0.05358155816793442,
-0.0007612516055814922,
0.024853665381669998,
0.06014980748295784,
-0.035049423575401306,
0.07748545706272125,
0.05646030604839325,
-4.155846156095322e-8,
-0.06031101942062378,
0.009391030296683311,
0.013779922388494015,
-0.03174851834774017,
0.04823381453752518,
-0.0412922166287899,
0.016818111762404442,
0.13888739049434662,
-0.066243015229702,
-0.02514638938009739,
0.11611700057983398,
-0.05242488160729408,
-0.019836045801639557,
0.07889360189437866,
0.03625485673546791,
-0.02596498280763626,
-0.05308855324983597,
-0.03443114459514618,
-0.04323694109916687,
0.004406946711242199,
0.03821762651205063,
-0.05465102568268776,
0.020295143127441406,
-0.0083596371114254,
0.029304374009370804,
-0.08901213109493256,
-0.029110495001077652,
0.058457158505916595,
0.01861514337360859,
-0.01691238209605217,
-0.021588603034615517,
0.06660521030426025,
-0.03798232227563858,
-0.05854354426264763,
0.026057064533233643,
0.062315139919519424,
-0.037313126027584076,
0.019193820655345917,
-0.13576331734657288,
0.10561075061559677,
-0.08565781265497208,
0.015559238381683826,
-0.06972461938858032,
0.03755117580294609,
-0.0014959534164518118,
-0.04094431921839714,
0.05183805152773857,
-0.06701387465000153,
0.042796775698661804,
0.013580824248492718,
0.08649656921625137,
-0.016405286267399788,
0.06730403006076813,
-0.020906316116452217,
0.056590486317873,
0.061338286846876144,
-0.05612965300679207,
-0.02353735826909542,
-0.0021274106111377478,
-0.04444344714283943,
-0.04868629202246666,
-0.053816523402929306,
-0.03126555308699608,
0.009416173212230206
] |
1401.3533
|
Edward Mitchell
|
E. F. Mitchell, H. M. Ara\'ujo, E. Daly, N. Guerrini, S. Gunes-Lasnet,
D. Griffin, A. Marshall, A. Menicucci, T. Morse, O. Poyntz-Wright, R.
Turchetta, S. Woodward
|
The Highly Miniaturised Radiation Monitor
|
17 pages, 15 figures
| null |
10.1088/1748-0221/9/07/P07010
| null |
physics.ins-det
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present the design and preliminary calibration results of a novel highly
miniaturised particle radiation monitor (HMRM) for spacecraft use. The HMRM
device comprises a telescopic configuration of active pixel sensors enclosed in
a titanium shield, with an estimated total mass of 52 g and volume of 15
cm$^3$. The monitor is intended to provide real-time dosimetry and
identification of energetic charged particles in fluxes of up to 10$^8$
cm$^{-2}$ s$^{-1}$ (omnidirectional). Achieving this capability with such a
small instrument could open new prospects for radiation detection in space.
|
[
{
"created": "Wed, 15 Jan 2014 09:57:58 GMT",
"version": "v1"
},
{
"created": "Fri, 20 Jun 2014 17:35:32 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Mitchell",
"E. F.",
""
],
[
"Araújo",
"H. M.",
""
],
[
"Daly",
"E.",
""
],
[
"Guerrini",
"N.",
""
],
[
"Gunes-Lasnet",
"S.",
""
],
[
"Griffin",
"D.",
""
],
[
"Marshall",
"A.",
""
],
[
"Menicucci",
"A.",
""
],
[
"Morse",
"T.",
""
],
[
"Poyntz-Wright",
"O.",
""
],
[
"Turchetta",
"R.",
""
],
[
"Woodward",
"S.",
""
]
] |
[
0.012335091829299927,
0.057018689811229706,
-0.03040146641433239,
0.029606832191348076,
0.03773321956396103,
-0.06128779426217079,
0.07549919188022614,
0.031517136842012405,
-0.03680393844842911,
0.011726398952305317,
0.02476332150399685,
-0.1213901937007904,
0.005367156583815813,
0.033786971122026443,
-0.07948080450296402,
-0.029889270663261414,
0.12733758985996246,
0.02294647879898548,
0.02884657308459282,
-0.028925808146595955,
-0.09065747261047363,
0.0047828434035182,
-0.018600614741444588,
0.00799055676907301,
0.01501401886343956,
0.055145297199487686,
-0.012718204408884048,
-0.0741346925497055,
-0.05098053067922592,
0.026159411296248436,
0.05567953735589981,
-0.026210004463791847,
0.014960418455302715,
0.004879472777247429,
0.03702932968735695,
-0.0022590351291000843,
0.053338974714279175,
-0.06110725924372673,
-0.07143864780664444,
-0.025534367188811302,
-0.019538545981049538,
-0.01923077553510666,
-0.013946065679192543,
-0.0015976339345797896,
-0.002958886092528701,
-0.00994391180574894,
0.09448330104351044,
-0.08877856284379959,
0.02525435946881771,
0.03429127857089043,
0.03211980313062668,
-0.03199152648448944,
0.025631852447986603,
0.03785979747772217,
-0.023781321942806244,
-0.06929117441177368,
-0.008559352718293667,
-0.11083311587572098,
0.007803631015121937,
-0.006328936200588942,
-0.04676605388522148,
-0.03528847545385361,
-0.013250786811113358,
-0.019689401611685753,
-0.0032566371373832226,
-0.021199407055974007,
0.007056545466184616,
-0.005091159138828516,
0.07916250824928284,
-0.05891245976090431,
-0.01614009402692318,
0.10267456620931625,
-0.022622330114245415,
-0.007344463840126991,
-0.07506494969129562,
-0.01940925605595112,
0.015311811119318008,
0.05938190966844559,
0.1543717235326767,
-0.002863065805286169,
-0.04550836980342865,
-0.05335696041584015,
-0.10838672518730164,
0.062371283769607544,
-0.03972090780735016,
0.06115119904279709,
-0.011668053455650806,
0.11187633126974106,
0.06855848431587219,
-0.03502499312162399,
-0.04319899156689644,
0.007008629385381937,
-0.05613900348544121,
0.006145582068711519,
-0.0360998697578907,
-0.05748658627271652,
0.038486186414957047,
0.004200240597128868,
0.02957725338637829,
0.042898207902908325,
0.00018659947090782225,
-0.02794257551431656,
-0.06296121329069138,
0.1275515854358673,
-0.04765462875366211,
-0.04472879692912102,
0.07096242904663086,
0.00635543605312705,
0.05198536068201065,
-0.01403225027024746,
0.04786099120974541,
-0.013190051540732384,
-0.03161820024251938,
-0.026920786127448082,
0.038664113730192184,
0.044027794152498245,
0.002400111174210906,
0.010460269637405872,
-0.009509570896625519,
-0.06251215934753418,
-0.014875108376145363,
-0.028568707406520844,
-0.009684193879365921,
0.0012163332430645823,
0.11125574260950089,
0.029225356876850128,
0.03561635687947273,
2.7530951970181398e-33,
0.019701650366187096,
0.10170570015907288,
0.04267943277955055,
-0.01449959073215723,
-0.09089529514312744,
0.04423661530017853,
0.029560210183262825,
0.029533790424466133,
0.0626663938164711,
0.02854843996465206,
0.013361497782170773,
0.044612400233745575,
-0.03029736317694187,
0.012622833251953125,
0.05787910148501396,
-0.08248835802078247,
0.04866970330476761,
0.08141280710697174,
0.0189675185829401,
0.02682247944176197,
-0.059001851826906204,
-0.0507282055914402,
0.002060961676761508,
0.0027322012465447187,
0.033692747354507446,
0.11469216644763947,
0.013002360239624977,
0.007313999813050032,
0.026643667370080948,
0.021830836310982704,
0.03253834322094917,
-0.013029676862061024,
0.01992856152355671,
0.08301224559545517,
-0.08996473252773285,
-0.022969352081418037,
-0.13209934532642365,
0.03957104682922363,
-0.01068782713264227,
0.038779787719249725,
0.08313758671283722,
0.05412820726633072,
0.0908040925860405,
-0.040406178683042526,
-0.03510814532637596,
0.003334338776767254,
-0.03884076327085495,
-0.07943030446767807,
0.037491437047719955,
0.04272202402353287,
-0.009880419820547104,
-0.03962751850485802,
-0.05604320392012596,
-0.031143685802817345,
0.11972440779209137,
-0.012116918340325356,
-0.0010725792963057756,
-0.03203308582305908,
-0.007936433888971806,
-0.002947184257209301,
-0.06959473341703415,
0.0012107468210160732,
0.030969586223363876,
0.02260514907538891,
-0.020613739266991615,
0.035495590418577194,
-0.05036765709519386,
0.04936245083808899,
-0.06064080819487572,
0.06284648925065994,
-0.09153865277767181,
0.07688320428133011,
0.012272803112864494,
-0.02851438708603382,
0.051727790385484695,
0.05913276597857475,
0.028203433379530907,
0.051289159804582596,
0.005823529791086912,
-0.013009898364543915,
-0.011404231190681458,
-0.03898182883858681,
0.06447674334049225,
-0.02845592424273491,
-0.030103806406259537,
-0.01541165355592966,
-0.032633841037750244,
-0.005056420806795359,
-0.06672826409339905,
0.031556710600852966,
-0.02558978460729122,
-0.023243088275194168,
-0.05832945927977562,
-0.007812898606061935,
-0.10142932087182999,
-3.314078202770983e-33,
0.0038915914483368397,
-0.031225796788930893,
0.020091306418180466,
0.01820027455687523,
-0.04708300903439522,
0.03580522909760475,
-0.01894107274711132,
0.06791131943464279,
-0.03959840536117554,
0.02332831174135208,
-0.04784512519836426,
0.043003588914871216,
-0.01922706514596939,
-0.011334488168358803,
-0.022676527500152588,
0.08724387735128403,
-0.0028457343578338623,
-0.06198066473007202,
0.03559158742427826,
-0.04026025906205177,
-0.011695414781570435,
0.0648844912648201,
0.03149639815092087,
-0.10573413223028183,
0.0074898190796375275,
0.011874398216605186,
0.10596341639757156,
-0.1445866823196411,
0.06864137202501297,
-0.03315678611397743,
-0.06350883841514587,
-0.007859045639634132,
0.04405669495463371,
0.03223592787981033,
0.05679858848452568,
-0.08584822714328766,
0.11558792740106583,
0.0031804838217794895,
0.023294638842344284,
-0.04515749216079712,
-0.029365794733166695,
0.10585881769657135,
-0.022572806105017662,
-0.006833256222307682,
-0.05935375392436981,
0.0421224907040596,
-0.00417810445651412,
0.08024841547012329,
-0.0006856516120024025,
0.05940555781126022,
-0.0804276168346405,
-0.06718490272760391,
-0.007856078445911407,
0.0481276661157608,
-0.040419142693281174,
0.008493773639202118,
-0.03217219188809395,
0.07837867736816406,
0.013672227039933205,
-0.09458793699741364,
0.030338281765580177,
-0.06799976527690887,
0.02378848008811474,
-0.025982322171330452,
-0.10807614028453827,
0.031622570008039474,
0.006727083586156368,
0.13372431695461273,
-0.03631157800555229,
0.020083358511328697,
0.08404254913330078,
-0.08635464310646057,
0.01785738207399845,
-0.06401509046554565,
0.0045394632034003735,
0.0020545637235045433,
0.06371597945690155,
-0.05034556984901428,
0.07290820777416229,
0.01669193059206009,
0.0025233416818082333,
0.04725141450762749,
0.013313469476997852,
-0.05780811980366707,
0.15445305407047272,
0.03658564016222954,
-0.06351815909147263,
0.012955562211573124,
0.04521862044930458,
-0.008317769505083561,
-0.01596054434776306,
0.007776936981827021,
0.07754259556531906,
-0.007365713827311993,
0.02321789413690567,
-4.871524694749496e-8,
-0.04302188754081726,
-0.03714049607515335,
-0.0539521649479866,
-0.014652957208454609,
-0.07745035737752914,
-0.007834158837795258,
-0.05921971797943115,
-0.0021749052684754133,
0.0028214354533702135,
-0.0004350336967036128,
0.04249688982963562,
-0.03801598399877548,
0.00875143799930811,
-0.04728880152106285,
0.0020201948937028646,
0.008824211545288563,
0.051404256373643875,
-0.05088089406490326,
-0.009581017307937145,
0.0369979664683342,
-0.01054329052567482,
0.02981583960354328,
0.04631456732749939,
-0.03055599331855774,
-0.055903755128383636,
0.05644989013671875,
0.012266016565263271,
-0.03514322265982628,
0.026942647993564606,
-0.08226263523101807,
-0.05806145817041397,
0.03583574667572975,
-0.03330954164266586,
-0.03637407720088959,
0.021328061819076538,
-0.008598016574978828,
-0.04703078418970108,
0.01787853054702282,
0.06712444871664047,
0.0486377589404583,
-0.03716452047228813,
-0.04933176189661026,
-0.06018718332052231,
0.004814604297280312,
-0.08299267292022705,
0.023983053863048553,
0.00989428162574768,
-0.07413967698812485,
-0.11475875973701477,
0.03682348132133484,
0.00297153415158391,
-0.00518318684771657,
-0.000409167492762208,
-0.07943527400493622,
-0.07668896019458771,
0.08837198466062546,
0.044233761727809906,
-0.08558111637830734,
-0.07067637145519257,
0.031051091849803925,
0.043272264301776886,
-0.024257007986307144,
-0.09405326843261719,
0.000014465756066783797
] | null | null | null | null | null | null | null |
[
0.012335091829299927,
0.057018689811229706,
-0.03040146641433239,
0.029606832191348076,
0.03773321956396103,
-0.06128779426217079,
0.07549919188022614,
0.031517136842012405,
-0.03680393844842911,
0.011726398952305317,
0.02476332150399685,
-0.1213901937007904,
0.005367156583815813,
0.033786971122026443,
-0.07948080450296402,
-0.029889270663261414,
0.12733758985996246,
0.02294647879898548,
0.02884657308459282,
-0.028925808146595955,
-0.09065747261047363,
0.0047828434035182,
-0.018600614741444588,
0.00799055676907301,
0.01501401886343956,
0.055145297199487686,
-0.012718204408884048,
-0.0741346925497055,
-0.05098053067922592,
0.026159411296248436,
0.05567953735589981,
-0.026210004463791847,
0.014960418455302715,
0.004879472777247429,
0.03702932968735695,
-0.0022590351291000843,
0.053338974714279175,
-0.06110725924372673,
-0.07143864780664444,
-0.025534367188811302,
-0.019538545981049538,
-0.01923077553510666,
-0.013946065679192543,
-0.0015976339345797896,
-0.002958886092528701,
-0.00994391180574894,
0.09448330104351044,
-0.08877856284379959,
0.02525435946881771,
0.03429127857089043,
0.03211980313062668,
-0.03199152648448944,
0.025631852447986603,
0.03785979747772217,
-0.023781321942806244,
-0.06929117441177368,
-0.008559352718293667,
-0.11083311587572098,
0.007803631015121937,
-0.006328936200588942,
-0.04676605388522148,
-0.03528847545385361,
-0.013250786811113358,
-0.019689401611685753,
-0.0032566371373832226,
-0.021199407055974007,
0.007056545466184616,
-0.005091159138828516,
0.07916250824928284,
-0.05891245976090431,
-0.01614009402692318,
0.10267456620931625,
-0.022622330114245415,
-0.007344463840126991,
-0.07506494969129562,
-0.01940925605595112,
0.015311811119318008,
0.05938190966844559,
0.1543717235326767,
-0.002863065805286169,
-0.04550836980342865,
-0.05335696041584015,
-0.10838672518730164,
0.062371283769607544,
-0.03972090780735016,
0.06115119904279709,
-0.011668053455650806,
0.11187633126974106,
0.06855848431587219,
-0.03502499312162399,
-0.04319899156689644,
0.007008629385381937,
-0.05613900348544121,
0.006145582068711519,
-0.0360998697578907,
-0.05748658627271652,
0.038486186414957047,
0.004200240597128868,
0.02957725338637829,
0.042898207902908325,
0.00018659947090782225,
-0.02794257551431656,
-0.06296121329069138,
0.1275515854358673,
-0.04765462875366211,
-0.04472879692912102,
0.07096242904663086,
0.00635543605312705,
0.05198536068201065,
-0.01403225027024746,
0.04786099120974541,
-0.013190051540732384,
-0.03161820024251938,
-0.026920786127448082,
0.038664113730192184,
0.044027794152498245,
0.002400111174210906,
0.010460269637405872,
-0.009509570896625519,
-0.06251215934753418,
-0.014875108376145363,
-0.028568707406520844,
-0.009684193879365921,
0.0012163332430645823,
0.11125574260950089,
0.029225356876850128,
0.03561635687947273,
2.7530951970181398e-33,
0.019701650366187096,
0.10170570015907288,
0.04267943277955055,
-0.01449959073215723,
-0.09089529514312744,
0.04423661530017853,
0.029560210183262825,
0.029533790424466133,
0.0626663938164711,
0.02854843996465206,
0.013361497782170773,
0.044612400233745575,
-0.03029736317694187,
0.012622833251953125,
0.05787910148501396,
-0.08248835802078247,
0.04866970330476761,
0.08141280710697174,
0.0189675185829401,
0.02682247944176197,
-0.059001851826906204,
-0.0507282055914402,
0.002060961676761508,
0.0027322012465447187,
0.033692747354507446,
0.11469216644763947,
0.013002360239624977,
0.007313999813050032,
0.026643667370080948,
0.021830836310982704,
0.03253834322094917,
-0.013029676862061024,
0.01992856152355671,
0.08301224559545517,
-0.08996473252773285,
-0.022969352081418037,
-0.13209934532642365,
0.03957104682922363,
-0.01068782713264227,
0.038779787719249725,
0.08313758671283722,
0.05412820726633072,
0.0908040925860405,
-0.040406178683042526,
-0.03510814532637596,
0.003334338776767254,
-0.03884076327085495,
-0.07943030446767807,
0.037491437047719955,
0.04272202402353287,
-0.009880419820547104,
-0.03962751850485802,
-0.05604320392012596,
-0.031143685802817345,
0.11972440779209137,
-0.012116918340325356,
-0.0010725792963057756,
-0.03203308582305908,
-0.007936433888971806,
-0.002947184257209301,
-0.06959473341703415,
0.0012107468210160732,
0.030969586223363876,
0.02260514907538891,
-0.020613739266991615,
0.035495590418577194,
-0.05036765709519386,
0.04936245083808899,
-0.06064080819487572,
0.06284648925065994,
-0.09153865277767181,
0.07688320428133011,
0.012272803112864494,
-0.02851438708603382,
0.051727790385484695,
0.05913276597857475,
0.028203433379530907,
0.051289159804582596,
0.005823529791086912,
-0.013009898364543915,
-0.011404231190681458,
-0.03898182883858681,
0.06447674334049225,
-0.02845592424273491,
-0.030103806406259537,
-0.01541165355592966,
-0.032633841037750244,
-0.005056420806795359,
-0.06672826409339905,
0.031556710600852966,
-0.02558978460729122,
-0.023243088275194168,
-0.05832945927977562,
-0.007812898606061935,
-0.10142932087182999,
-3.314078202770983e-33,
0.0038915914483368397,
-0.031225796788930893,
0.020091306418180466,
0.01820027455687523,
-0.04708300903439522,
0.03580522909760475,
-0.01894107274711132,
0.06791131943464279,
-0.03959840536117554,
0.02332831174135208,
-0.04784512519836426,
0.043003588914871216,
-0.01922706514596939,
-0.011334488168358803,
-0.022676527500152588,
0.08724387735128403,
-0.0028457343578338623,
-0.06198066473007202,
0.03559158742427826,
-0.04026025906205177,
-0.011695414781570435,
0.0648844912648201,
0.03149639815092087,
-0.10573413223028183,
0.0074898190796375275,
0.011874398216605186,
0.10596341639757156,
-0.1445866823196411,
0.06864137202501297,
-0.03315678611397743,
-0.06350883841514587,
-0.007859045639634132,
0.04405669495463371,
0.03223592787981033,
0.05679858848452568,
-0.08584822714328766,
0.11558792740106583,
0.0031804838217794895,
0.023294638842344284,
-0.04515749216079712,
-0.029365794733166695,
0.10585881769657135,
-0.022572806105017662,
-0.006833256222307682,
-0.05935375392436981,
0.0421224907040596,
-0.00417810445651412,
0.08024841547012329,
-0.0006856516120024025,
0.05940555781126022,
-0.0804276168346405,
-0.06718490272760391,
-0.007856078445911407,
0.0481276661157608,
-0.040419142693281174,
0.008493773639202118,
-0.03217219188809395,
0.07837867736816406,
0.013672227039933205,
-0.09458793699741364,
0.030338281765580177,
-0.06799976527690887,
0.02378848008811474,
-0.025982322171330452,
-0.10807614028453827,
0.031622570008039474,
0.006727083586156368,
0.13372431695461273,
-0.03631157800555229,
0.020083358511328697,
0.08404254913330078,
-0.08635464310646057,
0.01785738207399845,
-0.06401509046554565,
0.0045394632034003735,
0.0020545637235045433,
0.06371597945690155,
-0.05034556984901428,
0.07290820777416229,
0.01669193059206009,
0.0025233416818082333,
0.04725141450762749,
0.013313469476997852,
-0.05780811980366707,
0.15445305407047272,
0.03658564016222954,
-0.06351815909147263,
0.012955562211573124,
0.04521862044930458,
-0.008317769505083561,
-0.01596054434776306,
0.007776936981827021,
0.07754259556531906,
-0.007365713827311993,
0.02321789413690567,
-4.871524694749496e-8,
-0.04302188754081726,
-0.03714049607515335,
-0.0539521649479866,
-0.014652957208454609,
-0.07745035737752914,
-0.007834158837795258,
-0.05921971797943115,
-0.0021749052684754133,
0.0028214354533702135,
-0.0004350336967036128,
0.04249688982963562,
-0.03801598399877548,
0.00875143799930811,
-0.04728880152106285,
0.0020201948937028646,
0.008824211545288563,
0.051404256373643875,
-0.05088089406490326,
-0.009581017307937145,
0.0369979664683342,
-0.01054329052567482,
0.02981583960354328,
0.04631456732749939,
-0.03055599331855774,
-0.055903755128383636,
0.05644989013671875,
0.012266016565263271,
-0.03514322265982628,
0.026942647993564606,
-0.08226263523101807,
-0.05806145817041397,
0.03583574667572975,
-0.03330954164266586,
-0.03637407720088959,
0.021328061819076538,
-0.008598016574978828,
-0.04703078418970108,
0.01787853054702282,
0.06712444871664047,
0.0486377589404583,
-0.03716452047228813,
-0.04933176189661026,
-0.06018718332052231,
0.004814604297280312,
-0.08299267292022705,
0.023983053863048553,
0.00989428162574768,
-0.07413967698812485,
-0.11475875973701477,
0.03682348132133484,
0.00297153415158391,
-0.00518318684771657,
-0.000409167492762208,
-0.07943527400493622,
-0.07668896019458771,
0.08837198466062546,
0.044233761727809906,
-0.08558111637830734,
-0.07067637145519257,
0.031051091849803925,
0.043272264301776886,
-0.024257007986307144,
-0.09405326843261719,
0.000014465756066783797
] |
1401.3538
|
Dani Korpi
|
Dani Korpi, Taneli Riihonen, Ville Syrj\"al\"a, Lauri Anttila, Mikko
Valkama, Risto Wichman
|
Full-Duplex Transceiver System Calculations: Analysis of ADC and
Linearity Challenges
|
16 pages, 12 figures
|
IEEE Transactions on Wireless Communications, vol. 13, no. 7, pp.
3821-3836, July 2014
|
10.1109/TWC.2014.2315213
| null |
cs.IT cs.ET math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Despite the intensive recent research on wireless single-channel full-duplex
communications, relatively little is known about the transceiver chain
nonidealities of full-duplex devices. In this paper, the effect of nonlinear
distortion occurring in the transmitter power amplifier (PA) and the receiver
chain is analyzed, alongside with the dynamic range requirements of
analog-to-digital converters (ADCs). This is done with detailed system
calculations, which combine the properties of the individual electronics
components to jointly model the complete transceiver chain, including
self-interference cancellation. They also quantify the decrease in the dynamic
range for the signal of interest caused by self-interference at the
analog-to-digital interface. Using these system calculations, we provide
comprehensive numerical results for typical transceiver parameters. The
analytical results are also confirmed with full waveform simulations. We
observe that the nonlinear distortion produced by the transmitter PA is a
significant issue in a full-duplex transceiver and, when using cheaper and less
linear components, also the receiver chain nonlinearities become considerable.
It is also shown that, with digitally-intensive self-interference cancellation,
the quantization noise of the ADCs is another significant problem.
|
[
{
"created": "Wed, 15 Jan 2014 10:43:34 GMT",
"version": "v1"
},
{
"created": "Mon, 14 Apr 2014 06:25:35 GMT",
"version": "v2"
},
{
"created": "Mon, 4 Aug 2014 12:19:38 GMT",
"version": "v3"
}
] |
2014-08-05
|
[
[
"Korpi",
"Dani",
""
],
[
"Riihonen",
"Taneli",
""
],
[
"Syrjälä",
"Ville",
""
],
[
"Anttila",
"Lauri",
""
],
[
"Valkama",
"Mikko",
""
],
[
"Wichman",
"Risto",
""
]
] |
[
0.005467027425765991,
0.08403001725673676,
0.02051950804889202,
0.06838913261890411,
-0.09256748855113983,
-0.06024133786559105,
-0.021076835691928864,
-0.03512389585375786,
0.03078523278236389,
0.058557458221912384,
0.004433462396264076,
0.020612915977835655,
-0.004785940516740084,
-0.0675513818860054,
0.03870350122451782,
0.049568597227334976,
0.05385001003742218,
0.03399793058633804,
-0.047762006521224976,
0.033398762345314026,
0.12287639081478119,
0.03371803089976311,
-0.03600122034549713,
0.04639824107289314,
0.05270431935787201,
-0.09596032649278641,
0.056552838534116745,
-0.0032092505134642124,
-0.03306693211197853,
-0.0563032440841198,
-0.014626785181462765,
-0.0810641497373581,
0.03876136988401413,
-0.021556055173277855,
-0.056618887931108475,
-0.0660889521241188,
0.10387614369392395,
-0.001524861785583198,
0.09289932250976562,
0.04616550728678703,
-0.001800050842575729,
0.03612298518419266,
-0.00705640809610486,
0.058150310069322586,
-0.04962088540196419,
-0.09689754247665405,
-0.040542617440223694,
-0.005937329959124327,
0.008884579874575138,
-0.036782898008823395,
0.07255788147449493,
-0.0005232865223661065,
-0.023856882005929947,
0.07289249449968338,
0.07981941848993301,
0.05176742747426033,
-0.016360649839043617,
0.0982859879732132,
-0.02206442318856716,
0.06643252819776535,
-0.03621923550963402,
0.07873735576868057,
0.03757534176111221,
-0.003953540697693825,
-0.02759556658565998,
0.008270994760096073,
0.023962438106536865,
0.1156228631734848,
0.00179877073969692,
0.006623119581490755,
-0.09704983234405518,
-0.07849424332380295,
0.056975074112415314,
0.016243305057287216,
0.12185356020927429,
-0.015141385607421398,
-0.09729795157909393,
0.033723823726177216,
0.05180852860212326,
0.07374751567840576,
-0.01424322184175253,
-0.04841649532318115,
-0.028904957696795464,
-0.05096075311303139,
0.03502219542860985,
0.017324600368738174,
0.009988372214138508,
0.06101677194237709,
0.03126543015241623,
-0.05872312933206558,
-0.06889753043651581,
-0.023174211382865906,
-0.00979815237224102,
0.03913472592830658,
0.07236849516630173,
-0.03895750269293785,
0.04609476402401924,
-0.02457563951611519,
0.05050898715853691,
-0.01483631506562233,
0.05992892012000084,
0.008812319487333298,
0.05502335727214813,
-0.012384180910885334,
-0.03885164111852646,
-0.0016353699611499906,
-0.03390359506011009,
0.0591454841196537,
0.014554683119058609,
-0.08325745910406113,
0.010437569580972195,
-0.013934832997620106,
-0.012980854138731956,
-0.018857283517718315,
-0.03143058344721794,
0.08654890209436417,
0.071750707924366,
0.05257978290319443,
0.03256283327937126,
-0.13436248898506165,
-0.11417882144451141,
-0.09914714843034744,
0.08295750617980957,
0.12845852971076965,
-0.004680268000811338,
-0.006750849075615406,
-0.0005323527147993445,
-1.9677786912202113e-34,
-0.0701962560415268,
0.049931976944208145,
0.010979819111526012,
0.043580226600170135,
-0.005502216052263975,
-0.02537037432193756,
0.01684163697063923,
0.019322214648127556,
0.044901974499225616,
0.11395860463380814,
0.008082615211606026,
0.036621153354644775,
-0.028770944103598595,
0.015272947959601879,
0.0020172244403511286,
0.057397883385419846,
-0.018811771646142006,
-0.021839234977960587,
0.021696750074625015,
0.08764524757862091,
0.06545921415090561,
0.06779550015926361,
-0.07739370316267014,
0.066329725086689,
0.03043796680867672,
-0.014787999913096428,
-0.03598763421177864,
0.036524105817079544,
-0.004776583984494209,
-0.011295429430902004,
-0.00889674760401249,
0.04414747282862663,
0.057281266897916794,
-0.08240169286727905,
0.0010095234028995037,
0.004484384320676327,
0.04205120727419853,
0.04186981916427612,
-0.003363403957337141,
0.03893541172146797,
-0.06797785311937332,
-0.07759922742843628,
0.032218076288700104,
-0.06100589409470558,
-0.02045757696032524,
-0.13464899361133575,
0.010316739790141582,
-0.00872756540775299,
-0.018446026369929314,
0.021040285006165504,
-0.04871586337685585,
-0.010122479870915413,
-0.06575562804937363,
0.11333034187555313,
0.004630469251424074,
-0.06697139143943787,
0.026945866644382477,
0.006763152778148651,
0.045280661433935165,
0.15541401505470276,
-0.009943727403879166,
-0.014447366818785667,
-0.004853616934269667,
-0.057597674429416656,
-0.033747732639312744,
-0.03760466352105141,
0.017525089904665947,
-0.031240852549672127,
-0.038935594260692596,
-0.06819452345371246,
0.07431557029485703,
-0.005666234064847231,
-0.059733036905527115,
-0.09887772798538208,
0.09207282215356827,
-0.04375681281089783,
-0.04934626817703247,
-0.0005749807460233569,
-0.0158198531717062,
-0.0077505833469331264,
0.012353149242699146,
0.017224034294486046,
0.02472866140305996,
0.05200682580471039,
-0.026072386652231216,
0.017740802839398384,
-0.06509459018707275,
0.009418985806405544,
-0.049201708287000656,
0.08434313535690308,
-0.013321132399141788,
0.07812407612800598,
-0.07811671495437622,
-0.03944086283445358,
-0.02562461979687214,
1.2818142562286873e-34,
0.022248605266213417,
0.0792090892791748,
-0.02805282175540924,
0.015660984441637993,
-0.028504574671387672,
-0.009879431687295437,
0.027925454080104828,
0.08649805188179016,
0.08260976523160934,
-0.057873956859111786,
0.061371877789497375,
-0.031068729236721992,
-0.037707552313804626,
0.08761786669492722,
-0.026611674576997757,
0.03938566520810127,
0.005058708600699902,
0.032831307500600815,
-0.049232251942157745,
-0.030278094112873077,
0.05722876638174057,
0.04202232137322426,
0.018103215843439102,
-0.0653337612748146,
0.04440928250551224,
0.020971786230802536,
-0.05797301232814789,
0.1334657222032547,
0.10555458813905716,
-0.006581529043614864,
0.050047021359205246,
0.025374364107847214,
0.02211262285709381,
-0.014743629842996597,
0.010874324478209019,
0.042045917361974716,
-0.01905216835439205,
0.05401252210140228,
0.07688093185424805,
-0.03739160671830177,
0.0029810997657477856,
-0.06650733202695847,
-0.010625960305333138,
0.03138095512986183,
0.04524962231516838,
-0.07008792459964752,
-0.023359060287475586,
0.0023198530543595552,
0.06890363991260529,
0.03548821434378624,
0.06224846467375755,
0.003468421520665288,
0.0005281555349938571,
-0.011027106083929539,
-0.04345044866204262,
-0.010052083991467953,
-0.02648058719933033,
0.07437294721603394,
0.034876499325037,
0.027588041499257088,
-0.04401540756225586,
-0.007217177655547857,
0.03288234770298004,
-0.05957065895199776,
-0.056349016726017,
0.004472675733268261,
-0.02292802557349205,
0.042427632957696915,
0.0203402042388916,
0.06115136295557022,
-0.08387739211320877,
-0.016547294333577156,
0.012194777838885784,
-0.07975738495588303,
-0.02077748067677021,
0.007902193814516068,
-0.012029820121824741,
-0.0070162261836230755,
0.054347969591617584,
0.008535622619092464,
-0.06846499443054199,
0.03745829686522484,
-0.025473663583397865,
-0.09656257927417755,
-0.068377286195755,
0.017156101763248444,
0.012951930053532124,
-0.04089885205030441,
-0.01160951517522335,
-0.04578467831015587,
-0.03928273171186447,
0.005380676127970219,
-0.1224004328250885,
0.006710555404424667,
-0.01656571589410305,
-4.810081577488745e-8,
0.005939607508480549,
0.03418321534991264,
-0.07860224694013596,
-0.0023657730780541897,
-0.0023004713002592325,
-0.051953304558992386,
0.08275920897722244,
-0.03219960257411003,
-0.012667370028793812,
-0.04664907231926918,
-0.004934311844408512,
0.03924285247921944,
-0.05895616486668587,
0.05680908262729645,
-0.0520780049264431,
-0.009018102660775185,
-0.030877629294991493,
-0.07412788271903992,
0.010891281068325043,
0.016532570123672485,
-0.07453322410583496,
-0.010410781018435955,
-0.07599581778049469,
-0.03996959701180458,
0.042748961597681046,
-0.005432560574263334,
-0.03351818025112152,
0.027530062943696976,
0.056826043874025345,
-0.02274399809539318,
0.03868900239467621,
-0.000603804481215775,
-0.131203293800354,
0.059218306094408035,
-0.046779196709394455,
-0.041298795491456985,
0.004543415270745754,
0.016268497332930565,
0.017908699810504913,
0.051413394510746,
-0.07242424041032791,
-0.06575947999954224,
0.009313233196735382,
0.061503563076257706,
0.05793946608901024,
-0.031650397926568985,
0.00077199493534863,
0.009702665731310844,
0.005733976606279612,
-0.0018123392947018147,
-0.033347196877002716,
0.06958874315023422,
-0.04128348454833031,
-0.13647940754890442,
-0.016893688589334488,
-0.04797591269016266,
0.05543789640069008,
-0.013005772605538368,
-0.019290028139948845,
0.027032392099499702,
-0.056017808616161346,
-0.0348687469959259,
-0.008137363940477371,
0.003207902889698744
] | null | null | null | null | null | null | null |
[
0.005467027425765991,
0.08403001725673676,
0.02051950804889202,
0.06838913261890411,
-0.09256748855113983,
-0.06024133786559105,
-0.021076835691928864,
-0.03512389585375786,
0.03078523278236389,
0.058557458221912384,
0.004433462396264076,
0.020612915977835655,
-0.004785940516740084,
-0.0675513818860054,
0.03870350122451782,
0.049568597227334976,
0.05385001003742218,
0.03399793058633804,
-0.047762006521224976,
0.033398762345314026,
0.12287639081478119,
0.03371803089976311,
-0.03600122034549713,
0.04639824107289314,
0.05270431935787201,
-0.09596032649278641,
0.056552838534116745,
-0.0032092505134642124,
-0.03306693211197853,
-0.0563032440841198,
-0.014626785181462765,
-0.0810641497373581,
0.03876136988401413,
-0.021556055173277855,
-0.056618887931108475,
-0.0660889521241188,
0.10387614369392395,
-0.001524861785583198,
0.09289932250976562,
0.04616550728678703,
-0.001800050842575729,
0.03612298518419266,
-0.00705640809610486,
0.058150310069322586,
-0.04962088540196419,
-0.09689754247665405,
-0.040542617440223694,
-0.005937329959124327,
0.008884579874575138,
-0.036782898008823395,
0.07255788147449493,
-0.0005232865223661065,
-0.023856882005929947,
0.07289249449968338,
0.07981941848993301,
0.05176742747426033,
-0.016360649839043617,
0.0982859879732132,
-0.02206442318856716,
0.06643252819776535,
-0.03621923550963402,
0.07873735576868057,
0.03757534176111221,
-0.003953540697693825,
-0.02759556658565998,
0.008270994760096073,
0.023962438106536865,
0.1156228631734848,
0.00179877073969692,
0.006623119581490755,
-0.09704983234405518,
-0.07849424332380295,
0.056975074112415314,
0.016243305057287216,
0.12185356020927429,
-0.015141385607421398,
-0.09729795157909393,
0.033723823726177216,
0.05180852860212326,
0.07374751567840576,
-0.01424322184175253,
-0.04841649532318115,
-0.028904957696795464,
-0.05096075311303139,
0.03502219542860985,
0.017324600368738174,
0.009988372214138508,
0.06101677194237709,
0.03126543015241623,
-0.05872312933206558,
-0.06889753043651581,
-0.023174211382865906,
-0.00979815237224102,
0.03913472592830658,
0.07236849516630173,
-0.03895750269293785,
0.04609476402401924,
-0.02457563951611519,
0.05050898715853691,
-0.01483631506562233,
0.05992892012000084,
0.008812319487333298,
0.05502335727214813,
-0.012384180910885334,
-0.03885164111852646,
-0.0016353699611499906,
-0.03390359506011009,
0.0591454841196537,
0.014554683119058609,
-0.08325745910406113,
0.010437569580972195,
-0.013934832997620106,
-0.012980854138731956,
-0.018857283517718315,
-0.03143058344721794,
0.08654890209436417,
0.071750707924366,
0.05257978290319443,
0.03256283327937126,
-0.13436248898506165,
-0.11417882144451141,
-0.09914714843034744,
0.08295750617980957,
0.12845852971076965,
-0.004680268000811338,
-0.006750849075615406,
-0.0005323527147993445,
-1.9677786912202113e-34,
-0.0701962560415268,
0.049931976944208145,
0.010979819111526012,
0.043580226600170135,
-0.005502216052263975,
-0.02537037432193756,
0.01684163697063923,
0.019322214648127556,
0.044901974499225616,
0.11395860463380814,
0.008082615211606026,
0.036621153354644775,
-0.028770944103598595,
0.015272947959601879,
0.0020172244403511286,
0.057397883385419846,
-0.018811771646142006,
-0.021839234977960587,
0.021696750074625015,
0.08764524757862091,
0.06545921415090561,
0.06779550015926361,
-0.07739370316267014,
0.066329725086689,
0.03043796680867672,
-0.014787999913096428,
-0.03598763421177864,
0.036524105817079544,
-0.004776583984494209,
-0.011295429430902004,
-0.00889674760401249,
0.04414747282862663,
0.057281266897916794,
-0.08240169286727905,
0.0010095234028995037,
0.004484384320676327,
0.04205120727419853,
0.04186981916427612,
-0.003363403957337141,
0.03893541172146797,
-0.06797785311937332,
-0.07759922742843628,
0.032218076288700104,
-0.06100589409470558,
-0.02045757696032524,
-0.13464899361133575,
0.010316739790141582,
-0.00872756540775299,
-0.018446026369929314,
0.021040285006165504,
-0.04871586337685585,
-0.010122479870915413,
-0.06575562804937363,
0.11333034187555313,
0.004630469251424074,
-0.06697139143943787,
0.026945866644382477,
0.006763152778148651,
0.045280661433935165,
0.15541401505470276,
-0.009943727403879166,
-0.014447366818785667,
-0.004853616934269667,
-0.057597674429416656,
-0.033747732639312744,
-0.03760466352105141,
0.017525089904665947,
-0.031240852549672127,
-0.038935594260692596,
-0.06819452345371246,
0.07431557029485703,
-0.005666234064847231,
-0.059733036905527115,
-0.09887772798538208,
0.09207282215356827,
-0.04375681281089783,
-0.04934626817703247,
-0.0005749807460233569,
-0.0158198531717062,
-0.0077505833469331264,
0.012353149242699146,
0.017224034294486046,
0.02472866140305996,
0.05200682580471039,
-0.026072386652231216,
0.017740802839398384,
-0.06509459018707275,
0.009418985806405544,
-0.049201708287000656,
0.08434313535690308,
-0.013321132399141788,
0.07812407612800598,
-0.07811671495437622,
-0.03944086283445358,
-0.02562461979687214,
1.2818142562286873e-34,
0.022248605266213417,
0.0792090892791748,
-0.02805282175540924,
0.015660984441637993,
-0.028504574671387672,
-0.009879431687295437,
0.027925454080104828,
0.08649805188179016,
0.08260976523160934,
-0.057873956859111786,
0.061371877789497375,
-0.031068729236721992,
-0.037707552313804626,
0.08761786669492722,
-0.026611674576997757,
0.03938566520810127,
0.005058708600699902,
0.032831307500600815,
-0.049232251942157745,
-0.030278094112873077,
0.05722876638174057,
0.04202232137322426,
0.018103215843439102,
-0.0653337612748146,
0.04440928250551224,
0.020971786230802536,
-0.05797301232814789,
0.1334657222032547,
0.10555458813905716,
-0.006581529043614864,
0.050047021359205246,
0.025374364107847214,
0.02211262285709381,
-0.014743629842996597,
0.010874324478209019,
0.042045917361974716,
-0.01905216835439205,
0.05401252210140228,
0.07688093185424805,
-0.03739160671830177,
0.0029810997657477856,
-0.06650733202695847,
-0.010625960305333138,
0.03138095512986183,
0.04524962231516838,
-0.07008792459964752,
-0.023359060287475586,
0.0023198530543595552,
0.06890363991260529,
0.03548821434378624,
0.06224846467375755,
0.003468421520665288,
0.0005281555349938571,
-0.011027106083929539,
-0.04345044866204262,
-0.010052083991467953,
-0.02648058719933033,
0.07437294721603394,
0.034876499325037,
0.027588041499257088,
-0.04401540756225586,
-0.007217177655547857,
0.03288234770298004,
-0.05957065895199776,
-0.056349016726017,
0.004472675733268261,
-0.02292802557349205,
0.042427632957696915,
0.0203402042388916,
0.06115136295557022,
-0.08387739211320877,
-0.016547294333577156,
0.012194777838885784,
-0.07975738495588303,
-0.02077748067677021,
0.007902193814516068,
-0.012029820121824741,
-0.0070162261836230755,
0.054347969591617584,
0.008535622619092464,
-0.06846499443054199,
0.03745829686522484,
-0.025473663583397865,
-0.09656257927417755,
-0.068377286195755,
0.017156101763248444,
0.012951930053532124,
-0.04089885205030441,
-0.01160951517522335,
-0.04578467831015587,
-0.03928273171186447,
0.005380676127970219,
-0.1224004328250885,
0.006710555404424667,
-0.01656571589410305,
-4.810081577488745e-8,
0.005939607508480549,
0.03418321534991264,
-0.07860224694013596,
-0.0023657730780541897,
-0.0023004713002592325,
-0.051953304558992386,
0.08275920897722244,
-0.03219960257411003,
-0.012667370028793812,
-0.04664907231926918,
-0.004934311844408512,
0.03924285247921944,
-0.05895616486668587,
0.05680908262729645,
-0.0520780049264431,
-0.009018102660775185,
-0.030877629294991493,
-0.07412788271903992,
0.010891281068325043,
0.016532570123672485,
-0.07453322410583496,
-0.010410781018435955,
-0.07599581778049469,
-0.03996959701180458,
0.042748961597681046,
-0.005432560574263334,
-0.03351818025112152,
0.027530062943696976,
0.056826043874025345,
-0.02274399809539318,
0.03868900239467621,
-0.000603804481215775,
-0.131203293800354,
0.059218306094408035,
-0.046779196709394455,
-0.041298795491456985,
0.004543415270745754,
0.016268497332930565,
0.017908699810504913,
0.051413394510746,
-0.07242424041032791,
-0.06575947999954224,
0.009313233196735382,
0.061503563076257706,
0.05793946608901024,
-0.031650397926568985,
0.00077199493534863,
0.009702665731310844,
0.005733976606279612,
-0.0018123392947018147,
-0.033347196877002716,
0.06958874315023422,
-0.04128348454833031,
-0.13647940754890442,
-0.016893688589334488,
-0.04797591269016266,
0.05543789640069008,
-0.013005772605538368,
-0.019290028139948845,
0.027032392099499702,
-0.056017808616161346,
-0.0348687469959259,
-0.008137363940477371,
0.003207902889698744
] |
1401.3541
|
Habib Sidi b.a.
|
Habib B.A. Sidi, Zwi Altman and Abdoulaye Tall
|
Self-Optimizing Mechanisms for EMF Reduction in Heterogeneous Networks
| null | null | null | null |
cs.NI cs.PF
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper focuses on the exposure to Radio Frequency (RF) Electromagnetic
Fields (EMF) and on optimization methods to reduce it. Within the FP7 LEXNET
project, an Exposure Index (EI) has been defined that aggregates the essential
components that impact exposure to EMF. The EI includes, among other, downlink
(DL) exposure induced by the base stations (BSs) and access points, the uplink
(UL) exposure induced by the devices in communication, and the corresponding
exposure time. Motivated by the EI definition, this paper develops stochastic
approximation based self-optimizing algorithm that dynamically adapts the
network to reduce the EI in a heterogeneous network with macro- and small
cells. It is argued that the increase of the small cells' coverage can, to a
certain extent, reduce the EI, but above a certain limit, will deteriorate DL
QoS. A load balancing algorithm is formulated that adapts the small cell'
coverage based on UL loads and a DL QoS indicator. The proof of convergence of
the algorithm is provided and its performance in terms of EI reduction is
illustrated through extensive numerical simulations.
|
[
{
"created": "Wed, 15 Jan 2014 10:57:42 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Sidi",
"Habib B. A.",
""
],
[
"Altman",
"Zwi",
""
],
[
"Tall",
"Abdoulaye",
""
]
] |
[
0.038287628442049026,
0.13888992369174957,
0.058572977781295776,
0.0066325124353170395,
-0.019048701971769333,
-0.06425734609365463,
0.0658000111579895,
0.07588135451078415,
-0.02167576737701893,
0.011662173084914684,
-0.0760577991604805,
0.05269478261470795,
0.07572339475154877,
-0.022934069857001305,
0.010199720971286297,
0.014719727449119091,
0.07891121506690979,
-0.010126291774213314,
-0.04796898737549782,
0.015452885068953037,
-0.017790867015719414,
0.0035752090625464916,
-0.06629539281129837,
-0.04909555986523628,
0.03323851898312569,
-0.07209841907024384,
0.046188823878765106,
0.06054392829537392,
-0.018850106745958328,
-0.023534223437309265,
0.03187325596809387,
-0.024179251864552498,
0.04115085303783417,
-0.044912949204444885,
-0.08472123742103577,
-0.0471176877617836,
-0.0736914649605751,
-0.029444001615047455,
-0.007512099575251341,
0.030720464885234833,
-0.05861937627196312,
-0.0059180548414587975,
-0.0416383370757103,
0.08411864191293716,
-0.07129159569740295,
-0.0032104498241096735,
-0.010698527097702026,
0.03711915388703346,
0.04292479529976845,
-0.1018078550696373,
0.08367010205984116,
0.01359919086098671,
-0.025745052844285965,
0.12187648564577103,
0.005878811702132225,
-0.019456272944808006,
-0.05858885496854782,
-0.041710250079631805,
-0.019054539501667023,
0.03078385815024376,
0.030855005607008934,
-0.05293930694460869,
0.03191881254315376,
0.041913650929927826,
-0.00847696978598833,
0.033815596252679825,
0.09692291170358658,
0.06919433921575546,
-0.037004098296165466,
0.018634606152772903,
0.01776639185845852,
0.005443046800792217,
-0.026934413239359856,
0.013771185651421547,
0.08173105120658875,
0.11631711572408676,
0.00435545202344656,
0.028232799842953682,
0.015503576956689358,
0.0049384296871721745,
0.016231568530201912,
0.048171982169151306,
0.01521074865013361,
-0.05416182801127434,
0.02634268067777157,
-0.01801210828125477,
-0.08993185311555862,
-0.009986642748117447,
0.030046457424759865,
-0.043821923434734344,
0.002177053363993764,
0.05544990301132202,
-0.037076838314533234,
0.06110275536775589,
0.025509130209684372,
0.024250607937574387,
-0.008013271726667881,
-0.09606648981571198,
-0.004239519126713276,
0.0694267600774765,
0.0007876920280978084,
-0.05276560038328171,
-0.011968606151640415,
0.04340767487883568,
0.021653318777680397,
-0.07140437513589859,
0.07090909779071808,
-0.02230963297188282,
-0.01684374362230301,
-0.12785553932189941,
-0.0236128568649292,
0.01148488000035286,
-0.03424275293946266,
-0.009689828380942345,
-0.03477616608142853,
0.04747384414076805,
0.1074993833899498,
0.04322515428066254,
0.0535678006708622,
0.03299109637737274,
0.013218673877418041,
-0.03955007344484329,
0.0037947569508105516,
0.02440580539405346,
0.0541168674826622,
0.040162764489650726,
-0.008396169170737267,
1.0079800921397507e-34,
-0.08410954475402832,
0.07119087129831314,
-0.018893450498580933,
-0.0976877212524414,
0.05564141646027565,
-0.04153517261147499,
0.03159189224243164,
0.04652911424636841,
0.05447714775800705,
-0.009119107387959957,
-0.06382697075605392,
0.07091841846704483,
0.005130541976541281,
-0.007995711639523506,
0.1343827247619629,
-0.06925894320011139,
-0.05540768802165985,
0.03109011985361576,
0.08922086656093597,
-0.08788063377141953,
0.03502800315618515,
-0.19075453281402588,
-0.007249997463077307,
-0.04396945610642433,
0.018592365086078644,
0.04209427163004875,
0.021817084401845932,
-0.03721851855516434,
0.021940749138593674,
0.024097027257084846,
-0.04487726092338562,
0.01142170187085867,
0.04292780160903931,
-0.018888460472226143,
-0.003481813007965684,
-0.02078920602798462,
-0.044878169894218445,
0.026109060272574425,
-0.0078002940863370895,
0.0038892305456101894,
0.014985930174589157,
0.004334640689194202,
0.003317272523418069,
-0.06628457456827164,
-0.047023989260196686,
-0.0724015012383461,
-0.016047703102231026,
-0.006410297006368637,
-0.039983559399843216,
0.013508989475667477,
0.02271854877471924,
-0.08046961575746536,
-0.020555762574076653,
-0.022382771596312523,
0.04737042635679245,
0.028795478865504265,
-0.05557680502533913,
0.042020440101623535,
0.02709517814218998,
0.11850655823945999,
-0.023203527554869652,
-0.0338713563978672,
-0.007282317150384188,
0.07109761983156204,
0.10893811285495758,
0.022655991837382317,
0.025642596185207367,
-0.05142547935247421,
-0.009503045119345188,
0.04088263586163521,
0.07273434102535248,
-0.03181126341223717,
0.04994935914874077,
-0.05683436989784241,
-0.018313786014914513,
0.004858702886849642,
-0.030702099204063416,
0.04046360030770302,
-0.0652623102068901,
-0.006579276639968157,
-0.10510759055614471,
0.07172655314207077,
-0.07566265761852264,
-0.06803734600543976,
0.04394897446036339,
-0.07300515472888947,
-0.0015200040070340037,
-0.010142057202756405,
-0.06360815465450287,
-0.034529924392700195,
0.05491064861416817,
0.03662979230284691,
0.013634040020406246,
-0.004610918927937746,
-0.014114944264292717,
-4.6030072074346445e-34,
-0.024865198880434036,
0.056606490164995193,
0.01670854166150093,
-0.05488242581486702,
0.0583144910633564,
-0.006467193365097046,
-0.0030644985381513834,
0.014384439215064049,
0.041469138115644455,
0.08710405975580215,
-0.07172539830207825,
-0.010559962131083012,
-0.06362973153591156,
-0.031222736462950706,
-0.024270065128803253,
-0.013752790167927742,
-0.06058149039745331,
-0.050344642251729965,
0.017806774005293846,
0.0038817529566586018,
-0.002695715054869652,
0.01687903143465519,
-0.0020736795850098133,
0.025142349302768707,
0.05790860205888748,
-0.03262915834784508,
-0.023986496031284332,
0.05131252110004425,
0.01630965620279312,
-0.02408326417207718,
-0.14458425343036652,
-0.040924571454524994,
-0.004375401884317398,
-0.005615467671304941,
0.10193857550621033,
0.09523136168718338,
0.05948314443230629,
0.0586719810962677,
0.08808118104934692,
-0.008585803210735321,
0.08469890803098679,
-0.02574128471314907,
-0.03487832844257355,
-0.07438961416482925,
0.02428947202861309,
-0.023512640967965126,
-0.12417885661125183,
0.01503581553697586,
-0.006236113142222166,
-0.022090433165431023,
0.0018696134211495519,
-0.036777202039957047,
-0.06324540823698044,
0.062325865030288696,
-0.03432280570268631,
0.01934109628200531,
0.10753541439771652,
0.057027656584978104,
-0.007040662225335836,
0.043848391622304916,
0.024481307715177536,
-0.11361774802207947,
0.012973707169294357,
0.039449822157621384,
-0.08680406957864761,
-0.02103954739868641,
0.016607118770480156,
-0.02762063778936863,
-0.018774470314383507,
0.06205279752612114,
-0.07716486603021622,
0.02110682800412178,
0.07010648399591446,
-0.041522275656461716,
-0.06342563778162003,
-0.05266521871089935,
0.06339511275291443,
0.022400449961423874,
-0.010645197704434395,
-0.012083128094673157,
-0.037025999277830124,
0.09080274403095245,
-0.1132851392030716,
0.0006353538483381271,
0.0028499355539679527,
0.007404209580272436,
0.055399443954229355,
-0.02208741009235382,
0.029783381149172783,
0.004990573041141033,
-0.021600108593702316,
0.02241913415491581,
0.010910549201071262,
0.056603603065013885,
-0.06060521677136421,
-5.181652440455764e-8,
-0.015021461993455887,
-0.001267853775061667,
-0.0028017759323120117,
-0.02462446317076683,
0.07980748265981674,
-0.06761639565229416,
0.016857987269759178,
-0.011871764436364174,
0.01288439892232418,
-0.03194402903318405,
0.03832007199525833,
0.03201758861541748,
0.04048360884189606,
0.06788323819637299,
-0.04653916880488396,
0.014750855043530464,
-0.05660605430603027,
-0.10657249391078949,
0.02259003557264805,
0.012319077737629414,
-0.0035159834660589695,
0.027428681030869484,
0.0145175876095891,
0.035958003252744675,
0.09807805716991425,
0.007521456573158503,
0.030387919396162033,
-0.03696265444159508,
0.12242058664560318,
-0.018409939482808113,
-0.026044754311442375,
0.051262568682432175,
-0.0351235531270504,
0.06459079682826996,
-0.06070304661989212,
0.052541110664606094,
0.04728565365076065,
-0.06856390833854675,
-0.07534699887037277,
0.09550187736749649,
0.023039795458316803,
-0.004533229395747185,
0.04514794424176216,
-0.05258984863758087,
0.10037428140640259,
-0.023593658581376076,
-0.0677962377667427,
0.0767761766910553,
0.04881969094276428,
-0.058675941079854965,
-0.0001943202078109607,
-0.02523072436451912,
-0.037540584802627563,
-0.031212667003273964,
-0.0355665385723114,
-0.05870211496949196,
0.01838012970983982,
-0.027771594002842903,
0.04423262178897858,
0.01545199565589428,
0.0008934352663345635,
0.03431790694594383,
-0.10622722655534744,
0.03427500277757645
] | null | null | null | null | null | null | null |
[
0.038287628442049026,
0.13888992369174957,
0.058572977781295776,
0.0066325124353170395,
-0.019048701971769333,
-0.06425734609365463,
0.0658000111579895,
0.07588135451078415,
-0.02167576737701893,
0.011662173084914684,
-0.0760577991604805,
0.05269478261470795,
0.07572339475154877,
-0.022934069857001305,
0.010199720971286297,
0.014719727449119091,
0.07891121506690979,
-0.010126291774213314,
-0.04796898737549782,
0.015452885068953037,
-0.017790867015719414,
0.0035752090625464916,
-0.06629539281129837,
-0.04909555986523628,
0.03323851898312569,
-0.07209841907024384,
0.046188823878765106,
0.06054392829537392,
-0.018850106745958328,
-0.023534223437309265,
0.03187325596809387,
-0.024179251864552498,
0.04115085303783417,
-0.044912949204444885,
-0.08472123742103577,
-0.0471176877617836,
-0.0736914649605751,
-0.029444001615047455,
-0.007512099575251341,
0.030720464885234833,
-0.05861937627196312,
-0.0059180548414587975,
-0.0416383370757103,
0.08411864191293716,
-0.07129159569740295,
-0.0032104498241096735,
-0.010698527097702026,
0.03711915388703346,
0.04292479529976845,
-0.1018078550696373,
0.08367010205984116,
0.01359919086098671,
-0.025745052844285965,
0.12187648564577103,
0.005878811702132225,
-0.019456272944808006,
-0.05858885496854782,
-0.041710250079631805,
-0.019054539501667023,
0.03078385815024376,
0.030855005607008934,
-0.05293930694460869,
0.03191881254315376,
0.041913650929927826,
-0.00847696978598833,
0.033815596252679825,
0.09692291170358658,
0.06919433921575546,
-0.037004098296165466,
0.018634606152772903,
0.01776639185845852,
0.005443046800792217,
-0.026934413239359856,
0.013771185651421547,
0.08173105120658875,
0.11631711572408676,
0.00435545202344656,
0.028232799842953682,
0.015503576956689358,
0.0049384296871721745,
0.016231568530201912,
0.048171982169151306,
0.01521074865013361,
-0.05416182801127434,
0.02634268067777157,
-0.01801210828125477,
-0.08993185311555862,
-0.009986642748117447,
0.030046457424759865,
-0.043821923434734344,
0.002177053363993764,
0.05544990301132202,
-0.037076838314533234,
0.06110275536775589,
0.025509130209684372,
0.024250607937574387,
-0.008013271726667881,
-0.09606648981571198,
-0.004239519126713276,
0.0694267600774765,
0.0007876920280978084,
-0.05276560038328171,
-0.011968606151640415,
0.04340767487883568,
0.021653318777680397,
-0.07140437513589859,
0.07090909779071808,
-0.02230963297188282,
-0.01684374362230301,
-0.12785553932189941,
-0.0236128568649292,
0.01148488000035286,
-0.03424275293946266,
-0.009689828380942345,
-0.03477616608142853,
0.04747384414076805,
0.1074993833899498,
0.04322515428066254,
0.0535678006708622,
0.03299109637737274,
0.013218673877418041,
-0.03955007344484329,
0.0037947569508105516,
0.02440580539405346,
0.0541168674826622,
0.040162764489650726,
-0.008396169170737267,
1.0079800921397507e-34,
-0.08410954475402832,
0.07119087129831314,
-0.018893450498580933,
-0.0976877212524414,
0.05564141646027565,
-0.04153517261147499,
0.03159189224243164,
0.04652911424636841,
0.05447714775800705,
-0.009119107387959957,
-0.06382697075605392,
0.07091841846704483,
0.005130541976541281,
-0.007995711639523506,
0.1343827247619629,
-0.06925894320011139,
-0.05540768802165985,
0.03109011985361576,
0.08922086656093597,
-0.08788063377141953,
0.03502800315618515,
-0.19075453281402588,
-0.007249997463077307,
-0.04396945610642433,
0.018592365086078644,
0.04209427163004875,
0.021817084401845932,
-0.03721851855516434,
0.021940749138593674,
0.024097027257084846,
-0.04487726092338562,
0.01142170187085867,
0.04292780160903931,
-0.018888460472226143,
-0.003481813007965684,
-0.02078920602798462,
-0.044878169894218445,
0.026109060272574425,
-0.0078002940863370895,
0.0038892305456101894,
0.014985930174589157,
0.004334640689194202,
0.003317272523418069,
-0.06628457456827164,
-0.047023989260196686,
-0.0724015012383461,
-0.016047703102231026,
-0.006410297006368637,
-0.039983559399843216,
0.013508989475667477,
0.02271854877471924,
-0.08046961575746536,
-0.020555762574076653,
-0.022382771596312523,
0.04737042635679245,
0.028795478865504265,
-0.05557680502533913,
0.042020440101623535,
0.02709517814218998,
0.11850655823945999,
-0.023203527554869652,
-0.0338713563978672,
-0.007282317150384188,
0.07109761983156204,
0.10893811285495758,
0.022655991837382317,
0.025642596185207367,
-0.05142547935247421,
-0.009503045119345188,
0.04088263586163521,
0.07273434102535248,
-0.03181126341223717,
0.04994935914874077,
-0.05683436989784241,
-0.018313786014914513,
0.004858702886849642,
-0.030702099204063416,
0.04046360030770302,
-0.0652623102068901,
-0.006579276639968157,
-0.10510759055614471,
0.07172655314207077,
-0.07566265761852264,
-0.06803734600543976,
0.04394897446036339,
-0.07300515472888947,
-0.0015200040070340037,
-0.010142057202756405,
-0.06360815465450287,
-0.034529924392700195,
0.05491064861416817,
0.03662979230284691,
0.013634040020406246,
-0.004610918927937746,
-0.014114944264292717,
-4.6030072074346445e-34,
-0.024865198880434036,
0.056606490164995193,
0.01670854166150093,
-0.05488242581486702,
0.0583144910633564,
-0.006467193365097046,
-0.0030644985381513834,
0.014384439215064049,
0.041469138115644455,
0.08710405975580215,
-0.07172539830207825,
-0.010559962131083012,
-0.06362973153591156,
-0.031222736462950706,
-0.024270065128803253,
-0.013752790167927742,
-0.06058149039745331,
-0.050344642251729965,
0.017806774005293846,
0.0038817529566586018,
-0.002695715054869652,
0.01687903143465519,
-0.0020736795850098133,
0.025142349302768707,
0.05790860205888748,
-0.03262915834784508,
-0.023986496031284332,
0.05131252110004425,
0.01630965620279312,
-0.02408326417207718,
-0.14458425343036652,
-0.040924571454524994,
-0.004375401884317398,
-0.005615467671304941,
0.10193857550621033,
0.09523136168718338,
0.05948314443230629,
0.0586719810962677,
0.08808118104934692,
-0.008585803210735321,
0.08469890803098679,
-0.02574128471314907,
-0.03487832844257355,
-0.07438961416482925,
0.02428947202861309,
-0.023512640967965126,
-0.12417885661125183,
0.01503581553697586,
-0.006236113142222166,
-0.022090433165431023,
0.0018696134211495519,
-0.036777202039957047,
-0.06324540823698044,
0.062325865030288696,
-0.03432280570268631,
0.01934109628200531,
0.10753541439771652,
0.057027656584978104,
-0.007040662225335836,
0.043848391622304916,
0.024481307715177536,
-0.11361774802207947,
0.012973707169294357,
0.039449822157621384,
-0.08680406957864761,
-0.02103954739868641,
0.016607118770480156,
-0.02762063778936863,
-0.018774470314383507,
0.06205279752612114,
-0.07716486603021622,
0.02110682800412178,
0.07010648399591446,
-0.041522275656461716,
-0.06342563778162003,
-0.05266521871089935,
0.06339511275291443,
0.022400449961423874,
-0.010645197704434395,
-0.012083128094673157,
-0.037025999277830124,
0.09080274403095245,
-0.1132851392030716,
0.0006353538483381271,
0.0028499355539679527,
0.007404209580272436,
0.055399443954229355,
-0.02208741009235382,
0.029783381149172783,
0.004990573041141033,
-0.021600108593702316,
0.02241913415491581,
0.010910549201071262,
0.056603603065013885,
-0.06060521677136421,
-5.181652440455764e-8,
-0.015021461993455887,
-0.001267853775061667,
-0.0028017759323120117,
-0.02462446317076683,
0.07980748265981674,
-0.06761639565229416,
0.016857987269759178,
-0.011871764436364174,
0.01288439892232418,
-0.03194402903318405,
0.03832007199525833,
0.03201758861541748,
0.04048360884189606,
0.06788323819637299,
-0.04653916880488396,
0.014750855043530464,
-0.05660605430603027,
-0.10657249391078949,
0.02259003557264805,
0.012319077737629414,
-0.0035159834660589695,
0.027428681030869484,
0.0145175876095891,
0.035958003252744675,
0.09807805716991425,
0.007521456573158503,
0.030387919396162033,
-0.03696265444159508,
0.12242058664560318,
-0.018409939482808113,
-0.026044754311442375,
0.051262568682432175,
-0.0351235531270504,
0.06459079682826996,
-0.06070304661989212,
0.052541110664606094,
0.04728565365076065,
-0.06856390833854675,
-0.07534699887037277,
0.09550187736749649,
0.023039795458316803,
-0.004533229395747185,
0.04514794424176216,
-0.05258984863758087,
0.10037428140640259,
-0.023593658581376076,
-0.0677962377667427,
0.0767761766910553,
0.04881969094276428,
-0.058675941079854965,
-0.0001943202078109607,
-0.02523072436451912,
-0.037540584802627563,
-0.031212667003273964,
-0.0355665385723114,
-0.05870211496949196,
0.01838012970983982,
-0.027771594002842903,
0.04423262178897858,
0.01545199565589428,
0.0008934352663345635,
0.03431790694594383,
-0.10622722655534744,
0.03427500277757645
] |
1401.3549
|
Andres Santos
|
Ren\'e D. Rohrmann and Andr\'es Santos
|
Equation of state of sticky-hard-sphere fluids in the chemical-potential
route
|
13 pages, 7 figures; v2: Results from the zero-separation route have
been added
|
Phys. Rev. E 89, 042121 (2014)
|
10.1103/PhysRevE.89.042121
| null |
cond-mat.soft cond-mat.stat-mech physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The coupling-parameter method, whereby an extra particle is progressively
coupled to the rest of the particles, is applied to the sticky-hard-sphere
fluid to obtain its equation of state in the so-called chemical-potential route
($\mu$ route). As a consistency test, the results for one-dimensional sticky
particles are shown to be exact. Results corresponding to the three-dimensional
case (Baxter's model) are derived within the Percus-Yevick approximation by
using different prescriptions for the dependence of the interaction potential
of the extra particle on the coupling parameter. The critical point and the
coexistence curve of the gas-liquid phase transition are obtained in the $\mu$
route and compared with predictions from other thermodynamics routes and from
computer simulations. The results show that the $\mu$ route yields a general
better description than the virial, energy, compressibility, and
zero-separation routes.
|
[
{
"created": "Wed, 15 Jan 2014 11:21:15 GMT",
"version": "v1"
},
{
"created": "Mon, 14 Apr 2014 15:18:22 GMT",
"version": "v2"
}
] |
2014-04-15
|
[
[
"Rohrmann",
"René D.",
""
],
[
"Santos",
"Andrés",
""
]
] |
[
-0.07901828736066818,
-0.0691850408911705,
-0.035910576581954956,
0.021783236414194107,
0.009694318287074566,
0.05143720656633377,
-0.003383612958714366,
0.05423056706786156,
0.06681297719478607,
-0.04604460671544075,
-0.039363570511341095,
0.0011557897087186575,
0.05043107643723488,
0.03342187777161598,
0.04012744873762131,
-0.04846992343664169,
0.021559668704867363,
-0.04438379406929016,
-0.0345841683447361,
0.04601120948791504,
0.09494945406913757,
0.033417683094739914,
0.031408775597810745,
-0.0010182916885241866,
0.017562221735715866,
0.04871814325451851,
0.09942411631345749,
0.017326561734080315,
0.02007884532213211,
0.05055179074406624,
0.031238526105880737,
-0.018316064029932022,
-0.15542395412921906,
-0.030191319063305855,
0.0751425251364708,
0.03494269773364067,
-0.011226341128349304,
0.07417673617601395,
-0.056386932730674744,
-0.031733665615320206,
0.028432970866560936,
0.05171200633049011,
0.0299693513661623,
-0.0030237766914069653,
0.0317736379802227,
-0.04477395862340927,
0.07075860351324081,
-0.015753161162137985,
-0.003204111475497484,
-0.05630911514163017,
-0.004490673542022705,
-0.07310687750577927,
-0.09316743165254593,
-0.012076460756361485,
-0.05780595913529396,
0.002006948459893465,
-0.014219475910067558,
-0.02328159473836422,
-0.03998282179236412,
-0.017235562205314636,
-0.05021161958575249,
0.024256566539406776,
0.0944073498249054,
-0.0010783751495182514,
0.06740235537290573,
-0.053062696009874344,
0.006802668794989586,
-0.010522337630391121,
0.04288231208920479,
0.008605067618191242,
-0.08973509818315506,
-0.017634868621826172,
-0.03876276686787605,
-0.03769901767373085,
0.031224222853779793,
-0.05151080712676048,
-0.0033292172010987997,
0.09362219274044037,
0.002458693226799369,
-0.022758586332201958,
-0.04813998192548752,
-0.05749135836958885,
-0.02796773612499237,
0.023610662668943405,
-0.13380126655101776,
0.048933397978544235,
-0.03066818043589592,
-0.009250330738723278,
0.05339302495121956,
-0.07119663804769516,
-0.00980312004685402,
0.017216745764017105,
-0.004341057501733303,
-0.07551319897174835,
0.05566825717687607,
-0.006268521770834923,
-0.017668467015028,
0.036392536014318466,
0.09613125026226044,
-0.005716681946069002,
-0.027144737541675568,
0.022570928558707237,
0.06442909687757492,
-0.006998027674853802,
0.04213634505867958,
-0.016021359711885452,
0.05741037055850029,
-0.023512156680226326,
0.030423535034060478,
0.06733036786317825,
-0.02231365442276001,
-0.015272877179086208,
0.06473714113235474,
0.02058895118534565,
-0.05506502464413643,
0.006603342015296221,
0.016511792317032814,
0.0018476378172636032,
-0.005497627891600132,
0.022519951686263084,
-0.02658977173268795,
-0.06489565223455429,
-0.05153243988752365,
0.08975862711668015,
-0.05584780499339104,
0.08225733786821365,
0.00526350736618042,
-3.187652683314092e-33,
-0.005350754130631685,
-0.020382193848490715,
0.05870965123176575,
0.013333965092897415,
-0.06365890055894852,
0.013289200142025948,
0.004813420120626688,
-0.09827827662229538,
0.012942529283463955,
0.06725197285413742,
-0.062039509415626526,
0.05525338649749756,
-0.02840694971382618,
-0.012335717678070068,
-0.0886387899518013,
-0.032656263560056686,
0.03712213411927223,
-0.039868175983428955,
-0.057773325592279434,
0.009768195450305939,
0.025830673053860664,
0.03612441197037697,
0.00005468661765917204,
-0.09163347631692886,
-0.028285594657063484,
0.021041151136159897,
0.0032766524236649275,
-0.0006382717983797193,
0.005888477899134159,
-0.03049677610397339,
0.022073855623602867,
0.03864942863583565,
-0.08168260753154755,
0.07797263562679291,
0.009885221719741821,
-0.0018514140974730253,
-0.07615529745817184,
-0.038465384393930435,
-0.006898011080920696,
-0.057406578212976456,
-0.055961012840270996,
-0.008661930449306965,
0.05903607979416847,
0.02296866662800312,
-0.002778970170766115,
0.05489635467529297,
0.019278913736343384,
0.09779545664787292,
0.02618839219212532,
-0.03846661001443863,
-0.018715698271989822,
0.044707298278808594,
0.030524833127856255,
-0.006271237041801214,
-0.03603515774011612,
-0.03974280506372452,
0.06557884812355042,
-0.010422716848552227,
-0.06312057375907898,
-0.023939499631524086,
0.0030693456064909697,
-0.008128355257213116,
0.028455430641770363,
-0.02580946683883667,
0.12725631892681122,
0.12036507576704025,
-0.1317637413740158,
0.10211619734764099,
0.0662563219666481,
-0.005504401866346598,
0.03308010473847389,
0.08974742144346237,
0.013777735643088818,
-0.08708122372627258,
0.043534666299819946,
-0.040281444787979126,
0.008042826317250729,
-0.08327999711036682,
0.02812497317790985,
0.0038644743617624044,
-0.09649505466222763,
-0.02518336847424507,
-0.035338886082172394,
0.01349557749927044,
-0.05499321594834328,
-0.07664508372545242,
-0.04784205183386803,
0.018957441672682762,
-0.022333553060889244,
0.04241255670785904,
-0.051296722143888474,
-0.0013176740612834692,
0.1144271194934845,
0.06719143688678741,
0.022628966718912125,
-3.2749222104386043e-34,
-0.027898326516151428,
-0.01602061279118061,
0.0145237036049366,
0.05019736662507057,
0.05928129702806473,
0.009682810865342617,
0.019067179411649704,
0.059113889932632446,
0.044145096093416214,
-0.0214918851852417,
-0.017029693350195885,
0.040260765701532364,
-0.010830501094460487,
-0.02156403288245201,
0.007297039031982422,
0.04849546402692795,
-0.029285307973623276,
0.006304791662842035,
0.05599308758974075,
-0.042083125561475754,
-0.0593215748667717,
-0.01602262631058693,
-0.016554245725274086,
-0.020874666050076485,
-0.07833181321620941,
-0.014455960132181644,
0.08577781915664673,
-0.022507673129439354,
-0.09331326931715012,
0.08956803381443024,
0.04331459477543831,
-0.025774231180548668,
-0.0029217589180916548,
-0.01603878103196621,
-0.055050093680620193,
-0.009540146216750145,
-0.006642097607254982,
-0.013713295571506023,
0.05553455650806427,
-0.09703518450260162,
-0.04308456555008888,
-0.030053788796067238,
-0.05012936517596245,
-0.0013837014557793736,
0.06809964776039124,
0.12001801282167435,
0.0008045119466260076,
-0.08160191774368286,
0.007185086607933044,
-0.011175022460520267,
-0.01481860876083374,
0.020241431891918182,
0.0016394739504903555,
-0.02524315007030964,
-0.02265949174761772,
0.06946293264627457,
-0.04461279138922691,
-0.016325300559401512,
0.026313001289963722,
-0.10846788436174393,
-0.03700905293226242,
0.0067470483481884,
0.07351934164762497,
0.00388695253059268,
-0.05436715483665466,
-0.006015284918248653,
-0.040911998599767685,
-0.003974963910877705,
0.04457538202404976,
-0.04786156862974167,
-0.06085115298628807,
0.013812310993671417,
0.13186858594417572,
-0.0195858646184206,
0.08920594304800034,
-0.028740035369992256,
0.10595619678497314,
-0.10748394578695297,
-0.04400834068655968,
-0.055855561047792435,
-0.08359795063734055,
0.07652827352285385,
-0.09038721024990082,
-0.07617189735174179,
0.01688416860997677,
-0.04669588431715965,
-0.02223808877170086,
-0.0012361030094325542,
0.022944733500480652,
0.025393586605787277,
0.02848653681576252,
-0.008658277802169323,
0.07828287780284882,
0.05216759070754051,
-0.04010229930281639,
-4.9238767729775645e-8,
0.08164313435554504,
0.0039053566288203,
0.022175367921590805,
0.017394255846738815,
0.02228969894349575,
0.1208195760846138,
-0.08069498836994171,
0.05408438295125961,
0.028563139960169792,
0.03332865238189697,
0.019440235570073128,
0.013455459848046303,
0.004915195517241955,
-0.06830494105815887,
-0.03330356627702713,
0.00722420122474432,
0.015014102682471275,
-0.040856849402189255,
-0.023780422285199165,
-0.0568930022418499,
-0.005115026608109474,
0.006957822013646364,
0.016315845772624016,
0.04480591416358948,
-0.006632785312831402,
0.0032936183270066977,
-0.013533118180930614,
-0.0006904277252033353,
-0.018248194828629494,
-0.009012813679873943,
-0.06081730127334595,
0.057684797793626785,
-0.0393616259098053,
0.13023331761360168,
-0.10787105560302734,
0.03329865634441376,
-0.01334110926836729,
0.11215188354253769,
-0.030178921297192574,
0.04028261452913284,
0.05891355127096176,
0.04337155446410179,
0.029598388820886612,
0.002160529838874936,
0.07786525785923004,
0.08665701001882553,
-0.07371836155653,
-0.006801661103963852,
0.010685436427593231,
0.06259256601333618,
-0.0935361236333847,
0.1117277443408966,
-0.09060882776975632,
0.04354093223810196,
0.03924811631441116,
-0.10249903798103333,
-0.12319272756576538,
0.03425605222582817,
-0.02081693336367607,
-0.0038227217737585306,
0.010131513699889183,
-0.02423490770161152,
0.0038404411170631647,
-0.014928373508155346
] | null | null | null | null | null | null | null |
[
-0.07901828736066818,
-0.0691850408911705,
-0.035910576581954956,
0.021783236414194107,
0.009694318287074566,
0.05143720656633377,
-0.003383612958714366,
0.05423056706786156,
0.06681297719478607,
-0.04604460671544075,
-0.039363570511341095,
0.0011557897087186575,
0.05043107643723488,
0.03342187777161598,
0.04012744873762131,
-0.04846992343664169,
0.021559668704867363,
-0.04438379406929016,
-0.0345841683447361,
0.04601120948791504,
0.09494945406913757,
0.033417683094739914,
0.031408775597810745,
-0.0010182916885241866,
0.017562221735715866,
0.04871814325451851,
0.09942411631345749,
0.017326561734080315,
0.02007884532213211,
0.05055179074406624,
0.031238526105880737,
-0.018316064029932022,
-0.15542395412921906,
-0.030191319063305855,
0.0751425251364708,
0.03494269773364067,
-0.011226341128349304,
0.07417673617601395,
-0.056386932730674744,
-0.031733665615320206,
0.028432970866560936,
0.05171200633049011,
0.0299693513661623,
-0.0030237766914069653,
0.0317736379802227,
-0.04477395862340927,
0.07075860351324081,
-0.015753161162137985,
-0.003204111475497484,
-0.05630911514163017,
-0.004490673542022705,
-0.07310687750577927,
-0.09316743165254593,
-0.012076460756361485,
-0.05780595913529396,
0.002006948459893465,
-0.014219475910067558,
-0.02328159473836422,
-0.03998282179236412,
-0.017235562205314636,
-0.05021161958575249,
0.024256566539406776,
0.0944073498249054,
-0.0010783751495182514,
0.06740235537290573,
-0.053062696009874344,
0.006802668794989586,
-0.010522337630391121,
0.04288231208920479,
0.008605067618191242,
-0.08973509818315506,
-0.017634868621826172,
-0.03876276686787605,
-0.03769901767373085,
0.031224222853779793,
-0.05151080712676048,
-0.0033292172010987997,
0.09362219274044037,
0.002458693226799369,
-0.022758586332201958,
-0.04813998192548752,
-0.05749135836958885,
-0.02796773612499237,
0.023610662668943405,
-0.13380126655101776,
0.048933397978544235,
-0.03066818043589592,
-0.009250330738723278,
0.05339302495121956,
-0.07119663804769516,
-0.00980312004685402,
0.017216745764017105,
-0.004341057501733303,
-0.07551319897174835,
0.05566825717687607,
-0.006268521770834923,
-0.017668467015028,
0.036392536014318466,
0.09613125026226044,
-0.005716681946069002,
-0.027144737541675568,
0.022570928558707237,
0.06442909687757492,
-0.006998027674853802,
0.04213634505867958,
-0.016021359711885452,
0.05741037055850029,
-0.023512156680226326,
0.030423535034060478,
0.06733036786317825,
-0.02231365442276001,
-0.015272877179086208,
0.06473714113235474,
0.02058895118534565,
-0.05506502464413643,
0.006603342015296221,
0.016511792317032814,
0.0018476378172636032,
-0.005497627891600132,
0.022519951686263084,
-0.02658977173268795,
-0.06489565223455429,
-0.05153243988752365,
0.08975862711668015,
-0.05584780499339104,
0.08225733786821365,
0.00526350736618042,
-3.187652683314092e-33,
-0.005350754130631685,
-0.020382193848490715,
0.05870965123176575,
0.013333965092897415,
-0.06365890055894852,
0.013289200142025948,
0.004813420120626688,
-0.09827827662229538,
0.012942529283463955,
0.06725197285413742,
-0.062039509415626526,
0.05525338649749756,
-0.02840694971382618,
-0.012335717678070068,
-0.0886387899518013,
-0.032656263560056686,
0.03712213411927223,
-0.039868175983428955,
-0.057773325592279434,
0.009768195450305939,
0.025830673053860664,
0.03612441197037697,
0.00005468661765917204,
-0.09163347631692886,
-0.028285594657063484,
0.021041151136159897,
0.0032766524236649275,
-0.0006382717983797193,
0.005888477899134159,
-0.03049677610397339,
0.022073855623602867,
0.03864942863583565,
-0.08168260753154755,
0.07797263562679291,
0.009885221719741821,
-0.0018514140974730253,
-0.07615529745817184,
-0.038465384393930435,
-0.006898011080920696,
-0.057406578212976456,
-0.055961012840270996,
-0.008661930449306965,
0.05903607979416847,
0.02296866662800312,
-0.002778970170766115,
0.05489635467529297,
0.019278913736343384,
0.09779545664787292,
0.02618839219212532,
-0.03846661001443863,
-0.018715698271989822,
0.044707298278808594,
0.030524833127856255,
-0.006271237041801214,
-0.03603515774011612,
-0.03974280506372452,
0.06557884812355042,
-0.010422716848552227,
-0.06312057375907898,
-0.023939499631524086,
0.0030693456064909697,
-0.008128355257213116,
0.028455430641770363,
-0.02580946683883667,
0.12725631892681122,
0.12036507576704025,
-0.1317637413740158,
0.10211619734764099,
0.0662563219666481,
-0.005504401866346598,
0.03308010473847389,
0.08974742144346237,
0.013777735643088818,
-0.08708122372627258,
0.043534666299819946,
-0.040281444787979126,
0.008042826317250729,
-0.08327999711036682,
0.02812497317790985,
0.0038644743617624044,
-0.09649505466222763,
-0.02518336847424507,
-0.035338886082172394,
0.01349557749927044,
-0.05499321594834328,
-0.07664508372545242,
-0.04784205183386803,
0.018957441672682762,
-0.022333553060889244,
0.04241255670785904,
-0.051296722143888474,
-0.0013176740612834692,
0.1144271194934845,
0.06719143688678741,
0.022628966718912125,
-3.2749222104386043e-34,
-0.027898326516151428,
-0.01602061279118061,
0.0145237036049366,
0.05019736662507057,
0.05928129702806473,
0.009682810865342617,
0.019067179411649704,
0.059113889932632446,
0.044145096093416214,
-0.0214918851852417,
-0.017029693350195885,
0.040260765701532364,
-0.010830501094460487,
-0.02156403288245201,
0.007297039031982422,
0.04849546402692795,
-0.029285307973623276,
0.006304791662842035,
0.05599308758974075,
-0.042083125561475754,
-0.0593215748667717,
-0.01602262631058693,
-0.016554245725274086,
-0.020874666050076485,
-0.07833181321620941,
-0.014455960132181644,
0.08577781915664673,
-0.022507673129439354,
-0.09331326931715012,
0.08956803381443024,
0.04331459477543831,
-0.025774231180548668,
-0.0029217589180916548,
-0.01603878103196621,
-0.055050093680620193,
-0.009540146216750145,
-0.006642097607254982,
-0.013713295571506023,
0.05553455650806427,
-0.09703518450260162,
-0.04308456555008888,
-0.030053788796067238,
-0.05012936517596245,
-0.0013837014557793736,
0.06809964776039124,
0.12001801282167435,
0.0008045119466260076,
-0.08160191774368286,
0.007185086607933044,
-0.011175022460520267,
-0.01481860876083374,
0.020241431891918182,
0.0016394739504903555,
-0.02524315007030964,
-0.02265949174761772,
0.06946293264627457,
-0.04461279138922691,
-0.016325300559401512,
0.026313001289963722,
-0.10846788436174393,
-0.03700905293226242,
0.0067470483481884,
0.07351934164762497,
0.00388695253059268,
-0.05436715483665466,
-0.006015284918248653,
-0.040911998599767685,
-0.003974963910877705,
0.04457538202404976,
-0.04786156862974167,
-0.06085115298628807,
0.013812310993671417,
0.13186858594417572,
-0.0195858646184206,
0.08920594304800034,
-0.028740035369992256,
0.10595619678497314,
-0.10748394578695297,
-0.04400834068655968,
-0.055855561047792435,
-0.08359795063734055,
0.07652827352285385,
-0.09038721024990082,
-0.07617189735174179,
0.01688416860997677,
-0.04669588431715965,
-0.02223808877170086,
-0.0012361030094325542,
0.022944733500480652,
0.025393586605787277,
0.02848653681576252,
-0.008658277802169323,
0.07828287780284882,
0.05216759070754051,
-0.04010229930281639,
-4.9238767729775645e-8,
0.08164313435554504,
0.0039053566288203,
0.022175367921590805,
0.017394255846738815,
0.02228969894349575,
0.1208195760846138,
-0.08069498836994171,
0.05408438295125961,
0.028563139960169792,
0.03332865238189697,
0.019440235570073128,
0.013455459848046303,
0.004915195517241955,
-0.06830494105815887,
-0.03330356627702713,
0.00722420122474432,
0.015014102682471275,
-0.040856849402189255,
-0.023780422285199165,
-0.0568930022418499,
-0.005115026608109474,
0.006957822013646364,
0.016315845772624016,
0.04480591416358948,
-0.006632785312831402,
0.0032936183270066977,
-0.013533118180930614,
-0.0006904277252033353,
-0.018248194828629494,
-0.009012813679873943,
-0.06081730127334595,
0.057684797793626785,
-0.0393616259098053,
0.13023331761360168,
-0.10787105560302734,
0.03329865634441376,
-0.01334110926836729,
0.11215188354253769,
-0.030178921297192574,
0.04028261452913284,
0.05891355127096176,
0.04337155446410179,
0.029598388820886612,
0.002160529838874936,
0.07786525785923004,
0.08665701001882553,
-0.07371836155653,
-0.006801661103963852,
0.010685436427593231,
0.06259256601333618,
-0.0935361236333847,
0.1117277443408966,
-0.09060882776975632,
0.04354093223810196,
0.03924811631441116,
-0.10249903798103333,
-0.12319272756576538,
0.03425605222582817,
-0.02081693336367607,
-0.0038227217737585306,
0.010131513699889183,
-0.02423490770161152,
0.0038404411170631647,
-0.014928373508155346
] |
1401.3554
|
Abhishek Jain
|
Abhishek Jain, Piyush Kumar Gupta, Dr. Hima Gupta and Sachish Dhar
|
Accelerating SystemVerilog UVM Based VIP to Improve Methodology for
Verification of Image Signal Processing Designs Using HW Emulator
|
International Journal of VLSI design & Communication Systems (VLSICS)
| null | null | null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper we present the development of Acceleratable UVCs from standard
UVCs in SystemVerilog and their usage in UVM based Verification Environment of
Image Signal Processing designs to increase run time performance. This paper
covers development of Acceleratable UVCs from standard UVCs for internal
control and data buses of ST imaging group by partitioning of transaction-level
components and cycle-accurate signal-level components between the software
simulator and hardware accelerator respectively. Standard Co-Emulation API:
Modeling Interface (SCE-MI) compliant, transaction-level communications link
between test benches running on a host system and Emulation machine is
established. Accelerated Verification IPs are used at UVM based Verification
Environment of Image Signal Processing designs both with simulator and emulator
as UVM acceleration is an extension of the standard simulation-only UVM and is
fully backward compatible with it. Acceleratable UVCs significantly reduces
development schedule risks while leveraging transaction models used during
simulation.
In this paper, we discuss our experiences on UVM based methodology adoption
on TestBench-Xpress(TBX) based technology step by step. We are also doing
comparison between the run time performance results from earlier simulator-only
environment and the new, hardware-accelerated environment. Although this paper
focuses on Acceleratable UVCs development and their usage for image signal
processing designs, Same concept can be extended for non-image signal
processing designs.
KEYWORDS- SystemVerilog, Universal Verification Methodology (UVM),
TestBench-Xpress (TBX), Universal Verification Component (UVC), Standard
Co-Emulation API: Modelling Interface (SCE-MI), Acceleratable UVC, Emulator,
XRTL Tasks/Functions (xtf), Transactor interface (tif), Verification IP (VIP).
|
[
{
"created": "Wed, 15 Jan 2014 11:58:56 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Jain",
"Abhishek",
""
],
[
"Gupta",
"Piyush Kumar",
""
],
[
"Gupta",
"Dr. Hima",
""
],
[
"Dhar",
"Sachish",
""
]
] |
[
-0.0645650327205658,
-0.0016410101670771837,
-0.013237477280199528,
-0.03689980506896973,
-0.0037450939416885376,
-0.10601717978715897,
-0.028236426413059235,
0.05365027114748955,
-0.06853967159986496,
-0.006718461401760578,
0.06500090658664703,
-0.06837056577205658,
0.10831370204687119,
-0.02795344963669777,
0.036258768290281296,
-0.07448514550924301,
0.05858618766069412,
-0.01820705458521843,
0.04981711506843567,
-0.009605464525520802,
-0.06558257341384888,
-0.09744180738925934,
-0.03121771663427353,
-0.10116136074066162,
0.013957647606730461,
0.014419815503060818,
-0.013860245235264301,
-0.04478566721081734,
0.030632713809609413,
-0.03278088569641113,
0.013490584678947926,
-0.07310330122709274,
-0.014347516000270844,
0.016379259526729584,
0.005923812743276358,
-0.007529047783464193,
0.07522186636924744,
-0.17270182073116302,
-0.0879397839307785,
-0.01365185808390379,
-0.057174086570739746,
-0.030903058126568794,
-0.05208899453282356,
0.019235825166106224,
0.003075547516345978,
0.024150477722287178,
0.09843813627958298,
-0.007551313377916813,
-0.08725645393133163,
-0.004530472680926323,
0.032442912459373474,
-0.024042723700404167,
0.011497393250465393,
0.02157587930560112,
-0.0867210254073143,
0.06396093964576721,
0.06313314288854599,
0.014112235978245735,
-0.011942432262003422,
0.05294908583164215,
0.014883608557283878,
-0.02525753527879715,
-0.019801925867795944,
0.0401742123067379,
-0.059317294508218765,
0.07444101572036743,
0.08477000892162323,
-0.0078645134344697,
0.07295525074005127,
-0.06488708406686783,
-0.13504764437675476,
-0.025214174762368202,
-0.021849794313311577,
0.03422412648797035,
-0.11708211153745651,
-0.0034022366162389517,
0.0398206003010273,
-0.014093687757849693,
0.052299220114946365,
-0.04296984523534775,
-0.04479429870843887,
0.035039059817790985,
-0.04387534409761429,
-0.04122316837310791,
0.039522796869277954,
0.0755590945482254,
-0.06152816116809845,
0.09773436188697815,
0.0048451912589371204,
-0.020012088119983673,
0.042650770395994186,
0.011411256156861782,
-0.02654672972857952,
-0.026074258610606194,
0.07952640950679779,
0.017291497439146042,
0.055665284395217896,
0.030378513038158417,
0.030134333297610283,
0.012319330126047134,
-0.010899627581238747,
-0.022979216650128365,
-0.016904091462492943,
0.04754611477255821,
0.03770696744322777,
-0.022581687197089195,
0.05000898987054825,
0.021850284188985825,
-0.0406130813062191,
-0.06780491769313812,
-0.06266812980175018,
0.04802064597606659,
-0.039143066853284836,
-0.039517469704151154,
-0.0066571892239153385,
0.05375116318464279,
-0.06037464365363121,
-0.08003606647253036,
-0.006787382066249847,
0.023175880312919617,
-0.0031340287532657385,
-0.06512003391981125,
0.01730024814605713,
0.012546849437057972,
0.06239243969321251,
-0.056147560477256775,
0.053311560302972794,
5.775720595762276e-33,
-0.057763054966926575,
0.03618505969643593,
-0.015474994666874409,
0.0020453985780477524,
0.06637014448642731,
0.04452178254723549,
0.03205959498882294,
0.06979674845933914,
-0.04054265841841698,
-0.033679161220788956,
-0.10156552493572235,
-0.004752460867166519,
-0.06731495261192322,
0.05802077427506447,
0.13657313585281372,
0.03634406253695488,
-0.04459478706121445,
0.029876887798309326,
-0.03742606192827225,
0.04464367404580116,
0.017756110057234764,
-0.07144425064325333,
0.06805367767810822,
-0.03910929709672928,
-0.047034215182065964,
0.04476774483919144,
-0.014943708665668964,
0.04657955467700958,
0.011627279222011566,
0.008179683238267899,
-0.028969155624508858,
0.018067944794893265,
0.02497652918100357,
0.052852336317300797,
0.034957580268383026,
0.030670661479234695,
-0.035120636224746704,
-0.04655824601650238,
-0.035817380994558334,
0.12652085721492767,
-0.009905754588544369,
0.05135613679885864,
-0.025174114853143692,
-0.043138287961483,
-0.06144847720861435,
-0.005180672276765108,
-0.001702390145510435,
0.0056782374158501625,
-0.03738115355372429,
-0.013867734000086784,
0.017917167395353317,
0.08546581864356995,
-0.05616151541471481,
-0.029608331620693207,
0.04652990400791168,
-0.022551896050572395,
0.04002156853675842,
0.049870118498802185,
-0.018863877281546593,
0.1556197553873062,
-0.12231307476758957,
-0.03277204558253288,
0.016471676528453827,
0.06499279290437698,
-0.0410471074283123,
-0.023191753774881363,
0.010128268040716648,
0.029175126925110817,
-0.07512995600700378,
-0.012807575054466724,
-0.0019302141154184937,
0.0041914209723472595,
-0.008613812737166882,
-0.014637347310781479,
0.09964825958013535,
0.009503100998699665,
0.009840847924351692,
0.011321734637022018,
-0.10423348098993301,
0.011852774769067764,
-0.025643711909651756,
0.06031912937760353,
0.02231760509312153,
-0.04549827054142952,
0.045783255249261856,
-0.01610272377729416,
-0.008841573260724545,
0.025328509509563446,
-0.042948536574840546,
-0.019883662462234497,
0.02512342296540737,
0.05666022747755051,
0.043127767741680145,
-0.016003256663680077,
0.013775145635008812,
-4.9855738642906734e-33,
0.033022597432136536,
0.01451889332383871,
-0.0339776836335659,
0.038288701325654984,
-0.005382525268942118,
-0.04556882008910179,
0.07648099213838577,
-0.0028535970486700535,
-0.03332258760929108,
-0.017862427979707718,
0.007365633733570576,
-0.025760097429156303,
-0.005530154798179865,
0.0714254155755043,
-0.05790649354457855,
-0.04401671886444092,
-0.07633759826421738,
-0.0919598937034607,
0.007228621747344732,
0.02632705494761467,
0.0750826746225357,
0.06937231868505478,
0.07193689793348312,
-0.022220676764845848,
-0.01566861942410469,
0.026599297299981117,
-0.04340086132287979,
0.026355285197496414,
0.043142132461071014,
-0.026095081120729446,
0.006123009603470564,
0.10219830274581909,
0.07813265174627304,
0.029938489198684692,
0.1336037665605545,
-0.01795819401741028,
0.06841365247964859,
0.060224998742341995,
0.031639065593481064,
-0.00536436727270484,
0.13656939566135406,
-0.037952639162540436,
-0.0793580710887909,
-0.05559135600924492,
0.03755119442939758,
0.02689320594072342,
-0.1177811473608017,
-0.07346152514219284,
-0.00393977714702487,
-0.024588530883193016,
-0.050981126725673676,
-0.032627448439598083,
0.038944318890571594,
0.06791088730096817,
0.030171485617756844,
-0.010843009687960148,
-0.032316695898771286,
0.032558929175138474,
0.02868356741964817,
0.00025094105512835085,
0.07616603374481201,
-0.02450651489198208,
0.04651067778468132,
-0.03208552673459053,
0.032198622822761536,
0.01220565102994442,
0.016729263588786125,
0.023643607273697853,
-0.05223822966217995,
0.03942622244358063,
0.005867659579962492,
-0.08730098605155945,
0.001053155749104917,
0.020737962797284126,
0.053652845323085785,
-0.024938808754086494,
-0.043851226568222046,
-0.049237847328186035,
0.00227162754163146,
-0.02025548182427883,
-0.07348190993070602,
0.027887698262929916,
0.002693209331482649,
0.08312541991472244,
-0.04027484357357025,
0.05693741515278816,
-0.03650085628032684,
-0.07543426752090454,
-0.01584118790924549,
-0.09002100676298141,
-0.06231578812003136,
0.01573353260755539,
-0.01312642265111208,
0.060208454728126526,
0.036031804978847504,
-5.016418214154328e-8,
-0.01039381418377161,
0.0010539639042690396,
0.014121653512120247,
-0.015840163454413414,
-0.046821944415569305,
0.0006850235513411462,
-0.051320355385541916,
-0.053436342626810074,
0.08132775127887726,
-0.050997648388147354,
0.03780147060751915,
-0.0802200585603714,
0.032722726464271545,
-0.03741775080561638,
0.025023959577083588,
0.08268524706363678,
-0.007109408732503653,
-0.06984636932611465,
0.013330853544175625,
-0.05361060053110123,
-0.03437240049242973,
0.009203740395605564,
0.09532685577869415,
0.04324902966618538,
-0.035682398825883865,
0.021554233506321907,
0.039312753826379776,
0.16451193392276764,
0.07550168037414551,
-0.05462860316038132,
0.01565820537507534,
-0.03209705278277397,
0.07385639101266861,
0.04143470153212547,
0.04528895020484924,
0.02050882950425148,
0.02347004972398281,
0.04471151530742645,
0.1053835079073906,
0.05954732745885849,
-0.058415524661540985,
-0.032841164618730545,
-0.013193149119615555,
-0.01176411285996437,
0.05259477347135544,
-0.006348087918013334,
-0.012818639166653156,
-0.023819848895072937,
-0.08769310265779495,
0.0008783250814303756,
0.026452671736478806,
-0.03135468065738678,
-0.039795275777578354,
0.08312142640352249,
-0.01362029742449522,
-0.009047717787325382,
0.020708641037344933,
-0.10501519590616226,
0.03836303949356079,
0.07934724539518356,
0.021355485543608665,
-0.00970316119492054,
-0.007516630459576845,
-0.03981969505548477
] | null | null | null | null | null | null | null |
[
-0.0645650327205658,
-0.0016410101670771837,
-0.013237477280199528,
-0.03689980506896973,
-0.0037450939416885376,
-0.10601717978715897,
-0.028236426413059235,
0.05365027114748955,
-0.06853967159986496,
-0.006718461401760578,
0.06500090658664703,
-0.06837056577205658,
0.10831370204687119,
-0.02795344963669777,
0.036258768290281296,
-0.07448514550924301,
0.05858618766069412,
-0.01820705458521843,
0.04981711506843567,
-0.009605464525520802,
-0.06558257341384888,
-0.09744180738925934,
-0.03121771663427353,
-0.10116136074066162,
0.013957647606730461,
0.014419815503060818,
-0.013860245235264301,
-0.04478566721081734,
0.030632713809609413,
-0.03278088569641113,
0.013490584678947926,
-0.07310330122709274,
-0.014347516000270844,
0.016379259526729584,
0.005923812743276358,
-0.007529047783464193,
0.07522186636924744,
-0.17270182073116302,
-0.0879397839307785,
-0.01365185808390379,
-0.057174086570739746,
-0.030903058126568794,
-0.05208899453282356,
0.019235825166106224,
0.003075547516345978,
0.024150477722287178,
0.09843813627958298,
-0.007551313377916813,
-0.08725645393133163,
-0.004530472680926323,
0.032442912459373474,
-0.024042723700404167,
0.011497393250465393,
0.02157587930560112,
-0.0867210254073143,
0.06396093964576721,
0.06313314288854599,
0.014112235978245735,
-0.011942432262003422,
0.05294908583164215,
0.014883608557283878,
-0.02525753527879715,
-0.019801925867795944,
0.0401742123067379,
-0.059317294508218765,
0.07444101572036743,
0.08477000892162323,
-0.0078645134344697,
0.07295525074005127,
-0.06488708406686783,
-0.13504764437675476,
-0.025214174762368202,
-0.021849794313311577,
0.03422412648797035,
-0.11708211153745651,
-0.0034022366162389517,
0.0398206003010273,
-0.014093687757849693,
0.052299220114946365,
-0.04296984523534775,
-0.04479429870843887,
0.035039059817790985,
-0.04387534409761429,
-0.04122316837310791,
0.039522796869277954,
0.0755590945482254,
-0.06152816116809845,
0.09773436188697815,
0.0048451912589371204,
-0.020012088119983673,
0.042650770395994186,
0.011411256156861782,
-0.02654672972857952,
-0.026074258610606194,
0.07952640950679779,
0.017291497439146042,
0.055665284395217896,
0.030378513038158417,
0.030134333297610283,
0.012319330126047134,
-0.010899627581238747,
-0.022979216650128365,
-0.016904091462492943,
0.04754611477255821,
0.03770696744322777,
-0.022581687197089195,
0.05000898987054825,
0.021850284188985825,
-0.0406130813062191,
-0.06780491769313812,
-0.06266812980175018,
0.04802064597606659,
-0.039143066853284836,
-0.039517469704151154,
-0.0066571892239153385,
0.05375116318464279,
-0.06037464365363121,
-0.08003606647253036,
-0.006787382066249847,
0.023175880312919617,
-0.0031340287532657385,
-0.06512003391981125,
0.01730024814605713,
0.012546849437057972,
0.06239243969321251,
-0.056147560477256775,
0.053311560302972794,
5.775720595762276e-33,
-0.057763054966926575,
0.03618505969643593,
-0.015474994666874409,
0.0020453985780477524,
0.06637014448642731,
0.04452178254723549,
0.03205959498882294,
0.06979674845933914,
-0.04054265841841698,
-0.033679161220788956,
-0.10156552493572235,
-0.004752460867166519,
-0.06731495261192322,
0.05802077427506447,
0.13657313585281372,
0.03634406253695488,
-0.04459478706121445,
0.029876887798309326,
-0.03742606192827225,
0.04464367404580116,
0.017756110057234764,
-0.07144425064325333,
0.06805367767810822,
-0.03910929709672928,
-0.047034215182065964,
0.04476774483919144,
-0.014943708665668964,
0.04657955467700958,
0.011627279222011566,
0.008179683238267899,
-0.028969155624508858,
0.018067944794893265,
0.02497652918100357,
0.052852336317300797,
0.034957580268383026,
0.030670661479234695,
-0.035120636224746704,
-0.04655824601650238,
-0.035817380994558334,
0.12652085721492767,
-0.009905754588544369,
0.05135613679885864,
-0.025174114853143692,
-0.043138287961483,
-0.06144847720861435,
-0.005180672276765108,
-0.001702390145510435,
0.0056782374158501625,
-0.03738115355372429,
-0.013867734000086784,
0.017917167395353317,
0.08546581864356995,
-0.05616151541471481,
-0.029608331620693207,
0.04652990400791168,
-0.022551896050572395,
0.04002156853675842,
0.049870118498802185,
-0.018863877281546593,
0.1556197553873062,
-0.12231307476758957,
-0.03277204558253288,
0.016471676528453827,
0.06499279290437698,
-0.0410471074283123,
-0.023191753774881363,
0.010128268040716648,
0.029175126925110817,
-0.07512995600700378,
-0.012807575054466724,
-0.0019302141154184937,
0.0041914209723472595,
-0.008613812737166882,
-0.014637347310781479,
0.09964825958013535,
0.009503100998699665,
0.009840847924351692,
0.011321734637022018,
-0.10423348098993301,
0.011852774769067764,
-0.025643711909651756,
0.06031912937760353,
0.02231760509312153,
-0.04549827054142952,
0.045783255249261856,
-0.01610272377729416,
-0.008841573260724545,
0.025328509509563446,
-0.042948536574840546,
-0.019883662462234497,
0.02512342296540737,
0.05666022747755051,
0.043127767741680145,
-0.016003256663680077,
0.013775145635008812,
-4.9855738642906734e-33,
0.033022597432136536,
0.01451889332383871,
-0.0339776836335659,
0.038288701325654984,
-0.005382525268942118,
-0.04556882008910179,
0.07648099213838577,
-0.0028535970486700535,
-0.03332258760929108,
-0.017862427979707718,
0.007365633733570576,
-0.025760097429156303,
-0.005530154798179865,
0.0714254155755043,
-0.05790649354457855,
-0.04401671886444092,
-0.07633759826421738,
-0.0919598937034607,
0.007228621747344732,
0.02632705494761467,
0.0750826746225357,
0.06937231868505478,
0.07193689793348312,
-0.022220676764845848,
-0.01566861942410469,
0.026599297299981117,
-0.04340086132287979,
0.026355285197496414,
0.043142132461071014,
-0.026095081120729446,
0.006123009603470564,
0.10219830274581909,
0.07813265174627304,
0.029938489198684692,
0.1336037665605545,
-0.01795819401741028,
0.06841365247964859,
0.060224998742341995,
0.031639065593481064,
-0.00536436727270484,
0.13656939566135406,
-0.037952639162540436,
-0.0793580710887909,
-0.05559135600924492,
0.03755119442939758,
0.02689320594072342,
-0.1177811473608017,
-0.07346152514219284,
-0.00393977714702487,
-0.024588530883193016,
-0.050981126725673676,
-0.032627448439598083,
0.038944318890571594,
0.06791088730096817,
0.030171485617756844,
-0.010843009687960148,
-0.032316695898771286,
0.032558929175138474,
0.02868356741964817,
0.00025094105512835085,
0.07616603374481201,
-0.02450651489198208,
0.04651067778468132,
-0.03208552673459053,
0.032198622822761536,
0.01220565102994442,
0.016729263588786125,
0.023643607273697853,
-0.05223822966217995,
0.03942622244358063,
0.005867659579962492,
-0.08730098605155945,
0.001053155749104917,
0.020737962797284126,
0.053652845323085785,
-0.024938808754086494,
-0.043851226568222046,
-0.049237847328186035,
0.00227162754163146,
-0.02025548182427883,
-0.07348190993070602,
0.027887698262929916,
0.002693209331482649,
0.08312541991472244,
-0.04027484357357025,
0.05693741515278816,
-0.03650085628032684,
-0.07543426752090454,
-0.01584118790924549,
-0.09002100676298141,
-0.06231578812003136,
0.01573353260755539,
-0.01312642265111208,
0.060208454728126526,
0.036031804978847504,
-5.016418214154328e-8,
-0.01039381418377161,
0.0010539639042690396,
0.014121653512120247,
-0.015840163454413414,
-0.046821944415569305,
0.0006850235513411462,
-0.051320355385541916,
-0.053436342626810074,
0.08132775127887726,
-0.050997648388147354,
0.03780147060751915,
-0.0802200585603714,
0.032722726464271545,
-0.03741775080561638,
0.025023959577083588,
0.08268524706363678,
-0.007109408732503653,
-0.06984636932611465,
0.013330853544175625,
-0.05361060053110123,
-0.03437240049242973,
0.009203740395605564,
0.09532685577869415,
0.04324902966618538,
-0.035682398825883865,
0.021554233506321907,
0.039312753826379776,
0.16451193392276764,
0.07550168037414551,
-0.05462860316038132,
0.01565820537507534,
-0.03209705278277397,
0.07385639101266861,
0.04143470153212547,
0.04528895020484924,
0.02050882950425148,
0.02347004972398281,
0.04471151530742645,
0.1053835079073906,
0.05954732745885849,
-0.058415524661540985,
-0.032841164618730545,
-0.013193149119615555,
-0.01176411285996437,
0.05259477347135544,
-0.006348087918013334,
-0.012818639166653156,
-0.023819848895072937,
-0.08769310265779495,
0.0008783250814303756,
0.026452671736478806,
-0.03135468065738678,
-0.039795275777578354,
0.08312142640352249,
-0.01362029742449522,
-0.009047717787325382,
0.020708641037344933,
-0.10501519590616226,
0.03836303949356079,
0.07934724539518356,
0.021355485543608665,
-0.00970316119492054,
-0.007516630459576845,
-0.03981969505548477
] |
1401.3556
|
Sergiy Vorobyov A.
|
Alex E. Geyer, Reza Nikjah, Sergiy A. Vorobyov, and Norman C. Beaulieu
|
Equivalent Codes, Optimality, and Performance Analysis of OSTBC:
Textbook Study
|
33 pages, 12 figures, 5 tables, full size journal paper, Finished in
Oct. 2009, Unpublished
|
IEEE Trans. Communications, vol. 63, no. 8, pp. 2912-2923, Aug.
2015
| null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
An equivalent model for a multi-input multi-output (MIMO) communication
system with orthogonal space-time block codes (OSTBCs) is proposed based on a
newly revealed connection between OSTBCs and Euclidean codes. Examples of
distance spectra, signal constellations, and signal coordinate diagrams of
Euclidean codes equivalent to simplest OSTBCs are given. A new asymptotic upper
bound for the symbol error rate (SER) of OSTBCs, based on the distance spectra
of the introduced equivalent Euclidean codes is derived, and new general design
criteria for signal constellations of the optimal OSTBC are proposed. Some
bounds relating distance properties, dimensionality, and cardinality of OSTBCs
with constituent signals of equal energy are given, and new optimal signal
constellations with cardinalities M = 8 and M = 16 for Alamouti's code are
designed. Using the new model for MIMO communication systems with OSTBCs, a
general methodology for performance analysis of OSTBCs is developed. As an
example of the application of this methodology, an exact evaluation of the SER
of any OSTBC is given. Namely, a new expression for the SER of Alamouti's OSTBC
with binary phase shift keying (BPSK) signals is derived.
|
[
{
"created": "Wed, 15 Jan 2014 12:07:56 GMT",
"version": "v1"
}
] |
2016-03-03
|
[
[
"Geyer",
"Alex E.",
""
],
[
"Nikjah",
"Reza",
""
],
[
"Vorobyov",
"Sergiy A.",
""
],
[
"Beaulieu",
"Norman C.",
""
]
] |
[
0.0049761380068957806,
-0.026550982147455215,
-0.049747761338949203,
-0.07201866060495377,
-0.07924831658601761,
-0.004532813560217619,
-0.03933623805642128,
0.027156518772244453,
0.07198483496904373,
-0.0828978642821312,
0.0005464869318529963,
0.03638998791575432,
0.04838864132761955,
-0.050615567713975906,
-0.038097281008958817,
-0.037300560623407364,
0.03664437308907509,
-0.01665688306093216,
-0.04169387370347977,
-0.002289359923452139,
0.10956120491027832,
-0.012288863770663738,
-0.019295047968626022,
-0.0034501412883400917,
0.04619463533163071,
0.018206963315606117,
0.02549707144498825,
0.037541184574365616,
-0.028724156320095062,
0.011905564926564693,
0.05128565803170204,
0.01735277846455574,
0.09272710978984833,
-0.04342174157500267,
-0.02059590257704258,
0.04795233905315399,
0.09801384061574936,
-0.012231128290295601,
-0.006855298299342394,
0.05685747414827347,
-0.0979190245270729,
0.025579676032066345,
0.009225325658917427,
0.12327972799539566,
-0.0675678625702858,
-0.05826147645711899,
-0.03100920282304287,
-0.024030838161706924,
-0.04590199142694473,
-0.08673689514398575,
0.026630902662873268,
0.048872075974941254,
-0.07808920741081238,
0.040502142161130905,
0.0755295678973198,
-0.1050751656293869,
-0.09683109819889069,
0.02508857659995556,
0.05163333937525749,
-0.013268796727061272,
-0.009919569827616215,
0.05295753851532936,
0.025603652000427246,
-0.020820194855332375,
0.0002952871145680547,
0.029561281204223633,
-0.039887916296720505,
0.007332726381719112,
-0.07368505746126175,
-0.059923768043518066,
-0.1123732179403305,
-0.057590801268815994,
-0.045638557523489,
0.08293455094099045,
0.0218388382345438,
0.05833916738629341,
-0.02143377624452114,
0.07066960632801056,
0.004807013086974621,
-0.03301645442843437,
-0.02003464102745056,
0.011421950533986092,
-0.06559301167726517,
-0.06298676878213882,
0.044974301010370255,
0.020170077681541443,
-0.09454850852489471,
0.09069883078336716,
0.12533994019031525,
0.02417336404323578,
0.0049574896693229675,
-0.04776507243514061,
0.021963076665997505,
0.07813050597906113,
0.012816278263926506,
-0.07476619631052017,
-0.008262799121439457,
-0.005413341335952282,
0.03578067943453789,
0.06642603129148483,
0.027562174946069717,
-0.04500531032681465,
-0.05265647917985916,
-0.01786724291741848,
0.08691775053739548,
0.0008019165834411979,
0.054704051464796066,
0.036511387676000595,
0.03444361314177513,
-0.023266451433300972,
0.028050454333424568,
-0.013632872141897678,
-0.0768306776881218,
0.043749600648880005,
-0.034481994807720184,
0.03363512083888054,
0.016177499666810036,
0.0898008942604065,
0.051799505949020386,
-0.03629732504487038,
-0.06900719553232193,
-0.09031599760055542,
-0.015222834423184395,
0.028948212042450905,
-0.0293223075568676,
-0.01749095320701599,
-0.039265960454940796,
3.29624521878504e-33,
-0.055199891328811646,
0.0746847614645958,
-0.003082816954702139,
0.012750164605677128,
-0.06947845220565796,
0.03820765018463135,
-0.04244229942560196,
0.004923184402287006,
0.04161867871880531,
0.04017215594649315,
-0.023894818499684334,
-0.04243503138422966,
0.024824483320116997,
-0.03609796240925789,
0.01450649555772543,
0.05448811873793602,
0.01938207633793354,
-0.07813698053359985,
0.0483083538711071,
-0.006095473188906908,
0.039335012435913086,
-0.010448283515870571,
-0.0510847233235836,
-0.006752103567123413,
0.032047659158706665,
0.0337798111140728,
-0.06458727270364761,
-0.1115005612373352,
-0.09217438101768494,
0.033978428691625595,
-0.052119672298431396,
-0.033362459391355515,
-0.051589179784059525,
-0.05992873013019562,
0.015092507004737854,
-0.05188924819231033,
0.07771240919828415,
-0.045661088079214096,
-0.07161153107881546,
-0.05108635127544403,
-0.05535057187080383,
-0.03585382550954819,
-0.058133676648139954,
-0.022468633949756622,
0.07061201333999634,
-0.020498674362897873,
0.040627364069223404,
0.011472941376268864,
-0.002958727767691016,
0.0023723358754068613,
-0.025943202897906303,
0.042210374027490616,
-0.014878254383802414,
0.041048139333724976,
0.06743033230304718,
0.01670152135193348,
0.019638877362012863,
0.05111588537693024,
0.06609228253364563,
0.22502149641513824,
-0.07257458567619324,
-0.02214915119111538,
0.09073372185230255,
-0.04561787098646164,
0.03319277986884117,
-0.016959546133875847,
-0.06031864136457443,
-0.06648976355791092,
-0.007542764768004417,
0.06389705091714859,
0.02311611920595169,
0.00995112955570221,
0.014929895289242268,
0.024515055119991302,
-0.004224434960633516,
-0.05190873146057129,
0.061700548976659775,
-0.016238335520029068,
-0.0901227667927742,
0.03543759509921074,
0.020001377910375595,
0.011156032793223858,
-0.04060003533959389,
-0.04334333911538124,
0.03990215063095093,
0.04292197525501251,
0.040297333151102066,
0.004743202123790979,
-0.09888236969709396,
0.011123082600533962,
-0.05282212793827057,
0.05241589620709419,
-0.0506879985332489,
-0.03885199502110481,
-0.01406578067690134,
-4.530003681789803e-33,
0.024874737486243248,
0.04154139384627342,
0.02443491667509079,
-0.07194217294454575,
-0.07370726764202118,
-0.10562195628881454,
0.00007361176540143788,
0.04846279323101044,
-0.044717367738485336,
0.05005773901939392,
-0.030547237023711205,
-0.08327800035476685,
0.05451766774058342,
0.01487026084214449,
-0.02537059411406517,
0.07680664211511612,
0.04166003316640854,
0.029174383729696274,
0.008385194465517998,
0.008089550770819187,
0.006854462902992964,
0.04183058440685272,
-0.010377900674939156,
-0.011631615459918976,
-0.06568250060081482,
0.027496028691530228,
-0.0019750993233174086,
0.08244916051626205,
-0.0606129951775074,
-0.006091201677918434,
0.0492384172976017,
-0.0071076564490795135,
-0.00028461110196076334,
-0.030695993453264236,
0.04338354989886284,
-0.0021572993136942387,
0.01907685399055481,
0.03223327919840813,
-0.008329232223331928,
0.05029793828725815,
0.01646844856441021,
0.0201954897493124,
0.05850587412714958,
0.016516853123903275,
-0.026603328064084053,
0.06827972829341888,
0.011167437769472599,
0.029585734009742737,
-0.011930269189178944,
-0.07964535802602768,
0.07624290138483047,
-0.042148906737565994,
0.0178667064756155,
0.05458638072013855,
0.0013216231018304825,
0.004260776564478874,
-0.02833320014178753,
0.05448634922504425,
0.04787001386284828,
0.005056587513536215,
0.08334747701883316,
-0.09925790876150131,
0.08299578726291656,
0.017713097855448723,
0.08422598242759705,
-0.0579993836581707,
0.05008809268474579,
-0.020512046292424202,
0.008918262086808681,
0.08727677166461945,
-0.03854107856750488,
-0.044890936464071274,
-0.07599540799856186,
0.02157432958483696,
0.027587713673710823,
0.0657886415719986,
0.005761060863733292,
0.018410267308354378,
-0.03320932015776634,
0.06618140637874603,
-0.07066460698843002,
0.0666576400399208,
-0.03672681003808975,
-0.020117616280913353,
0.0017013812903314829,
0.08177381008863449,
0.09274528175592422,
0.04716940224170685,
-0.013900804333388805,
-0.06367728114128113,
0.011024050414562225,
0.09493564069271088,
0.0071113333106040955,
0.04197464510798454,
0.022123854607343674,
-4.946654996729194e-8,
-0.04584630951285362,
-0.0996071919798851,
-0.07691927254199982,
-0.06302767246961594,
-0.01633407548069954,
-0.0015262070810422301,
-0.036678120493888855,
-0.06830152124166489,
0.02134583704173565,
-0.042770642787218094,
0.045259740203619,
-0.010463222861289978,
-0.08524471521377563,
0.05645670369267464,
-0.0024744586553424597,
-0.06277389824390411,
-0.041018374264240265,
-0.0904618427157402,
0.051569510251283646,
0.06212644651532173,
0.02213635854423046,
0.012192309834063053,
0.0586661696434021,
0.018402213230729103,
-0.03359261900186539,
-0.000870843359734863,
0.04968356713652611,
0.025075763463974,
0.043840087950229645,
0.017028091475367546,
0.04144309088587761,
0.004330189898610115,
0.007617639377713203,
0.006856007967144251,
-0.04119698703289032,
-0.09281162917613983,
-0.032071251422166824,
-0.001255173934623599,
0.012263724580407143,
0.10447093844413757,
0.008395327255129814,
-0.07155269384384155,
-0.052847571671009064,
0.00615692138671875,
0.004876235034316778,
0.07020594924688339,
0.04050082713365555,
0.0450824499130249,
-0.05949743092060089,
-0.02754336968064308,
0.03051925078034401,
0.05074403062462807,
-0.06360830366611481,
-0.037317920476198196,
-0.016858577728271484,
-0.07626938819885254,
-0.022860001772642136,
-0.08782567083835602,
0.0606834813952446,
-0.04889616742730141,
-0.0708777979016304,
0.04775272682309151,
-0.09964417666196823,
-0.06650619953870773
] | null | null | null | null | null | null | null |
[
0.0049761380068957806,
-0.026550982147455215,
-0.049747761338949203,
-0.07201866060495377,
-0.07924831658601761,
-0.004532813560217619,
-0.03933623805642128,
0.027156518772244453,
0.07198483496904373,
-0.0828978642821312,
0.0005464869318529963,
0.03638998791575432,
0.04838864132761955,
-0.050615567713975906,
-0.038097281008958817,
-0.037300560623407364,
0.03664437308907509,
-0.01665688306093216,
-0.04169387370347977,
-0.002289359923452139,
0.10956120491027832,
-0.012288863770663738,
-0.019295047968626022,
-0.0034501412883400917,
0.04619463533163071,
0.018206963315606117,
0.02549707144498825,
0.037541184574365616,
-0.028724156320095062,
0.011905564926564693,
0.05128565803170204,
0.01735277846455574,
0.09272710978984833,
-0.04342174157500267,
-0.02059590257704258,
0.04795233905315399,
0.09801384061574936,
-0.012231128290295601,
-0.006855298299342394,
0.05685747414827347,
-0.0979190245270729,
0.025579676032066345,
0.009225325658917427,
0.12327972799539566,
-0.0675678625702858,
-0.05826147645711899,
-0.03100920282304287,
-0.024030838161706924,
-0.04590199142694473,
-0.08673689514398575,
0.026630902662873268,
0.048872075974941254,
-0.07808920741081238,
0.040502142161130905,
0.0755295678973198,
-0.1050751656293869,
-0.09683109819889069,
0.02508857659995556,
0.05163333937525749,
-0.013268796727061272,
-0.009919569827616215,
0.05295753851532936,
0.025603652000427246,
-0.020820194855332375,
0.0002952871145680547,
0.029561281204223633,
-0.039887916296720505,
0.007332726381719112,
-0.07368505746126175,
-0.059923768043518066,
-0.1123732179403305,
-0.057590801268815994,
-0.045638557523489,
0.08293455094099045,
0.0218388382345438,
0.05833916738629341,
-0.02143377624452114,
0.07066960632801056,
0.004807013086974621,
-0.03301645442843437,
-0.02003464102745056,
0.011421950533986092,
-0.06559301167726517,
-0.06298676878213882,
0.044974301010370255,
0.020170077681541443,
-0.09454850852489471,
0.09069883078336716,
0.12533994019031525,
0.02417336404323578,
0.0049574896693229675,
-0.04776507243514061,
0.021963076665997505,
0.07813050597906113,
0.012816278263926506,
-0.07476619631052017,
-0.008262799121439457,
-0.005413341335952282,
0.03578067943453789,
0.06642603129148483,
0.027562174946069717,
-0.04500531032681465,
-0.05265647917985916,
-0.01786724291741848,
0.08691775053739548,
0.0008019165834411979,
0.054704051464796066,
0.036511387676000595,
0.03444361314177513,
-0.023266451433300972,
0.028050454333424568,
-0.013632872141897678,
-0.0768306776881218,
0.043749600648880005,
-0.034481994807720184,
0.03363512083888054,
0.016177499666810036,
0.0898008942604065,
0.051799505949020386,
-0.03629732504487038,
-0.06900719553232193,
-0.09031599760055542,
-0.015222834423184395,
0.028948212042450905,
-0.0293223075568676,
-0.01749095320701599,
-0.039265960454940796,
3.29624521878504e-33,
-0.055199891328811646,
0.0746847614645958,
-0.003082816954702139,
0.012750164605677128,
-0.06947845220565796,
0.03820765018463135,
-0.04244229942560196,
0.004923184402287006,
0.04161867871880531,
0.04017215594649315,
-0.023894818499684334,
-0.04243503138422966,
0.024824483320116997,
-0.03609796240925789,
0.01450649555772543,
0.05448811873793602,
0.01938207633793354,
-0.07813698053359985,
0.0483083538711071,
-0.006095473188906908,
0.039335012435913086,
-0.010448283515870571,
-0.0510847233235836,
-0.006752103567123413,
0.032047659158706665,
0.0337798111140728,
-0.06458727270364761,
-0.1115005612373352,
-0.09217438101768494,
0.033978428691625595,
-0.052119672298431396,
-0.033362459391355515,
-0.051589179784059525,
-0.05992873013019562,
0.015092507004737854,
-0.05188924819231033,
0.07771240919828415,
-0.045661088079214096,
-0.07161153107881546,
-0.05108635127544403,
-0.05535057187080383,
-0.03585382550954819,
-0.058133676648139954,
-0.022468633949756622,
0.07061201333999634,
-0.020498674362897873,
0.040627364069223404,
0.011472941376268864,
-0.002958727767691016,
0.0023723358754068613,
-0.025943202897906303,
0.042210374027490616,
-0.014878254383802414,
0.041048139333724976,
0.06743033230304718,
0.01670152135193348,
0.019638877362012863,
0.05111588537693024,
0.06609228253364563,
0.22502149641513824,
-0.07257458567619324,
-0.02214915119111538,
0.09073372185230255,
-0.04561787098646164,
0.03319277986884117,
-0.016959546133875847,
-0.06031864136457443,
-0.06648976355791092,
-0.007542764768004417,
0.06389705091714859,
0.02311611920595169,
0.00995112955570221,
0.014929895289242268,
0.024515055119991302,
-0.004224434960633516,
-0.05190873146057129,
0.061700548976659775,
-0.016238335520029068,
-0.0901227667927742,
0.03543759509921074,
0.020001377910375595,
0.011156032793223858,
-0.04060003533959389,
-0.04334333911538124,
0.03990215063095093,
0.04292197525501251,
0.040297333151102066,
0.004743202123790979,
-0.09888236969709396,
0.011123082600533962,
-0.05282212793827057,
0.05241589620709419,
-0.0506879985332489,
-0.03885199502110481,
-0.01406578067690134,
-4.530003681789803e-33,
0.024874737486243248,
0.04154139384627342,
0.02443491667509079,
-0.07194217294454575,
-0.07370726764202118,
-0.10562195628881454,
0.00007361176540143788,
0.04846279323101044,
-0.044717367738485336,
0.05005773901939392,
-0.030547237023711205,
-0.08327800035476685,
0.05451766774058342,
0.01487026084214449,
-0.02537059411406517,
0.07680664211511612,
0.04166003316640854,
0.029174383729696274,
0.008385194465517998,
0.008089550770819187,
0.006854462902992964,
0.04183058440685272,
-0.010377900674939156,
-0.011631615459918976,
-0.06568250060081482,
0.027496028691530228,
-0.0019750993233174086,
0.08244916051626205,
-0.0606129951775074,
-0.006091201677918434,
0.0492384172976017,
-0.0071076564490795135,
-0.00028461110196076334,
-0.030695993453264236,
0.04338354989886284,
-0.0021572993136942387,
0.01907685399055481,
0.03223327919840813,
-0.008329232223331928,
0.05029793828725815,
0.01646844856441021,
0.0201954897493124,
0.05850587412714958,
0.016516853123903275,
-0.026603328064084053,
0.06827972829341888,
0.011167437769472599,
0.029585734009742737,
-0.011930269189178944,
-0.07964535802602768,
0.07624290138483047,
-0.042148906737565994,
0.0178667064756155,
0.05458638072013855,
0.0013216231018304825,
0.004260776564478874,
-0.02833320014178753,
0.05448634922504425,
0.04787001386284828,
0.005056587513536215,
0.08334747701883316,
-0.09925790876150131,
0.08299578726291656,
0.017713097855448723,
0.08422598242759705,
-0.0579993836581707,
0.05008809268474579,
-0.020512046292424202,
0.008918262086808681,
0.08727677166461945,
-0.03854107856750488,
-0.044890936464071274,
-0.07599540799856186,
0.02157432958483696,
0.027587713673710823,
0.0657886415719986,
0.005761060863733292,
0.018410267308354378,
-0.03320932015776634,
0.06618140637874603,
-0.07066460698843002,
0.0666576400399208,
-0.03672681003808975,
-0.020117616280913353,
0.0017013812903314829,
0.08177381008863449,
0.09274528175592422,
0.04716940224170685,
-0.013900804333388805,
-0.06367728114128113,
0.011024050414562225,
0.09493564069271088,
0.0071113333106040955,
0.04197464510798454,
0.022123854607343674,
-4.946654996729194e-8,
-0.04584630951285362,
-0.0996071919798851,
-0.07691927254199982,
-0.06302767246961594,
-0.01633407548069954,
-0.0015262070810422301,
-0.036678120493888855,
-0.06830152124166489,
0.02134583704173565,
-0.042770642787218094,
0.045259740203619,
-0.010463222861289978,
-0.08524471521377563,
0.05645670369267464,
-0.0024744586553424597,
-0.06277389824390411,
-0.041018374264240265,
-0.0904618427157402,
0.051569510251283646,
0.06212644651532173,
0.02213635854423046,
0.012192309834063053,
0.0586661696434021,
0.018402213230729103,
-0.03359261900186539,
-0.000870843359734863,
0.04968356713652611,
0.025075763463974,
0.043840087950229645,
0.017028091475367546,
0.04144309088587761,
0.004330189898610115,
0.007617639377713203,
0.006856007967144251,
-0.04119698703289032,
-0.09281162917613983,
-0.032071251422166824,
-0.001255173934623599,
0.012263724580407143,
0.10447093844413757,
0.008395327255129814,
-0.07155269384384155,
-0.052847571671009064,
0.00615692138671875,
0.004876235034316778,
0.07020594924688339,
0.04050082713365555,
0.0450824499130249,
-0.05949743092060089,
-0.02754336968064308,
0.03051925078034401,
0.05074403062462807,
-0.06360830366611481,
-0.037317920476198196,
-0.016858577728271484,
-0.07626938819885254,
-0.022860001772642136,
-0.08782567083835602,
0.0606834813952446,
-0.04889616742730141,
-0.0708777979016304,
0.04775272682309151,
-0.09964417666196823,
-0.06650619953870773
] |
1401.3566
|
Sergiy Vorobyov A.
|
Omid Taheri, Sergiy A. Vorobyov
|
Reweighted l1-norm Penalized LMS for Sparse Channel Estimation and Its
Analysis
|
28 pages, 4 figures, 1 table, Submitted to Signal Processing on June
2013
|
O. Taheri and S.A. Vorobyov, "Reweighted l1-norm penalized LMS for
sparse channel estimation and its analysis," Signal Processing, vol. 104, pp.
70-79, Nov. 2014
| null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A new reweighted l1-norm penalized least mean square (LMS) algorithm for
sparse channel estimation is proposed and studied in this paper. Since standard
LMS algorithm does not take into account the sparsity information about the
channel impulse response (CIR), sparsity-aware modifications of the LMS
algorithm aim at outperforming the standard LMS by introducing a penalty term
to the standard LMS cost function which forces the solution to be sparse. Our
reweighted l1-norm penalized LMS algorithm introduces in addition a reweighting
of the CIR coefficient estimates to promote a sparse solution even more and
approximate l0-pseudo-norm closer. We provide in depth quantitative analysis of
the reweighted l1-norm penalized LMS algorithm. An expression for the excess
mean square error (MSE) of the algorithm is also derived which suggests that
under the right conditions, the reweighted l1-norm penalized LMS algorithm
outperforms the standard LMS, which is expected. However, our quantitative
analysis also answers the question of what is the maximum sparsity level in the
channel for which the reweighted l1-norm penalized LMS algorithm is better than
the standard LMS. Simulation results showing the better performance of the
reweighted l1-norm penalized LMS algorithm compared to other existing LMS-type
algorithms are given.
|
[
{
"created": "Wed, 15 Jan 2014 13:03:43 GMT",
"version": "v1"
}
] |
2014-05-09
|
[
[
"Taheri",
"Omid",
""
],
[
"Vorobyov",
"Sergiy A.",
""
]
] |
[
0.03774760290980339,
-0.04561089351773262,
0.01322009228169918,
0.03769775107502937,
0.040415506809949875,
0.0005066829617135227,
-0.005567505955696106,
0.03637893870472908,
0.02124887891113758,
0.005542656406760216,
-0.01486140489578247,
0.03511514142155647,
0.07000012695789337,
-0.0013751379447057843,
-0.06809378415346146,
-0.047072384506464005,
0.0783730298280716,
0.01133396290242672,
-0.04367911443114281,
-0.03639834746718407,
0.1214786022901535,
0.022097669541835785,
-0.030923446640372276,
-0.0040077888406813145,
0.12822739779949188,
-0.07738295942544937,
0.02459779568016529,
0.06522553414106369,
-0.003560858080163598,
-0.02555103413760662,
-0.01997986063361168,
0.006922000087797642,
0.0906534194946289,
-0.031214363873004913,
-0.050916604697704315,
0.004747624974697828,
0.05807579681277275,
-0.004060820210725069,
-0.05543091893196106,
0.057900432497262955,
-0.03293127194046974,
0.04451784864068031,
-0.022274842485785484,
0.06750653684139252,
-0.008747395128011703,
-0.020439356565475464,
0.08396052569150925,
-0.06612952798604965,
0.010822996497154236,
0.025542618706822395,
0.045953843742609024,
0.012192162685096264,
-0.0426529198884964,
0.046519141644239426,
-0.05120686814188957,
-0.0443631149828434,
-0.11915916949510574,
0.0717865377664566,
0.02039238251745701,
0.061743706464767456,
-0.05129332095384598,
-0.09212180227041245,
0.09216388314962387,
0.04413805156946182,
-0.022427011281251907,
-0.005526288878172636,
0.0914418026804924,
0.058037832379341125,
-0.0476817861199379,
0.004371656104922295,
-0.06488415598869324,
-0.027765478938817978,
-0.026529908180236816,
0.04019836708903313,
0.042525872588157654,
-0.04716835916042328,
-0.02877381257712841,
0.0394006073474884,
0.0137500474229455,
0.04483966901898384,
0.01469029113650322,
-0.023822102695703506,
-0.08824649453163147,
-0.06896959245204926,
0.06608511507511139,
0.017991671338677406,
-0.00527891656383872,
-0.0027910114731639624,
0.04624930024147034,
-0.014481277205049992,
-0.036129917949438095,
-0.03856547921895981,
-0.0958302766084671,
0.06305897980928421,
-0.04066498950123787,
-0.02074299193918705,
-0.022779112681746483,
-0.017417071387171745,
-0.022821608930826187,
0.07295665889978409,
-0.00788450613617897,
-0.008139239624142647,
0.015603456646203995,
0.029729828238487244,
0.023297293111681938,
-0.03176189586520195,
0.09125080704689026,
0.09726711362600327,
0.039928145706653595,
0.01833956502377987,
-0.04792499914765358,
0.05295388028025627,
-0.002029626164585352,
0.034395623952150345,
0.03796405717730522,
-0.0004237447865307331,
0.09670573472976685,
-0.0653812363743782,
0.03934068977832794,
-0.010030047968029976,
-0.036708299070596695,
-0.11004024744033813,
0.06447789072990417,
-0.022842634469270706,
0.052542854100465775,
0.053604427725076675,
-0.08847358822822571,
7.811107798652283e-33,
-0.040646977722644806,
0.11574985086917877,
-0.036910589784383774,
-0.07661805301904678,
-0.025477102026343346,
-0.020462488755583763,
0.07211073487997055,
0.07598976790904999,
0.028973206877708435,
0.034336481243371964,
-0.028511788696050644,
-0.030601713806390762,
-0.05897122621536255,
-0.038596611469984055,
-0.02008044347167015,
0.04704532399773598,
0.004756953101605177,
0.0026059774681925774,
0.03034500777721405,
-0.09672562777996063,
-0.03692633658647537,
-0.027461981400847435,
-0.017299989238381386,
-0.09471648931503296,
0.0101978350430727,
-0.041500695049762726,
0.08052423596382141,
-0.08638670295476913,
0.018744559958577156,
-0.0051373387686908245,
-0.02989734522998333,
0.004933553747832775,
0.052007682621479034,
-0.05401187017560005,
-0.00444773118942976,
0.023771049454808235,
0.014955338090658188,
0.019861895591020584,
0.0019181034294888377,
-0.000755960529204458,
0.01842929609119892,
0.05555326119065285,
0.00662668701261282,
-0.11371157318353653,
-0.03138471767306328,
-0.08121836185455322,
0.02957340143620968,
-0.016702651977539062,
-0.017782600596547127,
-0.011988929472863674,
0.010520035400986671,
-0.02632150612771511,
-0.020598089322447777,
0.10354143381118774,
0.028981121256947517,
-0.06747198849916458,
-0.07410293817520142,
0.02192794159054756,
0.005709382705390453,
0.010997227393090725,
-0.03682384267449379,
-0.05440293997526169,
0.017831476405262947,
-0.03805484250187874,
0.09068267792463303,
0.020799145102500916,
-0.0525638647377491,
0.06749648600816727,
-0.037149492651224136,
-0.04487139731645584,
-0.0061564031057059765,
-0.034553274512290955,
-0.0328901931643486,
-0.05663195997476578,
0.029791997745633125,
-0.010260813869535923,
0.09597726166248322,
-0.08689334243535995,
0.02360665611922741,
-0.011868325062096119,
-0.03293537721037865,
0.04895797744393349,
0.0006068424554541707,
-0.02930493652820587,
-0.0406317412853241,
0.05564727261662483,
0.08607295155525208,
-0.09875249117612839,
-0.009764239192008972,
-0.05825438350439072,
-0.03892839699983597,
0.02980692684650421,
-0.04881817102432251,
0.009505732916295528,
-0.020334431901574135,
-4.850200996114102e-33,
-0.06169148162007332,
0.06182558462023735,
0.06693404912948608,
0.047414444386959076,
-0.0035075643099844456,
-0.08587128669023514,
-0.037383273243904114,
-0.031886085867881775,
0.015916110947728157,
-0.051457710564136505,
-0.033179257065057755,
-0.11217651516199112,
-0.05425005778670311,
0.04510365054011345,
0.10690905153751373,
0.05753493309020996,
-0.05965692177414894,
-0.013670263811945915,
-0.0025201819371432066,
0.009248645976185799,
0.03517488017678261,
0.023356249555945396,
0.03937816619873047,
0.06227254122495651,
-0.06887336075305939,
0.018553879112005234,
-0.015594140626490116,
0.12258604913949966,
0.013677572831511497,
-0.048449911177158356,
0.059042930603027344,
-0.006232681218534708,
-0.03882457688450813,
-0.054402608424425125,
-0.022824706509709358,
0.03293323889374733,
0.02806696482002735,
0.11388899385929108,
0.012498756870627403,
0.02955557405948639,
0.0656566321849823,
0.03795763850212097,
-0.05166998878121376,
-0.07430869340896606,
0.04058142378926277,
-0.03966083005070686,
0.035111647099256516,
-0.06727295368909836,
0.04083707556128502,
0.0032437427435070276,
-0.006557684391736984,
-0.02404586598277092,
-0.03157647326588631,
0.07994943112134933,
-0.015311229042708874,
-0.04201801121234894,
-0.008746221661567688,
0.08575721830129623,
0.06357679516077042,
-0.032309141010046005,
0.011544695124030113,
-0.026571404188871384,
-0.14694644510746002,
0.0006365395383909345,
0.050292566418647766,
-0.010161980986595154,
0.08024844527244568,
-0.0010468107648193836,
-0.05435209348797798,
0.06120944395661354,
-0.008326246403157711,
0.0631399005651474,
0.009417728520929813,
0.040214262902736664,
0.04377642646431923,
0.045887093991041183,
0.0008832472958602011,
-0.09073836356401443,
-0.08759275823831558,
0.024185920134186745,
0.07123423367738724,
0.08329011499881744,
-0.06474823504686356,
-0.04126256704330444,
0.028379447758197784,
0.08816413581371307,
0.07039479166269302,
0.04765196517109871,
-0.004107995890080929,
-0.04573998972773552,
-0.008406729437410831,
0.017940523102879524,
0.03336383402347565,
0.0035904303658753633,
-0.02460227534174919,
-4.961934152447611e-8,
-0.09070407599210739,
-0.037848908454179764,
-0.0387294739484787,
-0.039389800280332565,
0.010384786874055862,
-0.02471158094704151,
-0.0011280487524345517,
0.015768254175782204,
-0.030957026407122612,
-0.15824875235557556,
0.023777808994054794,
0.011597363278269768,
-0.03153228387236595,
0.010675584897398949,
0.03991464152932167,
0.03321709483861923,
-0.0570305660367012,
0.005162442103028297,
0.025445671752095222,
0.06661645323038101,
0.013830388896167278,
-0.00021820171969011426,
0.03781526908278465,
-0.007904965430498123,
0.08672219514846802,
-0.03899315372109413,
0.04902811720967293,
0.09258980304002762,
0.09565990418195724,
-0.04140276089310646,
-0.06001323461532593,
0.07192260771989822,
0.08997312188148499,
0.002672808710485697,
-0.04411783814430237,
0.022511405870318413,
0.07092328369617462,
0.02403566800057888,
-0.09435877948999405,
0.012556948699057102,
-0.022905027493834496,
-0.01085120253264904,
0.055123936384916306,
-0.0537976436316967,
0.03376240283250809,
0.026761997491121292,
0.057623591274023056,
-0.04883190989494324,
-0.000413173227570951,
-0.14896038174629211,
0.03973438963294029,
0.04194365441799164,
0.03626062721014023,
0.015293470583856106,
0.024019762873649597,
-0.08047639578580856,
-0.0098289605230093,
0.010646247304975986,
0.06321655213832855,
-0.01980322040617466,
-0.011576292105019093,
-0.0011327157262712717,
-0.08468128740787506,
0.02412804216146469
] | null | null | null | null | null | null | null |
[
0.03774760290980339,
-0.04561089351773262,
0.01322009228169918,
0.03769775107502937,
0.040415506809949875,
0.0005066829617135227,
-0.005567505955696106,
0.03637893870472908,
0.02124887891113758,
0.005542656406760216,
-0.01486140489578247,
0.03511514142155647,
0.07000012695789337,
-0.0013751379447057843,
-0.06809378415346146,
-0.047072384506464005,
0.0783730298280716,
0.01133396290242672,
-0.04367911443114281,
-0.03639834746718407,
0.1214786022901535,
0.022097669541835785,
-0.030923446640372276,
-0.0040077888406813145,
0.12822739779949188,
-0.07738295942544937,
0.02459779568016529,
0.06522553414106369,
-0.003560858080163598,
-0.02555103413760662,
-0.01997986063361168,
0.006922000087797642,
0.0906534194946289,
-0.031214363873004913,
-0.050916604697704315,
0.004747624974697828,
0.05807579681277275,
-0.004060820210725069,
-0.05543091893196106,
0.057900432497262955,
-0.03293127194046974,
0.04451784864068031,
-0.022274842485785484,
0.06750653684139252,
-0.008747395128011703,
-0.020439356565475464,
0.08396052569150925,
-0.06612952798604965,
0.010822996497154236,
0.025542618706822395,
0.045953843742609024,
0.012192162685096264,
-0.0426529198884964,
0.046519141644239426,
-0.05120686814188957,
-0.0443631149828434,
-0.11915916949510574,
0.0717865377664566,
0.02039238251745701,
0.061743706464767456,
-0.05129332095384598,
-0.09212180227041245,
0.09216388314962387,
0.04413805156946182,
-0.022427011281251907,
-0.005526288878172636,
0.0914418026804924,
0.058037832379341125,
-0.0476817861199379,
0.004371656104922295,
-0.06488415598869324,
-0.027765478938817978,
-0.026529908180236816,
0.04019836708903313,
0.042525872588157654,
-0.04716835916042328,
-0.02877381257712841,
0.0394006073474884,
0.0137500474229455,
0.04483966901898384,
0.01469029113650322,
-0.023822102695703506,
-0.08824649453163147,
-0.06896959245204926,
0.06608511507511139,
0.017991671338677406,
-0.00527891656383872,
-0.0027910114731639624,
0.04624930024147034,
-0.014481277205049992,
-0.036129917949438095,
-0.03856547921895981,
-0.0958302766084671,
0.06305897980928421,
-0.04066498950123787,
-0.02074299193918705,
-0.022779112681746483,
-0.017417071387171745,
-0.022821608930826187,
0.07295665889978409,
-0.00788450613617897,
-0.008139239624142647,
0.015603456646203995,
0.029729828238487244,
0.023297293111681938,
-0.03176189586520195,
0.09125080704689026,
0.09726711362600327,
0.039928145706653595,
0.01833956502377987,
-0.04792499914765358,
0.05295388028025627,
-0.002029626164585352,
0.034395623952150345,
0.03796405717730522,
-0.0004237447865307331,
0.09670573472976685,
-0.0653812363743782,
0.03934068977832794,
-0.010030047968029976,
-0.036708299070596695,
-0.11004024744033813,
0.06447789072990417,
-0.022842634469270706,
0.052542854100465775,
0.053604427725076675,
-0.08847358822822571,
7.811107798652283e-33,
-0.040646977722644806,
0.11574985086917877,
-0.036910589784383774,
-0.07661805301904678,
-0.025477102026343346,
-0.020462488755583763,
0.07211073487997055,
0.07598976790904999,
0.028973206877708435,
0.034336481243371964,
-0.028511788696050644,
-0.030601713806390762,
-0.05897122621536255,
-0.038596611469984055,
-0.02008044347167015,
0.04704532399773598,
0.004756953101605177,
0.0026059774681925774,
0.03034500777721405,
-0.09672562777996063,
-0.03692633658647537,
-0.027461981400847435,
-0.017299989238381386,
-0.09471648931503296,
0.0101978350430727,
-0.041500695049762726,
0.08052423596382141,
-0.08638670295476913,
0.018744559958577156,
-0.0051373387686908245,
-0.02989734522998333,
0.004933553747832775,
0.052007682621479034,
-0.05401187017560005,
-0.00444773118942976,
0.023771049454808235,
0.014955338090658188,
0.019861895591020584,
0.0019181034294888377,
-0.000755960529204458,
0.01842929609119892,
0.05555326119065285,
0.00662668701261282,
-0.11371157318353653,
-0.03138471767306328,
-0.08121836185455322,
0.02957340143620968,
-0.016702651977539062,
-0.017782600596547127,
-0.011988929472863674,
0.010520035400986671,
-0.02632150612771511,
-0.020598089322447777,
0.10354143381118774,
0.028981121256947517,
-0.06747198849916458,
-0.07410293817520142,
0.02192794159054756,
0.005709382705390453,
0.010997227393090725,
-0.03682384267449379,
-0.05440293997526169,
0.017831476405262947,
-0.03805484250187874,
0.09068267792463303,
0.020799145102500916,
-0.0525638647377491,
0.06749648600816727,
-0.037149492651224136,
-0.04487139731645584,
-0.0061564031057059765,
-0.034553274512290955,
-0.0328901931643486,
-0.05663195997476578,
0.029791997745633125,
-0.010260813869535923,
0.09597726166248322,
-0.08689334243535995,
0.02360665611922741,
-0.011868325062096119,
-0.03293537721037865,
0.04895797744393349,
0.0006068424554541707,
-0.02930493652820587,
-0.0406317412853241,
0.05564727261662483,
0.08607295155525208,
-0.09875249117612839,
-0.009764239192008972,
-0.05825438350439072,
-0.03892839699983597,
0.02980692684650421,
-0.04881817102432251,
0.009505732916295528,
-0.020334431901574135,
-4.850200996114102e-33,
-0.06169148162007332,
0.06182558462023735,
0.06693404912948608,
0.047414444386959076,
-0.0035075643099844456,
-0.08587128669023514,
-0.037383273243904114,
-0.031886085867881775,
0.015916110947728157,
-0.051457710564136505,
-0.033179257065057755,
-0.11217651516199112,
-0.05425005778670311,
0.04510365054011345,
0.10690905153751373,
0.05753493309020996,
-0.05965692177414894,
-0.013670263811945915,
-0.0025201819371432066,
0.009248645976185799,
0.03517488017678261,
0.023356249555945396,
0.03937816619873047,
0.06227254122495651,
-0.06887336075305939,
0.018553879112005234,
-0.015594140626490116,
0.12258604913949966,
0.013677572831511497,
-0.048449911177158356,
0.059042930603027344,
-0.006232681218534708,
-0.03882457688450813,
-0.054402608424425125,
-0.022824706509709358,
0.03293323889374733,
0.02806696482002735,
0.11388899385929108,
0.012498756870627403,
0.02955557405948639,
0.0656566321849823,
0.03795763850212097,
-0.05166998878121376,
-0.07430869340896606,
0.04058142378926277,
-0.03966083005070686,
0.035111647099256516,
-0.06727295368909836,
0.04083707556128502,
0.0032437427435070276,
-0.006557684391736984,
-0.02404586598277092,
-0.03157647326588631,
0.07994943112134933,
-0.015311229042708874,
-0.04201801121234894,
-0.008746221661567688,
0.08575721830129623,
0.06357679516077042,
-0.032309141010046005,
0.011544695124030113,
-0.026571404188871384,
-0.14694644510746002,
0.0006365395383909345,
0.050292566418647766,
-0.010161980986595154,
0.08024844527244568,
-0.0010468107648193836,
-0.05435209348797798,
0.06120944395661354,
-0.008326246403157711,
0.0631399005651474,
0.009417728520929813,
0.040214262902736664,
0.04377642646431923,
0.045887093991041183,
0.0008832472958602011,
-0.09073836356401443,
-0.08759275823831558,
0.024185920134186745,
0.07123423367738724,
0.08329011499881744,
-0.06474823504686356,
-0.04126256704330444,
0.028379447758197784,
0.08816413581371307,
0.07039479166269302,
0.04765196517109871,
-0.004107995890080929,
-0.04573998972773552,
-0.008406729437410831,
0.017940523102879524,
0.03336383402347565,
0.0035904303658753633,
-0.02460227534174919,
-4.961934152447611e-8,
-0.09070407599210739,
-0.037848908454179764,
-0.0387294739484787,
-0.039389800280332565,
0.010384786874055862,
-0.02471158094704151,
-0.0011280487524345517,
0.015768254175782204,
-0.030957026407122612,
-0.15824875235557556,
0.023777808994054794,
0.011597363278269768,
-0.03153228387236595,
0.010675584897398949,
0.03991464152932167,
0.03321709483861923,
-0.0570305660367012,
0.005162442103028297,
0.025445671752095222,
0.06661645323038101,
0.013830388896167278,
-0.00021820171969011426,
0.03781526908278465,
-0.007904965430498123,
0.08672219514846802,
-0.03899315372109413,
0.04902811720967293,
0.09258980304002762,
0.09565990418195724,
-0.04140276089310646,
-0.06001323461532593,
0.07192260771989822,
0.08997312188148499,
0.002672808710485697,
-0.04411783814430237,
0.022511405870318413,
0.07092328369617462,
0.02403566800057888,
-0.09435877948999405,
0.012556948699057102,
-0.022905027493834496,
-0.01085120253264904,
0.055123936384916306,
-0.0537976436316967,
0.03376240283250809,
0.026761997491121292,
0.057623591274023056,
-0.04883190989494324,
-0.000413173227570951,
-0.14896038174629211,
0.03973438963294029,
0.04194365441799164,
0.03626062721014023,
0.015293470583856106,
0.024019762873649597,
-0.08047639578580856,
-0.0098289605230093,
0.010646247304975986,
0.06321655213832855,
-0.01980322040617466,
-0.011576292105019093,
-0.0011327157262712717,
-0.08468128740787506,
0.02412804216146469
] |
1401.3567
|
Youssef Khmou
|
Y.Khmou, S.Safi
|
2D Direction Of Arrival Estimation with Modified Propagator
|
4 pages, one latex file, 3 figures
| null | null | null |
cs.IT math.IT stat.AP
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, a fast algorithm for the Direction Of Arrival (DOA) estimation
of radiating sources, based on partial covariance matrix and without eigende-
composition of incoming signals is extended to two dimensional problem of joint
azimuth and elevation estimation angles using Uniform Circular Array (UCA) in
case of non coherent narrowband signals. Simulation results are presented with
both Additive White Gaussian Noise (AWGN) and real symmetric Toeplitz noise.
|
[
{
"created": "Wed, 15 Jan 2014 13:07:52 GMT",
"version": "v1"
}
] |
2015-03-18
|
[
[
"Khmou",
"Y.",
""
],
[
"Safi",
"S.",
""
]
] |
[
0.05009400472044945,
0.019127100706100464,
-0.03227956220507622,
0.009471382014453411,
-0.01754686050117016,
-0.0530189573764801,
-0.005932118743658066,
-0.10359059274196625,
0.023519035428762436,
0.022212162613868713,
-0.0038104811683297157,
0.05485492944717407,
0.08723162859678268,
-0.06904295831918716,
0.004692543298006058,
-0.05351991578936577,
0.003732106415554881,
-0.02714620716869831,
0.039941348135471344,
-0.04264998435974121,
-0.05162511020898819,
0.05659773573279381,
-0.10017601400613785,
0.03669438883662224,
0.047233276069164276,
-0.010905193164944649,
0.13505499064922333,
-0.051383279263973236,
-0.005643066950142384,
0.00010241341078653932,
0.015536128543317318,
0.0940256267786026,
0.026262301951646805,
-0.06069280579686165,
-0.060276009142398834,
0.0018959238659590483,
0.03611662983894348,
0.016619740054011345,
0.028383806347846985,
0.09107208251953125,
0.02769901417195797,
0.06265057623386383,
-0.03593388944864273,
-0.0006666352855972946,
-0.05452302470803261,
-0.04881039634346962,
0.01868666335940361,
-0.04918422922492027,
0.028562434017658234,
0.07212088257074356,
-0.014018341898918152,
0.0393795371055603,
-0.09241074323654175,
-0.0001536558847874403,
0.016759604215621948,
-0.08126986026763916,
-0.02991754375398159,
-0.006862238515168428,
0.08444996178150177,
0.13104870915412903,
0.028413694351911545,
-0.04292427748441696,
-0.025688227266073227,
-0.013544738292694092,
-0.058021899312734604,
-0.046951863914728165,
-0.033096883445978165,
0.050466760993003845,
-0.039088789373636246,
-0.0266139917075634,
-0.03153568133711815,
0.03797553852200508,
0.004017986357212067,
-0.02213590405881405,
0.029466861858963966,
0.01203570980578661,
-0.0032745993230491877,
0.029091818258166313,
0.014489647932350636,
-0.01023942418396473,
-0.025858016684651375,
0.0013846700312569737,
-0.03408687934279442,
-0.03523734211921692,
0.03007219173014164,
0.04991786554455757,
-0.07902137190103531,
0.06590728461742401,
0.03515088930726051,
-0.08208481967449188,
-0.009738725610077381,
-0.029654212296009064,
-0.034817349165678024,
-0.0021993948612362146,
0.07208225876092911,
-0.04419879615306854,
0.055927447974681854,
-0.045671675354242325,
-0.025399619713425636,
0.02159045822918415,
0.039024315774440765,
-0.061425209045410156,
-0.058667369186878204,
0.08665153384208679,
-0.028531860560178757,
-0.007728497497737408,
0.04263228923082352,
0.03037722036242485,
0.021362919360399246,
-0.005513543263077736,
0.0008102094870992005,
0.027087833732366562,
-0.011640219017863274,
-0.05197210982441902,
-0.0893009826540947,
0.06830596923828125,
0.046321965754032135,
0.06472128629684448,
0.03748583421111107,
-0.0635383278131485,
-0.039122357964515686,
-0.09647554159164429,
0.08535570651292801,
0.042500585317611694,
0.07249721139669418,
-0.018757469952106476,
0.0011291896225884557,
3.704301919625673e-33,
-0.02491011843085289,
0.12229413539171219,
-0.04086000844836235,
-0.0015168333193287253,
-0.04443414509296417,
0.0006072446703910828,
0.016750479117035866,
0.01049727387726307,
0.14198362827301025,
0.08635391294956207,
0.015179017558693886,
0.06953850388526917,
0.028254467993974686,
-0.031746767461299896,
-0.016553975641727448,
0.007603844162076712,
0.019255192950367928,
0.03511348366737366,
-0.07999387383460999,
0.03279180824756622,
0.0004982309183105826,
-0.04666683077812195,
-0.016993826255202293,
-0.007726872805505991,
0.027903154492378235,
0.028956491500139236,
0.012633700855076313,
-0.06383019685745239,
-0.06627106666564941,
0.027188356965780258,
0.05660291761159897,
-0.03585096076130867,
0.02415858395397663,
-0.017218321561813354,
0.0059109958820044994,
-0.07869501411914825,
-0.04602906107902527,
0.04425157606601715,
-0.05534624680876732,
-0.013466454111039639,
0.05961702764034271,
0.04481733217835426,
0.018356062471866608,
-0.03359021246433258,
-0.02655983902513981,
0.029131781309843063,
-0.0985642522573471,
-0.025608235970139503,
0.11139251291751862,
0.007791303098201752,
-0.05203603208065033,
0.013932112604379654,
-0.06023073196411133,
0.1038990318775177,
0.03325458616018295,
0.020607415586709976,
-0.06478095799684525,
0.034308504313230515,
0.012102125212550163,
-0.041325271129608154,
-0.08009183406829834,
-0.0012702601961791515,
-0.033788297325372696,
-0.04346435144543648,
0.026122838258743286,
-0.06438284367322922,
-0.06527575105428696,
-0.05255700275301933,
0.0599934421479702,
-0.03514613211154938,
0.125564843416214,
-0.02915140800178051,
0.012515277601778507,
0.05009763315320015,
-0.03874677047133446,
-0.06042966619133949,
0.008577102795243263,
0.07114578038454056,
0.06109229847788811,
-0.02047078125178814,
-0.002325628884136677,
0.07845531404018402,
-0.07770705968141556,
-0.0587904267013073,
0.04035642743110657,
0.05954686552286148,
-0.06950017064809799,
-0.02969801239669323,
-0.04522329568862915,
-0.05280790105462074,
-0.053287506103515625,
0.06372241675853729,
-0.020738162100315094,
0.02877095155417919,
-0.03457408770918846,
-3.956442519141177e-33,
0.053629226982593536,
0.025572391226887703,
0.0853131040930748,
-0.10084129124879837,
-0.0007968200952745974,
-0.03698880970478058,
0.055019110441207886,
0.03135959804058075,
0.009626847691833973,
0.04030134901404381,
-0.06983058154582977,
0.00360834039747715,
-0.06514124572277069,
0.07690455764532089,
0.03627727925777435,
0.0006261426606215537,
0.15382857620716095,
0.012803824618458748,
0.08772827684879303,
-0.01406455971300602,
-0.049139149487018585,
-0.09667986631393433,
0.06871991604566574,
-0.08096667379140854,
0.021890243515372276,
0.004501398652791977,
0.0470803938806057,
0.0671771988272667,
-0.0839151069521904,
0.0009249267168343067,
-0.08856665343046188,
0.035936735570430756,
-0.023482976481318474,
0.0422821119427681,
0.03987573832273483,
0.04121435061097145,
-0.07186808437108994,
0.07559163868427277,
-0.012603044509887695,
-0.03134505823254585,
-0.03985663875937462,
0.043561987578868866,
0.07702432572841644,
-0.010352395474910736,
-0.011855813674628735,
-0.0382784865796566,
0.02127200737595558,
0.1375088393688202,
-0.04184900224208832,
-0.010167766362428665,
0.001564313075505197,
-0.019922055304050446,
-0.04265493154525757,
0.0699264332652092,
0.015857813879847527,
0.03717271238565445,
0.010167025960981846,
0.032831452786922455,
0.08371105045080185,
0.018425125628709793,
0.008286168798804283,
0.025691883638501167,
-0.026142427697777748,
-0.0407588928937912,
0.056648530066013336,
0.06047004833817482,
0.022214697673916817,
-0.019622717052698135,
-0.01802552305161953,
0.08150480687618256,
-0.010338305495679379,
-0.03713284432888031,
-0.05346262454986572,
0.05508866906166077,
-0.05588553473353386,
0.08336591720581055,
0.019350294023752213,
-0.0533788725733757,
-0.04475678503513336,
-0.031593844294548035,
-0.022345535457134247,
0.009881325997412205,
-0.0983748808503151,
-0.01565326564013958,
-0.028375811874866486,
0.07098270952701569,
0.08469801396131516,
-0.1253671795129776,
0.004319858271628618,
-0.005005389451980591,
-0.0072372774593532085,
0.030711214989423752,
0.0639900341629982,
-0.020420998334884644,
0.057485274970531464,
-3.7837377675487005e-8,
-0.09175702929496765,
-0.05210404098033905,
-0.053727202117443085,
-0.05348807945847511,
0.032079651951789856,
-0.016754793003201485,
-0.035411108285188675,
-0.08749331533908844,
0.009723380208015442,
-0.1298556625843048,
-0.03814299404621124,
-0.016410036012530327,
-0.02916284278035164,
0.05080075189471245,
-0.016236742958426476,
-0.0045899515971541405,
0.006439033895730972,
-0.06978189945220947,
-0.009163948707282543,
-0.019015274941921234,
-0.0025740049313753843,
0.01292805839329958,
0.10112620890140533,
0.009610040113329887,
0.002843293594196439,
0.0636744424700737,
-0.01042951364070177,
0.005964786279946566,
0.07521549612283707,
0.019357653334736824,
-0.07468113303184509,
0.03363444656133652,
-0.004278318490833044,
0.04085305333137512,
0.03945031017065048,
-0.03010580874979496,
0.046239376068115234,
-0.008632354438304901,
-0.008405228145420551,
-0.022892843931913376,
-0.0752103328704834,
0.07588303834199905,
0.004796163644641638,
-0.026901431381702423,
0.011397079564630985,
0.04197436943650246,
0.0535065233707428,
-0.06321670114994049,
0.008337156847119331,
-0.021887416020035744,
0.022704975679516792,
-0.04759032279253006,
-0.017438272014260292,
-0.051752567291259766,
-0.026702214032411575,
-0.04677387699484825,
0.06809968501329422,
-0.12984438240528107,
0.078567273914814,
0.013031883165240288,
-0.05508653447031975,
0.07566681504249573,
-0.024709409102797508,
-0.05549461767077446
] | null | null | null | null | null | null | null |
[
0.05009400472044945,
0.019127100706100464,
-0.03227956220507622,
0.009471382014453411,
-0.01754686050117016,
-0.0530189573764801,
-0.005932118743658066,
-0.10359059274196625,
0.023519035428762436,
0.022212162613868713,
-0.0038104811683297157,
0.05485492944717407,
0.08723162859678268,
-0.06904295831918716,
0.004692543298006058,
-0.05351991578936577,
0.003732106415554881,
-0.02714620716869831,
0.039941348135471344,
-0.04264998435974121,
-0.05162511020898819,
0.05659773573279381,
-0.10017601400613785,
0.03669438883662224,
0.047233276069164276,
-0.010905193164944649,
0.13505499064922333,
-0.051383279263973236,
-0.005643066950142384,
0.00010241341078653932,
0.015536128543317318,
0.0940256267786026,
0.026262301951646805,
-0.06069280579686165,
-0.060276009142398834,
0.0018959238659590483,
0.03611662983894348,
0.016619740054011345,
0.028383806347846985,
0.09107208251953125,
0.02769901417195797,
0.06265057623386383,
-0.03593388944864273,
-0.0006666352855972946,
-0.05452302470803261,
-0.04881039634346962,
0.01868666335940361,
-0.04918422922492027,
0.028562434017658234,
0.07212088257074356,
-0.014018341898918152,
0.0393795371055603,
-0.09241074323654175,
-0.0001536558847874403,
0.016759604215621948,
-0.08126986026763916,
-0.02991754375398159,
-0.006862238515168428,
0.08444996178150177,
0.13104870915412903,
0.028413694351911545,
-0.04292427748441696,
-0.025688227266073227,
-0.013544738292694092,
-0.058021899312734604,
-0.046951863914728165,
-0.033096883445978165,
0.050466760993003845,
-0.039088789373636246,
-0.0266139917075634,
-0.03153568133711815,
0.03797553852200508,
0.004017986357212067,
-0.02213590405881405,
0.029466861858963966,
0.01203570980578661,
-0.0032745993230491877,
0.029091818258166313,
0.014489647932350636,
-0.01023942418396473,
-0.025858016684651375,
0.0013846700312569737,
-0.03408687934279442,
-0.03523734211921692,
0.03007219173014164,
0.04991786554455757,
-0.07902137190103531,
0.06590728461742401,
0.03515088930726051,
-0.08208481967449188,
-0.009738725610077381,
-0.029654212296009064,
-0.034817349165678024,
-0.0021993948612362146,
0.07208225876092911,
-0.04419879615306854,
0.055927447974681854,
-0.045671675354242325,
-0.025399619713425636,
0.02159045822918415,
0.039024315774440765,
-0.061425209045410156,
-0.058667369186878204,
0.08665153384208679,
-0.028531860560178757,
-0.007728497497737408,
0.04263228923082352,
0.03037722036242485,
0.021362919360399246,
-0.005513543263077736,
0.0008102094870992005,
0.027087833732366562,
-0.011640219017863274,
-0.05197210982441902,
-0.0893009826540947,
0.06830596923828125,
0.046321965754032135,
0.06472128629684448,
0.03748583421111107,
-0.0635383278131485,
-0.039122357964515686,
-0.09647554159164429,
0.08535570651292801,
0.042500585317611694,
0.07249721139669418,
-0.018757469952106476,
0.0011291896225884557,
3.704301919625673e-33,
-0.02491011843085289,
0.12229413539171219,
-0.04086000844836235,
-0.0015168333193287253,
-0.04443414509296417,
0.0006072446703910828,
0.016750479117035866,
0.01049727387726307,
0.14198362827301025,
0.08635391294956207,
0.015179017558693886,
0.06953850388526917,
0.028254467993974686,
-0.031746767461299896,
-0.016553975641727448,
0.007603844162076712,
0.019255192950367928,
0.03511348366737366,
-0.07999387383460999,
0.03279180824756622,
0.0004982309183105826,
-0.04666683077812195,
-0.016993826255202293,
-0.007726872805505991,
0.027903154492378235,
0.028956491500139236,
0.012633700855076313,
-0.06383019685745239,
-0.06627106666564941,
0.027188356965780258,
0.05660291761159897,
-0.03585096076130867,
0.02415858395397663,
-0.017218321561813354,
0.0059109958820044994,
-0.07869501411914825,
-0.04602906107902527,
0.04425157606601715,
-0.05534624680876732,
-0.013466454111039639,
0.05961702764034271,
0.04481733217835426,
0.018356062471866608,
-0.03359021246433258,
-0.02655983902513981,
0.029131781309843063,
-0.0985642522573471,
-0.025608235970139503,
0.11139251291751862,
0.007791303098201752,
-0.05203603208065033,
0.013932112604379654,
-0.06023073196411133,
0.1038990318775177,
0.03325458616018295,
0.020607415586709976,
-0.06478095799684525,
0.034308504313230515,
0.012102125212550163,
-0.041325271129608154,
-0.08009183406829834,
-0.0012702601961791515,
-0.033788297325372696,
-0.04346435144543648,
0.026122838258743286,
-0.06438284367322922,
-0.06527575105428696,
-0.05255700275301933,
0.0599934421479702,
-0.03514613211154938,
0.125564843416214,
-0.02915140800178051,
0.012515277601778507,
0.05009763315320015,
-0.03874677047133446,
-0.06042966619133949,
0.008577102795243263,
0.07114578038454056,
0.06109229847788811,
-0.02047078125178814,
-0.002325628884136677,
0.07845531404018402,
-0.07770705968141556,
-0.0587904267013073,
0.04035642743110657,
0.05954686552286148,
-0.06950017064809799,
-0.02969801239669323,
-0.04522329568862915,
-0.05280790105462074,
-0.053287506103515625,
0.06372241675853729,
-0.020738162100315094,
0.02877095155417919,
-0.03457408770918846,
-3.956442519141177e-33,
0.053629226982593536,
0.025572391226887703,
0.0853131040930748,
-0.10084129124879837,
-0.0007968200952745974,
-0.03698880970478058,
0.055019110441207886,
0.03135959804058075,
0.009626847691833973,
0.04030134901404381,
-0.06983058154582977,
0.00360834039747715,
-0.06514124572277069,
0.07690455764532089,
0.03627727925777435,
0.0006261426606215537,
0.15382857620716095,
0.012803824618458748,
0.08772827684879303,
-0.01406455971300602,
-0.049139149487018585,
-0.09667986631393433,
0.06871991604566574,
-0.08096667379140854,
0.021890243515372276,
0.004501398652791977,
0.0470803938806057,
0.0671771988272667,
-0.0839151069521904,
0.0009249267168343067,
-0.08856665343046188,
0.035936735570430756,
-0.023482976481318474,
0.0422821119427681,
0.03987573832273483,
0.04121435061097145,
-0.07186808437108994,
0.07559163868427277,
-0.012603044509887695,
-0.03134505823254585,
-0.03985663875937462,
0.043561987578868866,
0.07702432572841644,
-0.010352395474910736,
-0.011855813674628735,
-0.0382784865796566,
0.02127200737595558,
0.1375088393688202,
-0.04184900224208832,
-0.010167766362428665,
0.001564313075505197,
-0.019922055304050446,
-0.04265493154525757,
0.0699264332652092,
0.015857813879847527,
0.03717271238565445,
0.010167025960981846,
0.032831452786922455,
0.08371105045080185,
0.018425125628709793,
0.008286168798804283,
0.025691883638501167,
-0.026142427697777748,
-0.0407588928937912,
0.056648530066013336,
0.06047004833817482,
0.022214697673916817,
-0.019622717052698135,
-0.01802552305161953,
0.08150480687618256,
-0.010338305495679379,
-0.03713284432888031,
-0.05346262454986572,
0.05508866906166077,
-0.05588553473353386,
0.08336591720581055,
0.019350294023752213,
-0.0533788725733757,
-0.04475678503513336,
-0.031593844294548035,
-0.022345535457134247,
0.009881325997412205,
-0.0983748808503151,
-0.01565326564013958,
-0.028375811874866486,
0.07098270952701569,
0.08469801396131516,
-0.1253671795129776,
0.004319858271628618,
-0.005005389451980591,
-0.0072372774593532085,
0.030711214989423752,
0.0639900341629982,
-0.020420998334884644,
0.057485274970531464,
-3.7837377675487005e-8,
-0.09175702929496765,
-0.05210404098033905,
-0.053727202117443085,
-0.05348807945847511,
0.032079651951789856,
-0.016754793003201485,
-0.035411108285188675,
-0.08749331533908844,
0.009723380208015442,
-0.1298556625843048,
-0.03814299404621124,
-0.016410036012530327,
-0.02916284278035164,
0.05080075189471245,
-0.016236742958426476,
-0.0045899515971541405,
0.006439033895730972,
-0.06978189945220947,
-0.009163948707282543,
-0.019015274941921234,
-0.0025740049313753843,
0.01292805839329958,
0.10112620890140533,
0.009610040113329887,
0.002843293594196439,
0.0636744424700737,
-0.01042951364070177,
0.005964786279946566,
0.07521549612283707,
0.019357653334736824,
-0.07468113303184509,
0.03363444656133652,
-0.004278318490833044,
0.04085305333137512,
0.03945031017065048,
-0.03010580874979496,
0.046239376068115234,
-0.008632354438304901,
-0.008405228145420551,
-0.022892843931913376,
-0.0752103328704834,
0.07588303834199905,
0.004796163644641638,
-0.026901431381702423,
0.011397079564630985,
0.04197436943650246,
0.0535065233707428,
-0.06321670114994049,
0.008337156847119331,
-0.021887416020035744,
0.022704975679516792,
-0.04759032279253006,
-0.017438272014260292,
-0.051752567291259766,
-0.026702214032411575,
-0.04677387699484825,
0.06809968501329422,
-0.12984438240528107,
0.078567273914814,
0.013031883165240288,
-0.05508653447031975,
0.07566681504249573,
-0.024709409102797508,
-0.05549461767077446
] |
1401.3569
|
Sergiy Vorobyov A.
|
Jie Gao, Sergiy A. Vorobyov, and Hai Jiang
|
Efficient Strategies for Single/Multi-Target Jamming on MIMO Gaussian
Channels
|
24 pages, 5 figures, Submitted to IEEE Trans. Signal Processing on
December 2013
|
IEEE Trans. Signal Processing, vol. 63, no. 21, pp. 5821-5836,
Nov. 2015
|
10.1109/TSP.2015.2457398
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The problem of jamming on multiple-input multiple-output (MIMO) Gaussian
channels is investigated in this paper. In the case of a single target
legitimate signal, we show that the existing result based on the simplification
of the system model by neglecting the jamming channel leads to losing important
insights regarding the effect of jamming power and jamming channel on the
jamming strategy. We find a closed-form optimal solution for the problem under
a positive semi-definite (PSD) condition without considering simplifications in
the model. If the condition is not satisfied and the optimal solution may not
exist in closed-form, we find the optimal solution using a numerical method and
also propose a suboptimal solution in closed-form as a close approximation of
the optimal solution. Then, the possibility of extending the results to solve
the problem of multi-target jamming is investigated for four scenarios, i.e.,
multiple access channel, broadcasting channel, multiple transceiver pairs with
orthogonal transmissions, and multiple transceiver pairs with interference,
respectively. It is shown that the proposed numerical method can be extended to
all scenarios while the proposed closed-form solutions for jamming may be
applied in the scenarios of the multiple access channel and multiple
transceiver pairs with orthogonal transmissions. Simulation results verify the
effectiveness of the proposed solutions.
|
[
{
"created": "Wed, 15 Jan 2014 13:10:33 GMT",
"version": "v1"
}
] |
2016-03-03
|
[
[
"Gao",
"Jie",
""
],
[
"Vorobyov",
"Sergiy A.",
""
],
[
"Jiang",
"Hai",
""
]
] |
[
0.05171474069356918,
0.007496526464819908,
-0.023811960592865944,
-0.056354813277721405,
-0.010127213783562183,
0.007033143658190966,
0.08303628116846085,
-0.03261536732316017,
0.04213785007596016,
0.02775651589035988,
0.011383035220205784,
0.08119241893291473,
0.11598974466323853,
-0.009808618575334549,
0.009558947756886482,
-0.005918180104345083,
0.05111042037606239,
0.049888208508491516,
-0.11644633859395981,
0.0029872930608689785,
0.11133286356925964,
0.02229831926524639,
-0.012025284580886364,
0.0004927386762574315,
0.012798231095075607,
-0.09495117515325546,
0.09402354806661606,
-0.01237572357058525,
-0.04904577136039734,
0.0060451519675552845,
-0.044343993067741394,
0.012527784332633018,
0.043330591171979904,
-0.02598632499575615,
-0.03641943633556366,
-0.04745504632592201,
-0.010151426307857037,
0.028984492644667625,
0.05752727389335632,
0.07972831279039383,
-0.036594316363334656,
-0.025355549529194832,
-0.0782654881477356,
0.03485560789704323,
-0.041429076343774796,
-0.13725560903549194,
-0.035977836698293686,
-0.02516249381005764,
0.06339392811059952,
-0.07254122197628021,
0.034185100346803665,
0.04943160340189934,
-0.03875590115785599,
0.049148041754961014,
0.08978398889303207,
-0.15638919174671173,
-0.07114038616418839,
0.00814945437014103,
0.03520386666059494,
0.06758681684732437,
-0.027919741347432137,
0.009565159678459167,
-0.0029089394956827164,
-0.07169746607542038,
0.0742536187171936,
-0.03467081859707832,
-0.006931479554623365,
0.051442701369524,
-0.05334573984146118,
0.10976944863796234,
-0.04627947509288788,
-0.03251846507191658,
0.019146695733070374,
0.01632208377122879,
0.04945588856935501,
0.012313567101955414,
-0.053228527307510376,
0.08975110203027725,
-0.007274137809872627,
0.04922572150826454,
0.03480817750096321,
-0.013479474931955338,
-0.08217622339725494,
-0.13344523310661316,
0.021071849390864372,
0.03018748201429844,
-0.04559283331036568,
0.09702076762914658,
0.158053919672966,
-0.008218681439757347,
-0.07600673288106918,
0.07601086050271988,
0.014845991507172585,
0.05602054297924042,
0.02784850262105465,
-0.10345538705587387,
-0.008258359506726265,
-0.02144685573875904,
0.06811295449733734,
0.029277637600898743,
-0.012232791632413864,
-0.06971783190965652,
0.07372768223285675,
-0.10005996376276016,
0.04746614769101143,
-0.0456196591258049,
0.0002303824876435101,
0.07315953820943832,
0.03781841695308685,
-0.05138024687767029,
-0.002413814887404442,
-0.012162882834672928,
-0.0685681700706482,
0.04136945679783821,
-0.019971143454313278,
0.15452992916107178,
0.06734900921583176,
0.06840668618679047,
0.024318955838680267,
-0.00977043341845274,
-0.05503617227077484,
-0.1082204207777977,
0.06495249271392822,
0.03052172064781189,
-0.03732011467218399,
0.06189325451850891,
-0.05085628479719162,
1.191449941760273e-33,
-0.06442024558782578,
0.01877853274345398,
-0.07968408614397049,
0.022420041263103485,
-0.007933714427053928,
0.07358396053314209,
-0.06230106204748154,
0.03664778172969818,
0.02848876640200615,
0.08048988878726959,
-0.0517721027135849,
-0.02639949508011341,
0.002220932627096772,
-0.01923290640115738,
0.020102115347981453,
0.03981582075357437,
-0.0635724738240242,
0.011000140570104122,
-0.028891677036881447,
0.023689029738307,
0.0676691010594368,
-0.014179281890392303,
-0.08127588033676147,
-0.02526569925248623,
0.017095141112804413,
0.010099627077579498,
-0.023372642695903778,
-0.10737275332212448,
0.01048135943710804,
-0.008387024514377117,
-0.005714135710150003,
-0.013839433901011944,
0.02696889638900757,
0.02478703111410141,
-0.014768027700483799,
0.008486219681799412,
0.03104402683675289,
0.012270747683942318,
-0.04920647665858269,
-0.04135245084762573,
-0.08732378482818604,
-0.05914945900440216,
-0.025008004158735275,
-0.021306943148374557,
0.01727055385708809,
-0.09700225293636322,
0.004268193617463112,
-0.016077550128102303,
-0.031369589269161224,
-0.03029463067650795,
-0.01797538809478283,
0.09190433472394943,
-0.012723099440336227,
0.047646429389715195,
0.005567471496760845,
-0.05645284429192543,
-0.028042543679475784,
0.03482012078166008,
0.05920704826712608,
0.05740717425942421,
-0.02396223694086075,
-0.01245706807821989,
0.032459184527397156,
-0.02899976074695587,
0.09712246805429459,
0.060955267399549484,
-0.02195446938276291,
-0.038123857229948044,
0.08627883344888687,
-0.002529066987335682,
0.004343041684478521,
-0.08571932464838028,
0.011142994277179241,
-0.05767909064888954,
0.00330106308683753,
-0.05057259649038315,
0.05541732907295227,
0.02501787059009075,
0.014438939280807972,
0.012942979112267494,
-0.0008731780690141022,
0.04326969012618065,
-0.08748621493577957,
-0.008368410170078278,
-0.012181009165942669,
0.08377024531364441,
-0.06185215339064598,
0.014440788887441158,
-0.12460114061832428,
0.01337787788361311,
-0.08157864212989807,
0.11412959545850754,
-0.04413231462240219,
0.008675369434058666,
0.02450879104435444,
-1.555561796485873e-33,
-0.010501508601009846,
0.05563908442854881,
0.033770330250263214,
-0.04644760489463806,
-0.03815954551100731,
-0.006041809916496277,
0.042509131133556366,
-0.12275423109531403,
-0.03648456931114197,
-0.02104424685239792,
-0.03928650543093681,
-0.05388319864869118,
0.05706816539168358,
0.08760347962379456,
-0.020231934264302254,
0.034305229783058167,
0.02933872863650322,
0.025625742971897125,
-0.029463136568665504,
-0.0023926955182105303,
0.010799028910696507,
0.009997913613915443,
0.01108178123831749,
0.009096968919038773,
-0.00016998648061417043,
0.021351944655179977,
-0.020801009610295296,
0.07811669260263443,
-0.02603723481297493,
3.4031205586870783e-7,
0.03619125485420227,
-0.0024677100591361523,
0.014755243435502052,
0.00504410220310092,
0.06371773779392242,
0.03996344283223152,
0.06968954205513,
0.09180228412151337,
0.024081191048026085,
-0.015906356275081635,
0.014005995355546474,
-0.005616606678813696,
0.07823100686073303,
0.031501173973083496,
0.014199274592101574,
-0.006748121231794357,
0.04135799780488014,
0.00742856040596962,
-0.045696329325437546,
0.0016196782235056162,
-0.014674055390059948,
-0.051538240164518356,
-0.055041778832674026,
-0.018043022602796555,
-0.04585634544491768,
0.017697026953101158,
-0.021632730960845947,
0.05752594769001007,
0.011522380635142326,
0.03386776149272919,
0.08014603704214096,
-0.001799489720724523,
0.014407588168978691,
0.0064776125364005566,
0.006186306476593018,
-0.01959208771586418,
0.04257812723517418,
0.008818535134196281,
-0.019350120797753334,
0.015658419579267502,
-0.06687493622303009,
-0.011794102378189564,
0.051867980509996414,
0.04845938831567764,
-0.007135204039514065,
0.07670716196298599,
-0.039468854665756226,
-0.01067442074418068,
-0.05823218822479248,
0.05313810706138611,
-0.032140735536813736,
0.06913281232118607,
-0.07632128149271011,
-0.007089210208505392,
-0.06922092288732529,
0.02881975844502449,
0.08016224205493927,
0.03801512345671654,
0.06040413677692413,
-0.08731777220964432,
-0.021076101809740067,
0.03609561175107956,
0.01258539967238903,
0.011920074932277203,
-0.025826239958405495,
-5.162172556083533e-8,
-0.027274738997220993,
-0.03091176599264145,
-0.016810238361358643,
-0.06292921304702759,
0.008969111368060112,
0.012278949841856956,
-0.01674308441579342,
-0.07820113003253937,
0.034128546714782715,
-0.08504901826381683,
-0.02305065654218197,
-0.014788106083869934,
-0.0663999542593956,
0.01734597235918045,
-0.029148010537028313,
-0.05372156202793121,
-0.0795188918709755,
-0.05576056241989136,
0.03521120175719261,
0.05343044549226761,
0.05675911903381348,
-0.016668301075696945,
0.004321729298681021,
0.10262853652238846,
-0.03265782445669174,
0.040993236005306244,
0.03761929273605347,
0.01995273493230343,
0.04248763248324394,
-0.029897743836045265,
0.03777380287647247,
0.020215757191181183,
0.0014275242574512959,
0.08691176772117615,
-0.10796113312244415,
-0.0008731645648367703,
0.043626390397548676,
0.035685453563928604,
-0.021709278225898743,
0.0428466796875,
-0.03068259172141552,
-0.08906343579292297,
-0.006127001717686653,
-0.026345577090978622,
-0.034499846398830414,
0.053568996489048004,
-0.036791931837797165,
-0.04561233147978783,
0.005136261228471994,
0.03655888885259628,
0.02002893015742302,
0.06273830682039261,
-0.023476995527744293,
-0.010723044164478779,
0.005126405041664839,
-0.08417990058660507,
0.008030197583138943,
-0.06605657935142517,
0.10241146385669708,
0.0031269555911421776,
-0.09810326248407364,
0.056857042014598846,
-0.0765400305390358,
0.02109886333346367
] | null | null | null | null | null | null | null |
[
0.05171474069356918,
0.007496526464819908,
-0.023811960592865944,
-0.056354813277721405,
-0.010127213783562183,
0.007033143658190966,
0.08303628116846085,
-0.03261536732316017,
0.04213785007596016,
0.02775651589035988,
0.011383035220205784,
0.08119241893291473,
0.11598974466323853,
-0.009808618575334549,
0.009558947756886482,
-0.005918180104345083,
0.05111042037606239,
0.049888208508491516,
-0.11644633859395981,
0.0029872930608689785,
0.11133286356925964,
0.02229831926524639,
-0.012025284580886364,
0.0004927386762574315,
0.012798231095075607,
-0.09495117515325546,
0.09402354806661606,
-0.01237572357058525,
-0.04904577136039734,
0.0060451519675552845,
-0.044343993067741394,
0.012527784332633018,
0.043330591171979904,
-0.02598632499575615,
-0.03641943633556366,
-0.04745504632592201,
-0.010151426307857037,
0.028984492644667625,
0.05752727389335632,
0.07972831279039383,
-0.036594316363334656,
-0.025355549529194832,
-0.0782654881477356,
0.03485560789704323,
-0.041429076343774796,
-0.13725560903549194,
-0.035977836698293686,
-0.02516249381005764,
0.06339392811059952,
-0.07254122197628021,
0.034185100346803665,
0.04943160340189934,
-0.03875590115785599,
0.049148041754961014,
0.08978398889303207,
-0.15638919174671173,
-0.07114038616418839,
0.00814945437014103,
0.03520386666059494,
0.06758681684732437,
-0.027919741347432137,
0.009565159678459167,
-0.0029089394956827164,
-0.07169746607542038,
0.0742536187171936,
-0.03467081859707832,
-0.006931479554623365,
0.051442701369524,
-0.05334573984146118,
0.10976944863796234,
-0.04627947509288788,
-0.03251846507191658,
0.019146695733070374,
0.01632208377122879,
0.04945588856935501,
0.012313567101955414,
-0.053228527307510376,
0.08975110203027725,
-0.007274137809872627,
0.04922572150826454,
0.03480817750096321,
-0.013479474931955338,
-0.08217622339725494,
-0.13344523310661316,
0.021071849390864372,
0.03018748201429844,
-0.04559283331036568,
0.09702076762914658,
0.158053919672966,
-0.008218681439757347,
-0.07600673288106918,
0.07601086050271988,
0.014845991507172585,
0.05602054297924042,
0.02784850262105465,
-0.10345538705587387,
-0.008258359506726265,
-0.02144685573875904,
0.06811295449733734,
0.029277637600898743,
-0.012232791632413864,
-0.06971783190965652,
0.07372768223285675,
-0.10005996376276016,
0.04746614769101143,
-0.0456196591258049,
0.0002303824876435101,
0.07315953820943832,
0.03781841695308685,
-0.05138024687767029,
-0.002413814887404442,
-0.012162882834672928,
-0.0685681700706482,
0.04136945679783821,
-0.019971143454313278,
0.15452992916107178,
0.06734900921583176,
0.06840668618679047,
0.024318955838680267,
-0.00977043341845274,
-0.05503617227077484,
-0.1082204207777977,
0.06495249271392822,
0.03052172064781189,
-0.03732011467218399,
0.06189325451850891,
-0.05085628479719162,
1.191449941760273e-33,
-0.06442024558782578,
0.01877853274345398,
-0.07968408614397049,
0.022420041263103485,
-0.007933714427053928,
0.07358396053314209,
-0.06230106204748154,
0.03664778172969818,
0.02848876640200615,
0.08048988878726959,
-0.0517721027135849,
-0.02639949508011341,
0.002220932627096772,
-0.01923290640115738,
0.020102115347981453,
0.03981582075357437,
-0.0635724738240242,
0.011000140570104122,
-0.028891677036881447,
0.023689029738307,
0.0676691010594368,
-0.014179281890392303,
-0.08127588033676147,
-0.02526569925248623,
0.017095141112804413,
0.010099627077579498,
-0.023372642695903778,
-0.10737275332212448,
0.01048135943710804,
-0.008387024514377117,
-0.005714135710150003,
-0.013839433901011944,
0.02696889638900757,
0.02478703111410141,
-0.014768027700483799,
0.008486219681799412,
0.03104402683675289,
0.012270747683942318,
-0.04920647665858269,
-0.04135245084762573,
-0.08732378482818604,
-0.05914945900440216,
-0.025008004158735275,
-0.021306943148374557,
0.01727055385708809,
-0.09700225293636322,
0.004268193617463112,
-0.016077550128102303,
-0.031369589269161224,
-0.03029463067650795,
-0.01797538809478283,
0.09190433472394943,
-0.012723099440336227,
0.047646429389715195,
0.005567471496760845,
-0.05645284429192543,
-0.028042543679475784,
0.03482012078166008,
0.05920704826712608,
0.05740717425942421,
-0.02396223694086075,
-0.01245706807821989,
0.032459184527397156,
-0.02899976074695587,
0.09712246805429459,
0.060955267399549484,
-0.02195446938276291,
-0.038123857229948044,
0.08627883344888687,
-0.002529066987335682,
0.004343041684478521,
-0.08571932464838028,
0.011142994277179241,
-0.05767909064888954,
0.00330106308683753,
-0.05057259649038315,
0.05541732907295227,
0.02501787059009075,
0.014438939280807972,
0.012942979112267494,
-0.0008731780690141022,
0.04326969012618065,
-0.08748621493577957,
-0.008368410170078278,
-0.012181009165942669,
0.08377024531364441,
-0.06185215339064598,
0.014440788887441158,
-0.12460114061832428,
0.01337787788361311,
-0.08157864212989807,
0.11412959545850754,
-0.04413231462240219,
0.008675369434058666,
0.02450879104435444,
-1.555561796485873e-33,
-0.010501508601009846,
0.05563908442854881,
0.033770330250263214,
-0.04644760489463806,
-0.03815954551100731,
-0.006041809916496277,
0.042509131133556366,
-0.12275423109531403,
-0.03648456931114197,
-0.02104424685239792,
-0.03928650543093681,
-0.05388319864869118,
0.05706816539168358,
0.08760347962379456,
-0.020231934264302254,
0.034305229783058167,
0.02933872863650322,
0.025625742971897125,
-0.029463136568665504,
-0.0023926955182105303,
0.010799028910696507,
0.009997913613915443,
0.01108178123831749,
0.009096968919038773,
-0.00016998648061417043,
0.021351944655179977,
-0.020801009610295296,
0.07811669260263443,
-0.02603723481297493,
3.4031205586870783e-7,
0.03619125485420227,
-0.0024677100591361523,
0.014755243435502052,
0.00504410220310092,
0.06371773779392242,
0.03996344283223152,
0.06968954205513,
0.09180228412151337,
0.024081191048026085,
-0.015906356275081635,
0.014005995355546474,
-0.005616606678813696,
0.07823100686073303,
0.031501173973083496,
0.014199274592101574,
-0.006748121231794357,
0.04135799780488014,
0.00742856040596962,
-0.045696329325437546,
0.0016196782235056162,
-0.014674055390059948,
-0.051538240164518356,
-0.055041778832674026,
-0.018043022602796555,
-0.04585634544491768,
0.017697026953101158,
-0.021632730960845947,
0.05752594769001007,
0.011522380635142326,
0.03386776149272919,
0.08014603704214096,
-0.001799489720724523,
0.014407588168978691,
0.0064776125364005566,
0.006186306476593018,
-0.01959208771586418,
0.04257812723517418,
0.008818535134196281,
-0.019350120797753334,
0.015658419579267502,
-0.06687493622303009,
-0.011794102378189564,
0.051867980509996414,
0.04845938831567764,
-0.007135204039514065,
0.07670716196298599,
-0.039468854665756226,
-0.01067442074418068,
-0.05823218822479248,
0.05313810706138611,
-0.032140735536813736,
0.06913281232118607,
-0.07632128149271011,
-0.007089210208505392,
-0.06922092288732529,
0.02881975844502449,
0.08016224205493927,
0.03801512345671654,
0.06040413677692413,
-0.08731777220964432,
-0.021076101809740067,
0.03609561175107956,
0.01258539967238903,
0.011920074932277203,
-0.025826239958405495,
-5.162172556083533e-8,
-0.027274738997220993,
-0.03091176599264145,
-0.016810238361358643,
-0.06292921304702759,
0.008969111368060112,
0.012278949841856956,
-0.01674308441579342,
-0.07820113003253937,
0.034128546714782715,
-0.08504901826381683,
-0.02305065654218197,
-0.014788106083869934,
-0.0663999542593956,
0.01734597235918045,
-0.029148010537028313,
-0.05372156202793121,
-0.0795188918709755,
-0.05576056241989136,
0.03521120175719261,
0.05343044549226761,
0.05675911903381348,
-0.016668301075696945,
0.004321729298681021,
0.10262853652238846,
-0.03265782445669174,
0.040993236005306244,
0.03761929273605347,
0.01995273493230343,
0.04248763248324394,
-0.029897743836045265,
0.03777380287647247,
0.020215757191181183,
0.0014275242574512959,
0.08691176772117615,
-0.10796113312244415,
-0.0008731645648367703,
0.043626390397548676,
0.035685453563928604,
-0.021709278225898743,
0.0428466796875,
-0.03068259172141552,
-0.08906343579292297,
-0.006127001717686653,
-0.026345577090978622,
-0.034499846398830414,
0.053568996489048004,
-0.036791931837797165,
-0.04561233147978783,
0.005136261228471994,
0.03655888885259628,
0.02002893015742302,
0.06273830682039261,
-0.023476995527744293,
-0.010723044164478779,
0.005126405041664839,
-0.08417990058660507,
0.008030197583138943,
-0.06605657935142517,
0.10241146385669708,
0.0031269555911421776,
-0.09810326248407364,
0.056857042014598846,
-0.0765400305390358,
0.02109886333346367
] |
1401.3577
|
Costantino Sigismondi
|
Costantino Sigismondi
|
La meridiana di Egnazio Danti nella Torre dei Venti in Vaticano:
un'icona della riforma Gregoriana del calendario
|
11 pages, 5 figures and 1 table. Text in Italian
| null | null | null |
physics.hist-ph astro-ph.IM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The meridian line traced by Egnazio Danti in the Torre dei Venti in Vatican
demostrated the need of the Gregorian Reformation of the Calendar. A review on
this instrument is presented, along with the astrometric recognition. This
meridian line, dated 1580, is deviated of 72 arcminutes Westward from the true
North.
|
[
{
"created": "Tue, 14 Jan 2014 14:39:51 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Sigismondi",
"Costantino",
""
]
] |
[
-0.04997951164841652,
0.08711043000221252,
0.02062389627099037,
-0.022230403497815132,
-0.09308187663555145,
0.01356299128383398,
-0.10888902842998505,
0.02008643001317978,
0.030069958418607712,
-0.08124703168869019,
-0.06904473155736923,
-0.0294762272387743,
-0.0779152512550354,
-0.01442489493638277,
-0.008689085952937603,
-0.10994494706392288,
-0.1000809594988823,
0.05924653261899948,
0.025038378313183784,
0.004319886676967144,
-0.004817787557840347,
-0.022513696923851967,
-0.020316293463110924,
0.050499361008405685,
0.03007614053785801,
0.05811335891485214,
-0.009504521265625954,
0.008106637746095657,
-0.014153566211462021,
0.015999408438801765,
-0.05683391913771629,
0.06899625808000565,
-0.11123370379209518,
0.0003719369415193796,
-0.03515130653977394,
-0.009361429139971733,
0.06028943136334419,
-0.06686798483133316,
0.07737454771995544,
-0.005724089220166206,
0.03679996356368065,
-0.010294557549059391,
0.022826217114925385,
0.06985950469970703,
0.02309638261795044,
0.05952654406428337,
-0.027120526880025864,
0.05604546517133713,
-0.01950262114405632,
0.04943295940756798,
-0.0440993532538414,
0.0032631107605993748,
0.018062744289636612,
0.029055044054985046,
-0.02389110065996647,
0.1405576467514038,
0.0400267168879509,
-0.0679025799036026,
0.04717292636632919,
0.06328260898590088,
-0.05379139259457588,
0.045362990349531174,
-0.08159442991018295,
-0.010823304764926434,
-0.07252676039934158,
0.0006888427888043225,
0.009442455135285854,
-0.045725226402282715,
0.0029210289940238,
-0.07421267032623291,
0.018973475322127342,
-0.041227370500564575,
0.04023146629333496,
0.004453784320503473,
0.0014631043886765838,
0.02246900647878647,
-0.03555513545870781,
0.05598684027791023,
-0.06612634658813477,
-0.07902800291776657,
0.06132645532488823,
0.05287652090191841,
0.020603088662028313,
0.08547887206077576,
0.041452646255493164,
0.008690066635608673,
-0.025797124952077866,
0.03123089298605919,
0.06987925618886948,
-0.0172914806753397,
0.045898232609033585,
0.003090436337515712,
-0.0006059064762666821,
-0.023727040737867355,
0.04476013034582138,
0.046571262180805206,
-0.023379705846309662,
0.07456043362617493,
0.019552722573280334,
0.057027075439691544,
0.051118992269039154,
0.03315918147563934,
-0.048228032886981964,
0.15847443044185638,
-0.01868913322687149,
-0.0017384227830916643,
0.03070252016186714,
-0.04787063971161842,
-0.05739859864115715,
-0.078297920525074,
-0.052214957773685455,
-0.06447248160839081,
0.010997913777828217,
-0.11276605725288391,
0.04345070943236351,
0.020693840458989143,
0.011157907545566559,
0.049730315804481506,
0.01997094787657261,
0.05425313487648964,
-0.03839748725295067,
-0.014146669767796993,
-0.03104994259774685,
0.07936691492795944,
-0.005574408918619156,
0.034378986805677414,
0.10869590193033218,
1.6068271255061483e-33,
0.056019026786088943,
0.0508626326918602,
0.09498104453086853,
0.009541328996419907,
0.010935615748167038,
0.021895069628953934,
-0.09891223162412643,
0.04443509876728058,
0.05599884316325188,
-0.034123070538043976,
-0.03325533866882324,
-0.02655332162976265,
-0.0629165917634964,
-0.0014597243862226605,
-0.031209493055939674,
-0.01012058462947607,
0.07096771895885468,
0.01952020637691021,
-0.018698716536164284,
-0.05611205846071243,
-0.07571618258953094,
-0.07175091654062271,
0.03440786898136139,
-0.06718852370977402,
0.030802374705672264,
0.04510730877518654,
-0.010632216930389404,
0.04202410206198692,
-0.015484435483813286,
0.013530101627111435,
0.03702053427696228,
-0.0815884917974472,
0.028911912813782692,
-0.0075773517601192,
-0.01885153539478779,
0.029609695076942444,
-0.009215831756591797,
0.0004154389025643468,
0.014291946776211262,
0.08639641851186752,
0.03672908991575241,
0.04626643285155296,
-0.0231018103659153,
0.002892277901992202,
0.020795578137040138,
0.057548992335796356,
-0.0242634154856205,
-0.014510874636471272,
0.13669955730438232,
0.02268865518271923,
-0.011445879936218262,
0.05004477873444557,
-0.03657461330294609,
-0.11220183968544006,
0.044377006590366364,
0.008920620195567608,
-0.012211162596940994,
0.04055999591946602,
-0.030864203348755836,
-0.005771798547357321,
0.03983129560947418,
-0.018952645361423492,
0.031441282480955124,
-0.0020600296556949615,
-0.01660238578915596,
0.02447051927447319,
-0.06063956394791603,
-0.013962672092020512,
0.04585155472159386,
0.02785884216427803,
-0.09968386590480804,
-0.01258030254393816,
0.03351966291666031,
0.04942469671368599,
0.038122810423374176,
0.02135588228702545,
0.0026825079694390297,
0.02272759936749935,
0.03763516619801521,
-0.061572249978780746,
-0.0862189307808876,
0.04439297318458557,
0.043618474155664444,
0.03857706859707832,
0.051648739725351334,
0.006573582533746958,
0.024431167170405388,
0.11070750653743744,
0.03409784287214279,
-0.06924320012331009,
0.026562336832284927,
0.04471806809306145,
0.014958548359572887,
0.021847793832421303,
-0.030695559456944466,
-2.206043819703456e-33,
-0.05942432954907417,
-0.027341555804014206,
-0.08784588426351547,
0.007568830624222755,
-0.09138328582048416,
-0.016487030312418938,
-0.04093528911471367,
0.06672228872776031,
0.03224078193306923,
0.07508255541324615,
0.03428589925169945,
-0.05362247675657272,
0.04531916230916977,
-0.031283408403396606,
0.02344706654548645,
-0.0049210963770747185,
0.011503408662974834,
0.03164011985063553,
-0.0029656437691301107,
0.04260247200727463,
0.04575847461819649,
-0.050899360328912735,
-0.08033977448940277,
-0.06874590367078781,
0.021731214597821236,
0.0071816458366811275,
0.06892453879117966,
-0.027368642389774323,
0.008009657263755798,
0.004048523493111134,
-0.0577605701982975,
-0.056490737944841385,
-0.025461461395025253,
-0.04317499324679375,
0.00017465953715145588,
0.08413884043693542,
0.05188656970858574,
0.029392842203378677,
-0.007448082324117422,
-0.008056506514549255,
-0.09606068581342697,
0.12123223394155502,
0.09260953962802887,
-0.0428321473300457,
-0.038787711411714554,
0.060993436723947525,
0.05204144865274429,
0.11293491721153259,
-0.034063369035720825,
0.0442526638507843,
0.0013408835511654615,
-0.04145492985844612,
-0.020682508125901222,
-0.032243967056274414,
-0.026107117533683777,
-0.023953787982463837,
-0.09334873408079147,
-0.023671718314290047,
-0.017803983762860298,
-0.011060114949941635,
-0.00528722396120429,
-0.004354613833129406,
-0.055681031197309494,
-0.074905164539814,
0.05049953982234001,
-0.044474147260189056,
0.016555607318878174,
0.04983958601951599,
0.010743282735347748,
0.04672962427139282,
0.06679361313581467,
-0.012479960918426514,
-0.12570975720882416,
0.0031558643095195293,
-0.03117775358259678,
0.05917106196284294,
0.0639108270406723,
0.003593236207962036,
-0.05340373516082764,
-0.02371002361178398,
-0.05879820138216019,
0.004225109703838825,
-0.09143636375665665,
-0.04182473570108414,
-0.044749461114406586,
-0.006298814434558153,
-0.0011064072605222464,
-0.05374116823077202,
-0.038698598742485046,
-0.008085405454039574,
-0.005896072834730148,
0.005691257771104574,
-0.11220619082450867,
0.057248227298259735,
0.05946534499526024,
-3.576238327696046e-8,
0.0930379256606102,
0.05609021335840225,
-0.06045496463775635,
0.06965681165456772,
-0.0046470919623970985,
-0.05531904473900795,
0.11985842138528824,
0.00781486090272665,
0.005702843889594078,
-0.013334582559764385,
0.010782201774418354,
-0.012820002622902393,
-0.008095905184745789,
-0.045244645327329636,
0.00760742649435997,
0.005557781085371971,
-0.07804945111274719,
0.06292827427387238,
-0.004529730416834354,
0.04083188623189926,
0.1439928561449051,
0.030428830534219742,
0.042231786996126175,
-0.10364803671836853,
-0.02391282469034195,
-0.01844331994652748,
-0.00506198825314641,
0.11296367645263672,
-0.09893752634525299,
-0.03026253916323185,
0.03705638647079468,
-0.022637786343693733,
0.04040094465017319,
-0.09080123156309128,
-0.07048777490854263,
0.0034821806475520134,
-0.09489952772855759,
0.02445043995976448,
-0.011246483772993088,
-0.06455325335264206,
0.06798691302537918,
0.015229779295623302,
-0.03988565132021904,
0.01622597686946392,
0.016876591369509697,
-0.034995608031749725,
0.09149281680583954,
-0.04016241431236267,
-0.02363402023911476,
-0.018309203907847404,
-0.04035249724984169,
0.02838638424873352,
0.09160835295915604,
-0.04199777543544769,
-0.029530558735132217,
0.008551167324185371,
0.05416282266378403,
-0.02661863900721073,
-0.04151010885834694,
-0.02210601046681404,
-0.03719126060605049,
-0.010067462921142578,
-0.07725365459918976,
-0.0653848797082901
] | null | null | null | null | null | null | null |
[
-0.04997951164841652,
0.08711043000221252,
0.02062389627099037,
-0.022230403497815132,
-0.09308187663555145,
0.01356299128383398,
-0.10888902842998505,
0.02008643001317978,
0.030069958418607712,
-0.08124703168869019,
-0.06904473155736923,
-0.0294762272387743,
-0.0779152512550354,
-0.01442489493638277,
-0.008689085952937603,
-0.10994494706392288,
-0.1000809594988823,
0.05924653261899948,
0.025038378313183784,
0.004319886676967144,
-0.004817787557840347,
-0.022513696923851967,
-0.020316293463110924,
0.050499361008405685,
0.03007614053785801,
0.05811335891485214,
-0.009504521265625954,
0.008106637746095657,
-0.014153566211462021,
0.015999408438801765,
-0.05683391913771629,
0.06899625808000565,
-0.11123370379209518,
0.0003719369415193796,
-0.03515130653977394,
-0.009361429139971733,
0.06028943136334419,
-0.06686798483133316,
0.07737454771995544,
-0.005724089220166206,
0.03679996356368065,
-0.010294557549059391,
0.022826217114925385,
0.06985950469970703,
0.02309638261795044,
0.05952654406428337,
-0.027120526880025864,
0.05604546517133713,
-0.01950262114405632,
0.04943295940756798,
-0.0440993532538414,
0.0032631107605993748,
0.018062744289636612,
0.029055044054985046,
-0.02389110065996647,
0.1405576467514038,
0.0400267168879509,
-0.0679025799036026,
0.04717292636632919,
0.06328260898590088,
-0.05379139259457588,
0.045362990349531174,
-0.08159442991018295,
-0.010823304764926434,
-0.07252676039934158,
0.0006888427888043225,
0.009442455135285854,
-0.045725226402282715,
0.0029210289940238,
-0.07421267032623291,
0.018973475322127342,
-0.041227370500564575,
0.04023146629333496,
0.004453784320503473,
0.0014631043886765838,
0.02246900647878647,
-0.03555513545870781,
0.05598684027791023,
-0.06612634658813477,
-0.07902800291776657,
0.06132645532488823,
0.05287652090191841,
0.020603088662028313,
0.08547887206077576,
0.041452646255493164,
0.008690066635608673,
-0.025797124952077866,
0.03123089298605919,
0.06987925618886948,
-0.0172914806753397,
0.045898232609033585,
0.003090436337515712,
-0.0006059064762666821,
-0.023727040737867355,
0.04476013034582138,
0.046571262180805206,
-0.023379705846309662,
0.07456043362617493,
0.019552722573280334,
0.057027075439691544,
0.051118992269039154,
0.03315918147563934,
-0.048228032886981964,
0.15847443044185638,
-0.01868913322687149,
-0.0017384227830916643,
0.03070252016186714,
-0.04787063971161842,
-0.05739859864115715,
-0.078297920525074,
-0.052214957773685455,
-0.06447248160839081,
0.010997913777828217,
-0.11276605725288391,
0.04345070943236351,
0.020693840458989143,
0.011157907545566559,
0.049730315804481506,
0.01997094787657261,
0.05425313487648964,
-0.03839748725295067,
-0.014146669767796993,
-0.03104994259774685,
0.07936691492795944,
-0.005574408918619156,
0.034378986805677414,
0.10869590193033218,
1.6068271255061483e-33,
0.056019026786088943,
0.0508626326918602,
0.09498104453086853,
0.009541328996419907,
0.010935615748167038,
0.021895069628953934,
-0.09891223162412643,
0.04443509876728058,
0.05599884316325188,
-0.034123070538043976,
-0.03325533866882324,
-0.02655332162976265,
-0.0629165917634964,
-0.0014597243862226605,
-0.031209493055939674,
-0.01012058462947607,
0.07096771895885468,
0.01952020637691021,
-0.018698716536164284,
-0.05611205846071243,
-0.07571618258953094,
-0.07175091654062271,
0.03440786898136139,
-0.06718852370977402,
0.030802374705672264,
0.04510730877518654,
-0.010632216930389404,
0.04202410206198692,
-0.015484435483813286,
0.013530101627111435,
0.03702053427696228,
-0.0815884917974472,
0.028911912813782692,
-0.0075773517601192,
-0.01885153539478779,
0.029609695076942444,
-0.009215831756591797,
0.0004154389025643468,
0.014291946776211262,
0.08639641851186752,
0.03672908991575241,
0.04626643285155296,
-0.0231018103659153,
0.002892277901992202,
0.020795578137040138,
0.057548992335796356,
-0.0242634154856205,
-0.014510874636471272,
0.13669955730438232,
0.02268865518271923,
-0.011445879936218262,
0.05004477873444557,
-0.03657461330294609,
-0.11220183968544006,
0.044377006590366364,
0.008920620195567608,
-0.012211162596940994,
0.04055999591946602,
-0.030864203348755836,
-0.005771798547357321,
0.03983129560947418,
-0.018952645361423492,
0.031441282480955124,
-0.0020600296556949615,
-0.01660238578915596,
0.02447051927447319,
-0.06063956394791603,
-0.013962672092020512,
0.04585155472159386,
0.02785884216427803,
-0.09968386590480804,
-0.01258030254393816,
0.03351966291666031,
0.04942469671368599,
0.038122810423374176,
0.02135588228702545,
0.0026825079694390297,
0.02272759936749935,
0.03763516619801521,
-0.061572249978780746,
-0.0862189307808876,
0.04439297318458557,
0.043618474155664444,
0.03857706859707832,
0.051648739725351334,
0.006573582533746958,
0.024431167170405388,
0.11070750653743744,
0.03409784287214279,
-0.06924320012331009,
0.026562336832284927,
0.04471806809306145,
0.014958548359572887,
0.021847793832421303,
-0.030695559456944466,
-2.206043819703456e-33,
-0.05942432954907417,
-0.027341555804014206,
-0.08784588426351547,
0.007568830624222755,
-0.09138328582048416,
-0.016487030312418938,
-0.04093528911471367,
0.06672228872776031,
0.03224078193306923,
0.07508255541324615,
0.03428589925169945,
-0.05362247675657272,
0.04531916230916977,
-0.031283408403396606,
0.02344706654548645,
-0.0049210963770747185,
0.011503408662974834,
0.03164011985063553,
-0.0029656437691301107,
0.04260247200727463,
0.04575847461819649,
-0.050899360328912735,
-0.08033977448940277,
-0.06874590367078781,
0.021731214597821236,
0.0071816458366811275,
0.06892453879117966,
-0.027368642389774323,
0.008009657263755798,
0.004048523493111134,
-0.0577605701982975,
-0.056490737944841385,
-0.025461461395025253,
-0.04317499324679375,
0.00017465953715145588,
0.08413884043693542,
0.05188656970858574,
0.029392842203378677,
-0.007448082324117422,
-0.008056506514549255,
-0.09606068581342697,
0.12123223394155502,
0.09260953962802887,
-0.0428321473300457,
-0.038787711411714554,
0.060993436723947525,
0.05204144865274429,
0.11293491721153259,
-0.034063369035720825,
0.0442526638507843,
0.0013408835511654615,
-0.04145492985844612,
-0.020682508125901222,
-0.032243967056274414,
-0.026107117533683777,
-0.023953787982463837,
-0.09334873408079147,
-0.023671718314290047,
-0.017803983762860298,
-0.011060114949941635,
-0.00528722396120429,
-0.004354613833129406,
-0.055681031197309494,
-0.074905164539814,
0.05049953982234001,
-0.044474147260189056,
0.016555607318878174,
0.04983958601951599,
0.010743282735347748,
0.04672962427139282,
0.06679361313581467,
-0.012479960918426514,
-0.12570975720882416,
0.0031558643095195293,
-0.03117775358259678,
0.05917106196284294,
0.0639108270406723,
0.003593236207962036,
-0.05340373516082764,
-0.02371002361178398,
-0.05879820138216019,
0.004225109703838825,
-0.09143636375665665,
-0.04182473570108414,
-0.044749461114406586,
-0.006298814434558153,
-0.0011064072605222464,
-0.05374116823077202,
-0.038698598742485046,
-0.008085405454039574,
-0.005896072834730148,
0.005691257771104574,
-0.11220619082450867,
0.057248227298259735,
0.05946534499526024,
-3.576238327696046e-8,
0.0930379256606102,
0.05609021335840225,
-0.06045496463775635,
0.06965681165456772,
-0.0046470919623970985,
-0.05531904473900795,
0.11985842138528824,
0.00781486090272665,
0.005702843889594078,
-0.013334582559764385,
0.010782201774418354,
-0.012820002622902393,
-0.008095905184745789,
-0.045244645327329636,
0.00760742649435997,
0.005557781085371971,
-0.07804945111274719,
0.06292827427387238,
-0.004529730416834354,
0.04083188623189926,
0.1439928561449051,
0.030428830534219742,
0.042231786996126175,
-0.10364803671836853,
-0.02391282469034195,
-0.01844331994652748,
-0.00506198825314641,
0.11296367645263672,
-0.09893752634525299,
-0.03026253916323185,
0.03705638647079468,
-0.022637786343693733,
0.04040094465017319,
-0.09080123156309128,
-0.07048777490854263,
0.0034821806475520134,
-0.09489952772855759,
0.02445043995976448,
-0.011246483772993088,
-0.06455325335264206,
0.06798691302537918,
0.015229779295623302,
-0.03988565132021904,
0.01622597686946392,
0.016876591369509697,
-0.034995608031749725,
0.09149281680583954,
-0.04016241431236267,
-0.02363402023911476,
-0.018309203907847404,
-0.04035249724984169,
0.02838638424873352,
0.09160835295915604,
-0.04199777543544769,
-0.029530558735132217,
0.008551167324185371,
0.05416282266378403,
-0.02661863900721073,
-0.04151010885834694,
-0.02210601046681404,
-0.03719126060605049,
-0.010067462921142578,
-0.07725365459918976,
-0.0653848797082901
] |
1401.3586
|
Joran Rolland
|
Joran Rolland
|
Turbulent spot growth in plane Couette flow: statistical study and
formation of spanwise vorticity
|
10 pages, 9 figures
|
Fluid Dyn. Res. volume 46, page 015512 (2014)
|
10.1088/0169-5983/46/1/015512
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This article presents direct numerical simulations of the growth of turbulent
spots in the transitional regime of plane Couette flow. A quantitative
description of the growth process and of the detail of the quadrupolar flow
around the spot is given. Focus is put on formation of spanwise vorticity in
the velocity streaks that resembles a secondary shear instability. The main
features of the instability (coherence lengths, advection velocity) are studied
in the context of the turbulent spot, below and above the threshold Reynolds
number of appearance of the oblique turbulent bands of plane Couette flow.
|
[
{
"created": "Wed, 15 Jan 2014 13:52:03 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Rolland",
"Joran",
""
]
] |
[
0.013915461488068104,
0.007441823370754719,
0.02481246367096901,
-0.06925756484270096,
-0.07855813950300217,
-0.005401303060352802,
-0.07791602611541748,
-0.030556658282876015,
0.046668920665979385,
-0.062435079365968704,
0.006329008843749762,
-0.007035680115222931,
-0.02391236647963524,
-0.08210178464651108,
-0.03891435265541077,
-0.017099106684327126,
-0.0916910320520401,
-0.016486380249261856,
0.02330811694264412,
-0.024089563637971878,
0.03867881000041962,
0.019592653959989548,
-0.07600343972444534,
0.014718566089868546,
0.01026951801031828,
-0.019946696236729622,
-0.05444007366895676,
0.0022195414640009403,
0.03548973426222801,
0.004735770169645548,
0.08115845173597336,
0.06859149783849716,
-0.14241847395896912,
0.07290121167898178,
-0.026905685663223267,
-0.10704082250595093,
0.0832553505897522,
0.05170263722538948,
0.034743666648864746,
0.15062573552131653,
-0.012694600969552994,
0.013987640850245953,
0.010382497683167458,
-0.02115873247385025,
0.05359676107764244,
0.05192634090781212,
0.07602816075086594,
-0.037064388394355774,
-0.07143367826938629,
-0.03956610709428787,
-0.0059297592379152775,
-0.029792139306664467,
0.009644748643040657,
-0.0024642483331263065,
-0.03441530838608742,
0.008662419393658638,
0.00037329038605093956,
0.03809991851449013,
0.054226089268922806,
-0.03938138484954834,
0.10174093395471573,
-0.01217248011380434,
-0.014936668798327446,
0.011211514472961426,
-0.05216691642999649,
-0.06285958737134933,
-0.02099323458969593,
0.04069637507200241,
0.002134930808097124,
0.04535837844014168,
0.035966549068689346,
0.07776784896850586,
0.02068936638534069,
-0.07818950712680817,
0.02791503816843033,
0.025919413194060326,
-0.11968560516834259,
-0.01578495465219021,
-0.04047732427716255,
-0.05547264963388443,
0.06625527888536453,
0.06161138415336609,
-0.0055728633888065815,
-0.014794514514505863,
-0.030582843348383904,
0.03900884464383125,
0.046076901257038116,
-0.07452184706926346,
-0.002055841265246272,
-0.005934217944741249,
-0.016145093366503716,
0.065065898001194,
0.018666468560695648,
0.005943231284618378,
-0.008208082057535648,
0.02302815578877926,
0.029530243948101997,
0.009259317070245743,
0.03227173164486885,
-0.07058953493833542,
-0.026778481900691986,
-0.03566041961312294,
0.07481489330530167,
0.1554872691631317,
0.028724076226353645,
0.051452524960041046,
0.05964833125472069,
0.018518991768360138,
0.0989166647195816,
0.018564609810709953,
-0.07419189065694809,
0.05293244495987892,
0.011414438486099243,
-0.039831291884183884,
0.05342043936252594,
0.050840843468904495,
0.020523376762866974,
-0.012323626317083836,
-0.06382254511117935,
-0.004538476932793856,
-0.014786112122237682,
0.06199830397963524,
-0.05444493517279625,
-0.029784612357616425,
-0.02170317806303501,
0.004575876519083977,
0.08117882907390594,
1.7205729180085054e-33,
0.05097813904285431,
0.09121859818696976,
-0.026325054466724396,
0.05232756584882736,
-0.045906100422143936,
-0.0511026531457901,
-0.01694038137793541,
0.0008939583785831928,
-0.014913318678736687,
-0.016842668876051903,
-0.018108274787664413,
-0.024874860420823097,
-0.0326281413435936,
0.08765863627195358,
-0.05521595850586891,
-0.058199260383844376,
0.018389392644166946,
-0.046977829188108444,
-0.010598745197057724,
0.009002134203910828,
-0.001330288127064705,
-0.01612452231347561,
-0.045649003237485886,
0.00535756116732955,
-0.05985356494784355,
-0.04905064031481743,
0.06550071388483047,
-0.037723176181316376,
-0.06695551425218582,
0.06934883445501328,
-0.03436668589711189,
-0.0062976377084851265,
0.005077401176095009,
-0.08223186433315277,
-0.025027139112353325,
0.0436343252658844,
-0.01348261721432209,
0.01900625415146351,
0.031968314200639725,
0.016206668689846992,
0.007040633354336023,
-0.05514105036854744,
-0.0753277912735939,
0.05771792307496071,
-0.028443241491913795,
-0.018499473109841347,
-0.032834261655807495,
0.06168348714709282,
0.047065094113349915,
-0.051513634622097015,
-0.037436045706272125,
0.07797940075397491,
0.0030520870350301266,
0.022936668246984482,
0.05107506364583969,
0.06327411532402039,
0.010673201642930508,
-0.05977966636419296,
-0.04406160116195679,
-0.04312146082520485,
0.04496835172176361,
-0.010074729099869728,
-0.06886719167232513,
-0.006142929662019014,
-0.024824481457471848,
-0.017930693924427032,
0.06279967725276947,
-0.00030917322146706283,
0.037583354860544205,
-0.021763302385807037,
-0.02744896337389946,
-0.03159961476922035,
0.0018127955263480544,
0.01183315273374319,
0.012933002784848213,
0.016431381925940514,
0.057180702686309814,
0.019297588616609573,
-0.027030671015381813,
0.0319245420396328,
-0.05234059318900108,
-0.03608538210391998,
-0.03137688711285591,
-0.0722784623503685,
0.053457994014024734,
-0.03844539821147919,
0.059258848428726196,
-0.025456828996539116,
-0.045800190418958664,
-0.05912956967949867,
-0.013167894445359707,
-0.0021749581210315228,
0.1414104849100113,
-0.03955848142504692,
-0.014729980379343033,
-3.163376888259689e-33,
0.01534245628863573,
0.039309363812208176,
-0.031957048922777176,
0.025861678645014763,
-0.03929693624377251,
0.09150558710098267,
0.06288717687129974,
0.0840255469083786,
-0.0891280323266983,
-0.10525448620319366,
-0.034336987882852554,
0.04837597534060478,
-0.012371599674224854,
0.020809462293982506,
0.06561080366373062,
-0.04293011501431465,
-0.03172735497355461,
-0.05257195606827736,
0.058494023978710175,
-0.030672766268253326,
0.03218337520956993,
-0.16369062662124634,
-0.016700321808457375,
-0.041794732213020325,
-0.017058229073882103,
0.027497198432683945,
0.0043756961822509766,
-0.08569801598787308,
-0.01968563161790371,
0.06999567151069641,
0.018311066552996635,
-0.04570499435067177,
0.03591892495751381,
0.06547252088785172,
-0.00728205731138587,
0.055732760578393936,
0.012465140782296658,
-0.04265093430876732,
-0.021415425464510918,
-0.11650386452674866,
-0.09259770810604095,
-0.044008150696754456,
0.06298913061618805,
-0.09859295189380646,
0.051307693123817444,
0.012340634129941463,
0.034718550741672516,
0.028535205870866776,
0.007533486932516098,
0.03127552568912506,
0.02225859835743904,
0.06540777534246445,
-0.06497474014759064,
0.0688842386007309,
0.07249148935079575,
0.07731153815984726,
0.023558447137475014,
0.004486639518290758,
0.007172571029514074,
-0.05815070867538452,
-0.07640381902456284,
0.04959658905863762,
-0.023562230169773102,
-0.0012758818920701742,
0.041792385280132294,
-0.04825299233198166,
-0.042568739503622055,
0.025804495438933372,
0.00932204071432352,
0.025909021496772766,
-0.00014101638225838542,
0.12018846720457077,
0.036272164434194565,
0.01756676472723484,
-0.05017833411693573,
0.0190553180873394,
-0.021253908053040504,
-0.012731675058603287,
-0.10001788288354874,
0.08899810910224915,
-0.08647068589925766,
0.03947685286402702,
0.10908824950456619,
-0.00844509992748499,
-0.05966389179229736,
-0.05095621943473816,
-0.018595673143863678,
-0.07389211654663086,
-0.0027373272459954023,
-0.030460242182016373,
0.06272194534540176,
-0.027203023433685303,
-0.04345112293958664,
-0.07365019619464874,
0.062172479927539825,
-4.2648661491284656e-8,
-0.01444554328918457,
-0.02651168219745159,
0.0784725472331047,
0.02725556679069996,
-0.005997802130877972,
-0.009639754891395569,
0.00828346237540245,
0.019143054261803627,
0.02684335969388485,
-0.08856124430894852,
-0.02837860956788063,
-0.025603527203202248,
0.01569485105574131,
-0.01608939655125141,
-0.052917350083589554,
0.012130997143685818,
-0.0505465492606163,
-0.020377162843942642,
0.03232046961784363,
-0.05207143723964691,
-0.016783617436885834,
0.07456745952367783,
0.013089675456285477,
0.04526242986321449,
-0.04233415052294731,
0.020108744502067566,
-0.011448611505329609,
0.022018488496541977,
-0.05337893217802048,
-0.056583717465400696,
0.031948551535606384,
-0.0027714280877262354,
0.04453938454389572,
0.009656405076384544,
-0.009042850695550442,
-0.029126610606908798,
-0.04265351593494415,
0.07026248425245285,
-0.016355734318494797,
-0.0757608413696289,
0.01010621152818203,
0.037325114011764526,
0.09973473846912384,
-0.035153891891241074,
0.1453910768032074,
0.08843595534563065,
0.01215275377035141,
-0.019480863586068153,
-0.032058730721473694,
0.024423949420452118,
-0.04402381554245949,
0.09349376708269119,
0.06822830438613892,
0.1407855749130249,
0.004614426288753748,
0.008650312200188637,
-0.1276300549507141,
-0.06585144251585007,
-0.000628573470748961,
-0.0853533074259758,
-0.07219287753105164,
0.06057867407798767,
-0.0005121162976138294,
0.013602583669126034
] | null | null | null | null | null | null | null |
[
0.013915461488068104,
0.007441823370754719,
0.02481246367096901,
-0.06925756484270096,
-0.07855813950300217,
-0.005401303060352802,
-0.07791602611541748,
-0.030556658282876015,
0.046668920665979385,
-0.062435079365968704,
0.006329008843749762,
-0.007035680115222931,
-0.02391236647963524,
-0.08210178464651108,
-0.03891435265541077,
-0.017099106684327126,
-0.0916910320520401,
-0.016486380249261856,
0.02330811694264412,
-0.024089563637971878,
0.03867881000041962,
0.019592653959989548,
-0.07600343972444534,
0.014718566089868546,
0.01026951801031828,
-0.019946696236729622,
-0.05444007366895676,
0.0022195414640009403,
0.03548973426222801,
0.004735770169645548,
0.08115845173597336,
0.06859149783849716,
-0.14241847395896912,
0.07290121167898178,
-0.026905685663223267,
-0.10704082250595093,
0.0832553505897522,
0.05170263722538948,
0.034743666648864746,
0.15062573552131653,
-0.012694600969552994,
0.013987640850245953,
0.010382497683167458,
-0.02115873247385025,
0.05359676107764244,
0.05192634090781212,
0.07602816075086594,
-0.037064388394355774,
-0.07143367826938629,
-0.03956610709428787,
-0.0059297592379152775,
-0.029792139306664467,
0.009644748643040657,
-0.0024642483331263065,
-0.03441530838608742,
0.008662419393658638,
0.00037329038605093956,
0.03809991851449013,
0.054226089268922806,
-0.03938138484954834,
0.10174093395471573,
-0.01217248011380434,
-0.014936668798327446,
0.011211514472961426,
-0.05216691642999649,
-0.06285958737134933,
-0.02099323458969593,
0.04069637507200241,
0.002134930808097124,
0.04535837844014168,
0.035966549068689346,
0.07776784896850586,
0.02068936638534069,
-0.07818950712680817,
0.02791503816843033,
0.025919413194060326,
-0.11968560516834259,
-0.01578495465219021,
-0.04047732427716255,
-0.05547264963388443,
0.06625527888536453,
0.06161138415336609,
-0.0055728633888065815,
-0.014794514514505863,
-0.030582843348383904,
0.03900884464383125,
0.046076901257038116,
-0.07452184706926346,
-0.002055841265246272,
-0.005934217944741249,
-0.016145093366503716,
0.065065898001194,
0.018666468560695648,
0.005943231284618378,
-0.008208082057535648,
0.02302815578877926,
0.029530243948101997,
0.009259317070245743,
0.03227173164486885,
-0.07058953493833542,
-0.026778481900691986,
-0.03566041961312294,
0.07481489330530167,
0.1554872691631317,
0.028724076226353645,
0.051452524960041046,
0.05964833125472069,
0.018518991768360138,
0.0989166647195816,
0.018564609810709953,
-0.07419189065694809,
0.05293244495987892,
0.011414438486099243,
-0.039831291884183884,
0.05342043936252594,
0.050840843468904495,
0.020523376762866974,
-0.012323626317083836,
-0.06382254511117935,
-0.004538476932793856,
-0.014786112122237682,
0.06199830397963524,
-0.05444493517279625,
-0.029784612357616425,
-0.02170317806303501,
0.004575876519083977,
0.08117882907390594,
1.7205729180085054e-33,
0.05097813904285431,
0.09121859818696976,
-0.026325054466724396,
0.05232756584882736,
-0.045906100422143936,
-0.0511026531457901,
-0.01694038137793541,
0.0008939583785831928,
-0.014913318678736687,
-0.016842668876051903,
-0.018108274787664413,
-0.024874860420823097,
-0.0326281413435936,
0.08765863627195358,
-0.05521595850586891,
-0.058199260383844376,
0.018389392644166946,
-0.046977829188108444,
-0.010598745197057724,
0.009002134203910828,
-0.001330288127064705,
-0.01612452231347561,
-0.045649003237485886,
0.00535756116732955,
-0.05985356494784355,
-0.04905064031481743,
0.06550071388483047,
-0.037723176181316376,
-0.06695551425218582,
0.06934883445501328,
-0.03436668589711189,
-0.0062976377084851265,
0.005077401176095009,
-0.08223186433315277,
-0.025027139112353325,
0.0436343252658844,
-0.01348261721432209,
0.01900625415146351,
0.031968314200639725,
0.016206668689846992,
0.007040633354336023,
-0.05514105036854744,
-0.0753277912735939,
0.05771792307496071,
-0.028443241491913795,
-0.018499473109841347,
-0.032834261655807495,
0.06168348714709282,
0.047065094113349915,
-0.051513634622097015,
-0.037436045706272125,
0.07797940075397491,
0.0030520870350301266,
0.022936668246984482,
0.05107506364583969,
0.06327411532402039,
0.010673201642930508,
-0.05977966636419296,
-0.04406160116195679,
-0.04312146082520485,
0.04496835172176361,
-0.010074729099869728,
-0.06886719167232513,
-0.006142929662019014,
-0.024824481457471848,
-0.017930693924427032,
0.06279967725276947,
-0.00030917322146706283,
0.037583354860544205,
-0.021763302385807037,
-0.02744896337389946,
-0.03159961476922035,
0.0018127955263480544,
0.01183315273374319,
0.012933002784848213,
0.016431381925940514,
0.057180702686309814,
0.019297588616609573,
-0.027030671015381813,
0.0319245420396328,
-0.05234059318900108,
-0.03608538210391998,
-0.03137688711285591,
-0.0722784623503685,
0.053457994014024734,
-0.03844539821147919,
0.059258848428726196,
-0.025456828996539116,
-0.045800190418958664,
-0.05912956967949867,
-0.013167894445359707,
-0.0021749581210315228,
0.1414104849100113,
-0.03955848142504692,
-0.014729980379343033,
-3.163376888259689e-33,
0.01534245628863573,
0.039309363812208176,
-0.031957048922777176,
0.025861678645014763,
-0.03929693624377251,
0.09150558710098267,
0.06288717687129974,
0.0840255469083786,
-0.0891280323266983,
-0.10525448620319366,
-0.034336987882852554,
0.04837597534060478,
-0.012371599674224854,
0.020809462293982506,
0.06561080366373062,
-0.04293011501431465,
-0.03172735497355461,
-0.05257195606827736,
0.058494023978710175,
-0.030672766268253326,
0.03218337520956993,
-0.16369062662124634,
-0.016700321808457375,
-0.041794732213020325,
-0.017058229073882103,
0.027497198432683945,
0.0043756961822509766,
-0.08569801598787308,
-0.01968563161790371,
0.06999567151069641,
0.018311066552996635,
-0.04570499435067177,
0.03591892495751381,
0.06547252088785172,
-0.00728205731138587,
0.055732760578393936,
0.012465140782296658,
-0.04265093430876732,
-0.021415425464510918,
-0.11650386452674866,
-0.09259770810604095,
-0.044008150696754456,
0.06298913061618805,
-0.09859295189380646,
0.051307693123817444,
0.012340634129941463,
0.034718550741672516,
0.028535205870866776,
0.007533486932516098,
0.03127552568912506,
0.02225859835743904,
0.06540777534246445,
-0.06497474014759064,
0.0688842386007309,
0.07249148935079575,
0.07731153815984726,
0.023558447137475014,
0.004486639518290758,
0.007172571029514074,
-0.05815070867538452,
-0.07640381902456284,
0.04959658905863762,
-0.023562230169773102,
-0.0012758818920701742,
0.041792385280132294,
-0.04825299233198166,
-0.042568739503622055,
0.025804495438933372,
0.00932204071432352,
0.025909021496772766,
-0.00014101638225838542,
0.12018846720457077,
0.036272164434194565,
0.01756676472723484,
-0.05017833411693573,
0.0190553180873394,
-0.021253908053040504,
-0.012731675058603287,
-0.10001788288354874,
0.08899810910224915,
-0.08647068589925766,
0.03947685286402702,
0.10908824950456619,
-0.00844509992748499,
-0.05966389179229736,
-0.05095621943473816,
-0.018595673143863678,
-0.07389211654663086,
-0.0027373272459954023,
-0.030460242182016373,
0.06272194534540176,
-0.027203023433685303,
-0.04345112293958664,
-0.07365019619464874,
0.062172479927539825,
-4.2648661491284656e-8,
-0.01444554328918457,
-0.02651168219745159,
0.0784725472331047,
0.02725556679069996,
-0.005997802130877972,
-0.009639754891395569,
0.00828346237540245,
0.019143054261803627,
0.02684335969388485,
-0.08856124430894852,
-0.02837860956788063,
-0.025603527203202248,
0.01569485105574131,
-0.01608939655125141,
-0.052917350083589554,
0.012130997143685818,
-0.0505465492606163,
-0.020377162843942642,
0.03232046961784363,
-0.05207143723964691,
-0.016783617436885834,
0.07456745952367783,
0.013089675456285477,
0.04526242986321449,
-0.04233415052294731,
0.020108744502067566,
-0.011448611505329609,
0.022018488496541977,
-0.05337893217802048,
-0.056583717465400696,
0.031948551535606384,
-0.0027714280877262354,
0.04453938454389572,
0.009656405076384544,
-0.009042850695550442,
-0.029126610606908798,
-0.04265351593494415,
0.07026248425245285,
-0.016355734318494797,
-0.0757608413696289,
0.01010621152818203,
0.037325114011764526,
0.09973473846912384,
-0.035153891891241074,
0.1453910768032074,
0.08843595534563065,
0.01215275377035141,
-0.019480863586068153,
-0.032058730721473694,
0.024423949420452118,
-0.04402381554245949,
0.09349376708269119,
0.06822830438613892,
0.1407855749130249,
0.004614426288753748,
0.008650312200188637,
-0.1276300549507141,
-0.06585144251585007,
-0.000628573470748961,
-0.0853533074259758,
-0.07219287753105164,
0.06057867407798767,
-0.0005121162976138294,
0.013602583669126034
] |
1401.3587
|
Mahashweta Basu
|
Mahashweta Basu
|
Communities of dense weighted networks: MicroRNA co-target network as an
example
|
14 pages, 6 eps figures
| null | null | null |
q-bio.MN physics.bio-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Complex networks are intrinsically modular. Resolving small modules is
particularly difficult when the network is densely connected; wide variation of
link weights invites additional complexities. In this article we present an
algorithm to detect community structure in densely connected weighted networks.
First, modularity of the network is calculated by erasing the links having
weights smaller than a cutoff $q.$ Then one takes all the disjoint components
obtained at $q=q_c,$ where the modularity is maximum, and modularize the
components individually using Newman Girvan's algorithm for weighted networks.
We show, taking microRNA (miRNA) co-target network of Homo sapiens as an
example, that this algorithm could reveal miRNA modules which are known to be
relevant in biological context.
|
[
{
"created": "Wed, 15 Jan 2014 13:52:47 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Basu",
"Mahashweta",
""
]
] |
[
-0.019420955330133438,
-0.019207369536161423,
0.027662761509418488,
0.012387397699058056,
0.042665205895900726,
-0.03821275010704994,
-0.011526542715728283,
-0.05903977155685425,
0.05153573676943779,
-0.019303210079669952,
0.053372301161289215,
-0.03702084347605705,
0.003506612731143832,
0.06978721171617508,
-0.06339790672063828,
0.02871781960129738,
-0.060399215668439865,
0.05976615846157074,
-0.033068109303712845,
-0.001479090191423893,
-0.0007577098440378904,
0.05842535197734833,
-0.05404103547334671,
-0.018647799268364906,
0.04740450158715248,
0.03449021279811859,
0.005288539920002222,
0.0068931616842746735,
0.043572816997766495,
0.0037429521325975657,
0.06487651914358139,
0.042656224220991135,
0.08352027833461761,
-0.013219278305768967,
-0.02927781268954277,
0.07248100638389587,
0.025715578347444534,
-0.03581855446100235,
0.07683274149894714,
-0.054565150290727615,
0.02532006800174713,
0.05364146828651428,
0.05118705704808235,
-0.017364153638482094,
-0.04117985814809799,
0.03926714509725571,
-0.06305710226297379,
0.006918326020240784,
-0.07126153260469437,
-0.00394399045035243,
-0.020983535796403885,
-0.0072044446133077145,
-0.03951867297291756,
0.07486238330602646,
0.13007506728172302,
-0.0009950125822797418,
-0.009531648829579353,
-0.05965070798993111,
-0.033153895288705826,
-0.07438607513904572,
0.08290945738554001,
-0.05778883770108223,
-0.0017748847603797913,
-0.04710153862833977,
0.05004239082336426,
0.05916091799736023,
-0.01583492010831833,
0.008036897517740726,
0.08257357776165009,
-0.05084418132901192,
0.11923959106206894,
-0.0011856905184686184,
-0.12616382539272308,
0.0969177857041359,
0.0016783970640972257,
0.09984629601240158,
0.013721425086259842,
0.005639041308313608,
-0.02069062553346157,
-0.025330785661935806,
-0.007256001699715853,
0.028070494532585144,
0.05565722659230232,
-0.011312917806208134,
0.018302056938409805,
-0.006607821676880121,
0.0011589559726417065,
-0.022464942187070847,
-0.009065063670277596,
0.06110173463821411,
-0.03718274459242821,
0.06993319094181061,
0.010293432511389256,
-0.019739149138331413,
-0.03148932382464409,
0.007119740825146437,
-0.006232673302292824,
-0.01611148566007614,
0.011965256184339523,
0.06952417641878128,
-0.06222660839557648,
-0.05470077320933342,
0.006321677938103676,
-0.064120814204216,
0.032242827117443085,
0.009438171982765198,
0.05062684789299965,
0.00739859277382493,
0.05727308616042137,
-0.04630686715245247,
-0.034225594252347946,
-0.0036802846007049084,
-0.023527000099420547,
0.02535085566341877,
0.045489080250263214,
-0.08211103826761246,
0.1439296007156372,
0.130744069814682,
0.022711675614118576,
0.08700592070817947,
-0.023833639919757843,
-0.008953463286161423,
-0.057767387479543686,
-0.08046585321426392,
0.04828295484185219,
0.07481077313423157,
-0.16873320937156677,
4.2269134836898154e-33,
0.037324775010347366,
-0.0462932288646698,
-0.0032920578960329294,
0.07145349681377411,
0.05229867249727249,
-0.03363732993602753,
-0.018556656315922737,
-0.033830028027296066,
0.011965201236307621,
-0.06621360778808594,
-0.060263995081186295,
0.07723668962717056,
-0.024218779057264328,
0.02093115635216236,
-0.002783332485705614,
-0.018558086827397346,
0.03051570989191532,
-0.03798655420541763,
0.044183652848005295,
-0.07928448915481567,
-0.02427486702799797,
-0.06267933547496796,
0.0022575026378035545,
-0.024303417652845383,
0.034110814332962036,
-0.0809921845793724,
0.05363035574555397,
-0.07930855453014374,
0.04515190050005913,
0.003340507624670863,
-0.0825299546122551,
0.0015624234220013022,
-0.04352743923664093,
0.03635977953672409,
0.03317449614405632,
0.04540467634797096,
0.018059685826301575,
-0.012495279312133789,
-0.09111234545707703,
0.002766488352790475,
-0.004009409341961145,
0.004011546261608601,
-0.047552529722452164,
-0.06623192876577377,
0.021450964733958244,
0.01131304819136858,
-0.06692155450582504,
0.042357251048088074,
-0.02539190463721752,
0.036229588091373444,
0.014972989447414875,
-0.0006130781839601696,
0.022437624633312225,
0.0640544518828392,
-0.018137359991669655,
-0.01917901076376438,
-0.020226141437888145,
0.07545758038759232,
0.061635952442884445,
0.06639908254146576,
0.016079917550086975,
-0.05105513334274292,
-0.029963301494717598,
0.09945475310087204,
0.09040554612874985,
0.030865345150232315,
-0.06553219258785248,
0.0036827002186328173,
0.03620314225554466,
0.08175086230039597,
0.024885056540369987,
0.05482328310608864,
-0.02581576630473137,
-0.015914788469672203,
-0.10842403024435043,
-0.06875568628311157,
-0.07070565223693848,
-0.08338280022144318,
-0.071754589676857,
0.09755083173513412,
-0.033922359347343445,
0.03405042737722397,
0.012151033617556095,
-0.01847454346716404,
-0.05532704293727875,
-0.021620899438858032,
0.02926715649664402,
-0.014510373584926128,
-0.06995608657598495,
-0.059360288083553314,
0.036095257848501205,
0.032020557671785355,
0.03146253153681755,
-0.008596665225923061,
-0.021590635180473328,
-3.5072133939790235e-33,
-0.026106631383299828,
0.005487414076924324,
0.07756946980953217,
-0.00023385063104797155,
-0.04882967099547386,
-0.04295438900589943,
-0.027779748663306236,
-0.06345459818840027,
-0.017816532403230667,
0.05921093374490738,
0.006137292366474867,
-0.029174216091632843,
0.01420479267835617,
-0.02860940434038639,
0.04339567571878433,
0.0015551958931609988,
0.0438319593667984,
-0.010130086913704872,
0.06118522956967354,
0.024515636265277863,
0.0015429718187078834,
0.019772425293922424,
-0.07335764169692993,
0.031798381358385086,
0.06623400747776031,
-0.026337645947933197,
-0.014965241774916649,
0.05019582808017731,
-0.06202731654047966,
-0.019183766096830368,
-0.04713127762079239,
-0.029547929763793945,
-0.025135023519396782,
-0.08593223989009857,
-0.008867070078849792,
0.09378616511821747,
0.03265083208680153,
0.005281608551740646,
0.02412879467010498,
-0.04408242180943489,
-0.00639005471020937,
-0.002743649762123823,
-0.141366109251976,
0.014935124665498734,
0.007992284372448921,
-0.02733723632991314,
0.015353228896856308,
0.08488697558641434,
-0.026013527065515518,
0.08058489114046097,
0.05921688303351402,
-0.03782171383500099,
0.0263371579349041,
0.0008892773767001927,
0.01765383966267109,
-0.027464386075735092,
0.04495806246995926,
0.08127903193235397,
0.04878092184662819,
-0.01170510146766901,
-0.06559505313634872,
-0.10360191762447357,
-0.05796460062265396,
0.09708733856678009,
-0.029606273397803307,
-0.00935190636664629,
0.08281131833791733,
-0.048965878784656525,
-0.023617660626769066,
0.013755865395069122,
0.04825703054666519,
0.007741136942058802,
0.07123929262161255,
-0.018057895824313164,
-0.018333015963435173,
0.0004351107345428318,
0.03712907433509827,
0.09494079649448395,
0.02565574087202549,
-0.039622556418180466,
-0.006034662015736103,
-0.11298803240060806,
0.050753675401210785,
-0.01377844251692295,
0.06923794746398926,
-0.01716996356844902,
0.01369370799511671,
0.02542232722043991,
-0.0009078763541765511,
0.11546652764081955,
0.00044862591312266886,
-0.0366799496114254,
0.038077015429735184,
-0.04964282736182213,
-0.048573851585388184,
-4.2345284612110845e-8,
-0.035640694200992584,
-0.0598142072558403,
-0.12543994188308716,
-0.02307216450572014,
0.10000309348106384,
0.09175354987382889,
0.038820698857307434,
0.09033505618572235,
-0.013298500329256058,
0.09780135005712509,
0.06821177899837494,
-0.02199561335146427,
-0.060678135603666306,
0.053106505423784256,
0.058338988572359085,
0.009651277214288712,
-0.012394403107464314,
-0.005549275781959295,
-0.046817440539598465,
-0.032699935138225555,
-0.059729672968387604,
0.012766752392053604,
-0.0711042657494545,
0.10310401767492294,
0.019463755190372467,
-0.07328208535909653,
-0.0782100185751915,
0.012827769853174686,
0.012134433723986149,
-0.061025865375995636,
-0.01756281591951847,
0.007307959720492363,
-0.06878314912319183,
-0.015909701585769653,
-0.06449931114912033,
0.13642850518226624,
0.055131472647190094,
0.0010464007500559092,
-0.02011973224580288,
0.04597075656056404,
-0.01236581802368164,
0.003082923823967576,
-0.03574129194021225,
-0.04257993400096893,
0.056142255663871765,
-0.03829660266637802,
0.0007887464598752558,
0.058698952198028564,
-0.05434969440102577,
-0.06020577624440193,
0.0024347857106477022,
0.003531379858031869,
-0.03487846627831459,
0.00228539714589715,
-0.09890417754650116,
-0.004718436393886805,
0.003067095298320055,
0.0073346043936908245,
0.041150592267513275,
-0.016065143048763275,
0.02388663962483406,
0.011246537789702415,
-0.04111447185277939,
-0.11791090667247772
] | null | null | null | null | null | null | null |
[
-0.019420955330133438,
-0.019207369536161423,
0.027662761509418488,
0.012387397699058056,
0.042665205895900726,
-0.03821275010704994,
-0.011526542715728283,
-0.05903977155685425,
0.05153573676943779,
-0.019303210079669952,
0.053372301161289215,
-0.03702084347605705,
0.003506612731143832,
0.06978721171617508,
-0.06339790672063828,
0.02871781960129738,
-0.060399215668439865,
0.05976615846157074,
-0.033068109303712845,
-0.001479090191423893,
-0.0007577098440378904,
0.05842535197734833,
-0.05404103547334671,
-0.018647799268364906,
0.04740450158715248,
0.03449021279811859,
0.005288539920002222,
0.0068931616842746735,
0.043572816997766495,
0.0037429521325975657,
0.06487651914358139,
0.042656224220991135,
0.08352027833461761,
-0.013219278305768967,
-0.02927781268954277,
0.07248100638389587,
0.025715578347444534,
-0.03581855446100235,
0.07683274149894714,
-0.054565150290727615,
0.02532006800174713,
0.05364146828651428,
0.05118705704808235,
-0.017364153638482094,
-0.04117985814809799,
0.03926714509725571,
-0.06305710226297379,
0.006918326020240784,
-0.07126153260469437,
-0.00394399045035243,
-0.020983535796403885,
-0.0072044446133077145,
-0.03951867297291756,
0.07486238330602646,
0.13007506728172302,
-0.0009950125822797418,
-0.009531648829579353,
-0.05965070798993111,
-0.033153895288705826,
-0.07438607513904572,
0.08290945738554001,
-0.05778883770108223,
-0.0017748847603797913,
-0.04710153862833977,
0.05004239082336426,
0.05916091799736023,
-0.01583492010831833,
0.008036897517740726,
0.08257357776165009,
-0.05084418132901192,
0.11923959106206894,
-0.0011856905184686184,
-0.12616382539272308,
0.0969177857041359,
0.0016783970640972257,
0.09984629601240158,
0.013721425086259842,
0.005639041308313608,
-0.02069062553346157,
-0.025330785661935806,
-0.007256001699715853,
0.028070494532585144,
0.05565722659230232,
-0.011312917806208134,
0.018302056938409805,
-0.006607821676880121,
0.0011589559726417065,
-0.022464942187070847,
-0.009065063670277596,
0.06110173463821411,
-0.03718274459242821,
0.06993319094181061,
0.010293432511389256,
-0.019739149138331413,
-0.03148932382464409,
0.007119740825146437,
-0.006232673302292824,
-0.01611148566007614,
0.011965256184339523,
0.06952417641878128,
-0.06222660839557648,
-0.05470077320933342,
0.006321677938103676,
-0.064120814204216,
0.032242827117443085,
0.009438171982765198,
0.05062684789299965,
0.00739859277382493,
0.05727308616042137,
-0.04630686715245247,
-0.034225594252347946,
-0.0036802846007049084,
-0.023527000099420547,
0.02535085566341877,
0.045489080250263214,
-0.08211103826761246,
0.1439296007156372,
0.130744069814682,
0.022711675614118576,
0.08700592070817947,
-0.023833639919757843,
-0.008953463286161423,
-0.057767387479543686,
-0.08046585321426392,
0.04828295484185219,
0.07481077313423157,
-0.16873320937156677,
4.2269134836898154e-33,
0.037324775010347366,
-0.0462932288646698,
-0.0032920578960329294,
0.07145349681377411,
0.05229867249727249,
-0.03363732993602753,
-0.018556656315922737,
-0.033830028027296066,
0.011965201236307621,
-0.06621360778808594,
-0.060263995081186295,
0.07723668962717056,
-0.024218779057264328,
0.02093115635216236,
-0.002783332485705614,
-0.018558086827397346,
0.03051570989191532,
-0.03798655420541763,
0.044183652848005295,
-0.07928448915481567,
-0.02427486702799797,
-0.06267933547496796,
0.0022575026378035545,
-0.024303417652845383,
0.034110814332962036,
-0.0809921845793724,
0.05363035574555397,
-0.07930855453014374,
0.04515190050005913,
0.003340507624670863,
-0.0825299546122551,
0.0015624234220013022,
-0.04352743923664093,
0.03635977953672409,
0.03317449614405632,
0.04540467634797096,
0.018059685826301575,
-0.012495279312133789,
-0.09111234545707703,
0.002766488352790475,
-0.004009409341961145,
0.004011546261608601,
-0.047552529722452164,
-0.06623192876577377,
0.021450964733958244,
0.01131304819136858,
-0.06692155450582504,
0.042357251048088074,
-0.02539190463721752,
0.036229588091373444,
0.014972989447414875,
-0.0006130781839601696,
0.022437624633312225,
0.0640544518828392,
-0.018137359991669655,
-0.01917901076376438,
-0.020226141437888145,
0.07545758038759232,
0.061635952442884445,
0.06639908254146576,
0.016079917550086975,
-0.05105513334274292,
-0.029963301494717598,
0.09945475310087204,
0.09040554612874985,
0.030865345150232315,
-0.06553219258785248,
0.0036827002186328173,
0.03620314225554466,
0.08175086230039597,
0.024885056540369987,
0.05482328310608864,
-0.02581576630473137,
-0.015914788469672203,
-0.10842403024435043,
-0.06875568628311157,
-0.07070565223693848,
-0.08338280022144318,
-0.071754589676857,
0.09755083173513412,
-0.033922359347343445,
0.03405042737722397,
0.012151033617556095,
-0.01847454346716404,
-0.05532704293727875,
-0.021620899438858032,
0.02926715649664402,
-0.014510373584926128,
-0.06995608657598495,
-0.059360288083553314,
0.036095257848501205,
0.032020557671785355,
0.03146253153681755,
-0.008596665225923061,
-0.021590635180473328,
-3.5072133939790235e-33,
-0.026106631383299828,
0.005487414076924324,
0.07756946980953217,
-0.00023385063104797155,
-0.04882967099547386,
-0.04295438900589943,
-0.027779748663306236,
-0.06345459818840027,
-0.017816532403230667,
0.05921093374490738,
0.006137292366474867,
-0.029174216091632843,
0.01420479267835617,
-0.02860940434038639,
0.04339567571878433,
0.0015551958931609988,
0.0438319593667984,
-0.010130086913704872,
0.06118522956967354,
0.024515636265277863,
0.0015429718187078834,
0.019772425293922424,
-0.07335764169692993,
0.031798381358385086,
0.06623400747776031,
-0.026337645947933197,
-0.014965241774916649,
0.05019582808017731,
-0.06202731654047966,
-0.019183766096830368,
-0.04713127762079239,
-0.029547929763793945,
-0.025135023519396782,
-0.08593223989009857,
-0.008867070078849792,
0.09378616511821747,
0.03265083208680153,
0.005281608551740646,
0.02412879467010498,
-0.04408242180943489,
-0.00639005471020937,
-0.002743649762123823,
-0.141366109251976,
0.014935124665498734,
0.007992284372448921,
-0.02733723632991314,
0.015353228896856308,
0.08488697558641434,
-0.026013527065515518,
0.08058489114046097,
0.05921688303351402,
-0.03782171383500099,
0.0263371579349041,
0.0008892773767001927,
0.01765383966267109,
-0.027464386075735092,
0.04495806246995926,
0.08127903193235397,
0.04878092184662819,
-0.01170510146766901,
-0.06559505313634872,
-0.10360191762447357,
-0.05796460062265396,
0.09708733856678009,
-0.029606273397803307,
-0.00935190636664629,
0.08281131833791733,
-0.048965878784656525,
-0.023617660626769066,
0.013755865395069122,
0.04825703054666519,
0.007741136942058802,
0.07123929262161255,
-0.018057895824313164,
-0.018333015963435173,
0.0004351107345428318,
0.03712907433509827,
0.09494079649448395,
0.02565574087202549,
-0.039622556418180466,
-0.006034662015736103,
-0.11298803240060806,
0.050753675401210785,
-0.01377844251692295,
0.06923794746398926,
-0.01716996356844902,
0.01369370799511671,
0.02542232722043991,
-0.0009078763541765511,
0.11546652764081955,
0.00044862591312266886,
-0.0366799496114254,
0.038077015429735184,
-0.04964282736182213,
-0.048573851585388184,
-4.2345284612110845e-8,
-0.035640694200992584,
-0.0598142072558403,
-0.12543994188308716,
-0.02307216450572014,
0.10000309348106384,
0.09175354987382889,
0.038820698857307434,
0.09033505618572235,
-0.013298500329256058,
0.09780135005712509,
0.06821177899837494,
-0.02199561335146427,
-0.060678135603666306,
0.053106505423784256,
0.058338988572359085,
0.009651277214288712,
-0.012394403107464314,
-0.005549275781959295,
-0.046817440539598465,
-0.032699935138225555,
-0.059729672968387604,
0.012766752392053604,
-0.0711042657494545,
0.10310401767492294,
0.019463755190372467,
-0.07328208535909653,
-0.0782100185751915,
0.012827769853174686,
0.012134433723986149,
-0.061025865375995636,
-0.01756281591951847,
0.007307959720492363,
-0.06878314912319183,
-0.015909701585769653,
-0.06449931114912033,
0.13642850518226624,
0.055131472647190094,
0.0010464007500559092,
-0.02011973224580288,
0.04597075656056404,
-0.01236581802368164,
0.003082923823967576,
-0.03574129194021225,
-0.04257993400096893,
0.056142255663871765,
-0.03829660266637802,
0.0007887464598752558,
0.058698952198028564,
-0.05434969440102577,
-0.06020577624440193,
0.0024347857106477022,
0.003531379858031869,
-0.03487846627831459,
0.00228539714589715,
-0.09890417754650116,
-0.004718436393886805,
0.003067095298320055,
0.0073346043936908245,
0.041150592267513275,
-0.016065143048763275,
0.02388663962483406,
0.011246537789702415,
-0.04111447185277939,
-0.11791090667247772
] |
1401.3588
|
Swen Jacobs
|
Swen Jacobs (Graz University of Technology), Roderick Bloem (Graz
University of Technology)
|
Parameterized Synthesis
|
Extended version of TACAS 2012 paper, 29 pages
|
Logical Methods in Computer Science, Volume 10, Issue 1 (February
13, 2014) lmcs:736
|
10.2168/LMCS-10(1:12)2014
| null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the synthesis problem for distributed architectures with a
parametric number of finite-state components. Parameterized specifications
arise naturally in a synthesis setting, but thus far it was unclear how to
detect realizability and how to perform synthesis in a parameterized setting.
Using a classical result from verification, we show that for a class of
specifications in indexed LTL\X, parameterized synthesis in token ring networks
is equivalent to distributed synthesis in a network consisting of a few copies
of a single process. Adapting a well-known result from distributed synthesis,
we show that the latter problem is undecidable. We describe a semi-decision
procedure for the parameterized synthesis problem in token rings, based on
bounded synthesis. We extend the approach to parameterized synthesis in
token-passing networks with arbitrary topologies, and show applicability on a
simple case study. Finally, we sketch a general framework for parameterized
synthesis based on cutoffs and other parameterized verification techniques.
|
[
{
"created": "Wed, 15 Jan 2014 13:53:05 GMT",
"version": "v1"
},
{
"created": "Wed, 12 Feb 2014 10:43:18 GMT",
"version": "v2"
}
] |
2015-07-01
|
[
[
"Jacobs",
"Swen",
"",
"Graz University of Technology"
],
[
"Bloem",
"Roderick",
"",
"Graz\n University of Technology"
]
] |
[
-0.06303674727678299,
0.012587837874889374,
-0.04501534253358841,
-0.03950870782136917,
0.010591411031782627,
-0.029342984780669212,
-0.028761327266693115,
0.006995664909482002,
-0.0017733684508129954,
-0.04696715995669365,
-0.12414848059415817,
-0.03173759579658508,
0.06295157223939896,
-0.05518139898777008,
0.011161950416862965,
0.008279782719910145,
0.049452777951955795,
0.04229225218296051,
-0.0622132234275341,
-0.012414677999913692,
0.02266841195523739,
0.04148225113749504,
-0.08283795416355133,
0.009791725315153599,
-0.01882518082857132,
0.0017477201763540506,
-0.0025269801262766123,
-0.08931829035282135,
-0.01011018268764019,
0.019551541656255722,
0.027593625709414482,
0.05357362702488899,
-0.0988239198923111,
0.00920677650719881,
0.044745516031980515,
0.07956500351428986,
0.014785476960241795,
-0.06961336731910706,
0.024739868938922882,
-0.05295350030064583,
0.05301296338438988,
0.015745332464575768,
-0.00884053111076355,
-0.027943823486566544,
-0.05154414102435112,
-0.002472393214702606,
-0.001295584486797452,
0.028302399441599846,
-0.11135901510715485,
-0.021658558398485184,
-0.005986267235130072,
-0.012153145857155323,
-0.06673811376094818,
-0.0024929745122790337,
0.03208017721772194,
-0.03330346196889877,
-0.04467672109603882,
0.009988097473978996,
0.019295083358883858,
0.015053794719278812,
-0.06551964581012726,
-0.045924216508865356,
0.0007641012198291719,
-0.022483784705400467,
-0.05618084967136383,
0.06188433617353439,
0.018280068412423134,
-0.023382702842354774,
0.06738241761922836,
0.02719401940703392,
-0.005542653612792492,
-0.011008608154952526,
-0.01689440943300724,
0.050347719341516495,
-0.04079282283782959,
0.0653453916311264,
0.10271346569061279,
-0.004848069977015257,
-0.042559970170259476,
-0.08581145107746124,
0.015666324645280838,
-0.020881373435258865,
-0.007496300153434277,
-0.004287878982722759,
0.050479646772146225,
0.01971677877008915,
-0.0146797439083457,
-0.008275824598968029,
0.13816706836223602,
0.06766055524349213,
-0.04000256210565567,
0.047476042062044144,
0.02030223049223423,
-0.007162806577980518,
0.041412822902202606,
0.013618407770991325,
0.030629999935626984,
-0.06634154915809631,
0.004085625987499952,
0.11926674842834473,
-0.060338929295539856,
0.021736683323979378,
0.13088952004909515,
-0.054313093423843384,
0.02763398550450802,
0.02646579220890999,
0.028510285541415215,
0.006774101406335831,
-0.07535769045352936,
-0.06153763085603714,
0.007592893671244383,
0.02292349375784397,
0.06498757004737854,
0.00008567942859372124,
0.004574477672576904,
-0.024175256490707397,
0.018228093162178993,
-0.014685257337987423,
0.012016663327813148,
-0.01864059641957283,
-0.02696000598371029,
-0.02299351431429386,
0.029821529984474182,
0.028340019285678864,
-0.05272430181503296,
-0.023962141945958138,
-0.05734363570809364,
9.901226569529552e-34,
-0.04057406261563301,
0.05399070680141449,
0.04042734205722809,
0.026560435071587563,
0.009770996868610382,
-0.044861312955617905,
0.08459719270467758,
-0.019672688096761703,
-0.03645646199584007,
-0.03008808009326458,
0.04441363364458084,
-0.027395229786634445,
-0.024901892989873886,
0.042867645621299744,
0.105516716837883,
-0.020511290058493614,
0.0756167322397232,
0.06607598811388016,
0.007896481081843376,
-0.07462804764509201,
0.03170605003833771,
-0.004924191627651453,
-0.05165867879986763,
0.011170445941388607,
-0.05859626084566116,
-0.03275905176997185,
0.015855716541409492,
-0.0636541023850441,
0.009313955903053284,
0.016639631241559982,
-0.0924929529428482,
-0.0013362468453124166,
0.12041151523590088,
0.13567031919956207,
0.02496674656867981,
0.03251226991415024,
-0.024103619158267975,
0.001517395256087184,
0.029872898012399673,
-0.030078651383519173,
0.07926739752292633,
0.003231956623494625,
-0.0800945982336998,
0.07601628452539444,
-0.027137212455272675,
-0.07484065741300583,
-0.0805569663643837,
0.07059253752231598,
0.02520303800702095,
-0.10189367085695267,
0.04177432879805565,
0.07864043861627579,
0.022290527820587158,
-0.05786685645580292,
0.09331189095973969,
-0.08430594205856323,
-0.026322858408093452,
0.042748358100652695,
0.049307554960250854,
0.1668611764907837,
-0.05866805836558342,
0.03883042186498642,
-0.09737969934940338,
0.04349213093519211,
-0.04100235924124718,
0.03224356845021248,
-0.11353534460067749,
-0.026907172054052353,
0.10665308684110641,
-0.05189206078648567,
-0.027746278792619705,
-0.01588691584765911,
-0.017829252406954765,
0.05587492138147354,
0.03806700557470322,
-0.01890498958528042,
-0.023174937814474106,
-0.05525103956460953,
-0.00788579136133194,
0.018980814144015312,
0.009823954664170742,
0.1104905903339386,
-0.057048581540584564,
0.07707100361585617,
0.09539830684661865,
-0.11216679960489273,
-0.057338111102581024,
0.03131648153066635,
-0.08240168541669846,
-0.026088949292898178,
-0.0731261596083641,
-0.04066676273941994,
-0.0006795466179028153,
-0.0026066722348332405,
0.028007706627249718,
-1.7974028614362655e-33,
-0.02195349521934986,
-0.03861989453434944,
-0.019957175478339195,
0.10213807225227356,
-0.08765512704849243,
-0.08849682658910751,
-0.07658322155475616,
-0.0925353541970253,
0.0049138497561216354,
0.01598774455487728,
-0.091169074177742,
-0.037205763161182404,
0.009993166662752628,
-0.06499624252319336,
-0.020949281752109528,
-0.06326643377542496,
0.006467455066740513,
-0.1197834312915802,
0.057971060276031494,
0.009740744717419147,
-0.00044288215576671064,
0.02666708454489708,
-0.026326850056648254,
0.05531083047389984,
0.028593240305781364,
0.03317086398601532,
-0.08600624650716782,
0.08733511716127396,
0.086101233959198,
0.04157494381070137,
-0.0037724573630839586,
-0.09135762602090836,
-0.006280215457081795,
0.024402787908911705,
-0.010019461624324322,
-0.020146233960986137,
0.02975105121731758,
0.10348094254732132,
-0.001155958161689341,
0.04930952563881874,
0.02773556299507618,
-0.11405035108327866,
-0.04617825150489807,
0.06479955464601517,
0.04558250680565834,
0.013724671676754951,
0.0036414433270692825,
0.0042060744017362595,
-0.02411039173603058,
-0.05880838260054588,
0.05854954943060875,
0.06996206194162369,
0.05572004243731499,
-0.053026244044303894,
0.00277969753369689,
-0.026478642597794533,
0.013942680321633816,
0.025683792307972908,
0.13136856257915497,
-0.029052454978227615,
0.03538938984274864,
-0.08287107199430466,
0.032706741243600845,
-0.036557383835315704,
0.06374601274728775,
0.0048719607293605804,
0.0013508214615285397,
-0.01517324149608612,
0.013338007964193821,
0.03232664242386818,
0.048044752329587936,
-0.01143110916018486,
-0.06629443168640137,
0.027284367009997368,
0.057871486991643906,
-0.07583396881818771,
0.03174673765897751,
-0.015490838326513767,
0.042775653302669525,
-0.020177803933620453,
-0.03607263043522835,
-0.0008670790120959282,
0.05803452804684639,
-0.019347216933965683,
0.0363861620426178,
-0.00029092756449244916,
0.04248204827308655,
0.05907637998461723,
-0.0005267522064968944,
0.02262510359287262,
0.04448520392179489,
0.0243998970836401,
-0.03970307856798172,
0.04823683202266693,
-0.014316286891698837,
-4.061958591705661e-8,
-0.013845316134393215,
0.022100212052464485,
-0.04729541391134262,
0.0420570969581604,
0.03882860764861107,
0.06323312222957611,
0.004064212553203106,
-0.07241655141115189,
0.0969911441206932,
-0.03509737178683281,
-0.03631632775068283,
0.032302893698215485,
-0.005583798047155142,
-0.04203859344124794,
-0.0658702552318573,
-0.033045124262571335,
-0.06413005292415619,
0.00806396547704935,
-0.02525300718843937,
0.018826032057404518,
0.006880597677081823,
0.03991653025150299,
-0.05393070727586746,
-0.02391771785914898,
0.027568543329834938,
-0.07215958088636398,
0.04111701250076294,
0.022123295813798904,
0.00978904403746128,
0.09944655746221542,
0.011939769610762596,
0.022375429049134254,
0.06698491424322128,
0.0009870915673673153,
0.007177190389484167,
0.026637356728315353,
0.033822476863861084,
0.02089323289692402,
0.03230813145637512,
-0.09761427342891693,
0.011362784542143345,
0.07142093777656555,
-0.12228886038064957,
0.006657836493104696,
0.028094284236431122,
-0.0900682583451271,
0.04482223093509674,
-0.019076956436038017,
-0.036609623581171036,
-0.0005039155948907137,
0.011113484390079975,
-0.00032113256747834384,
-0.0012112152762711048,
0.004158978816121817,
-0.09567376971244812,
0.040454111993312836,
-0.0202422384172678,
-0.04941915348172188,
0.05818120762705803,
0.023514872416853905,
-0.02889685519039631,
0.062130194157361984,
0.008797680959105492,
0.024551328271627426
] | null | null | null | null | null | null | null |
[
-0.06303674727678299,
0.012587837874889374,
-0.04501534253358841,
-0.03950870782136917,
0.010591411031782627,
-0.029342984780669212,
-0.028761327266693115,
0.006995664909482002,
-0.0017733684508129954,
-0.04696715995669365,
-0.12414848059415817,
-0.03173759579658508,
0.06295157223939896,
-0.05518139898777008,
0.011161950416862965,
0.008279782719910145,
0.049452777951955795,
0.04229225218296051,
-0.0622132234275341,
-0.012414677999913692,
0.02266841195523739,
0.04148225113749504,
-0.08283795416355133,
0.009791725315153599,
-0.01882518082857132,
0.0017477201763540506,
-0.0025269801262766123,
-0.08931829035282135,
-0.01011018268764019,
0.019551541656255722,
0.027593625709414482,
0.05357362702488899,
-0.0988239198923111,
0.00920677650719881,
0.044745516031980515,
0.07956500351428986,
0.014785476960241795,
-0.06961336731910706,
0.024739868938922882,
-0.05295350030064583,
0.05301296338438988,
0.015745332464575768,
-0.00884053111076355,
-0.027943823486566544,
-0.05154414102435112,
-0.002472393214702606,
-0.001295584486797452,
0.028302399441599846,
-0.11135901510715485,
-0.021658558398485184,
-0.005986267235130072,
-0.012153145857155323,
-0.06673811376094818,
-0.0024929745122790337,
0.03208017721772194,
-0.03330346196889877,
-0.04467672109603882,
0.009988097473978996,
0.019295083358883858,
0.015053794719278812,
-0.06551964581012726,
-0.045924216508865356,
0.0007641012198291719,
-0.022483784705400467,
-0.05618084967136383,
0.06188433617353439,
0.018280068412423134,
-0.023382702842354774,
0.06738241761922836,
0.02719401940703392,
-0.005542653612792492,
-0.011008608154952526,
-0.01689440943300724,
0.050347719341516495,
-0.04079282283782959,
0.0653453916311264,
0.10271346569061279,
-0.004848069977015257,
-0.042559970170259476,
-0.08581145107746124,
0.015666324645280838,
-0.020881373435258865,
-0.007496300153434277,
-0.004287878982722759,
0.050479646772146225,
0.01971677877008915,
-0.0146797439083457,
-0.008275824598968029,
0.13816706836223602,
0.06766055524349213,
-0.04000256210565567,
0.047476042062044144,
0.02030223049223423,
-0.007162806577980518,
0.041412822902202606,
0.013618407770991325,
0.030629999935626984,
-0.06634154915809631,
0.004085625987499952,
0.11926674842834473,
-0.060338929295539856,
0.021736683323979378,
0.13088952004909515,
-0.054313093423843384,
0.02763398550450802,
0.02646579220890999,
0.028510285541415215,
0.006774101406335831,
-0.07535769045352936,
-0.06153763085603714,
0.007592893671244383,
0.02292349375784397,
0.06498757004737854,
0.00008567942859372124,
0.004574477672576904,
-0.024175256490707397,
0.018228093162178993,
-0.014685257337987423,
0.012016663327813148,
-0.01864059641957283,
-0.02696000598371029,
-0.02299351431429386,
0.029821529984474182,
0.028340019285678864,
-0.05272430181503296,
-0.023962141945958138,
-0.05734363570809364,
9.901226569529552e-34,
-0.04057406261563301,
0.05399070680141449,
0.04042734205722809,
0.026560435071587563,
0.009770996868610382,
-0.044861312955617905,
0.08459719270467758,
-0.019672688096761703,
-0.03645646199584007,
-0.03008808009326458,
0.04441363364458084,
-0.027395229786634445,
-0.024901892989873886,
0.042867645621299744,
0.105516716837883,
-0.020511290058493614,
0.0756167322397232,
0.06607598811388016,
0.007896481081843376,
-0.07462804764509201,
0.03170605003833771,
-0.004924191627651453,
-0.05165867879986763,
0.011170445941388607,
-0.05859626084566116,
-0.03275905176997185,
0.015855716541409492,
-0.0636541023850441,
0.009313955903053284,
0.016639631241559982,
-0.0924929529428482,
-0.0013362468453124166,
0.12041151523590088,
0.13567031919956207,
0.02496674656867981,
0.03251226991415024,
-0.024103619158267975,
0.001517395256087184,
0.029872898012399673,
-0.030078651383519173,
0.07926739752292633,
0.003231956623494625,
-0.0800945982336998,
0.07601628452539444,
-0.027137212455272675,
-0.07484065741300583,
-0.0805569663643837,
0.07059253752231598,
0.02520303800702095,
-0.10189367085695267,
0.04177432879805565,
0.07864043861627579,
0.022290527820587158,
-0.05786685645580292,
0.09331189095973969,
-0.08430594205856323,
-0.026322858408093452,
0.042748358100652695,
0.049307554960250854,
0.1668611764907837,
-0.05866805836558342,
0.03883042186498642,
-0.09737969934940338,
0.04349213093519211,
-0.04100235924124718,
0.03224356845021248,
-0.11353534460067749,
-0.026907172054052353,
0.10665308684110641,
-0.05189206078648567,
-0.027746278792619705,
-0.01588691584765911,
-0.017829252406954765,
0.05587492138147354,
0.03806700557470322,
-0.01890498958528042,
-0.023174937814474106,
-0.05525103956460953,
-0.00788579136133194,
0.018980814144015312,
0.009823954664170742,
0.1104905903339386,
-0.057048581540584564,
0.07707100361585617,
0.09539830684661865,
-0.11216679960489273,
-0.057338111102581024,
0.03131648153066635,
-0.08240168541669846,
-0.026088949292898178,
-0.0731261596083641,
-0.04066676273941994,
-0.0006795466179028153,
-0.0026066722348332405,
0.028007706627249718,
-1.7974028614362655e-33,
-0.02195349521934986,
-0.03861989453434944,
-0.019957175478339195,
0.10213807225227356,
-0.08765512704849243,
-0.08849682658910751,
-0.07658322155475616,
-0.0925353541970253,
0.0049138497561216354,
0.01598774455487728,
-0.091169074177742,
-0.037205763161182404,
0.009993166662752628,
-0.06499624252319336,
-0.020949281752109528,
-0.06326643377542496,
0.006467455066740513,
-0.1197834312915802,
0.057971060276031494,
0.009740744717419147,
-0.00044288215576671064,
0.02666708454489708,
-0.026326850056648254,
0.05531083047389984,
0.028593240305781364,
0.03317086398601532,
-0.08600624650716782,
0.08733511716127396,
0.086101233959198,
0.04157494381070137,
-0.0037724573630839586,
-0.09135762602090836,
-0.006280215457081795,
0.024402787908911705,
-0.010019461624324322,
-0.020146233960986137,
0.02975105121731758,
0.10348094254732132,
-0.001155958161689341,
0.04930952563881874,
0.02773556299507618,
-0.11405035108327866,
-0.04617825150489807,
0.06479955464601517,
0.04558250680565834,
0.013724671676754951,
0.0036414433270692825,
0.0042060744017362595,
-0.02411039173603058,
-0.05880838260054588,
0.05854954943060875,
0.06996206194162369,
0.05572004243731499,
-0.053026244044303894,
0.00277969753369689,
-0.026478642597794533,
0.013942680321633816,
0.025683792307972908,
0.13136856257915497,
-0.029052454978227615,
0.03538938984274864,
-0.08287107199430466,
0.032706741243600845,
-0.036557383835315704,
0.06374601274728775,
0.0048719607293605804,
0.0013508214615285397,
-0.01517324149608612,
0.013338007964193821,
0.03232664242386818,
0.048044752329587936,
-0.01143110916018486,
-0.06629443168640137,
0.027284367009997368,
0.057871486991643906,
-0.07583396881818771,
0.03174673765897751,
-0.015490838326513767,
0.042775653302669525,
-0.020177803933620453,
-0.03607263043522835,
-0.0008670790120959282,
0.05803452804684639,
-0.019347216933965683,
0.0363861620426178,
-0.00029092756449244916,
0.04248204827308655,
0.05907637998461723,
-0.0005267522064968944,
0.02262510359287262,
0.04448520392179489,
0.0243998970836401,
-0.03970307856798172,
0.04823683202266693,
-0.014316286891698837,
-4.061958591705661e-8,
-0.013845316134393215,
0.022100212052464485,
-0.04729541391134262,
0.0420570969581604,
0.03882860764861107,
0.06323312222957611,
0.004064212553203106,
-0.07241655141115189,
0.0969911441206932,
-0.03509737178683281,
-0.03631632775068283,
0.032302893698215485,
-0.005583798047155142,
-0.04203859344124794,
-0.0658702552318573,
-0.033045124262571335,
-0.06413005292415619,
0.00806396547704935,
-0.02525300718843937,
0.018826032057404518,
0.006880597677081823,
0.03991653025150299,
-0.05393070727586746,
-0.02391771785914898,
0.027568543329834938,
-0.07215958088636398,
0.04111701250076294,
0.022123295813798904,
0.00978904403746128,
0.09944655746221542,
0.011939769610762596,
0.022375429049134254,
0.06698491424322128,
0.0009870915673673153,
0.007177190389484167,
0.026637356728315353,
0.033822476863861084,
0.02089323289692402,
0.03230813145637512,
-0.09761427342891693,
0.011362784542143345,
0.07142093777656555,
-0.12228886038064957,
0.006657836493104696,
0.028094284236431122,
-0.0900682583451271,
0.04482223093509674,
-0.019076956436038017,
-0.036609623581171036,
-0.0005039155948907137,
0.011113484390079975,
-0.00032113256747834384,
-0.0012112152762711048,
0.004158978816121817,
-0.09567376971244812,
0.040454111993312836,
-0.0202422384172678,
-0.04941915348172188,
0.05818120762705803,
0.023514872416853905,
-0.02889685519039631,
0.062130194157361984,
0.008797680959105492,
0.024551328271627426
] |
1401.3590
|
Karim Mahmoud
|
Karim M. Mahmoud
|
An Enhanced Method For Evaluating Automatic Video Summaries
|
This paper has been withdrawn by the author due to some errors and
incomplete study
| null | null | null |
cs.CV cs.IR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Evaluation of automatic video summaries is a challenging problem. In the past
years, some evaluation methods are presented that utilize only a single feature
like color feature to detect similarity between automatic video summaries and
ground-truth user summaries. One of the drawbacks of using a single feature is
that sometimes it gives a false similarity detection which makes the assessment
of the quality of the generated video summary less perceptual and not accurate.
In this paper, a novel method for evaluating automatic video summaries is
presented. This method is based on comparing automatic video summaries
generated by video summarization techniques with ground-truth user summaries.
The objective of this evaluation method is to quantify the quality of video
summaries, and allow comparing different video summarization techniques
utilizing both color and texture features of the video frames and using the
Bhattacharya distance as a dissimilarity measure due to its advantages. Our
Experiments show that the proposed evaluation method overcomes the drawbacks of
other methods and gives a more perceptual evaluation of the quality of the
automatic video summaries.
|
[
{
"created": "Tue, 14 Jan 2014 09:30:44 GMT",
"version": "v1"
},
{
"created": "Wed, 30 Apr 2014 23:04:43 GMT",
"version": "v2"
},
{
"created": "Tue, 19 Apr 2016 16:05:08 GMT",
"version": "v3"
}
] |
2016-04-20
|
[
[
"Mahmoud",
"Karim M.",
""
]
] |
[
-0.004656560253351927,
-0.03292590007185936,
-0.02351023443043232,
-0.10025463998317719,
0.09630918502807617,
0.0482230968773365,
-0.03883974999189377,
-0.009919680655002594,
0.07974157482385635,
-0.0852263867855072,
-0.033855631947517395,
-0.06490932404994965,
0.027640605345368385,
0.1124817505478859,
-0.0652790516614914,
-0.030349012464284897,
0.08384827524423599,
0.029914967715740204,
-0.09677811712026596,
-0.0843878835439682,
0.04164480045437813,
-0.03794972971081734,
0.02016158401966095,
0.0031638529617339373,
-0.002006534719839692,
-0.0003782734274864197,
0.0018801334081217647,
0.07877461612224579,
0.005068197380751371,
0.025297023355960846,
-0.0006066494388505816,
-0.001830131048336625,
0.09996452927589417,
0.02436395175755024,
-0.053991105407476425,
0.0006802398129366338,
-0.07934287190437317,
0.08754120767116547,
-0.07180626690387726,
-0.05130275711417198,
-0.035213764756917953,
0.041807640343904495,
0.03644952178001404,
0.025866631418466568,
0.025920428335666656,
0.07007336616516113,
-0.09633695334196091,
-0.044494129717350006,
0.03597123175859451,
-0.007201693020761013,
-0.07024792581796646,
0.07097040861845016,
-0.026751164346933365,
0.014340037479996681,
-0.014588667079806328,
0.06874062120914459,
0.013176936656236649,
-0.011307240463793278,
0.056226737797260284,
-0.014069419354200363,
0.032011695206165314,
-0.05435238406062126,
0.049922943115234375,
-0.008419156074523926,
0.09883120656013489,
-0.029740704223513603,
0.11162928491830826,
-0.04164109006524086,
0.0008418441284447908,
-0.04907771199941635,
-0.10113096237182617,
0.031173499301075935,
-0.005531294271349907,
0.10968032479286194,
-0.12537625432014465,
0.06999067962169647,
-0.0008331691497005522,
-0.0410020537674427,
-0.03442467749118805,
-0.06121703237295151,
-0.018605973571538925,
-0.018587356433272362,
0.0840391293168068,
0.06297080218791962,
0.02928096614778042,
0.05503375828266144,
0.022166313603520393,
-0.04236377030611038,
-0.11644747108221054,
0.028363438323140144,
-0.09075548499822617,
0.015501262620091438,
0.04780055209994316,
-0.03239822015166283,
-0.006576403975486755,
0.013321400620043278,
-0.018428141251206398,
-0.09243777394294739,
0.01148945465683937,
0.025986261665821075,
0.07042903453111649,
-0.061135534197092056,
-0.03490554541349411,
-0.12040989845991135,
0.08635880053043365,
0.0496174618601799,
0.06300417333841324,
-0.027167364954948425,
0.050402771681547165,
-0.0047071706503629684,
0.05534088611602783,
0.06691203266382217,
-0.0571553073823452,
-0.011912355199456215,
-0.03275385871529579,
0.0886649638414383,
0.03932648152112961,
0.024923810735344887,
-0.004342349246144295,
0.03608519583940506,
0.06825494766235352,
-0.04997050017118454,
-0.017048509791493416,
0.021132661029696465,
0.011546672321856022,
-0.11191906780004501,
0.08485212922096252,
3.271194332143063e-33,
-0.0023450059816241264,
-0.04653201997280121,
0.028111791238188744,
0.05110837519168854,
0.03900836035609245,
-0.016297630965709686,
-0.07579223066568375,
0.04745681956410408,
-0.0001414165599271655,
-0.01531948521733284,
0.020529722794890404,
0.015732763335108757,
-0.03117767721414566,
-0.02796730026602745,
0.013348270207643509,
-0.00489704217761755,
-0.08718172460794449,
-0.0011628334177657962,
-0.010504916310310364,
0.06592446565628052,
0.0059097446501255035,
-0.003919045906513929,
0.1185370609164238,
0.030693961307406425,
-0.03569621965289116,
-0.051024772226810455,
0.04821436479687691,
-0.020808620378375053,
0.015783552080392838,
-0.02753598242998123,
-0.05406814068555832,
-0.05900954455137253,
0.029481569305062294,
-0.022353412583470345,
0.03857161104679108,
-0.04370708018541336,
-0.0808243453502655,
-0.03542584925889969,
0.01466639805585146,
-0.0030155370477586985,
-0.11391554027795792,
-0.030353333801031113,
-0.09051214903593063,
-0.09696760773658752,
0.006429092027246952,
0.053718600422143936,
0.0859106108546257,
-0.008793160319328308,
0.022404000163078308,
0.027865678071975708,
0.05367564409971237,
-0.0040258378721773624,
0.06420229375362396,
-0.061345409601926804,
-0.01713629812002182,
0.007837820798158646,
0.10416912287473679,
0.005574581678956747,
0.029469020664691925,
-0.000008884232556738425,
-0.02792082168161869,
0.05676907300949097,
-0.027225103229284286,
-0.015885088592767715,
0.024122990667819977,
-0.0337291918694973,
0.03409849852323532,
0.08875738829374313,
0.02112686075270176,
0.007151877041906118,
0.037465717643499374,
0.0018642002250999212,
0.0489138588309288,
-0.0013746394542977214,
-0.010080927051603794,
0.014039224945008755,
0.01989518478512764,
0.03655998781323433,
-0.019672267138957977,
-0.019975557923316956,
-0.01341244112700224,
0.010318739339709282,
0.08185455948114395,
-0.11393937468528748,
-0.05111514776945114,
0.0029714081902056932,
0.026655660942196846,
0.007557399105280638,
-0.012296399101614952,
-0.04467242211103439,
-0.0002725941885728389,
0.031074920669198036,
0.015583716332912445,
0.04667724668979645,
0.08955735713243484,
-2.239491960443127e-33,
0.004617160651832819,
0.08198298513889313,
-0.06751067191362381,
0.03200509026646614,
0.0358227975666523,
-0.019631914794445038,
0.021121857687830925,
0.05364783853292465,
0.012570141814649105,
-0.027326956391334534,
0.0005306699895299971,
-0.05115625262260437,
-0.04255518317222595,
-0.005886979401111603,
-0.05932135134935379,
0.04916132986545563,
0.0009352167253382504,
-0.02624434232711792,
-0.112190842628479,
0.054808393120765686,
-0.012228783220052719,
0.03265274688601494,
-0.06845700740814209,
-0.052766673266887665,
-0.03817112371325493,
0.037665415555238724,
0.023158429190516472,
0.010619896464049816,
-0.02627674676477909,
-0.05707522854208946,
0.10677522420883179,
0.026994571089744568,
-0.05305944383144379,
-0.019204890355467796,
-0.04626423120498657,
-0.08869175612926483,
0.05131855979561806,
-0.06734871864318848,
-0.020338427275419235,
0.1320917010307312,
0.04389417916536331,
0.01668584905564785,
-0.012387098744511604,
-0.09747696667909622,
-0.0756230354309082,
-0.049809787422418594,
-0.0532158799469471,
-0.0410769060254097,
0.03232000395655632,
-0.034987278282642365,
-0.018416253849864006,
0.05556642636656761,
-0.04595436900854111,
-0.002686268649995327,
0.04074636846780777,
-0.055248502641916275,
-0.08596567064523697,
0.09412078559398651,
0.05269012972712517,
0.02982030250132084,
-0.05861791595816612,
-0.0026255508419126272,
-0.05457655340433121,
0.008248638361692429,
0.048416707664728165,
0.01638328656554222,
0.01006961427628994,
-0.004151670262217522,
-0.07614093273878098,
0.06198750436306,
0.037728261202573776,
0.004381572362035513,
0.01615632139146328,
0.01276050042361021,
0.01642485521733761,
0.021687189117074013,
0.0794171392917633,
-0.03587723523378372,
0.03222322091460228,
-0.07895472645759583,
-0.011637892574071884,
-0.08402720093727112,
0.05963808298110962,
-0.0000022907454422238516,
-0.024810008704662323,
0.0845668837428093,
0.007932688109576702,
0.057706765830516815,
0.036361780017614365,
0.0953262597322464,
-0.01232184935361147,
0.036587201058864594,
-0.0007629274623468518,
-0.011140777729451656,
0.039031244814395905,
-3.7032556576832576e-8,
-0.03814859688282013,
-0.08241521567106247,
-0.04751398041844368,
-0.01902228407561779,
-0.07679793238639832,
-0.03642430528998375,
0.040702566504478455,
0.015501169487833977,
0.028887979686260223,
-0.08166153728961945,
-0.0383923202753067,
-0.0013493921142071486,
-0.06272409856319427,
0.02755732648074627,
-0.07926575839519501,
0.031234687194228172,
-0.03294498100876808,
-0.01698915846645832,
0.043654438108205795,
0.06975629925727844,
0.007390724495053291,
-0.002918271580711007,
-0.008042851462960243,
-0.044363733381032944,
-0.10215239226818085,
0.05127647891640663,
-0.03458145633339882,
0.07115765661001205,
0.07859920710325241,
-0.02424039877951145,
0.053637102246284485,
0.060380175709724426,
0.055856578052043915,
-0.10082034021615982,
0.050910584628582,
0.08137742429971695,
-0.012559202499687672,
0.05093392729759216,
-0.027691040188074112,
0.030621681362390518,
-0.023973660543560982,
0.022449364885687828,
0.031686387956142426,
0.04050842672586441,
0.022975508123636246,
0.0395670160651207,
0.03594277426600456,
-0.05866764858365059,
-0.009691515937447548,
-0.013201678171753883,
-0.0036963257007300854,
-0.10405919700860977,
-0.0589863657951355,
-0.002197821391746402,
0.0617842972278595,
-0.041767437011003494,
-0.000021058371203253046,
0.02866595983505249,
0.1052965596318245,
0.006108534522354603,
-0.009097264148294926,
0.04016692936420441,
0.019819820299744606,
0.005304733756929636
] | null | null | null | null | null | null | null |
[
-0.004656560253351927,
-0.03292590007185936,
-0.02351023443043232,
-0.10025463998317719,
0.09630918502807617,
0.0482230968773365,
-0.03883974999189377,
-0.009919680655002594,
0.07974157482385635,
-0.0852263867855072,
-0.033855631947517395,
-0.06490932404994965,
0.027640605345368385,
0.1124817505478859,
-0.0652790516614914,
-0.030349012464284897,
0.08384827524423599,
0.029914967715740204,
-0.09677811712026596,
-0.0843878835439682,
0.04164480045437813,
-0.03794972971081734,
0.02016158401966095,
0.0031638529617339373,
-0.002006534719839692,
-0.0003782734274864197,
0.0018801334081217647,
0.07877461612224579,
0.005068197380751371,
0.025297023355960846,
-0.0006066494388505816,
-0.001830131048336625,
0.09996452927589417,
0.02436395175755024,
-0.053991105407476425,
0.0006802398129366338,
-0.07934287190437317,
0.08754120767116547,
-0.07180626690387726,
-0.05130275711417198,
-0.035213764756917953,
0.041807640343904495,
0.03644952178001404,
0.025866631418466568,
0.025920428335666656,
0.07007336616516113,
-0.09633695334196091,
-0.044494129717350006,
0.03597123175859451,
-0.007201693020761013,
-0.07024792581796646,
0.07097040861845016,
-0.026751164346933365,
0.014340037479996681,
-0.014588667079806328,
0.06874062120914459,
0.013176936656236649,
-0.011307240463793278,
0.056226737797260284,
-0.014069419354200363,
0.032011695206165314,
-0.05435238406062126,
0.049922943115234375,
-0.008419156074523926,
0.09883120656013489,
-0.029740704223513603,
0.11162928491830826,
-0.04164109006524086,
0.0008418441284447908,
-0.04907771199941635,
-0.10113096237182617,
0.031173499301075935,
-0.005531294271349907,
0.10968032479286194,
-0.12537625432014465,
0.06999067962169647,
-0.0008331691497005522,
-0.0410020537674427,
-0.03442467749118805,
-0.06121703237295151,
-0.018605973571538925,
-0.018587356433272362,
0.0840391293168068,
0.06297080218791962,
0.02928096614778042,
0.05503375828266144,
0.022166313603520393,
-0.04236377030611038,
-0.11644747108221054,
0.028363438323140144,
-0.09075548499822617,
0.015501262620091438,
0.04780055209994316,
-0.03239822015166283,
-0.006576403975486755,
0.013321400620043278,
-0.018428141251206398,
-0.09243777394294739,
0.01148945465683937,
0.025986261665821075,
0.07042903453111649,
-0.061135534197092056,
-0.03490554541349411,
-0.12040989845991135,
0.08635880053043365,
0.0496174618601799,
0.06300417333841324,
-0.027167364954948425,
0.050402771681547165,
-0.0047071706503629684,
0.05534088611602783,
0.06691203266382217,
-0.0571553073823452,
-0.011912355199456215,
-0.03275385871529579,
0.0886649638414383,
0.03932648152112961,
0.024923810735344887,
-0.004342349246144295,
0.03608519583940506,
0.06825494766235352,
-0.04997050017118454,
-0.017048509791493416,
0.021132661029696465,
0.011546672321856022,
-0.11191906780004501,
0.08485212922096252,
3.271194332143063e-33,
-0.0023450059816241264,
-0.04653201997280121,
0.028111791238188744,
0.05110837519168854,
0.03900836035609245,
-0.016297630965709686,
-0.07579223066568375,
0.04745681956410408,
-0.0001414165599271655,
-0.01531948521733284,
0.020529722794890404,
0.015732763335108757,
-0.03117767721414566,
-0.02796730026602745,
0.013348270207643509,
-0.00489704217761755,
-0.08718172460794449,
-0.0011628334177657962,
-0.010504916310310364,
0.06592446565628052,
0.0059097446501255035,
-0.003919045906513929,
0.1185370609164238,
0.030693961307406425,
-0.03569621965289116,
-0.051024772226810455,
0.04821436479687691,
-0.020808620378375053,
0.015783552080392838,
-0.02753598242998123,
-0.05406814068555832,
-0.05900954455137253,
0.029481569305062294,
-0.022353412583470345,
0.03857161104679108,
-0.04370708018541336,
-0.0808243453502655,
-0.03542584925889969,
0.01466639805585146,
-0.0030155370477586985,
-0.11391554027795792,
-0.030353333801031113,
-0.09051214903593063,
-0.09696760773658752,
0.006429092027246952,
0.053718600422143936,
0.0859106108546257,
-0.008793160319328308,
0.022404000163078308,
0.027865678071975708,
0.05367564409971237,
-0.0040258378721773624,
0.06420229375362396,
-0.061345409601926804,
-0.01713629812002182,
0.007837820798158646,
0.10416912287473679,
0.005574581678956747,
0.029469020664691925,
-0.000008884232556738425,
-0.02792082168161869,
0.05676907300949097,
-0.027225103229284286,
-0.015885088592767715,
0.024122990667819977,
-0.0337291918694973,
0.03409849852323532,
0.08875738829374313,
0.02112686075270176,
0.007151877041906118,
0.037465717643499374,
0.0018642002250999212,
0.0489138588309288,
-0.0013746394542977214,
-0.010080927051603794,
0.014039224945008755,
0.01989518478512764,
0.03655998781323433,
-0.019672267138957977,
-0.019975557923316956,
-0.01341244112700224,
0.010318739339709282,
0.08185455948114395,
-0.11393937468528748,
-0.05111514776945114,
0.0029714081902056932,
0.026655660942196846,
0.007557399105280638,
-0.012296399101614952,
-0.04467242211103439,
-0.0002725941885728389,
0.031074920669198036,
0.015583716332912445,
0.04667724668979645,
0.08955735713243484,
-2.239491960443127e-33,
0.004617160651832819,
0.08198298513889313,
-0.06751067191362381,
0.03200509026646614,
0.0358227975666523,
-0.019631914794445038,
0.021121857687830925,
0.05364783853292465,
0.012570141814649105,
-0.027326956391334534,
0.0005306699895299971,
-0.05115625262260437,
-0.04255518317222595,
-0.005886979401111603,
-0.05932135134935379,
0.04916132986545563,
0.0009352167253382504,
-0.02624434232711792,
-0.112190842628479,
0.054808393120765686,
-0.012228783220052719,
0.03265274688601494,
-0.06845700740814209,
-0.052766673266887665,
-0.03817112371325493,
0.037665415555238724,
0.023158429190516472,
0.010619896464049816,
-0.02627674676477909,
-0.05707522854208946,
0.10677522420883179,
0.026994571089744568,
-0.05305944383144379,
-0.019204890355467796,
-0.04626423120498657,
-0.08869175612926483,
0.05131855979561806,
-0.06734871864318848,
-0.020338427275419235,
0.1320917010307312,
0.04389417916536331,
0.01668584905564785,
-0.012387098744511604,
-0.09747696667909622,
-0.0756230354309082,
-0.049809787422418594,
-0.0532158799469471,
-0.0410769060254097,
0.03232000395655632,
-0.034987278282642365,
-0.018416253849864006,
0.05556642636656761,
-0.04595436900854111,
-0.002686268649995327,
0.04074636846780777,
-0.055248502641916275,
-0.08596567064523697,
0.09412078559398651,
0.05269012972712517,
0.02982030250132084,
-0.05861791595816612,
-0.0026255508419126272,
-0.05457655340433121,
0.008248638361692429,
0.048416707664728165,
0.01638328656554222,
0.01006961427628994,
-0.004151670262217522,
-0.07614093273878098,
0.06198750436306,
0.037728261202573776,
0.004381572362035513,
0.01615632139146328,
0.01276050042361021,
0.01642485521733761,
0.021687189117074013,
0.0794171392917633,
-0.03587723523378372,
0.03222322091460228,
-0.07895472645759583,
-0.011637892574071884,
-0.08402720093727112,
0.05963808298110962,
-0.0000022907454422238516,
-0.024810008704662323,
0.0845668837428093,
0.007932688109576702,
0.057706765830516815,
0.036361780017614365,
0.0953262597322464,
-0.01232184935361147,
0.036587201058864594,
-0.0007629274623468518,
-0.011140777729451656,
0.039031244814395905,
-3.7032556576832576e-8,
-0.03814859688282013,
-0.08241521567106247,
-0.04751398041844368,
-0.01902228407561779,
-0.07679793238639832,
-0.03642430528998375,
0.040702566504478455,
0.015501169487833977,
0.028887979686260223,
-0.08166153728961945,
-0.0383923202753067,
-0.0013493921142071486,
-0.06272409856319427,
0.02755732648074627,
-0.07926575839519501,
0.031234687194228172,
-0.03294498100876808,
-0.01698915846645832,
0.043654438108205795,
0.06975629925727844,
0.007390724495053291,
-0.002918271580711007,
-0.008042851462960243,
-0.044363733381032944,
-0.10215239226818085,
0.05127647891640663,
-0.03458145633339882,
0.07115765661001205,
0.07859920710325241,
-0.02424039877951145,
0.053637102246284485,
0.060380175709724426,
0.055856578052043915,
-0.10082034021615982,
0.050910584628582,
0.08137742429971695,
-0.012559202499687672,
0.05093392729759216,
-0.027691040188074112,
0.030621681362390518,
-0.023973660543560982,
0.022449364885687828,
0.031686387956142426,
0.04050842672586441,
0.022975508123636246,
0.0395670160651207,
0.03594277426600456,
-0.05866764858365059,
-0.009691515937447548,
-0.013201678171753883,
-0.0036963257007300854,
-0.10405919700860977,
-0.0589863657951355,
-0.002197821391746402,
0.0617842972278595,
-0.041767437011003494,
-0.000021058371203253046,
0.02866595983505249,
0.1052965596318245,
0.006108534522354603,
-0.009097264148294926,
0.04016692936420441,
0.019819820299744606,
0.005304733756929636
] |
1401.3592
|
Ayman Bahaa-Eldin
|
Ayman M. Bahaa-Eldin
|
Intelligent Systems for Information Security
|
PhD Thesis. Ain Shams University, Faculty of Engineering. Computer
and Systems Eng. Dept., 2004
| null | null | null |
cs.NE cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This thesis aims to use intelligent systems to extend and improve performance
and security of cryptographic techniques. Genetic algorithms framework for
cryptanalysis problem is addressed. A novel extension to the differential
cryptanalysis using genetic algorithm is proposed and a fitness measure based
on the differential characteristics of the cipher being attacked is also
proposed. The complexity of the proposed attack is shown to be less than
quarter of normal differential cryptanalysis of the same cipher by applying the
proposed attack to both the basic Substitution Permutation Network and the
Feistel Network. The basic models of modern block ciphers are attacked instead
of actual cipher to prove that the attack is applicable to other ciphers
vulnerable to differential cryptanalysis. A new attack for block cipher based
on the ability of neural networks to perform an approximation of mapping is
proposed. A complete problem formulation is explained and implementation of the
attack on some hypothetical Feistel cipher not vulnerable to differential or
linear attacks is presented. A new block cipher based on the neural networks is
proposed. A complete cipher structure is given and a key scheduling is also
shown. The main properties of neural network being able to perform mapping
between large dimension domains in a very fast and a very small memory compared
to S-Boxes is used as a base for the cipher.
|
[
{
"created": "Wed, 15 Jan 2014 14:00:36 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Bahaa-Eldin",
"Ayman M.",
""
]
] |
[
-0.12559108436107635,
0.016762150451540947,
-0.002044632798060775,
0.031077558174729347,
-0.051752299070358276,
0.029339350759983063,
-0.006652106996625662,
-0.012097269296646118,
0.012332679703831673,
-0.045768626034259796,
-0.00040692169568501413,
-0.03908919915556908,
0.011896808631718159,
-0.0043076821602880955,
-0.06829433143138885,
-0.05965125188231468,
-0.06579631567001343,
0.1034836694598198,
-0.005044324789196253,
-0.059040509164333344,
-0.06248939409852028,
0.006159165408462286,
-0.024825558066368103,
-0.04722900688648224,
-0.08641032874584198,
0.07312103360891342,
0.03903665393590927,
0.0655859112739563,
-0.030522556975483894,
-0.04462742060422897,
0.15114080905914307,
-0.04598090425133705,
0.02356092445552349,
0.024769950658082962,
-0.1083626002073288,
0.026339931413531303,
-0.024013232439756393,
0.03610055148601532,
0.0854014977812767,
-0.033001821488142014,
-0.07889430969953537,
-0.015164237469434738,
0.039583344012498856,
0.007465801667422056,
0.05027959123253822,
0.01029424462467432,
0.006827227305620909,
-0.01647952012717724,
-0.04358113557100296,
-0.01811164617538452,
-0.062352586537599564,
0.015412450768053532,
-0.05075519531965256,
0.012252691201865673,
-0.016802772879600525,
-0.06184859573841095,
-0.028707388788461685,
-0.027975888922810555,
0.015745015814900398,
0.0015493275132030249,
-0.02115512266755104,
0.04325449466705322,
0.06449543684720993,
0.007266053929924965,
-0.024906057864427567,
0.07137805968523026,
0.02396133914589882,
-0.0010078459745272994,
0.03991705924272537,
0.0005675777792930603,
0.012610581703484058,
0.0327954962849617,
-0.04513828828930855,
0.05528464913368225,
0.009040560573339462,
0.06947598606348038,
-0.032248690724372864,
-0.01613633893430233,
-0.0004841012123506516,
-0.040482304990291595,
-0.06711632013320923,
-0.06284992396831512,
0.026530573144555092,
0.030881060287356377,
0.05571231618523598,
0.003965217620134354,
-0.0537983737885952,
-0.016043175011873245,
0.06373131275177002,
0.028268927708268166,
0.05879717320203781,
-0.006558703258633614,
0.05962569639086723,
-0.006553709041327238,
0.0734810158610344,
0.008586357347667217,
-0.02581482194364071,
0.0058266837149858475,
-0.02804679237306118,
0.026001034304499626,
0.00397597486153245,
0.001910309656523168,
-0.07062239944934845,
-0.0121679762378335,
0.08943357318639755,
0.03773030638694763,
0.09162076562643051,
-0.08134902268648148,
-0.024838048964738846,
-0.09604908525943756,
-0.027291150763630867,
0.02870478481054306,
-0.03770047798752785,
-0.023968245834112167,
-0.020872602239251137,
-0.030978688970208168,
-0.007070385850965977,
0.06267481297254562,
0.02411111444234848,
0.15660080313682556,
0.020135950297117233,
0.036992210894823074,
-0.04068974405527115,
0.01406587939709425,
-0.06407987326383591,
-0.045774172991514206,
-0.0882561132311821,
1.0693749452628747e-33,
-0.09255456179380417,
0.0018031371291726828,
-0.03003717213869095,
-0.04114096239209175,
0.03216439113020897,
-0.027382321655750275,
0.05975447595119476,
0.09277848899364471,
0.0022500120103359222,
0.05442884564399719,
-0.06078306958079338,
-0.005120196845382452,
0.006554740015417337,
0.022781914100050926,
-0.002403453690931201,
0.06950390338897705,
0.09959129244089127,
-0.09969689697027206,
-0.022757135331630707,
-0.06348621100187302,
0.042665958404541016,
-0.002449618186801672,
0.11822301149368286,
-0.022424323484301567,
0.038463618606328964,
0.04112794250249863,
0.028194384649395943,
-0.004885781090706587,
-0.012511477805674076,
0.015909329056739807,
-0.04397720843553543,
0.016784587875008583,
-0.045028094202280045,
-0.011994919739663601,
0.07256048917770386,
0.026377901434898376,
0.10412904620170593,
0.04034899175167084,
-0.0014042089460417628,
0.06028753146529198,
0.008522005751729012,
-0.07642713189125061,
-0.02344907633960247,
-0.07508531212806702,
-0.004537817090749741,
0.0696573257446289,
0.02336932346224785,
0.01976636052131653,
0.005850594956427813,
0.005483402870595455,
-0.0008985215681605041,
-0.05466966703534126,
-0.11561183631420135,
-0.039138101041316986,
0.06253109872341156,
-0.03317742794752121,
-0.01611805520951748,
0.08401160687208176,
0.048729557543992996,
0.16069403290748596,
-0.09909096360206604,
0.0011979894479736686,
0.00837797299027443,
-0.0409386046230793,
-0.055154431611299515,
-0.04490099847316742,
0.04956332594156265,
-0.03394702076911926,
-0.0301818810403347,
-0.008906591683626175,
0.06342609971761703,
-0.01310515496879816,
-0.0014993053628131747,
0.03135588392615318,
-0.026823339983820915,
0.06377165019512177,
-0.004454431589692831,
0.033592887222766876,
-0.0017220249865204096,
-0.026559988036751747,
-0.052424121648073196,
0.08232519775629044,
0.03807449713349342,
0.007957365363836288,
-0.023973966017365456,
0.02662915363907814,
-0.02263963222503662,
0.0336311012506485,
0.00944795086979866,
-0.02042887732386589,
-0.0941474586725235,
-0.029882371425628662,
0.007589444518089294,
-0.08015360683202744,
0.015768136829137802,
-3.1495424217764644e-33,
-0.09091167896986008,
0.02552076056599617,
-0.06590253114700317,
0.01654931716620922,
-0.036614734679460526,
-0.06012730672955513,
-0.05989990383386612,
0.04565117508172989,
0.0611974373459816,
0.11581313610076904,
-0.0742233395576477,
-0.004481560550630093,
0.10600505024194717,
-0.043788935989141464,
0.011281766928732395,
0.03200486674904823,
-0.05371576547622681,
0.05899013951420784,
0.02789963223040104,
0.016058754175901413,
-0.08005938678979874,
0.18838107585906982,
-0.02541106380522251,
-0.0012935096165165305,
0.04010919854044914,
0.023753972724080086,
-0.07561610639095306,
0.08907351642847061,
0.06746039539575577,
0.025743726640939713,
-0.06379573047161102,
-0.0225958451628685,
0.014529457315802574,
-0.03343490883708,
0.01966281607747078,
0.04661320522427559,
0.014661747962236404,
0.020102091133594513,
-0.015397348441183567,
0.010978084057569504,
0.008658552542328835,
0.005044172052294016,
0.014306636527180672,
-0.02358442172408104,
0.023997658863663673,
-0.03840472921729088,
-0.023380348458886147,
0.03489464893937111,
0.0806049033999443,
0.03455079719424248,
0.08032822608947754,
-0.014265716075897217,
0.011673808097839355,
-0.035254523158073425,
-0.03138546645641327,
0.044078655540943146,
-0.04495742917060852,
0.054363932460546494,
0.07176899164915085,
-0.003969361539930105,
0.022448580712080002,
-0.06763050705194473,
0.13421618938446045,
-0.019870948046445847,
0.02848518081009388,
0.02688063308596611,
-0.09955854713916779,
0.023194056004285812,
-0.004872940480709076,
0.02916783280670643,
0.03736394643783569,
-0.026234371587634087,
0.08771330863237381,
0.034338101744651794,
-0.049096789211034775,
-0.06460151076316833,
-0.0711667537689209,
-0.0203732680529356,
0.05066635459661484,
0.05547359585762024,
0.026826245710253716,
-0.030901210382580757,
-0.05028078332543373,
0.00399938877671957,
0.009332683868706226,
-0.030985234305262566,
0.06596074253320694,
-0.04368187487125397,
0.054152216762304306,
-0.1108665019273758,
0.04375365003943443,
0.032691385596990585,
-0.06763173639774323,
0.013831211254000664,
0.00273453863337636,
-4.277451992606984e-8,
-0.0045933229848742485,
-0.04882949963212013,
-0.021579623222351074,
0.045383598655462265,
0.04999186098575592,
-0.04014331474900246,
-0.0074166543781757355,
-0.09206578880548477,
-0.02973496913909912,
-0.028404846787452698,
0.11559285968542099,
-0.02574191801249981,
0.023187952116131783,
-0.01667071133852005,
-0.0782935619354248,
0.01492528896778822,
-0.0265213493257761,
-0.0549565888941288,
0.02145494520664215,
-0.05744774267077446,
0.0038357723969966173,
0.022436894476413727,
-0.0017366012325510383,
0.017848100513219833,
0.06300506740808487,
-0.04355244338512421,
-0.05489920452237129,
-0.143171489238739,
0.014609516598284245,
0.022031676024198532,
-0.02742316946387291,
-0.07115932554006577,
0.05421771481633186,
0.037396181374788284,
0.08090867102146149,
0.020568126812577248,
-0.04597555845975876,
-0.04760580137372017,
-0.012257060036063194,
0.057904209941625595,
0.011966266669332981,
-0.023151393979787827,
0.03936555236577988,
0.0175071619451046,
-0.09565934538841248,
-0.10550262033939362,
0.0725821778178215,
-0.03941556066274643,
-0.04705275595188141,
0.01865694671869278,
0.0276046060025692,
-0.02839059755206108,
-0.010274842381477356,
-0.03072250820696354,
-0.011462689377367496,
-0.0031815203838050365,
0.027206657454371452,
-0.11602721363306046,
-0.042401090264320374,
0.06610886752605438,
-0.02748144418001175,
0.04201415181159973,
0.025204773992300034,
-0.059397075325250626
] | null | null | null | null | null | null | null |
[
-0.12559108436107635,
0.016762150451540947,
-0.002044632798060775,
0.031077558174729347,
-0.051752299070358276,
0.029339350759983063,
-0.006652106996625662,
-0.012097269296646118,
0.012332679703831673,
-0.045768626034259796,
-0.00040692169568501413,
-0.03908919915556908,
0.011896808631718159,
-0.0043076821602880955,
-0.06829433143138885,
-0.05965125188231468,
-0.06579631567001343,
0.1034836694598198,
-0.005044324789196253,
-0.059040509164333344,
-0.06248939409852028,
0.006159165408462286,
-0.024825558066368103,
-0.04722900688648224,
-0.08641032874584198,
0.07312103360891342,
0.03903665393590927,
0.0655859112739563,
-0.030522556975483894,
-0.04462742060422897,
0.15114080905914307,
-0.04598090425133705,
0.02356092445552349,
0.024769950658082962,
-0.1083626002073288,
0.026339931413531303,
-0.024013232439756393,
0.03610055148601532,
0.0854014977812767,
-0.033001821488142014,
-0.07889430969953537,
-0.015164237469434738,
0.039583344012498856,
0.007465801667422056,
0.05027959123253822,
0.01029424462467432,
0.006827227305620909,
-0.01647952012717724,
-0.04358113557100296,
-0.01811164617538452,
-0.062352586537599564,
0.015412450768053532,
-0.05075519531965256,
0.012252691201865673,
-0.016802772879600525,
-0.06184859573841095,
-0.028707388788461685,
-0.027975888922810555,
0.015745015814900398,
0.0015493275132030249,
-0.02115512266755104,
0.04325449466705322,
0.06449543684720993,
0.007266053929924965,
-0.024906057864427567,
0.07137805968523026,
0.02396133914589882,
-0.0010078459745272994,
0.03991705924272537,
0.0005675777792930603,
0.012610581703484058,
0.0327954962849617,
-0.04513828828930855,
0.05528464913368225,
0.009040560573339462,
0.06947598606348038,
-0.032248690724372864,
-0.01613633893430233,
-0.0004841012123506516,
-0.040482304990291595,
-0.06711632013320923,
-0.06284992396831512,
0.026530573144555092,
0.030881060287356377,
0.05571231618523598,
0.003965217620134354,
-0.0537983737885952,
-0.016043175011873245,
0.06373131275177002,
0.028268927708268166,
0.05879717320203781,
-0.006558703258633614,
0.05962569639086723,
-0.006553709041327238,
0.0734810158610344,
0.008586357347667217,
-0.02581482194364071,
0.0058266837149858475,
-0.02804679237306118,
0.026001034304499626,
0.00397597486153245,
0.001910309656523168,
-0.07062239944934845,
-0.0121679762378335,
0.08943357318639755,
0.03773030638694763,
0.09162076562643051,
-0.08134902268648148,
-0.024838048964738846,
-0.09604908525943756,
-0.027291150763630867,
0.02870478481054306,
-0.03770047798752785,
-0.023968245834112167,
-0.020872602239251137,
-0.030978688970208168,
-0.007070385850965977,
0.06267481297254562,
0.02411111444234848,
0.15660080313682556,
0.020135950297117233,
0.036992210894823074,
-0.04068974405527115,
0.01406587939709425,
-0.06407987326383591,
-0.045774172991514206,
-0.0882561132311821,
1.0693749452628747e-33,
-0.09255456179380417,
0.0018031371291726828,
-0.03003717213869095,
-0.04114096239209175,
0.03216439113020897,
-0.027382321655750275,
0.05975447595119476,
0.09277848899364471,
0.0022500120103359222,
0.05442884564399719,
-0.06078306958079338,
-0.005120196845382452,
0.006554740015417337,
0.022781914100050926,
-0.002403453690931201,
0.06950390338897705,
0.09959129244089127,
-0.09969689697027206,
-0.022757135331630707,
-0.06348621100187302,
0.042665958404541016,
-0.002449618186801672,
0.11822301149368286,
-0.022424323484301567,
0.038463618606328964,
0.04112794250249863,
0.028194384649395943,
-0.004885781090706587,
-0.012511477805674076,
0.015909329056739807,
-0.04397720843553543,
0.016784587875008583,
-0.045028094202280045,
-0.011994919739663601,
0.07256048917770386,
0.026377901434898376,
0.10412904620170593,
0.04034899175167084,
-0.0014042089460417628,
0.06028753146529198,
0.008522005751729012,
-0.07642713189125061,
-0.02344907633960247,
-0.07508531212806702,
-0.004537817090749741,
0.0696573257446289,
0.02336932346224785,
0.01976636052131653,
0.005850594956427813,
0.005483402870595455,
-0.0008985215681605041,
-0.05466966703534126,
-0.11561183631420135,
-0.039138101041316986,
0.06253109872341156,
-0.03317742794752121,
-0.01611805520951748,
0.08401160687208176,
0.048729557543992996,
0.16069403290748596,
-0.09909096360206604,
0.0011979894479736686,
0.00837797299027443,
-0.0409386046230793,
-0.055154431611299515,
-0.04490099847316742,
0.04956332594156265,
-0.03394702076911926,
-0.0301818810403347,
-0.008906591683626175,
0.06342609971761703,
-0.01310515496879816,
-0.0014993053628131747,
0.03135588392615318,
-0.026823339983820915,
0.06377165019512177,
-0.004454431589692831,
0.033592887222766876,
-0.0017220249865204096,
-0.026559988036751747,
-0.052424121648073196,
0.08232519775629044,
0.03807449713349342,
0.007957365363836288,
-0.023973966017365456,
0.02662915363907814,
-0.02263963222503662,
0.0336311012506485,
0.00944795086979866,
-0.02042887732386589,
-0.0941474586725235,
-0.029882371425628662,
0.007589444518089294,
-0.08015360683202744,
0.015768136829137802,
-3.1495424217764644e-33,
-0.09091167896986008,
0.02552076056599617,
-0.06590253114700317,
0.01654931716620922,
-0.036614734679460526,
-0.06012730672955513,
-0.05989990383386612,
0.04565117508172989,
0.0611974373459816,
0.11581313610076904,
-0.0742233395576477,
-0.004481560550630093,
0.10600505024194717,
-0.043788935989141464,
0.011281766928732395,
0.03200486674904823,
-0.05371576547622681,
0.05899013951420784,
0.02789963223040104,
0.016058754175901413,
-0.08005938678979874,
0.18838107585906982,
-0.02541106380522251,
-0.0012935096165165305,
0.04010919854044914,
0.023753972724080086,
-0.07561610639095306,
0.08907351642847061,
0.06746039539575577,
0.025743726640939713,
-0.06379573047161102,
-0.0225958451628685,
0.014529457315802574,
-0.03343490883708,
0.01966281607747078,
0.04661320522427559,
0.014661747962236404,
0.020102091133594513,
-0.015397348441183567,
0.010978084057569504,
0.008658552542328835,
0.005044172052294016,
0.014306636527180672,
-0.02358442172408104,
0.023997658863663673,
-0.03840472921729088,
-0.023380348458886147,
0.03489464893937111,
0.0806049033999443,
0.03455079719424248,
0.08032822608947754,
-0.014265716075897217,
0.011673808097839355,
-0.035254523158073425,
-0.03138546645641327,
0.044078655540943146,
-0.04495742917060852,
0.054363932460546494,
0.07176899164915085,
-0.003969361539930105,
0.022448580712080002,
-0.06763050705194473,
0.13421618938446045,
-0.019870948046445847,
0.02848518081009388,
0.02688063308596611,
-0.09955854713916779,
0.023194056004285812,
-0.004872940480709076,
0.02916783280670643,
0.03736394643783569,
-0.026234371587634087,
0.08771330863237381,
0.034338101744651794,
-0.049096789211034775,
-0.06460151076316833,
-0.0711667537689209,
-0.0203732680529356,
0.05066635459661484,
0.05547359585762024,
0.026826245710253716,
-0.030901210382580757,
-0.05028078332543373,
0.00399938877671957,
0.009332683868706226,
-0.030985234305262566,
0.06596074253320694,
-0.04368187487125397,
0.054152216762304306,
-0.1108665019273758,
0.04375365003943443,
0.032691385596990585,
-0.06763173639774323,
0.013831211254000664,
0.00273453863337636,
-4.277451992606984e-8,
-0.0045933229848742485,
-0.04882949963212013,
-0.021579623222351074,
0.045383598655462265,
0.04999186098575592,
-0.04014331474900246,
-0.0074166543781757355,
-0.09206578880548477,
-0.02973496913909912,
-0.028404846787452698,
0.11559285968542099,
-0.02574191801249981,
0.023187952116131783,
-0.01667071133852005,
-0.0782935619354248,
0.01492528896778822,
-0.0265213493257761,
-0.0549565888941288,
0.02145494520664215,
-0.05744774267077446,
0.0038357723969966173,
0.022436894476413727,
-0.0017366012325510383,
0.017848100513219833,
0.06300506740808487,
-0.04355244338512421,
-0.05489920452237129,
-0.143171489238739,
0.014609516598284245,
0.022031676024198532,
-0.02742316946387291,
-0.07115932554006577,
0.05421771481633186,
0.037396181374788284,
0.08090867102146149,
0.020568126812577248,
-0.04597555845975876,
-0.04760580137372017,
-0.012257060036063194,
0.057904209941625595,
0.011966266669332981,
-0.023151393979787827,
0.03936555236577988,
0.0175071619451046,
-0.09565934538841248,
-0.10550262033939362,
0.0725821778178215,
-0.03941556066274643,
-0.04705275595188141,
0.01865694671869278,
0.0276046060025692,
-0.02839059755206108,
-0.010274842381477356,
-0.03072250820696354,
-0.011462689377367496,
-0.0031815203838050365,
0.027206657454371452,
-0.11602721363306046,
-0.042401090264320374,
0.06610886752605438,
-0.02748144418001175,
0.04201415181159973,
0.025204773992300034,
-0.059397075325250626
] |
1401.3607
|
Larry Bull
|
Larry Bull
|
A Brief History of Learning Classifier Systems: From CS-1 to XCS
|
37 pages, 9 figures
| null | null | null |
cs.NE cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Modern Learning Classifier Systems can be characterized by their use of rule
accuracy as the utility metric for the search algorithm(s) discovering useful
rules. Such searching typically takes place within the restricted space of
co-active rules for efficiency. This paper gives an historical overview of the
evolution of such systems up to XCS, and then some of the subsequent
developments of XCS to different types of learning.
|
[
{
"created": "Wed, 15 Jan 2014 14:37:48 GMT",
"version": "v1"
},
{
"created": "Fri, 7 Feb 2014 11:55:12 GMT",
"version": "v2"
}
] |
2014-02-10
|
[
[
"Bull",
"Larry",
""
]
] |
[
-0.051929838955402374,
-0.03713865950703621,
-0.05124378576874733,
0.009354072622954845,
0.09258558601140976,
-0.03338366374373436,
0.012431373819708824,
-0.005967646837234497,
-0.05482770502567291,
0.019936980679631233,
-0.03302944079041481,
0.007220686413347721,
0.06804759055376053,
0.020332377403974533,
-0.04016851633787155,
-0.04468488693237305,
-0.03875051811337471,
-0.007204899098724127,
-0.042897194623947144,
-0.028366707265377045,
-0.0034383037127554417,
0.018933793529868126,
-0.03453695774078369,
-0.02646966278553009,
-0.014143843203783035,
0.03432570397853851,
-0.005703125149011612,
-0.05087395757436752,
0.009193752892315388,
-0.012928590178489685,
-0.03390837088227272,
-0.011596981436014175,
0.09786690026521683,
-0.04889846593141556,
-0.04940091073513031,
-0.043104514479637146,
0.015332735143601894,
-0.003851991845294833,
-0.003108764300122857,
0.03955546393990517,
-0.04809313267469406,
-0.021322987973690033,
-0.0139197688549757,
0.035664018243551254,
0.06127549707889557,
0.10317182540893555,
-0.04232048615813255,
-0.05687880143523216,
-0.04493281990289688,
-0.0027227778919041157,
-0.06560634076595306,
-0.006665213964879513,
-0.07730446755886078,
0.06439430266618729,
0.03857443109154701,
0.036512669175863266,
-0.02316909097135067,
-0.004414898809045553,
0.003221003105863929,
-0.03040585294365883,
-0.013827109709382057,
-0.12103167176246643,
-0.005748391151428223,
-0.0037164008244872093,
-0.047288257628679276,
-0.00819921400398016,
0.012948207557201385,
0.008966331370174885,
0.06254075467586517,
-0.04730583727359772,
-0.049157340079545975,
0.1256439983844757,
0.015591911971569061,
0.035367097705602646,
0.053896378725767136,
0.08154208958148956,
0.054249100387096405,
0.022077547386288643,
0.07632603496313095,
-0.036452632397413254,
-0.09039818495512009,
0.03222736716270447,
-0.025050831958651543,
0.0022393655963242054,
0.13592740893363953,
-0.04921041056513786,
-0.016817418858408928,
-0.07967067509889603,
0.07584422826766968,
0.012826957739889622,
0.050425831228494644,
-0.01617029495537281,
0.04763959348201752,
-0.08009594678878784,
-0.06563309580087662,
-0.03935417905449867,
0.00040010767406784,
0.031155545264482498,
0.0005461686523631215,
0.045888617634773254,
-0.11397931724786758,
0.09777852892875671,
-0.003263425547629595,
-0.018011095002293587,
0.04660715535283089,
0.007945775985717773,
0.014791642315685749,
0.03609123080968857,
0.1367165893316269,
-0.07141369581222534,
-0.08403001725673676,
0.0061091766692698,
-0.05350663140416145,
-0.0651332214474678,
0.026833022013306618,
0.029034722596406937,
-0.0017974564107134938,
-0.0049872505478560925,
0.0039162649773061275,
0.056370947510004044,
-0.009969784878194332,
-0.011639934033155441,
-0.03068651258945465,
0.016376463696360588,
0.04551813378930092,
-0.0002221168833784759,
-0.08884432166814804,
1.5970216659103673e-33,
-0.03486969321966171,
0.026623114943504333,
-0.05185797065496445,
-0.028101835399866104,
-0.04207624867558479,
-0.10410820692777634,
0.024320373311638832,
0.03894206881523132,
0.043050408363342285,
0.023953501135110855,
-0.03518553450703621,
0.06481467932462692,
0.001064681331627071,
0.032977886497974396,
0.0670323595404625,
0.015071758069097996,
-0.04465387016534805,
-0.04402893781661987,
-0.04686764255166054,
-0.02921956032514572,
0.05315149575471878,
-0.01987874135375023,
0.13710087537765503,
-0.10389982163906097,
0.016418728977441788,
0.016360346227884293,
0.004108574241399765,
-0.0059050447307527065,
0.04840464144945145,
0.02495504543185234,
0.04044513776898384,
-0.0815540999174118,
0.03694950416684151,
0.06802934408187866,
0.024630947038531303,
0.03504696860909462,
-0.03940100595355034,
0.04913032054901123,
0.07573454082012177,
0.02242463082075119,
-0.04232233390212059,
-0.049546919763088226,
0.050335101783275604,
-0.05340009927749634,
-0.050888098776340485,
0.07668333500623703,
-0.08882767707109451,
-0.06027136370539665,
0.026801368221640587,
-0.049609068781137466,
0.06352625787258148,
-0.050226323306560516,
-0.0006546361837536097,
0.048979464918375015,
0.023316271603107452,
0.043597567826509476,
-0.006284766364842653,
0.07542315870523453,
-0.04436906799674034,
0.03541223704814911,
0.024224206805229187,
0.0511467345058918,
0.045935072004795074,
0.03878328576683998,
-0.028244145214557648,
0.011420872062444687,
0.04311016947031021,
-0.02054685726761818,
0.053257472813129425,
-0.05062000826001167,
0.04856358468532562,
0.012098905630409718,
-0.051178839057683945,
-0.05129255726933479,
0.11589754372835159,
-0.031684067100286484,
0.05954493582248688,
-0.047843463718891144,
-0.02337353117763996,
-0.027245143428444862,
-0.04225654900074005,
0.03036067821085453,
0.059458788484334946,
-0.012807473540306091,
0.01678214780986309,
-0.054494746029376984,
0.004357027821242809,
-0.022869911044836044,
-0.05112901329994202,
0.03789782524108887,
-0.07614075392484665,
0.0002535598468966782,
-0.04446383938193321,
0.018628805875778198,
-0.005424307193607092,
-3.2832938424328706e-33,
-0.037808045744895935,
-0.01800626330077648,
-0.03351568058133125,
0.07651536166667938,
-0.03850478678941727,
0.0052103688940405846,
-0.11478326469659805,
-0.02517097070813179,
-0.03192729130387306,
-0.017555849626660347,
0.07704818993806839,
0.02828017808496952,
0.01841871812939644,
0.006350354291498661,
-0.05554484203457832,
0.06646192073822021,
-0.08187095075845718,
0.03296823427081108,
-0.05412888526916504,
0.027227481827139854,
0.052718885242938995,
0.009700674563646317,
-0.11474652588367462,
-0.026580655947327614,
-0.08205939829349518,
0.005598770920187235,
-0.03695576265454292,
0.06682346016168594,
-0.02551986277103424,
-0.0005333967274054885,
-0.13817812502384186,
-0.022166239097714424,
-0.011296096257865429,
-0.031642623245716095,
-0.028342099860310555,
-0.05980337783694267,
-0.046020593494176865,
-0.01640700176358223,
0.0013159248046576977,
0.10018735378980637,
-0.0005298237083479762,
0.05348069593310356,
-0.04356444627046585,
-0.04889492690563202,
0.045082587748765945,
-0.01287975162267685,
0.014393716119229794,
0.09889306128025055,
0.07988051325082779,
0.027430031448602676,
0.062119849026203156,
-0.05020638555288315,
-0.0740378275513649,
0.017518095672130585,
-0.022927209734916687,
0.10999144613742828,
-0.011247353628277779,
0.05302400514483452,
-0.030050694942474365,
0.1020805612206459,
-0.04079519957304001,
0.05163814127445221,
-0.0035046329721808434,
0.04013051465153694,
0.01802680641412735,
0.019469745457172394,
0.050601985305547714,
0.06802933663129807,
-0.021377669647336006,
-0.03932098671793938,
0.02120598964393139,
0.07856334000825882,
-0.12224816530942917,
-0.027930229902267456,
-0.10580535978078842,
0.033753495663404465,
0.006609911099076271,
-0.06113128736615181,
0.016552871093153954,
-0.061513856053352356,
-0.010943368077278137,
-0.01899181306362152,
0.09246482700109482,
0.07952255010604858,
0.022039052098989487,
0.10284944623708725,
0.1059737503528595,
0.006711084395647049,
0.055626530200242996,
-0.05724869295954704,
0.05432526394724846,
0.01786995492875576,
0.02212785743176937,
0.00250605889596045,
-0.03296997398138046,
-4.039966938762518e-8,
-0.11459022760391235,
0.017458278685808182,
0.006319348234683275,
0.054522205144166946,
0.08478838950395584,
0.06286795437335968,
-0.03260578587651253,
0.1023806557059288,
-0.05432618781924248,
-0.02376529574394226,
0.031464867293834686,
-0.0005200101877562702,
0.005230192095041275,
-0.022102762013673782,
0.040542490780353546,
-0.03453196585178375,
0.0165708027780056,
0.08389467000961304,
-0.07976464927196503,
-0.026707598939538002,
0.06544407457113266,
-0.07943946123123169,
0.07211455702781677,
0.03566648066043854,
-0.04145415499806404,
-0.10181482881307602,
-0.017747409641742706,
-0.007607609499245882,
0.030699623748660088,
0.03527726233005524,
-0.011290271766483784,
0.04275229200720787,
-0.01406522374600172,
-0.06357493251562119,
0.10353589057922363,
0.09507840871810913,
-0.059817925095558167,
-0.11122864484786987,
-0.0551048219203949,
0.024633342400193214,
-0.016678962856531143,
-0.01386705320328474,
0.015586932189762592,
0.0007306167390197515,
0.009230710566043854,
0.06014549732208252,
0.02995976246893406,
-0.07389659434556961,
-0.008207816630601883,
0.0145488316193223,
0.08501138538122177,
-0.014161935076117516,
-0.008368425071239471,
-0.04851434379816055,
0.04552287608385086,
-0.03577997535467148,
-0.003252538852393627,
-0.06746870279312134,
-0.0016401916509494185,
-0.03640442341566086,
-0.0038394667208194733,
-0.004367227200418711,
0.021875619888305664,
0.05260913074016571
] | null | null | null | null | null | null | null |
[
-0.051929838955402374,
-0.03713865950703621,
-0.05124378576874733,
0.009354072622954845,
0.09258558601140976,
-0.03338366374373436,
0.012431373819708824,
-0.005967646837234497,
-0.05482770502567291,
0.019936980679631233,
-0.03302944079041481,
0.007220686413347721,
0.06804759055376053,
0.020332377403974533,
-0.04016851633787155,
-0.04468488693237305,
-0.03875051811337471,
-0.007204899098724127,
-0.042897194623947144,
-0.028366707265377045,
-0.0034383037127554417,
0.018933793529868126,
-0.03453695774078369,
-0.02646966278553009,
-0.014143843203783035,
0.03432570397853851,
-0.005703125149011612,
-0.05087395757436752,
0.009193752892315388,
-0.012928590178489685,
-0.03390837088227272,
-0.011596981436014175,
0.09786690026521683,
-0.04889846593141556,
-0.04940091073513031,
-0.043104514479637146,
0.015332735143601894,
-0.003851991845294833,
-0.003108764300122857,
0.03955546393990517,
-0.04809313267469406,
-0.021322987973690033,
-0.0139197688549757,
0.035664018243551254,
0.06127549707889557,
0.10317182540893555,
-0.04232048615813255,
-0.05687880143523216,
-0.04493281990289688,
-0.0027227778919041157,
-0.06560634076595306,
-0.006665213964879513,
-0.07730446755886078,
0.06439430266618729,
0.03857443109154701,
0.036512669175863266,
-0.02316909097135067,
-0.004414898809045553,
0.003221003105863929,
-0.03040585294365883,
-0.013827109709382057,
-0.12103167176246643,
-0.005748391151428223,
-0.0037164008244872093,
-0.047288257628679276,
-0.00819921400398016,
0.012948207557201385,
0.008966331370174885,
0.06254075467586517,
-0.04730583727359772,
-0.049157340079545975,
0.1256439983844757,
0.015591911971569061,
0.035367097705602646,
0.053896378725767136,
0.08154208958148956,
0.054249100387096405,
0.022077547386288643,
0.07632603496313095,
-0.036452632397413254,
-0.09039818495512009,
0.03222736716270447,
-0.025050831958651543,
0.0022393655963242054,
0.13592740893363953,
-0.04921041056513786,
-0.016817418858408928,
-0.07967067509889603,
0.07584422826766968,
0.012826957739889622,
0.050425831228494644,
-0.01617029495537281,
0.04763959348201752,
-0.08009594678878784,
-0.06563309580087662,
-0.03935417905449867,
0.00040010767406784,
0.031155545264482498,
0.0005461686523631215,
0.045888617634773254,
-0.11397931724786758,
0.09777852892875671,
-0.003263425547629595,
-0.018011095002293587,
0.04660715535283089,
0.007945775985717773,
0.014791642315685749,
0.03609123080968857,
0.1367165893316269,
-0.07141369581222534,
-0.08403001725673676,
0.0061091766692698,
-0.05350663140416145,
-0.0651332214474678,
0.026833022013306618,
0.029034722596406937,
-0.0017974564107134938,
-0.0049872505478560925,
0.0039162649773061275,
0.056370947510004044,
-0.009969784878194332,
-0.011639934033155441,
-0.03068651258945465,
0.016376463696360588,
0.04551813378930092,
-0.0002221168833784759,
-0.08884432166814804,
1.5970216659103673e-33,
-0.03486969321966171,
0.026623114943504333,
-0.05185797065496445,
-0.028101835399866104,
-0.04207624867558479,
-0.10410820692777634,
0.024320373311638832,
0.03894206881523132,
0.043050408363342285,
0.023953501135110855,
-0.03518553450703621,
0.06481467932462692,
0.001064681331627071,
0.032977886497974396,
0.0670323595404625,
0.015071758069097996,
-0.04465387016534805,
-0.04402893781661987,
-0.04686764255166054,
-0.02921956032514572,
0.05315149575471878,
-0.01987874135375023,
0.13710087537765503,
-0.10389982163906097,
0.016418728977441788,
0.016360346227884293,
0.004108574241399765,
-0.0059050447307527065,
0.04840464144945145,
0.02495504543185234,
0.04044513776898384,
-0.0815540999174118,
0.03694950416684151,
0.06802934408187866,
0.024630947038531303,
0.03504696860909462,
-0.03940100595355034,
0.04913032054901123,
0.07573454082012177,
0.02242463082075119,
-0.04232233390212059,
-0.049546919763088226,
0.050335101783275604,
-0.05340009927749634,
-0.050888098776340485,
0.07668333500623703,
-0.08882767707109451,
-0.06027136370539665,
0.026801368221640587,
-0.049609068781137466,
0.06352625787258148,
-0.050226323306560516,
-0.0006546361837536097,
0.048979464918375015,
0.023316271603107452,
0.043597567826509476,
-0.006284766364842653,
0.07542315870523453,
-0.04436906799674034,
0.03541223704814911,
0.024224206805229187,
0.0511467345058918,
0.045935072004795074,
0.03878328576683998,
-0.028244145214557648,
0.011420872062444687,
0.04311016947031021,
-0.02054685726761818,
0.053257472813129425,
-0.05062000826001167,
0.04856358468532562,
0.012098905630409718,
-0.051178839057683945,
-0.05129255726933479,
0.11589754372835159,
-0.031684067100286484,
0.05954493582248688,
-0.047843463718891144,
-0.02337353117763996,
-0.027245143428444862,
-0.04225654900074005,
0.03036067821085453,
0.059458788484334946,
-0.012807473540306091,
0.01678214780986309,
-0.054494746029376984,
0.004357027821242809,
-0.022869911044836044,
-0.05112901329994202,
0.03789782524108887,
-0.07614075392484665,
0.0002535598468966782,
-0.04446383938193321,
0.018628805875778198,
-0.005424307193607092,
-3.2832938424328706e-33,
-0.037808045744895935,
-0.01800626330077648,
-0.03351568058133125,
0.07651536166667938,
-0.03850478678941727,
0.0052103688940405846,
-0.11478326469659805,
-0.02517097070813179,
-0.03192729130387306,
-0.017555849626660347,
0.07704818993806839,
0.02828017808496952,
0.01841871812939644,
0.006350354291498661,
-0.05554484203457832,
0.06646192073822021,
-0.08187095075845718,
0.03296823427081108,
-0.05412888526916504,
0.027227481827139854,
0.052718885242938995,
0.009700674563646317,
-0.11474652588367462,
-0.026580655947327614,
-0.08205939829349518,
0.005598770920187235,
-0.03695576265454292,
0.06682346016168594,
-0.02551986277103424,
-0.0005333967274054885,
-0.13817812502384186,
-0.022166239097714424,
-0.011296096257865429,
-0.031642623245716095,
-0.028342099860310555,
-0.05980337783694267,
-0.046020593494176865,
-0.01640700176358223,
0.0013159248046576977,
0.10018735378980637,
-0.0005298237083479762,
0.05348069593310356,
-0.04356444627046585,
-0.04889492690563202,
0.045082587748765945,
-0.01287975162267685,
0.014393716119229794,
0.09889306128025055,
0.07988051325082779,
0.027430031448602676,
0.062119849026203156,
-0.05020638555288315,
-0.0740378275513649,
0.017518095672130585,
-0.022927209734916687,
0.10999144613742828,
-0.011247353628277779,
0.05302400514483452,
-0.030050694942474365,
0.1020805612206459,
-0.04079519957304001,
0.05163814127445221,
-0.0035046329721808434,
0.04013051465153694,
0.01802680641412735,
0.019469745457172394,
0.050601985305547714,
0.06802933663129807,
-0.021377669647336006,
-0.03932098671793938,
0.02120598964393139,
0.07856334000825882,
-0.12224816530942917,
-0.027930229902267456,
-0.10580535978078842,
0.033753495663404465,
0.006609911099076271,
-0.06113128736615181,
0.016552871093153954,
-0.061513856053352356,
-0.010943368077278137,
-0.01899181306362152,
0.09246482700109482,
0.07952255010604858,
0.022039052098989487,
0.10284944623708725,
0.1059737503528595,
0.006711084395647049,
0.055626530200242996,
-0.05724869295954704,
0.05432526394724846,
0.01786995492875576,
0.02212785743176937,
0.00250605889596045,
-0.03296997398138046,
-4.039966938762518e-8,
-0.11459022760391235,
0.017458278685808182,
0.006319348234683275,
0.054522205144166946,
0.08478838950395584,
0.06286795437335968,
-0.03260578587651253,
0.1023806557059288,
-0.05432618781924248,
-0.02376529574394226,
0.031464867293834686,
-0.0005200101877562702,
0.005230192095041275,
-0.022102762013673782,
0.040542490780353546,
-0.03453196585178375,
0.0165708027780056,
0.08389467000961304,
-0.07976464927196503,
-0.026707598939538002,
0.06544407457113266,
-0.07943946123123169,
0.07211455702781677,
0.03566648066043854,
-0.04145415499806404,
-0.10181482881307602,
-0.017747409641742706,
-0.007607609499245882,
0.030699623748660088,
0.03527726233005524,
-0.011290271766483784,
0.04275229200720787,
-0.01406522374600172,
-0.06357493251562119,
0.10353589057922363,
0.09507840871810913,
-0.059817925095558167,
-0.11122864484786987,
-0.0551048219203949,
0.024633342400193214,
-0.016678962856531143,
-0.01386705320328474,
0.015586932189762592,
0.0007306167390197515,
0.009230710566043854,
0.06014549732208252,
0.02995976246893406,
-0.07389659434556961,
-0.008207816630601883,
0.0145488316193223,
0.08501138538122177,
-0.014161935076117516,
-0.008368425071239471,
-0.04851434379816055,
0.04552287608385086,
-0.03577997535467148,
-0.003252538852393627,
-0.06746870279312134,
-0.0016401916509494185,
-0.03640442341566086,
-0.0038394667208194733,
-0.004367227200418711,
0.021875619888305664,
0.05260913074016571
] |
1401.3613
|
Hector Zenil
|
Hector Zenil
|
Turing Minimalism and the Emergence of Complexity
|
As accepted The Rutherford Journal - The New Zealand Journal for the
History and Philosophy of Science and Technology
| null | null | null |
cs.CC cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Not only did Turing help found one of the most exciting areas of modern
science (computer science), but it may be that his contribution to our
understanding of our physical reality is greater than we had hitherto supposed.
Here I explore the path that Alan Turing would have certainly liked to follow,
that of complexity science, which was launched in the wake of his seminal work
on computability and structure formation. In particular, I will explain how the
theory of algorithmic probability based on Turing's universal machine can also
explain how structure emerges at the most basic level, hence reconnecting two
of Turing's most cherished topics: computation and pattern formation.
|
[
{
"created": "Wed, 15 Jan 2014 14:49:28 GMT",
"version": "v1"
},
{
"created": "Thu, 31 Jul 2014 00:24:46 GMT",
"version": "v2"
}
] |
2014-08-01
|
[
[
"Zenil",
"Hector",
""
]
] |
[
0.0010107094421982765,
-0.04854873940348625,
-0.04509112983942032,
-0.04350660741329193,
-0.010695230215787888,
0.006202708929777145,
0.004532227758318186,
-0.004364744760096073,
-0.04586723446846008,
0.09047694504261017,
-0.10876616835594177,
0.019636310636997223,
0.011413454078137875,
0.010927613824605942,
0.006814427673816681,
-0.004120807629078627,
-0.09863341599702835,
-0.0887376070022583,
-0.05519116669893265,
-0.11623425781726837,
-0.016943473368883133,
0.034988321363925934,
0.04384518042206764,
-0.07224332541227341,
-0.0003272898029536009,
0.11073703318834305,
-0.056098468601703644,
-0.0798894539475441,
0.03575342893600464,
0.011871987953782082,
-0.02062736637890339,
-0.003281812649220228,
0.11550464481115341,
-0.037881866097450256,
0.025528816506266594,
0.01740560308098793,
0.043751925230026245,
-0.0660279244184494,
0.009354791603982449,
0.0035317272413522005,
-0.0026595203671604395,
0.0265102069824934,
0.006873509846627712,
0.09238611161708832,
0.03193084895610809,
0.005937482230365276,
-0.0012186807580292225,
-0.08037107437849045,
-0.06716699153184891,
0.04219544678926468,
-0.08718866109848022,
-0.06836210191249847,
0.05849412828683853,
-0.10327083617448807,
0.002145760925486684,
0.08149448037147522,
0.04686891660094261,
0.09445332735776901,
-0.053134337067604065,
-0.11234580725431442,
-0.043958019465208054,
-0.06954830884933472,
-0.03676978871226311,
-0.014774960465729237,
0.09198475629091263,
0.03299335390329361,
-0.026643767952919006,
-0.004503387957811356,
0.0643860474228859,
0.07624250650405884,
0.02349495328962803,
0.03753778710961342,
-0.007420701440423727,
0.021135104820132256,
0.07910206913948059,
-0.08199406415224075,
-0.03904913365840912,
0.01862049102783203,
-0.03657097741961479,
0.05133499577641487,
-0.00594165176153183,
-0.047467611730098724,
-0.02893727272748947,
0.04922870919108391,
-0.03260901942849159,
0.013620289973914623,
0.0080687515437603,
-0.08761191368103027,
-0.0205081757158041,
-0.09241136163473129,
-0.009875206276774406,
-0.06317878514528275,
-0.02912144921720028,
-0.013161759823560715,
0.027148861438035965,
0.02396743930876255,
0.01910538785159588,
-0.04356862232089043,
0.014927031472325325,
-0.02608444355428219,
0.0456879623234272,
-0.01775255613029003,
-0.04025103151798248,
0.0468960776925087,
0.0741836354136467,
-0.012686662375926971,
0.002702240599319339,
-0.00644185533747077,
0.015818782150745392,
-0.07822851836681366,
0.036605995148420334,
0.011512687429785728,
0.08043241500854492,
0.058542728424072266,
0.02941170521080494,
-0.07620424777269363,
-0.032725974917411804,
-0.0011798214400187135,
-0.0045055486261844635,
-0.007424107287079096,
0.004350679460912943,
0.022865217179059982,
-0.05175844952464104,
0.0033911727368831635,
-0.009120266884565353,
0.001713070902042091,
0.010096944868564606,
-5.880459162801457e-34,
-0.0002724848745856434,
0.039266109466552734,
0.04403527081012726,
0.09021463990211487,
0.1355360448360443,
0.01340351440012455,
0.019192373380064964,
0.013803583569824696,
0.03385305404663086,
0.020967131480574608,
0.018827490508556366,
0.10251829773187637,
0.014246021397411823,
0.006058413069695234,
0.0016050318954512477,
0.022820668295025826,
0.012398773804306984,
-0.05605749040842056,
-0.017053674906492233,
-0.06974013149738312,
0.011980002745985985,
0.05711330473423004,
0.03069550357758999,
-0.07892110198736191,
-0.009843725711107254,
0.08297587931156158,
0.033432282507419586,
-0.05499335378408432,
0.045450590550899506,
-0.003113488433882594,
-0.0740903913974762,
0.06689661741256714,
-0.15658828616142273,
-0.014250880107283592,
0.006020382512360811,
-0.06068812310695648,
-0.015410046093165874,
-0.123899444937706,
0.018632730469107628,
-0.04044463112950325,
0.025466768071055412,
0.0037359045818448067,
0.03493819758296013,
-0.06113412231206894,
-0.029185686260461807,
0.020609064027667046,
0.06412206590175629,
-0.001555954571813345,
0.07312559336423874,
-0.06970568746328354,
-0.03872780501842499,
-0.038601476699113846,
0.03831544890999794,
-0.033896174281835556,
0.02639949508011341,
-0.014304348267614841,
-0.07424084097146988,
0.07443595677614212,
0.030306553468108177,
0.11402972042560577,
0.041841402649879456,
0.04381663724780083,
0.09543272107839584,
0.05305192619562149,
-0.0159485824406147,
-0.021088644862174988,
-0.0857885479927063,
-0.02987648919224739,
0.06104937195777893,
0.07053402066230774,
-0.02440146915614605,
0.04738660529255867,
-0.07275349646806717,
-0.05181656405329704,
0.030110236257314682,
0.0730443075299263,
-0.02226000465452671,
-0.06284819543361664,
-0.05816211923956871,
-0.02741054631769657,
-0.0861584022641182,
-0.0018081977032124996,
-0.014215823262929916,
-0.06430019438266754,
-0.03098132647573948,
0.0014798815827816725,
-0.004963716492056847,
-0.0013436978915706277,
-0.03184850513935089,
-0.00821811705827713,
-0.04576043039560318,
-0.03999191150069237,
0.10166268050670624,
-0.021292222663760185,
-0.07745594531297684,
-4.691725623182041e-33,
-0.09902877360582352,
-0.06393997371196747,
-0.04229012504220009,
0.013928718864917755,
-0.018641341477632523,
-0.04414244741201401,
-0.030089911073446274,
-0.08528072386980057,
0.07261282950639725,
0.01668470911681652,
0.019797522574663162,
0.02743407152593136,
0.058187879621982574,
-0.035555191338062286,
-0.010687635280191898,
-0.002528195735067129,
-0.030853431671857834,
-0.00853886641561985,
0.03862901031970978,
-0.06110924109816551,
0.08404754102230072,
-0.0427689291536808,
-0.08624252676963806,
-0.054049719125032425,
0.037473298609256744,
0.01851719245314598,
-0.043660301715135574,
-0.05372901260852814,
0.012049339711666107,
0.08700775355100632,
-0.0308615081012249,
0.003399329725652933,
-0.025019558146595955,
0.042639754712581635,
0.015889856964349747,
0.07286080718040466,
0.06524565070867538,
0.03760327398777008,
0.016576843336224556,
-0.027902137488126755,
-0.022155292332172394,
-0.016573172062635422,
0.02190973423421383,
-0.05541186407208443,
0.07516869157552719,
0.03502074256539345,
-0.10850035399198532,
0.007027260959148407,
-0.06804294139146805,
-0.00012722774408757687,
0.09672185778617859,
0.028828639537096024,
-0.007568786386400461,
-0.06463759392499924,
0.0030376436188817024,
0.10958309471607208,
-0.05356638878583908,
-0.0007689680205658078,
0.015556948259472847,
0.09137753397226334,
-0.09599097073078156,
-0.014221127144992352,
0.01250153873115778,
0.01702246628701687,
-0.0009844201849773526,
0.05207384377717972,
-0.014489522203803062,
0.03234875574707985,
0.012983552180230618,
-0.06611011922359467,
-0.010295264422893524,
0.019784655421972275,
0.0025429322849959135,
0.06986318528652191,
-0.0392765998840332,
0.0875408723950386,
0.0421527698636055,
-0.051695868372917175,
-0.06279029697179794,
-0.015189769677817822,
-0.025189310312271118,
-0.029190076515078545,
-0.032260578125715256,
-0.02898995950818062,
0.01708793453872204,
0.025552572682499886,
0.09367990493774414,
-0.11080770194530487,
-0.003673905273899436,
-0.00454788189381361,
-0.004035457968711853,
-0.05164499580860138,
-0.006963117513805628,
0.01638273149728775,
-0.07295258343219757,
-4.5425682770883213e-8,
-0.014540321193635464,
-0.03858835995197296,
0.00989263504743576,
-0.015897031873464584,
0.08849509805440903,
0.04283049702644348,
0.010603741742670536,
0.06413279473781586,
-0.10511745512485504,
0.054137665778398514,
-0.031415119767189026,
0.013990516774356365,
-0.004967718850821257,
0.09234138578176498,
0.06398940831422806,
0.0736311748623848,
0.0014022227842360735,
-0.046007901430130005,
-0.047523707151412964,
0.02172173745930195,
0.08698611706495285,
-0.05084317550063133,
-0.03317912295460701,
-0.017748937010765076,
-0.053896214812994,
-0.004290442913770676,
0.029236534610390663,
0.023607490584254265,
-0.05959596112370491,
0.00023184603196568787,
-0.00112021598033607,
-0.014573058113455772,
0.009060926735401154,
0.04390820115804672,
0.018403783440589905,
-0.02882014587521553,
0.02564774639904499,
-0.0218091681599617,
-0.04771557077765465,
-0.08872375637292862,
-0.010212976485490799,
0.07018177211284637,
-0.018944092094898224,
0.07252712547779083,
0.05772922933101654,
-0.019660046324133873,
-0.04888778179883957,
0.0012674356112256646,
-0.02527793124318123,
0.08158761262893677,
0.022925687953829765,
0.07240837067365646,
0.01563064008951187,
0.009637586772441864,
0.02816038951277733,
-0.005560692399740219,
-0.026371661573648453,
-0.08910785615444183,
-0.09835979342460632,
0.013073740527033806,
0.09367687255144119,
0.06711631268262863,
0.08164098113775253,
-0.07660101354122162
] | null | null | null | null | null | null | null |
[
0.0010107094421982765,
-0.04854873940348625,
-0.04509112983942032,
-0.04350660741329193,
-0.010695230215787888,
0.006202708929777145,
0.004532227758318186,
-0.004364744760096073,
-0.04586723446846008,
0.09047694504261017,
-0.10876616835594177,
0.019636310636997223,
0.011413454078137875,
0.010927613824605942,
0.006814427673816681,
-0.004120807629078627,
-0.09863341599702835,
-0.0887376070022583,
-0.05519116669893265,
-0.11623425781726837,
-0.016943473368883133,
0.034988321363925934,
0.04384518042206764,
-0.07224332541227341,
-0.0003272898029536009,
0.11073703318834305,
-0.056098468601703644,
-0.0798894539475441,
0.03575342893600464,
0.011871987953782082,
-0.02062736637890339,
-0.003281812649220228,
0.11550464481115341,
-0.037881866097450256,
0.025528816506266594,
0.01740560308098793,
0.043751925230026245,
-0.0660279244184494,
0.009354791603982449,
0.0035317272413522005,
-0.0026595203671604395,
0.0265102069824934,
0.006873509846627712,
0.09238611161708832,
0.03193084895610809,
0.005937482230365276,
-0.0012186807580292225,
-0.08037107437849045,
-0.06716699153184891,
0.04219544678926468,
-0.08718866109848022,
-0.06836210191249847,
0.05849412828683853,
-0.10327083617448807,
0.002145760925486684,
0.08149448037147522,
0.04686891660094261,
0.09445332735776901,
-0.053134337067604065,
-0.11234580725431442,
-0.043958019465208054,
-0.06954830884933472,
-0.03676978871226311,
-0.014774960465729237,
0.09198475629091263,
0.03299335390329361,
-0.026643767952919006,
-0.004503387957811356,
0.0643860474228859,
0.07624250650405884,
0.02349495328962803,
0.03753778710961342,
-0.007420701440423727,
0.021135104820132256,
0.07910206913948059,
-0.08199406415224075,
-0.03904913365840912,
0.01862049102783203,
-0.03657097741961479,
0.05133499577641487,
-0.00594165176153183,
-0.047467611730098724,
-0.02893727272748947,
0.04922870919108391,
-0.03260901942849159,
0.013620289973914623,
0.0080687515437603,
-0.08761191368103027,
-0.0205081757158041,
-0.09241136163473129,
-0.009875206276774406,
-0.06317878514528275,
-0.02912144921720028,
-0.013161759823560715,
0.027148861438035965,
0.02396743930876255,
0.01910538785159588,
-0.04356862232089043,
0.014927031472325325,
-0.02608444355428219,
0.0456879623234272,
-0.01775255613029003,
-0.04025103151798248,
0.0468960776925087,
0.0741836354136467,
-0.012686662375926971,
0.002702240599319339,
-0.00644185533747077,
0.015818782150745392,
-0.07822851836681366,
0.036605995148420334,
0.011512687429785728,
0.08043241500854492,
0.058542728424072266,
0.02941170521080494,
-0.07620424777269363,
-0.032725974917411804,
-0.0011798214400187135,
-0.0045055486261844635,
-0.007424107287079096,
0.004350679460912943,
0.022865217179059982,
-0.05175844952464104,
0.0033911727368831635,
-0.009120266884565353,
0.001713070902042091,
0.010096944868564606,
-5.880459162801457e-34,
-0.0002724848745856434,
0.039266109466552734,
0.04403527081012726,
0.09021463990211487,
0.1355360448360443,
0.01340351440012455,
0.019192373380064964,
0.013803583569824696,
0.03385305404663086,
0.020967131480574608,
0.018827490508556366,
0.10251829773187637,
0.014246021397411823,
0.006058413069695234,
0.0016050318954512477,
0.022820668295025826,
0.012398773804306984,
-0.05605749040842056,
-0.017053674906492233,
-0.06974013149738312,
0.011980002745985985,
0.05711330473423004,
0.03069550357758999,
-0.07892110198736191,
-0.009843725711107254,
0.08297587931156158,
0.033432282507419586,
-0.05499335378408432,
0.045450590550899506,
-0.003113488433882594,
-0.0740903913974762,
0.06689661741256714,
-0.15658828616142273,
-0.014250880107283592,
0.006020382512360811,
-0.06068812310695648,
-0.015410046093165874,
-0.123899444937706,
0.018632730469107628,
-0.04044463112950325,
0.025466768071055412,
0.0037359045818448067,
0.03493819758296013,
-0.06113412231206894,
-0.029185686260461807,
0.020609064027667046,
0.06412206590175629,
-0.001555954571813345,
0.07312559336423874,
-0.06970568746328354,
-0.03872780501842499,
-0.038601476699113846,
0.03831544890999794,
-0.033896174281835556,
0.02639949508011341,
-0.014304348267614841,
-0.07424084097146988,
0.07443595677614212,
0.030306553468108177,
0.11402972042560577,
0.041841402649879456,
0.04381663724780083,
0.09543272107839584,
0.05305192619562149,
-0.0159485824406147,
-0.021088644862174988,
-0.0857885479927063,
-0.02987648919224739,
0.06104937195777893,
0.07053402066230774,
-0.02440146915614605,
0.04738660529255867,
-0.07275349646806717,
-0.05181656405329704,
0.030110236257314682,
0.0730443075299263,
-0.02226000465452671,
-0.06284819543361664,
-0.05816211923956871,
-0.02741054631769657,
-0.0861584022641182,
-0.0018081977032124996,
-0.014215823262929916,
-0.06430019438266754,
-0.03098132647573948,
0.0014798815827816725,
-0.004963716492056847,
-0.0013436978915706277,
-0.03184850513935089,
-0.00821811705827713,
-0.04576043039560318,
-0.03999191150069237,
0.10166268050670624,
-0.021292222663760185,
-0.07745594531297684,
-4.691725623182041e-33,
-0.09902877360582352,
-0.06393997371196747,
-0.04229012504220009,
0.013928718864917755,
-0.018641341477632523,
-0.04414244741201401,
-0.030089911073446274,
-0.08528072386980057,
0.07261282950639725,
0.01668470911681652,
0.019797522574663162,
0.02743407152593136,
0.058187879621982574,
-0.035555191338062286,
-0.010687635280191898,
-0.002528195735067129,
-0.030853431671857834,
-0.00853886641561985,
0.03862901031970978,
-0.06110924109816551,
0.08404754102230072,
-0.0427689291536808,
-0.08624252676963806,
-0.054049719125032425,
0.037473298609256744,
0.01851719245314598,
-0.043660301715135574,
-0.05372901260852814,
0.012049339711666107,
0.08700775355100632,
-0.0308615081012249,
0.003399329725652933,
-0.025019558146595955,
0.042639754712581635,
0.015889856964349747,
0.07286080718040466,
0.06524565070867538,
0.03760327398777008,
0.016576843336224556,
-0.027902137488126755,
-0.022155292332172394,
-0.016573172062635422,
0.02190973423421383,
-0.05541186407208443,
0.07516869157552719,
0.03502074256539345,
-0.10850035399198532,
0.007027260959148407,
-0.06804294139146805,
-0.00012722774408757687,
0.09672185778617859,
0.028828639537096024,
-0.007568786386400461,
-0.06463759392499924,
0.0030376436188817024,
0.10958309471607208,
-0.05356638878583908,
-0.0007689680205658078,
0.015556948259472847,
0.09137753397226334,
-0.09599097073078156,
-0.014221127144992352,
0.01250153873115778,
0.01702246628701687,
-0.0009844201849773526,
0.05207384377717972,
-0.014489522203803062,
0.03234875574707985,
0.012983552180230618,
-0.06611011922359467,
-0.010295264422893524,
0.019784655421972275,
0.0025429322849959135,
0.06986318528652191,
-0.0392765998840332,
0.0875408723950386,
0.0421527698636055,
-0.051695868372917175,
-0.06279029697179794,
-0.015189769677817822,
-0.025189310312271118,
-0.029190076515078545,
-0.032260578125715256,
-0.02898995950818062,
0.01708793453872204,
0.025552572682499886,
0.09367990493774414,
-0.11080770194530487,
-0.003673905273899436,
-0.00454788189381361,
-0.004035457968711853,
-0.05164499580860138,
-0.006963117513805628,
0.01638273149728775,
-0.07295258343219757,
-4.5425682770883213e-8,
-0.014540321193635464,
-0.03858835995197296,
0.00989263504743576,
-0.015897031873464584,
0.08849509805440903,
0.04283049702644348,
0.010603741742670536,
0.06413279473781586,
-0.10511745512485504,
0.054137665778398514,
-0.031415119767189026,
0.013990516774356365,
-0.004967718850821257,
0.09234138578176498,
0.06398940831422806,
0.0736311748623848,
0.0014022227842360735,
-0.046007901430130005,
-0.047523707151412964,
0.02172173745930195,
0.08698611706495285,
-0.05084317550063133,
-0.03317912295460701,
-0.017748937010765076,
-0.053896214812994,
-0.004290442913770676,
0.029236534610390663,
0.023607490584254265,
-0.05959596112370491,
0.00023184603196568787,
-0.00112021598033607,
-0.014573058113455772,
0.009060926735401154,
0.04390820115804672,
0.018403783440589905,
-0.02882014587521553,
0.02564774639904499,
-0.0218091681599617,
-0.04771557077765465,
-0.08872375637292862,
-0.010212976485490799,
0.07018177211284637,
-0.018944092094898224,
0.07252712547779083,
0.05772922933101654,
-0.019660046324133873,
-0.04888778179883957,
0.0012674356112256646,
-0.02527793124318123,
0.08158761262893677,
0.022925687953829765,
0.07240837067365646,
0.01563064008951187,
0.009637586772441864,
0.02816038951277733,
-0.005560692399740219,
-0.026371661573648453,
-0.08910785615444183,
-0.09835979342460632,
0.013073740527033806,
0.09367687255144119,
0.06711631268262863,
0.08164098113775253,
-0.07660101354122162
] |
1401.3614
|
Vincenzo De Florio
|
Vincenzo De Florio, Chris Blondia
|
Reflective and Refractive Variables: A Model for Effective and
Maintainable Adaptive-and-Dependable Software
|
Proc. of the 33rd Euromicro Conference on Software Engineering and
Advanced Applications (SEEA 2007), L\"ubeck, Germany, August 27-31 2007
| null | null | null |
cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a simple and effective tool for the expression of tasks such as
cross-layer optimization strategies or sensors-related applications. The
approach is based on what we refer to as "reflective and refractive variables".
Both types of variables are associated with external entities, e.g. sensors or
actuators. A reflective variable is a volatile variable, that is, a variable
that might be concurrently modified by multiple threads. A library of threads
is made available, each of which interfaces a set of sensors and continuously
update the value of a corresponding set of sensors. One such thread is "cpu",
which exports the current level of usage of the local CPU as an integer between
0 and 100. This integer is reflected into the integer reflective variable cpu.
A refractive variable is a reflective variable that can be modified. Each
modification is caught and interpreted as a request to change the value of an
actuator. For instance, setting variable "tcp_sendrate" would request a
cross-layer adjustment to the thread interfacing the local TCP layer entity.
This allows express in an easy way complex operations in the application layer
of any programming language, e.g. plain old C. We describe our translator and
the work we are carrying out within PATS to build simple and powerful libraries
of scripts based on reflective and refractive variables, including robotics
applications and RFID tags processing.
|
[
{
"created": "Wed, 15 Jan 2014 14:51:03 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"De Florio",
"Vincenzo",
""
],
[
"Blondia",
"Chris",
""
]
] |
[
-0.08810427039861679,
0.03020414710044861,
0.010058446787297726,
0.0020623295567929745,
-0.029206901788711548,
-0.10832173377275467,
0.10130411386489868,
0.005957765504717827,
-0.02377418428659439,
0.015247778035700321,
-0.03716393932700157,
-0.11392872035503387,
0.02216450870037079,
-0.04923470318317413,
0.028164615854620934,
-0.03167319297790527,
0.1302901655435562,
0.04195719212293625,
-0.04004598408937454,
-0.07697925716638565,
0.01506510004401207,
-0.03683411329984665,
-0.014862148091197014,
-0.0006696771597489715,
-0.012617777101695538,
-0.04984259232878685,
-0.0502336360514164,
-0.049826785922050476,
0.022252142429351807,
0.05897799879312515,
-0.01579471491277218,
0.011754565872251987,
-0.07127880305051804,
0.04399212449789047,
-0.06839343905448914,
0.07833182066679001,
-0.039692703634500504,
-0.06746228039264679,
-0.10367865860462189,
-0.046098243445158005,
-0.09268452227115631,
-0.01736188679933548,
-0.09181530028581619,
0.01746838353574276,
-0.03478457033634186,
-0.009989866986870766,
0.03370669111609459,
0.027926698327064514,
-0.0711330994963646,
-0.06765381246805191,
-0.07188812643289566,
-0.010319993831217289,
-0.06602543592453003,
-0.0324808694422245,
0.0917159914970398,
0.03760845214128494,
0.05815439671278,
-0.03049514628946781,
-0.000791176047641784,
0.012164643965661526,
0.020874958485364914,
-0.035589732229709625,
0.0030809559393674135,
0.01012532226741314,
0.035473380237817764,
-0.005386323668062687,
0.03037022240459919,
0.03407082334160805,
0.0957697257399559,
-0.05187666416168213,
-0.06096184253692627,
0.003965879790484905,
-0.034373629838228226,
0.013036309741437435,
-0.042054690420627594,
-0.02506999485194683,
-0.013881213963031769,
-0.03300437331199646,
-0.031208692118525505,
-0.05854934826493263,
0.022984078153967857,
0.03282018005847931,
-0.06908877193927765,
-0.004722888115793467,
0.07229813188314438,
-0.045379918068647385,
0.008075612597167492,
-0.0019306872272863984,
0.03981442376971245,
0.004398484714329243,
0.01650364138185978,
0.01324544008821249,
0.00787193700671196,
0.02135826088488102,
0.11017508059740067,
0.011239318177103996,
-0.02676325850188732,
-0.028885506093502045,
-0.004923979286104441,
0.08574016392230988,
0.004378539510071278,
0.017620204016566277,
-0.029298899695277214,
0.02923019789159298,
-0.042322780936956406,
-0.034936822950839996,
-0.03507453575730324,
0.04512558877468109,
-0.09126641601324081,
-0.055641286075115204,
-0.02562054805457592,
0.008140793070197105,
-0.03345894068479538,
-0.04855366051197052,
-0.01430924516171217,
-0.006540948990732431,
0.018922125920653343,
-0.0022861536126583815,
0.01677693985402584,
0.09382013231515884,
-0.008374236524105072,
0.009017775766551495,
-0.037033528089523315,
0.0414239875972271,
0.08815239369869232,
-0.012872139923274517,
-0.007636265829205513,
1.7099532449037876e-33,
-0.017204489558935165,
0.05543274059891701,
-0.034917864948511124,
0.0016365388873964548,
-0.00924296211451292,
-0.04007929936051369,
0.0953638106584549,
0.020477747544646263,
-0.02051571197807789,
-0.04291636869311333,
-0.017340313643217087,
0.056987032294273376,
0.0008706913213245571,
0.0417451336979866,
0.0982380360364914,
-0.07510938495397568,
0.014824423007667065,
0.06834853440523148,
0.09843724966049194,
-0.0680222436785698,
0.018607106059789658,
-0.025437042117118835,
-0.04652576148509979,
0.010085036046802998,
0.059616319835186005,
-0.003093631938099861,
-0.029376035556197166,
-0.020771916955709457,
-0.045075491070747375,
0.016004782170057297,
0.019107241183519363,
0.0043362402357161045,
-0.02092982642352581,
0.0687093660235405,
0.0011545249726623297,
-0.03528124466538429,
-0.020308148115873337,
-0.032785285264253616,
0.08268418908119202,
0.056553538888692856,
-0.005938737187534571,
0.047548551112413406,
0.01120325643569231,
0.038671039044857025,
-0.04880751296877861,
-0.04993455111980438,
-0.08726251125335693,
0.0672295093536377,
-0.05872737243771553,
-0.041889216750860214,
0.09877519309520721,
0.026660477742552757,
0.05915980041027069,
-0.048348020762205124,
0.016033345833420753,
-0.011677224189043045,
0.0037680095992982388,
0.0066410149447619915,
-0.04546409845352173,
0.13808362185955048,
-0.03958870843052864,
0.04209219664335251,
-0.050941042602062225,
0.0043787164613604546,
0.0063087777234613895,
0.023530520498752594,
0.019535863772034645,
0.020094245672225952,
0.027800114825367928,
0.07438397407531738,
-0.12006478011608124,
0.06629455089569092,
0.034055497497320175,
-0.0017784214578568935,
0.07952915877103806,
0.0851692408323288,
-0.04204422980546951,
-0.05923643335700035,
-0.07318613678216934,
-0.05206460505723953,
-0.047921258956193924,
0.11705232411623001,
-0.04021000862121582,
0.001983482390642166,
-0.00002595680416561663,
-0.062331296503543854,
-0.05552094057202339,
-0.060631874948740005,
-0.031973596662282944,
0.011204494163393974,
-0.0029405246023088694,
-0.0007465639500878751,
0.059057533740997314,
-0.03523251414299011,
-0.07128537446260452,
-2.7312568997027618e-33,
-0.04542868211865425,
-0.034742869436740875,
-0.07451105862855911,
0.06695503741502762,
-0.007117477711290121,
-0.03481669723987579,
0.0013067279942333698,
-0.0776049941778183,
-0.04098184406757355,
-0.04099050164222717,
-0.08098025619983673,
-0.009565730579197407,
0.026939745992422104,
0.03695792332291603,
0.004829279147088528,
-0.005111556500196457,
-0.06906116753816605,
-0.0004882205685134977,
-0.02041654847562313,
0.031643096357584,
-0.07965260744094849,
0.06365267932415009,
0.022207651287317276,
-0.06754118204116821,
-0.0015629716217517853,
0.02406594529747963,
-0.021570555865764618,
-0.005306371953338385,
0.03769746050238609,
-0.008580101653933525,
-0.06514935195446014,
-0.049496326595544815,
0.012896819971501827,
0.03991427272558212,
0.06338369101285934,
0.033383630216121674,
0.07842070609331131,
-0.0014864905970171094,
-0.012970756739377975,
0.034122198820114136,
0.09612159430980682,
-0.03999101743102074,
0.017614297568798065,
-0.004947965499013662,
-0.014983393251895905,
0.05174993723630905,
-0.10091732442378998,
-0.01291790883988142,
-0.09500359743833542,
-0.09342693537473679,
0.05019093677401543,
-0.020642904564738274,
0.03232337906956673,
0.018993612378835678,
0.033573687076568604,
0.032782845199108124,
0.045557066798210144,
-0.02083238959312439,
0.09147006273269653,
0.024681633338332176,
0.08664574474096298,
-0.10996590554714203,
0.0462038479745388,
0.037422023713588715,
0.04557289183139801,
0.039334189146757126,
0.023737385869026184,
-0.11970503628253937,
-0.0394645594060421,
-0.020855559036135674,
0.14476817846298218,
0.01827114447951317,
0.013004878535866737,
-0.01748722419142723,
-0.04626380279660225,
-0.03549748286604881,
0.044092487543821335,
0.013340414501726627,
-0.056908950209617615,
0.12751229107379913,
-0.009072845801711082,
0.07486656308174133,
0.05722521245479584,
0.010755340568721294,
-0.043807126581668854,
-0.03004738874733448,
0.007272241171449423,
0.017702465876936913,
0.006697094067931175,
-0.047405440360307693,
-0.055079806596040726,
0.04643532633781433,
0.021016312763094902,
0.02677442505955696,
-0.01688775233924389,
-4.9186052564209604e-8,
0.08421920239925385,
0.017986511811614037,
0.011377736926078796,
0.03298155218362808,
0.012859291397035122,
0.060920506715774536,
-0.04811447858810425,
-0.10344249755144119,
0.00927799567580223,
0.03111913427710533,
0.06049634888768196,
-0.05611887946724892,
0.10689147561788559,
-0.02599113993346691,
0.060209400951862335,
0.02606024034321308,
0.0006752634071744978,
-0.08803173899650574,
-0.04421183466911316,
-0.0654291957616806,
0.021999195218086243,
0.07160664349794388,
-0.04813099652528763,
0.056701526045799255,
0.06366812437772751,
-0.044382158666849136,
0.07933596521615982,
0.05443219467997551,
0.07467281073331833,
0.012341517023742199,
-0.029008526355028152,
-0.015508006326854229,
0.069910928606987,
0.09474018216133118,
0.026751065626740456,
0.026805870234966278,
-0.05838429555296898,
0.02666076272726059,
0.024852849543094635,
0.030574696138501167,
-0.044205192476511,
-0.005654638633131981,
-0.06963419914245605,
0.0458756685256958,
0.1473074108362198,
-0.04881604015827179,
-0.0247727669775486,
0.004201025702059269,
-0.04083719104528427,
0.04294818267226219,
0.016206692904233932,
0.03919830918312073,
-0.03434652090072632,
0.09568977355957031,
-0.02728191763162613,
0.04037072882056236,
-0.062469471246004105,
-0.09171778708696365,
-0.014963551424443722,
0.08736302703619003,
-0.02799089625477791,
0.0921291634440422,
-0.052170902490615845,
-0.03797672688961029
] | null | null | null | null | null | null | null |
[
-0.08810427039861679,
0.03020414710044861,
0.010058446787297726,
0.0020623295567929745,
-0.029206901788711548,
-0.10832173377275467,
0.10130411386489868,
0.005957765504717827,
-0.02377418428659439,
0.015247778035700321,
-0.03716393932700157,
-0.11392872035503387,
0.02216450870037079,
-0.04923470318317413,
0.028164615854620934,
-0.03167319297790527,
0.1302901655435562,
0.04195719212293625,
-0.04004598408937454,
-0.07697925716638565,
0.01506510004401207,
-0.03683411329984665,
-0.014862148091197014,
-0.0006696771597489715,
-0.012617777101695538,
-0.04984259232878685,
-0.0502336360514164,
-0.049826785922050476,
0.022252142429351807,
0.05897799879312515,
-0.01579471491277218,
0.011754565872251987,
-0.07127880305051804,
0.04399212449789047,
-0.06839343905448914,
0.07833182066679001,
-0.039692703634500504,
-0.06746228039264679,
-0.10367865860462189,
-0.046098243445158005,
-0.09268452227115631,
-0.01736188679933548,
-0.09181530028581619,
0.01746838353574276,
-0.03478457033634186,
-0.009989866986870766,
0.03370669111609459,
0.027926698327064514,
-0.0711330994963646,
-0.06765381246805191,
-0.07188812643289566,
-0.010319993831217289,
-0.06602543592453003,
-0.0324808694422245,
0.0917159914970398,
0.03760845214128494,
0.05815439671278,
-0.03049514628946781,
-0.000791176047641784,
0.012164643965661526,
0.020874958485364914,
-0.035589732229709625,
0.0030809559393674135,
0.01012532226741314,
0.035473380237817764,
-0.005386323668062687,
0.03037022240459919,
0.03407082334160805,
0.0957697257399559,
-0.05187666416168213,
-0.06096184253692627,
0.003965879790484905,
-0.034373629838228226,
0.013036309741437435,
-0.042054690420627594,
-0.02506999485194683,
-0.013881213963031769,
-0.03300437331199646,
-0.031208692118525505,
-0.05854934826493263,
0.022984078153967857,
0.03282018005847931,
-0.06908877193927765,
-0.004722888115793467,
0.07229813188314438,
-0.045379918068647385,
0.008075612597167492,
-0.0019306872272863984,
0.03981442376971245,
0.004398484714329243,
0.01650364138185978,
0.01324544008821249,
0.00787193700671196,
0.02135826088488102,
0.11017508059740067,
0.011239318177103996,
-0.02676325850188732,
-0.028885506093502045,
-0.004923979286104441,
0.08574016392230988,
0.004378539510071278,
0.017620204016566277,
-0.029298899695277214,
0.02923019789159298,
-0.042322780936956406,
-0.034936822950839996,
-0.03507453575730324,
0.04512558877468109,
-0.09126641601324081,
-0.055641286075115204,
-0.02562054805457592,
0.008140793070197105,
-0.03345894068479538,
-0.04855366051197052,
-0.01430924516171217,
-0.006540948990732431,
0.018922125920653343,
-0.0022861536126583815,
0.01677693985402584,
0.09382013231515884,
-0.008374236524105072,
0.009017775766551495,
-0.037033528089523315,
0.0414239875972271,
0.08815239369869232,
-0.012872139923274517,
-0.007636265829205513,
1.7099532449037876e-33,
-0.017204489558935165,
0.05543274059891701,
-0.034917864948511124,
0.0016365388873964548,
-0.00924296211451292,
-0.04007929936051369,
0.0953638106584549,
0.020477747544646263,
-0.02051571197807789,
-0.04291636869311333,
-0.017340313643217087,
0.056987032294273376,
0.0008706913213245571,
0.0417451336979866,
0.0982380360364914,
-0.07510938495397568,
0.014824423007667065,
0.06834853440523148,
0.09843724966049194,
-0.0680222436785698,
0.018607106059789658,
-0.025437042117118835,
-0.04652576148509979,
0.010085036046802998,
0.059616319835186005,
-0.003093631938099861,
-0.029376035556197166,
-0.020771916955709457,
-0.045075491070747375,
0.016004782170057297,
0.019107241183519363,
0.0043362402357161045,
-0.02092982642352581,
0.0687093660235405,
0.0011545249726623297,
-0.03528124466538429,
-0.020308148115873337,
-0.032785285264253616,
0.08268418908119202,
0.056553538888692856,
-0.005938737187534571,
0.047548551112413406,
0.01120325643569231,
0.038671039044857025,
-0.04880751296877861,
-0.04993455111980438,
-0.08726251125335693,
0.0672295093536377,
-0.05872737243771553,
-0.041889216750860214,
0.09877519309520721,
0.026660477742552757,
0.05915980041027069,
-0.048348020762205124,
0.016033345833420753,
-0.011677224189043045,
0.0037680095992982388,
0.0066410149447619915,
-0.04546409845352173,
0.13808362185955048,
-0.03958870843052864,
0.04209219664335251,
-0.050941042602062225,
0.0043787164613604546,
0.0063087777234613895,
0.023530520498752594,
0.019535863772034645,
0.020094245672225952,
0.027800114825367928,
0.07438397407531738,
-0.12006478011608124,
0.06629455089569092,
0.034055497497320175,
-0.0017784214578568935,
0.07952915877103806,
0.0851692408323288,
-0.04204422980546951,
-0.05923643335700035,
-0.07318613678216934,
-0.05206460505723953,
-0.047921258956193924,
0.11705232411623001,
-0.04021000862121582,
0.001983482390642166,
-0.00002595680416561663,
-0.062331296503543854,
-0.05552094057202339,
-0.060631874948740005,
-0.031973596662282944,
0.011204494163393974,
-0.0029405246023088694,
-0.0007465639500878751,
0.059057533740997314,
-0.03523251414299011,
-0.07128537446260452,
-2.7312568997027618e-33,
-0.04542868211865425,
-0.034742869436740875,
-0.07451105862855911,
0.06695503741502762,
-0.007117477711290121,
-0.03481669723987579,
0.0013067279942333698,
-0.0776049941778183,
-0.04098184406757355,
-0.04099050164222717,
-0.08098025619983673,
-0.009565730579197407,
0.026939745992422104,
0.03695792332291603,
0.004829279147088528,
-0.005111556500196457,
-0.06906116753816605,
-0.0004882205685134977,
-0.02041654847562313,
0.031643096357584,
-0.07965260744094849,
0.06365267932415009,
0.022207651287317276,
-0.06754118204116821,
-0.0015629716217517853,
0.02406594529747963,
-0.021570555865764618,
-0.005306371953338385,
0.03769746050238609,
-0.008580101653933525,
-0.06514935195446014,
-0.049496326595544815,
0.012896819971501827,
0.03991427272558212,
0.06338369101285934,
0.033383630216121674,
0.07842070609331131,
-0.0014864905970171094,
-0.012970756739377975,
0.034122198820114136,
0.09612159430980682,
-0.03999101743102074,
0.017614297568798065,
-0.004947965499013662,
-0.014983393251895905,
0.05174993723630905,
-0.10091732442378998,
-0.01291790883988142,
-0.09500359743833542,
-0.09342693537473679,
0.05019093677401543,
-0.020642904564738274,
0.03232337906956673,
0.018993612378835678,
0.033573687076568604,
0.032782845199108124,
0.045557066798210144,
-0.02083238959312439,
0.09147006273269653,
0.024681633338332176,
0.08664574474096298,
-0.10996590554714203,
0.0462038479745388,
0.037422023713588715,
0.04557289183139801,
0.039334189146757126,
0.023737385869026184,
-0.11970503628253937,
-0.0394645594060421,
-0.020855559036135674,
0.14476817846298218,
0.01827114447951317,
0.013004878535866737,
-0.01748722419142723,
-0.04626380279660225,
-0.03549748286604881,
0.044092487543821335,
0.013340414501726627,
-0.056908950209617615,
0.12751229107379913,
-0.009072845801711082,
0.07486656308174133,
0.05722521245479584,
0.010755340568721294,
-0.043807126581668854,
-0.03004738874733448,
0.007272241171449423,
0.017702465876936913,
0.006697094067931175,
-0.047405440360307693,
-0.055079806596040726,
0.04643532633781433,
0.021016312763094902,
0.02677442505955696,
-0.01688775233924389,
-4.9186052564209604e-8,
0.08421920239925385,
0.017986511811614037,
0.011377736926078796,
0.03298155218362808,
0.012859291397035122,
0.060920506715774536,
-0.04811447858810425,
-0.10344249755144119,
0.00927799567580223,
0.03111913427710533,
0.06049634888768196,
-0.05611887946724892,
0.10689147561788559,
-0.02599113993346691,
0.060209400951862335,
0.02606024034321308,
0.0006752634071744978,
-0.08803173899650574,
-0.04421183466911316,
-0.0654291957616806,
0.021999195218086243,
0.07160664349794388,
-0.04813099652528763,
0.056701526045799255,
0.06366812437772751,
-0.044382158666849136,
0.07933596521615982,
0.05443219467997551,
0.07467281073331833,
0.012341517023742199,
-0.029008526355028152,
-0.015508006326854229,
0.069910928606987,
0.09474018216133118,
0.026751065626740456,
0.026805870234966278,
-0.05838429555296898,
0.02666076272726059,
0.024852849543094635,
0.030574696138501167,
-0.044205192476511,
-0.005654638633131981,
-0.06963419914245605,
0.0458756685256958,
0.1473074108362198,
-0.04881604015827179,
-0.0247727669775486,
0.004201025702059269,
-0.04083719104528427,
0.04294818267226219,
0.016206692904233932,
0.03919830918312073,
-0.03434652090072632,
0.09568977355957031,
-0.02728191763162613,
0.04037072882056236,
-0.062469471246004105,
-0.09171778708696365,
-0.014963551424443722,
0.08736302703619003,
-0.02799089625477791,
0.0921291634440422,
-0.052170902490615845,
-0.03797672688961029
] |
1401.3617
|
Sanjay Vishwakarma
|
Sanjay Vishwakarma, A. Chockalingam
|
Power Allocation in MIMO Wiretap Channel with Statistical CSI and
Finite-Alphabet Input
| null | null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we consider the problem of power allocation in MIMO wiretap
channel for secrecy in the presence of multiple eavesdroppers. Perfect
knowledge of the destination channel state information (CSI) and only the
statistical knowledge of the eavesdroppers CSI are assumed. We first consider
the MIMO wiretap channel with Gaussian input. Using Jensen's inequality, we
transform the secrecy rate max-min optimization problem to a single
maximization problem. We use generalized singular value decomposition and
transform the problem to a concave maximization problem which maximizes the sum
secrecy rate of scalar wiretap channels subject to linear constraints on the
transmit covariance matrix. We then consider the MIMO wiretap channel with
finite-alphabet input. We show that the transmit covariance matrix obtained for
the case of Gaussian input, when used in the MIMO wiretap channel with
finite-alphabet input, can lead to zero secrecy rate at high transmit powers.
We then propose a power allocation scheme with an additional power constraint
which alleviates this secrecy rate loss problem, and gives non-zero secrecy
rates at high transmit powers.
|
[
{
"created": "Wed, 15 Jan 2014 14:52:32 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Vishwakarma",
"Sanjay",
""
],
[
"Chockalingam",
"A.",
""
]
] |
[
0.02396487630903721,
0.013854322023689747,
-0.028595251962542534,
-0.014885163865983486,
0.003849074710160494,
0.03387169912457466,
0.14960452914237976,
-0.0406128391623497,
0.04251273348927498,
0.048498012125492096,
0.05380149930715561,
0.08168905228376389,
0.10590846836566925,
0.05801977589726448,
-0.05232921242713928,
0.0024969966616481543,
0.07378119975328445,
0.020486995577812195,
-0.11189109832048416,
0.03348483145236969,
0.09060929715633392,
-0.05251755192875862,
0.01191732194274664,
-0.005420886445790529,
0.03773467615246773,
-0.09241034835577011,
0.07730276137590408,
-0.01005860697478056,
-0.08589344471693039,
0.007381651550531387,
-0.021767735481262207,
-0.013847820460796356,
0.06767157465219498,
-0.042649880051612854,
-0.011926395818591118,
0.012528876774013042,
0.001371835358440876,
0.006840745452791452,
0.025746962055563927,
0.10648859292268753,
-0.07314618676900864,
0.010586313903331757,
-0.0478828139603138,
0.10760648548603058,
-0.09313079714775085,
-0.010283750481903553,
0.08750006556510925,
-0.026712875813245773,
-0.013926106505095959,
-0.049520280212163925,
0.04902929812669754,
0.07119882106781006,
-0.06984222680330276,
0.06255903095006943,
-0.0240695308893919,
-0.17401716113090515,
-0.09173879772424698,
-0.02310853637754917,
-0.011882474645972252,
0.07372581213712692,
-0.032753780484199524,
-0.016889085993170738,
0.023668380454182625,
-0.029640791937708855,
0.019916744902729988,
0.021416349336504936,
0.05812608450651169,
0.05299966782331467,
-0.08265631645917892,
0.04670245945453644,
-0.059703342616558075,
-0.004563577007502317,
-0.09311588108539581,
0.01879582367837429,
-0.003110692836344242,
0.022317279130220413,
0.04396868124604225,
0.003362970193848014,
0.012112208642065525,
0.02801116369664669,
0.06429669260978699,
-0.013249142095446587,
-0.050630390644073486,
0.002041284227743745,
0.07527000457048416,
0.003995259292423725,
-0.04063352569937706,
0.03684763237833977,
0.05740291625261307,
-0.042255304753780365,
-0.06410328298807144,
0.02568826638162136,
-0.041687194257974625,
0.07280085235834122,
0.016545794904232025,
-0.10172967612743378,
-0.02325301058590412,
-0.04501865804195404,
-0.03450218588113785,
0.032804928719997406,
0.01066844817250967,
-0.06048328056931496,
0.07793103158473969,
-0.03670668229460716,
-0.01421553548425436,
0.00452670082449913,
0.04137027636170387,
0.005734768696129322,
-0.005999225657433271,
0.029247473925352097,
0.04230140894651413,
0.048296160995960236,
-0.024870166555047035,
-0.027682382613420486,
-0.024618085473775864,
0.10598670691251755,
0.020187508314847946,
0.1350056678056717,
0.03427600860595703,
0.06161859259009361,
0.000003751140411623055,
-0.06427085399627686,
0.08900391310453415,
0.08633780479431152,
-0.06987817585468292,
0.033574916422367096,
-0.023460904136300087,
3.2883304683841595e-33,
-0.08222968876361847,
0.05508122593164444,
-0.06576765328645706,
0.027149256318807602,
-0.00917317345738411,
0.06380736827850342,
0.049370236694812775,
0.010987932793796062,
-0.02745184488594532,
0.010624546557664871,
-0.04387565702199936,
-0.020944219082593918,
-0.009656423702836037,
-0.05441388860344887,
0.04490683972835541,
0.04394112527370453,
-0.0521567203104496,
-0.006634264253079891,
0.04859547317028046,
-0.07724468410015106,
0.08763846755027771,
-0.022536227479577065,
-0.006457929965108633,
-0.03726234287023544,
0.07409339398145676,
-0.05302922800183296,
-0.029008252546191216,
-0.13495439291000366,
0.007798792794346809,
0.0003036741109099239,
-0.09789717197418213,
-0.0050390008836984634,
0.07426232099533081,
0.024091219529509544,
-0.003303117584437132,
0.028064295649528503,
0.05378512293100357,
-0.0183057002723217,
0.04076004400849342,
-0.044298697263002396,
-0.005834223702549934,
-0.01847994513809681,
0.0399957038462162,
-0.028975412249565125,
-0.04166268929839134,
-0.02571561187505722,
0.05540867894887924,
-0.0042177168652415276,
-0.04864455386996269,
-0.0664462074637413,
-0.013610228896141052,
-0.0012685611145570874,
-0.09592516720294952,
-0.017627187073230743,
0.04568985849618912,
-0.06654555350542068,
-0.02445254847407341,
0.02035214938223362,
0.06928804516792297,
0.07998263090848923,
-0.0948546975851059,
0.037036627531051636,
0.037374116480350494,
-0.03025856800377369,
0.02335328608751297,
0.010988650843501091,
-0.024645144119858742,
-0.03849334269762039,
0.08113308250904083,
-0.026009125635027885,
-0.06094079837203026,
-0.02856586128473282,
0.032280512154102325,
-0.05736013501882553,
-0.018129203468561172,
0.05074184387922287,
0.04001351818442345,
-0.015229107812047005,
0.012476037256419659,
-0.008819308131933212,
-0.05182225629687309,
0.017387758940458298,
0.01904001459479332,
0.005730513017624617,
-0.012586955912411213,
0.05584725737571716,
0.011725898832082748,
0.04356103017926216,
-0.06130737438797951,
0.061514515429735184,
0.049383144825696945,
0.02116147056221962,
0.03618564084172249,
-0.04188297688961029,
0.0783877968788147,
-2.9086426706616913e-33,
-0.08026803284883499,
-0.019253982231020927,
-0.04538803920149803,
0.016733849421143532,
0.02181641384959221,
-0.08920440077781677,
-0.0035305845085531473,
-0.04777698218822479,
-0.03364516794681549,
-0.017759520560503006,
-0.050713736563920975,
-0.0667465403676033,
-0.003817025339230895,
0.005049967672675848,
0.06416268646717072,
0.029941760003566742,
0.01781628467142582,
0.11455868184566498,
0.01554977148771286,
-0.017897669225931168,
-0.020089952275156975,
0.0622616708278656,
-0.03747357800602913,
0.046260714530944824,
0.03039710409939289,
0.01714031770825386,
-0.03467537462711334,
0.09145832806825638,
0.05206383764743805,
0.0503009594976902,
-0.10190355777740479,
-0.059836193919181824,
-0.056397322565317154,
0.05409540235996246,
-0.07794243097305298,
0.013381828553974628,
0.02223506197333336,
0.06620869040489197,
-0.02032041922211647,
0.09689414501190186,
0.024658484384417534,
0.011025278829038143,
0.010338596999645233,
0.0075270687229931355,
-0.022479189559817314,
-0.03392590582370758,
0.013978817500174046,
-0.019227975979447365,
-0.012082909233868122,
-0.011836078949272633,
0.02200944907963276,
-0.030925709754228592,
-0.04675416648387909,
0.013618912547826767,
-0.07230360805988312,
0.03926756605505943,
-0.06279914081096649,
0.0741143599152565,
0.08785378187894821,
0.009707341901957989,
0.02968321368098259,
-0.018635980784893036,
-0.06915881484746933,
0.018924592062830925,
0.03932325169444084,
-0.01483240257948637,
0.03167564049363136,
-0.057773638516664505,
-0.038188833743333817,
0.03719506040215492,
-0.010637691244482994,
-0.061509665101766586,
0.01529533788561821,
-0.007032679859548807,
0.034555621445178986,
0.10597936064004898,
0.005136446096003056,
0.012972919270396233,
-0.036678530275821686,
0.021025685593485832,
0.020624708384275436,
0.10261623561382294,
-0.03953041508793831,
-0.011701960116624832,
0.047088805586099625,
0.07524345070123672,
0.0761391744017601,
0.015941614285111427,
0.03928493708372116,
-0.09295141696929932,
-0.036392368376255035,
-0.05032901465892792,
0.06791766732931137,
-0.023103898391127586,
0.019335530698299408,
-4.192392566437775e-8,
-0.0291330236941576,
-0.0243793036788702,
-0.04749419912695885,
-0.09004185348749161,
0.10927517712116241,
0.004506660625338554,
0.005137661937624216,
-0.04445992782711983,
0.042936209589242935,
-0.0598156675696373,
0.04709132760763168,
0.04545189067721367,
-0.028278177604079247,
0.008452856913208961,
-0.09997294843196869,
0.0012746278662234545,
-0.07693005353212357,
-0.034049227833747864,
0.05797284096479416,
-0.019256044179201126,
-0.0051877740770578384,
-0.02927253767848015,
-0.0532185360789299,
0.07112102955579758,
-0.01994180679321289,
0.03389490395784378,
0.04092226177453995,
0.023082435131072998,
0.08556477725505829,
0.05356428027153015,
-0.10524942725896835,
-0.07738306373357773,
0.03215843066573143,
0.05304882302880287,
-0.09251914173364639,
0.033150359988212585,
-0.006700384430587292,
-0.039045561105012894,
-0.05056414753198624,
-0.010190270841121674,
0.06432292610406876,
-0.05930500850081444,
0.0005333092412911355,
-0.016449948772788048,
-0.014668670482933521,
0.06579509377479553,
0.009580055251717567,
-0.07171366363763809,
-0.0031895518768578768,
0.017057204619050026,
0.05400211736559868,
-0.006551431026309729,
0.027780355885624886,
0.03648638352751732,
-0.01565774530172348,
-0.02545122429728508,
0.0440385527908802,
0.01462967786937952,
0.021935248747467995,
-0.04982082173228264,
-0.07997006922960281,
0.08302897214889526,
-0.08502335101366043,
-0.0658053308725357
] | null | null | null | null | null | null | null |
[
0.02396487630903721,
0.013854322023689747,
-0.028595251962542534,
-0.014885163865983486,
0.003849074710160494,
0.03387169912457466,
0.14960452914237976,
-0.0406128391623497,
0.04251273348927498,
0.048498012125492096,
0.05380149930715561,
0.08168905228376389,
0.10590846836566925,
0.05801977589726448,
-0.05232921242713928,
0.0024969966616481543,
0.07378119975328445,
0.020486995577812195,
-0.11189109832048416,
0.03348483145236969,
0.09060929715633392,
-0.05251755192875862,
0.01191732194274664,
-0.005420886445790529,
0.03773467615246773,
-0.09241034835577011,
0.07730276137590408,
-0.01005860697478056,
-0.08589344471693039,
0.007381651550531387,
-0.021767735481262207,
-0.013847820460796356,
0.06767157465219498,
-0.042649880051612854,
-0.011926395818591118,
0.012528876774013042,
0.001371835358440876,
0.006840745452791452,
0.025746962055563927,
0.10648859292268753,
-0.07314618676900864,
0.010586313903331757,
-0.0478828139603138,
0.10760648548603058,
-0.09313079714775085,
-0.010283750481903553,
0.08750006556510925,
-0.026712875813245773,
-0.013926106505095959,
-0.049520280212163925,
0.04902929812669754,
0.07119882106781006,
-0.06984222680330276,
0.06255903095006943,
-0.0240695308893919,
-0.17401716113090515,
-0.09173879772424698,
-0.02310853637754917,
-0.011882474645972252,
0.07372581213712692,
-0.032753780484199524,
-0.016889085993170738,
0.023668380454182625,
-0.029640791937708855,
0.019916744902729988,
0.021416349336504936,
0.05812608450651169,
0.05299966782331467,
-0.08265631645917892,
0.04670245945453644,
-0.059703342616558075,
-0.004563577007502317,
-0.09311588108539581,
0.01879582367837429,
-0.003110692836344242,
0.022317279130220413,
0.04396868124604225,
0.003362970193848014,
0.012112208642065525,
0.02801116369664669,
0.06429669260978699,
-0.013249142095446587,
-0.050630390644073486,
0.002041284227743745,
0.07527000457048416,
0.003995259292423725,
-0.04063352569937706,
0.03684763237833977,
0.05740291625261307,
-0.042255304753780365,
-0.06410328298807144,
0.02568826638162136,
-0.041687194257974625,
0.07280085235834122,
0.016545794904232025,
-0.10172967612743378,
-0.02325301058590412,
-0.04501865804195404,
-0.03450218588113785,
0.032804928719997406,
0.01066844817250967,
-0.06048328056931496,
0.07793103158473969,
-0.03670668229460716,
-0.01421553548425436,
0.00452670082449913,
0.04137027636170387,
0.005734768696129322,
-0.005999225657433271,
0.029247473925352097,
0.04230140894651413,
0.048296160995960236,
-0.024870166555047035,
-0.027682382613420486,
-0.024618085473775864,
0.10598670691251755,
0.020187508314847946,
0.1350056678056717,
0.03427600860595703,
0.06161859259009361,
0.000003751140411623055,
-0.06427085399627686,
0.08900391310453415,
0.08633780479431152,
-0.06987817585468292,
0.033574916422367096,
-0.023460904136300087,
3.2883304683841595e-33,
-0.08222968876361847,
0.05508122593164444,
-0.06576765328645706,
0.027149256318807602,
-0.00917317345738411,
0.06380736827850342,
0.049370236694812775,
0.010987932793796062,
-0.02745184488594532,
0.010624546557664871,
-0.04387565702199936,
-0.020944219082593918,
-0.009656423702836037,
-0.05441388860344887,
0.04490683972835541,
0.04394112527370453,
-0.0521567203104496,
-0.006634264253079891,
0.04859547317028046,
-0.07724468410015106,
0.08763846755027771,
-0.022536227479577065,
-0.006457929965108633,
-0.03726234287023544,
0.07409339398145676,
-0.05302922800183296,
-0.029008252546191216,
-0.13495439291000366,
0.007798792794346809,
0.0003036741109099239,
-0.09789717197418213,
-0.0050390008836984634,
0.07426232099533081,
0.024091219529509544,
-0.003303117584437132,
0.028064295649528503,
0.05378512293100357,
-0.0183057002723217,
0.04076004400849342,
-0.044298697263002396,
-0.005834223702549934,
-0.01847994513809681,
0.0399957038462162,
-0.028975412249565125,
-0.04166268929839134,
-0.02571561187505722,
0.05540867894887924,
-0.0042177168652415276,
-0.04864455386996269,
-0.0664462074637413,
-0.013610228896141052,
-0.0012685611145570874,
-0.09592516720294952,
-0.017627187073230743,
0.04568985849618912,
-0.06654555350542068,
-0.02445254847407341,
0.02035214938223362,
0.06928804516792297,
0.07998263090848923,
-0.0948546975851059,
0.037036627531051636,
0.037374116480350494,
-0.03025856800377369,
0.02335328608751297,
0.010988650843501091,
-0.024645144119858742,
-0.03849334269762039,
0.08113308250904083,
-0.026009125635027885,
-0.06094079837203026,
-0.02856586128473282,
0.032280512154102325,
-0.05736013501882553,
-0.018129203468561172,
0.05074184387922287,
0.04001351818442345,
-0.015229107812047005,
0.012476037256419659,
-0.008819308131933212,
-0.05182225629687309,
0.017387758940458298,
0.01904001459479332,
0.005730513017624617,
-0.012586955912411213,
0.05584725737571716,
0.011725898832082748,
0.04356103017926216,
-0.06130737438797951,
0.061514515429735184,
0.049383144825696945,
0.02116147056221962,
0.03618564084172249,
-0.04188297688961029,
0.0783877968788147,
-2.9086426706616913e-33,
-0.08026803284883499,
-0.019253982231020927,
-0.04538803920149803,
0.016733849421143532,
0.02181641384959221,
-0.08920440077781677,
-0.0035305845085531473,
-0.04777698218822479,
-0.03364516794681549,
-0.017759520560503006,
-0.050713736563920975,
-0.0667465403676033,
-0.003817025339230895,
0.005049967672675848,
0.06416268646717072,
0.029941760003566742,
0.01781628467142582,
0.11455868184566498,
0.01554977148771286,
-0.017897669225931168,
-0.020089952275156975,
0.0622616708278656,
-0.03747357800602913,
0.046260714530944824,
0.03039710409939289,
0.01714031770825386,
-0.03467537462711334,
0.09145832806825638,
0.05206383764743805,
0.0503009594976902,
-0.10190355777740479,
-0.059836193919181824,
-0.056397322565317154,
0.05409540235996246,
-0.07794243097305298,
0.013381828553974628,
0.02223506197333336,
0.06620869040489197,
-0.02032041922211647,
0.09689414501190186,
0.024658484384417534,
0.011025278829038143,
0.010338596999645233,
0.0075270687229931355,
-0.022479189559817314,
-0.03392590582370758,
0.013978817500174046,
-0.019227975979447365,
-0.012082909233868122,
-0.011836078949272633,
0.02200944907963276,
-0.030925709754228592,
-0.04675416648387909,
0.013618912547826767,
-0.07230360805988312,
0.03926756605505943,
-0.06279914081096649,
0.0741143599152565,
0.08785378187894821,
0.009707341901957989,
0.02968321368098259,
-0.018635980784893036,
-0.06915881484746933,
0.018924592062830925,
0.03932325169444084,
-0.01483240257948637,
0.03167564049363136,
-0.057773638516664505,
-0.038188833743333817,
0.03719506040215492,
-0.010637691244482994,
-0.061509665101766586,
0.01529533788561821,
-0.007032679859548807,
0.034555621445178986,
0.10597936064004898,
0.005136446096003056,
0.012972919270396233,
-0.036678530275821686,
0.021025685593485832,
0.020624708384275436,
0.10261623561382294,
-0.03953041508793831,
-0.011701960116624832,
0.047088805586099625,
0.07524345070123672,
0.0761391744017601,
0.015941614285111427,
0.03928493708372116,
-0.09295141696929932,
-0.036392368376255035,
-0.05032901465892792,
0.06791766732931137,
-0.023103898391127586,
0.019335530698299408,
-4.192392566437775e-8,
-0.0291330236941576,
-0.0243793036788702,
-0.04749419912695885,
-0.09004185348749161,
0.10927517712116241,
0.004506660625338554,
0.005137661937624216,
-0.04445992782711983,
0.042936209589242935,
-0.0598156675696373,
0.04709132760763168,
0.04545189067721367,
-0.028278177604079247,
0.008452856913208961,
-0.09997294843196869,
0.0012746278662234545,
-0.07693005353212357,
-0.034049227833747864,
0.05797284096479416,
-0.019256044179201126,
-0.0051877740770578384,
-0.02927253767848015,
-0.0532185360789299,
0.07112102955579758,
-0.01994180679321289,
0.03389490395784378,
0.04092226177453995,
0.023082435131072998,
0.08556477725505829,
0.05356428027153015,
-0.10524942725896835,
-0.07738306373357773,
0.03215843066573143,
0.05304882302880287,
-0.09251914173364639,
0.033150359988212585,
-0.006700384430587292,
-0.039045561105012894,
-0.05056414753198624,
-0.010190270841121674,
0.06432292610406876,
-0.05930500850081444,
0.0005333092412911355,
-0.016449948772788048,
-0.014668670482933521,
0.06579509377479553,
0.009580055251717567,
-0.07171366363763809,
-0.0031895518768578768,
0.017057204619050026,
0.05400211736559868,
-0.006551431026309729,
0.027780355885624886,
0.03648638352751732,
-0.01565774530172348,
-0.02545122429728508,
0.0440385527908802,
0.01462967786937952,
0.021935248747467995,
-0.04982082173228264,
-0.07997006922960281,
0.08302897214889526,
-0.08502335101366043,
-0.0658053308725357
] |
1401.3621
|
Vincenzo De Florio
|
Vincenzo De Florio and Chris Blondia
|
Service-oriented Communities: Visions and Contributions towards Social
Organizations
|
Proc. of the Fifth Int.l Workshop on MObile and NEtworking
Technologies for social applications (MONET 2010), Lecture Notes in Computer
Science, Volume 6428/2010, pp. 319-328, October 25-29, 2010, Crete, Greece
| null | null | null |
cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
With the increase of the populations, resources are becoming scarcer, and a
smarter way to make use of them becomes a vital necessity of our societies. On
the other hand, resource management is traditionally carried out through well
established organizations, policies, and regulations that are often considered
as impossible to restructure. Our position is that merely expanding the
traditional approaches might not be enough. Systems must be radically rethought
in order to achieve a truly effective and rational use of the available
resources. Classical concepts such as demand and supply need to be rethought as
well, as they operate artificial classifications that limit the true potential
of systems and organizations. In what follows we propose our vision to future,
"smarter" systems able to overcome the limitations of the status quo. Such
systems require what Boulding called "gestalts," namely concepts able to
"directing research towards the gaps which they reveal". In this paper we
elaborate on this and show how such gestalts can pave the way towards novel
reformulations of traditional services able to reach a better and more sensible
management of the available resources and cope with their scarcity. Our vision
of a Service-oriented Community is also introduced. We believe that such
communities---in heterarchical coexistence with traditional systems---provide
the necessary diversity and innovation orientation to prevent societal lock-ins
such as the ones we are experiencing in assisting our elderly ones.
|
[
{
"created": "Wed, 15 Jan 2014 15:06:13 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"De Florio",
"Vincenzo",
""
],
[
"Blondia",
"Chris",
""
]
] |
[
-0.06875570863485336,
-0.02331310696899891,
-0.0635136067867279,
-0.013389065861701965,
-0.023504992946982384,
-0.07213777303695679,
0.028710469603538513,
-0.037348467856645584,
-0.04985377565026283,
0.033896077424287796,
-0.01702117547392845,
0.025685546919703484,
0.039402399212121964,
0.08363278955221176,
0.03661474213004112,
-0.05628662183880806,
0.07843699306249619,
-0.004713202361017466,
-0.0033158455044031143,
0.012328607961535454,
-0.007695692591369152,
0.002752430737018585,
-0.08582926541566849,
0.06105133146047592,
-0.05575516074895859,
0.04865725338459015,
-0.05237879604101181,
-0.07914317399263382,
-0.027651363983750343,
-0.04948890954256058,
0.06344128400087357,
0.04918265342712402,
0.0002902310516219586,
0.023398088291287422,
-0.009944843128323555,
0.0947844460606575,
-0.011187223717570305,
0.003708688775077462,
0.04204276204109192,
0.06484734266996384,
-0.06407475471496582,
-0.07605592161417007,
-0.1173962950706482,
-0.004313357640057802,
-0.01548777800053358,
0.08750465512275696,
0.00019122257072012872,
-0.07210387289524078,
-0.10087380558252335,
-0.015932200476527214,
-0.06784559041261673,
-0.05598920211195946,
0.007258502766489983,
0.025073030963540077,
0.041866134852170944,
-0.018192555755376816,
0.04138743877410889,
-0.04395843669772148,
-0.08977945894002914,
-0.0481279194355011,
0.018349239602684975,
-0.003226403146982193,
-0.011797556653618813,
-0.026689400896430016,
0.04385000467300415,
0.01766098104417324,
-0.03096136823296547,
0.09739884734153748,
-0.04303225502371788,
-0.009641792625188828,
0.03044634684920311,
0.052178073674440384,
-0.014989891089498997,
0.06935755163431168,
-0.013655737973749638,
0.009733169339597225,
-0.008362493477761745,
0.08725295215845108,
0.06004810333251953,
-0.03333091363310814,
0.04347067326307297,
0.04304175078868866,
-0.04615253210067749,
0.07521575689315796,
-0.059806693345308304,
0.007290439214557409,
-0.08313706517219543,
-0.0352107398211956,
0.09161906689405441,
-0.02765265293419361,
-0.04510479420423508,
0.04600593447685242,
0.1046963632106781,
-0.055121757090091705,
0.0837196484208107,
0.020517079159617424,
0.05643033981323242,
-0.10135358572006226,
0.03338003531098366,
0.061775870621204376,
0.041533514857292175,
-0.008442461490631104,
0.06429959833621979,
-0.09475133568048477,
-0.019844401627779007,
-0.018470168113708496,
-0.061444927006959915,
0.11606976389884949,
-0.00009763940761331469,
-0.0018035807879641652,
-0.02922639064490795,
-0.03125553950667381,
-0.030787313356995583,
-0.02862710878252983,
-0.03746788948774338,
-0.004543151706457138,
0.08114829659461975,
0.002721708733588457,
0.05135161429643631,
0.06914293020963669,
0.05704522505402565,
0.017878511920571327,
-0.021761763840913773,
-0.013723953627049923,
0.1223650649189949,
0.13266301155090332,
-0.06219148635864258,
2.032386753559533e-33,
-0.03605270013213158,
0.0008212559041567147,
-0.014698179438710213,
0.041959598660469055,
-0.006563372910022736,
-0.07614096999168396,
-0.048085086047649384,
-0.023972658440470695,
-0.06345096975564957,
-0.019955506548285484,
0.0314786434173584,
0.1648535430431366,
0.015176178887486458,
0.020425263792276382,
0.05056125298142433,
-0.07010405510663986,
0.03147546947002411,
0.04287952557206154,
0.1250380426645279,
-0.07599800825119019,
0.004251490812748671,
0.012131333351135254,
0.043812163174152374,
-0.06793268769979477,
0.06776615977287292,
0.004568995907902718,
0.012637005187571049,
-0.02914511412382126,
0.07424184679985046,
-0.023173078894615173,
0.10941088199615479,
-0.002052333438768983,
0.03927307948470116,
0.00996751245111227,
0.009947594255208969,
-0.013661528937518597,
0.016355236992239952,
-0.02690783515572548,
0.008947628550231457,
-0.03544292971491814,
-0.09398386627435684,
0.0587351992726326,
-0.03813088312745094,
0.0255857203155756,
0.060071367770433426,
0.08471790701150894,
0.10665088146924973,
0.03418828919529915,
-0.053854674100875854,
-0.020011795684695244,
0.034662503749132156,
-0.02474837377667427,
0.01970238797366619,
0.04230952262878418,
-0.021348243579268456,
-0.06915593147277832,
-0.012428771704435349,
0.06874291598796844,
0.02807636559009552,
-0.08062626421451569,
-0.01765316165983677,
-0.038314249366521835,
0.0009994703577831388,
0.020639607682824135,
0.04721987247467041,
-0.06858660280704498,
0.043574001640081406,
0.05176497623324394,
0.04324851185083389,
0.053703565150499344,
-0.007842473685741425,
-0.04818591848015785,
0.015837928280234337,
0.08591650426387787,
0.00999076385051012,
0.04839590564370155,
0.03613646328449249,
-0.06220042333006859,
-0.10091342031955719,
-0.06717806309461594,
-0.04481026902794838,
0.024659445509314537,
-0.03716988116502762,
0.01957414485514164,
0.016064215451478958,
-0.05424767732620239,
0.04766780883073807,
-0.010915854945778847,
0.005349265411496162,
-0.03979303315281868,
-0.05631555616855621,
0.005136515013873577,
-0.0069181364960968494,
0.02258381061255932,
-0.00796618964523077,
-2.6621506888438734e-33,
0.050830960273742676,
-0.04991953819990158,
-0.04158176854252815,
0.04573599249124527,
0.04093720018863678,
0.014895561151206493,
-0.055965323001146317,
-0.07983723282814026,
-0.1180633082985878,
0.004765267949551344,
-0.07085374742746353,
-0.023903921246528625,
0.03193878009915352,
0.060483578592538834,
-0.07684596627950668,
-0.059739481657743454,
-0.011392844840884209,
-0.02308027260005474,
-0.029265599325299263,
0.07194104045629501,
-0.041510019451379776,
0.07346654683351517,
-0.056711554527282715,
0.02897271327674389,
0.022288275882601738,
0.0929972380399704,
-0.08282395452260971,
-0.04041345417499542,
-0.03310186043381691,
-0.033938512206077576,
-0.08116059750318527,
-0.1468561738729477,
0.032088715583086014,
-0.10991405695676804,
0.0026494713965803385,
0.030247874557971954,
0.03390759602189064,
0.026269348338246346,
-0.060141079127788544,
-0.002171499887481332,
0.001833853661082685,
-0.11081656068563461,
-0.053800150752067566,
-0.06483927369117737,
-0.01901658996939659,
-0.034742388874292374,
-0.06294284760951996,
-0.011420471593737602,
-0.03693150728940964,
-0.039648693054914474,
0.0774884968996048,
-0.06961453706026077,
-0.014471790753304958,
-0.03248951584100723,
0.09248923510313034,
0.008169114589691162,
-0.00301583600230515,
0.042037252336740494,
-0.10269645601511002,
0.035140421241521835,
0.009923855774104595,
-0.029537592083215714,
-0.052969127893447876,
0.054029904305934906,
0.017003165557980537,
-0.03361610695719719,
0.050117217004299164,
-0.010058957152068615,
-0.05399996042251587,
-0.047224920243024826,
0.006627632305026054,
0.002923224586993456,
-0.03888280689716339,
0.004563054535537958,
0.0074927918612957,
0.02823859080672264,
0.02697426825761795,
-0.026940258219838142,
0.01631874218583107,
0.0028000595048069954,
-0.026644019410014153,
-0.04845406115055084,
0.08663523197174072,
0.013246527872979641,
0.03642275184392929,
-0.013525133952498436,
0.03150000050663948,
0.03950443118810654,
0.028209263458848,
0.025413967669010162,
-0.07327014952898026,
-0.06463856250047684,
-0.020760083571076393,
0.09190386533737183,
0.01821986585855484,
-6.527216100948863e-8,
-0.02814968302845955,
0.014170192182064056,
0.011733484454452991,
0.05078519135713577,
-0.0109049491584301,
-0.045612137764692307,
0.011464621871709824,
0.03186444193124771,
0.01473582349717617,
0.13878999650478363,
-0.0030618992168456316,
-0.01338189747184515,
0.02557789720594883,
0.05791998282074928,
0.06343325972557068,
0.08023642748594284,
-0.00657661771401763,
0.02019001916050911,
-0.029579661786556244,
0.01848643645644188,
0.06575635820627213,
0.00010918074258370325,
-0.012225000187754631,
-0.003164154477417469,
0.05900263786315918,
-0.0777452141046524,
-0.05981922149658203,
0.003703651949763298,
0.07132446020841599,
0.02500448003411293,
-0.005081812385469675,
-0.013460276648402214,
0.046942707151174545,
-0.02147679217159748,
0.029798150062561035,
-0.019992422312498093,
-0.12502019107341766,
0.033057257533073425,
0.014272420667111874,
-0.0378706157207489,
-0.002455479232594371,
0.028804495930671692,
-0.031988561153411865,
0.04048852249979973,
0.03155358508229256,
-0.013346930034458637,
-0.07235055416822433,
0.04986400902271271,
-0.04427915811538696,
-0.08911259472370148,
-0.04237356036901474,
-0.013122515752911568,
0.057819463312625885,
0.04470089077949524,
0.04867801442742348,
-0.06608227640390396,
0.032381050288677216,
0.0027799394447356462,
0.0012949216179549694,
0.039165250957012177,
0.06730073690414429,
-0.006776809226721525,
0.019924862310290337,
0.006452650763094425
] | null | null | null | null | null | null | null |
[
-0.06875570863485336,
-0.02331310696899891,
-0.0635136067867279,
-0.013389065861701965,
-0.023504992946982384,
-0.07213777303695679,
0.028710469603538513,
-0.037348467856645584,
-0.04985377565026283,
0.033896077424287796,
-0.01702117547392845,
0.025685546919703484,
0.039402399212121964,
0.08363278955221176,
0.03661474213004112,
-0.05628662183880806,
0.07843699306249619,
-0.004713202361017466,
-0.0033158455044031143,
0.012328607961535454,
-0.007695692591369152,
0.002752430737018585,
-0.08582926541566849,
0.06105133146047592,
-0.05575516074895859,
0.04865725338459015,
-0.05237879604101181,
-0.07914317399263382,
-0.027651363983750343,
-0.04948890954256058,
0.06344128400087357,
0.04918265342712402,
0.0002902310516219586,
0.023398088291287422,
-0.009944843128323555,
0.0947844460606575,
-0.011187223717570305,
0.003708688775077462,
0.04204276204109192,
0.06484734266996384,
-0.06407475471496582,
-0.07605592161417007,
-0.1173962950706482,
-0.004313357640057802,
-0.01548777800053358,
0.08750465512275696,
0.00019122257072012872,
-0.07210387289524078,
-0.10087380558252335,
-0.015932200476527214,
-0.06784559041261673,
-0.05598920211195946,
0.007258502766489983,
0.025073030963540077,
0.041866134852170944,
-0.018192555755376816,
0.04138743877410889,
-0.04395843669772148,
-0.08977945894002914,
-0.0481279194355011,
0.018349239602684975,
-0.003226403146982193,
-0.011797556653618813,
-0.026689400896430016,
0.04385000467300415,
0.01766098104417324,
-0.03096136823296547,
0.09739884734153748,
-0.04303225502371788,
-0.009641792625188828,
0.03044634684920311,
0.052178073674440384,
-0.014989891089498997,
0.06935755163431168,
-0.013655737973749638,
0.009733169339597225,
-0.008362493477761745,
0.08725295215845108,
0.06004810333251953,
-0.03333091363310814,
0.04347067326307297,
0.04304175078868866,
-0.04615253210067749,
0.07521575689315796,
-0.059806693345308304,
0.007290439214557409,
-0.08313706517219543,
-0.0352107398211956,
0.09161906689405441,
-0.02765265293419361,
-0.04510479420423508,
0.04600593447685242,
0.1046963632106781,
-0.055121757090091705,
0.0837196484208107,
0.020517079159617424,
0.05643033981323242,
-0.10135358572006226,
0.03338003531098366,
0.061775870621204376,
0.041533514857292175,
-0.008442461490631104,
0.06429959833621979,
-0.09475133568048477,
-0.019844401627779007,
-0.018470168113708496,
-0.061444927006959915,
0.11606976389884949,
-0.00009763940761331469,
-0.0018035807879641652,
-0.02922639064490795,
-0.03125553950667381,
-0.030787313356995583,
-0.02862710878252983,
-0.03746788948774338,
-0.004543151706457138,
0.08114829659461975,
0.002721708733588457,
0.05135161429643631,
0.06914293020963669,
0.05704522505402565,
0.017878511920571327,
-0.021761763840913773,
-0.013723953627049923,
0.1223650649189949,
0.13266301155090332,
-0.06219148635864258,
2.032386753559533e-33,
-0.03605270013213158,
0.0008212559041567147,
-0.014698179438710213,
0.041959598660469055,
-0.006563372910022736,
-0.07614096999168396,
-0.048085086047649384,
-0.023972658440470695,
-0.06345096975564957,
-0.019955506548285484,
0.0314786434173584,
0.1648535430431366,
0.015176178887486458,
0.020425263792276382,
0.05056125298142433,
-0.07010405510663986,
0.03147546947002411,
0.04287952557206154,
0.1250380426645279,
-0.07599800825119019,
0.004251490812748671,
0.012131333351135254,
0.043812163174152374,
-0.06793268769979477,
0.06776615977287292,
0.004568995907902718,
0.012637005187571049,
-0.02914511412382126,
0.07424184679985046,
-0.023173078894615173,
0.10941088199615479,
-0.002052333438768983,
0.03927307948470116,
0.00996751245111227,
0.009947594255208969,
-0.013661528937518597,
0.016355236992239952,
-0.02690783515572548,
0.008947628550231457,
-0.03544292971491814,
-0.09398386627435684,
0.0587351992726326,
-0.03813088312745094,
0.0255857203155756,
0.060071367770433426,
0.08471790701150894,
0.10665088146924973,
0.03418828919529915,
-0.053854674100875854,
-0.020011795684695244,
0.034662503749132156,
-0.02474837377667427,
0.01970238797366619,
0.04230952262878418,
-0.021348243579268456,
-0.06915593147277832,
-0.012428771704435349,
0.06874291598796844,
0.02807636559009552,
-0.08062626421451569,
-0.01765316165983677,
-0.038314249366521835,
0.0009994703577831388,
0.020639607682824135,
0.04721987247467041,
-0.06858660280704498,
0.043574001640081406,
0.05176497623324394,
0.04324851185083389,
0.053703565150499344,
-0.007842473685741425,
-0.04818591848015785,
0.015837928280234337,
0.08591650426387787,
0.00999076385051012,
0.04839590564370155,
0.03613646328449249,
-0.06220042333006859,
-0.10091342031955719,
-0.06717806309461594,
-0.04481026902794838,
0.024659445509314537,
-0.03716988116502762,
0.01957414485514164,
0.016064215451478958,
-0.05424767732620239,
0.04766780883073807,
-0.010915854945778847,
0.005349265411496162,
-0.03979303315281868,
-0.05631555616855621,
0.005136515013873577,
-0.0069181364960968494,
0.02258381061255932,
-0.00796618964523077,
-2.6621506888438734e-33,
0.050830960273742676,
-0.04991953819990158,
-0.04158176854252815,
0.04573599249124527,
0.04093720018863678,
0.014895561151206493,
-0.055965323001146317,
-0.07983723282814026,
-0.1180633082985878,
0.004765267949551344,
-0.07085374742746353,
-0.023903921246528625,
0.03193878009915352,
0.060483578592538834,
-0.07684596627950668,
-0.059739481657743454,
-0.011392844840884209,
-0.02308027260005474,
-0.029265599325299263,
0.07194104045629501,
-0.041510019451379776,
0.07346654683351517,
-0.056711554527282715,
0.02897271327674389,
0.022288275882601738,
0.0929972380399704,
-0.08282395452260971,
-0.04041345417499542,
-0.03310186043381691,
-0.033938512206077576,
-0.08116059750318527,
-0.1468561738729477,
0.032088715583086014,
-0.10991405695676804,
0.0026494713965803385,
0.030247874557971954,
0.03390759602189064,
0.026269348338246346,
-0.060141079127788544,
-0.002171499887481332,
0.001833853661082685,
-0.11081656068563461,
-0.053800150752067566,
-0.06483927369117737,
-0.01901658996939659,
-0.034742388874292374,
-0.06294284760951996,
-0.011420471593737602,
-0.03693150728940964,
-0.039648693054914474,
0.0774884968996048,
-0.06961453706026077,
-0.014471790753304958,
-0.03248951584100723,
0.09248923510313034,
0.008169114589691162,
-0.00301583600230515,
0.042037252336740494,
-0.10269645601511002,
0.035140421241521835,
0.009923855774104595,
-0.029537592083215714,
-0.052969127893447876,
0.054029904305934906,
0.017003165557980537,
-0.03361610695719719,
0.050117217004299164,
-0.010058957152068615,
-0.05399996042251587,
-0.047224920243024826,
0.006627632305026054,
0.002923224586993456,
-0.03888280689716339,
0.004563054535537958,
0.0074927918612957,
0.02823859080672264,
0.02697426825761795,
-0.026940258219838142,
0.01631874218583107,
0.0028000595048069954,
-0.026644019410014153,
-0.04845406115055084,
0.08663523197174072,
0.013246527872979641,
0.03642275184392929,
-0.013525133952498436,
0.03150000050663948,
0.03950443118810654,
0.028209263458848,
0.025413967669010162,
-0.07327014952898026,
-0.06463856250047684,
-0.020760083571076393,
0.09190386533737183,
0.01821986585855484,
-6.527216100948863e-8,
-0.02814968302845955,
0.014170192182064056,
0.011733484454452991,
0.05078519135713577,
-0.0109049491584301,
-0.045612137764692307,
0.011464621871709824,
0.03186444193124771,
0.01473582349717617,
0.13878999650478363,
-0.0030618992168456316,
-0.01338189747184515,
0.02557789720594883,
0.05791998282074928,
0.06343325972557068,
0.08023642748594284,
-0.00657661771401763,
0.02019001916050911,
-0.029579661786556244,
0.01848643645644188,
0.06575635820627213,
0.00010918074258370325,
-0.012225000187754631,
-0.003164154477417469,
0.05900263786315918,
-0.0777452141046524,
-0.05981922149658203,
0.003703651949763298,
0.07132446020841599,
0.02500448003411293,
-0.005081812385469675,
-0.013460276648402214,
0.046942707151174545,
-0.02147679217159748,
0.029798150062561035,
-0.019992422312498093,
-0.12502019107341766,
0.033057257533073425,
0.014272420667111874,
-0.0378706157207489,
-0.002455479232594371,
0.028804495930671692,
-0.031988561153411865,
0.04048852249979973,
0.03155358508229256,
-0.013346930034458637,
-0.07235055416822433,
0.04986400902271271,
-0.04427915811538696,
-0.08911259472370148,
-0.04237356036901474,
-0.013122515752911568,
0.057819463312625885,
0.04470089077949524,
0.04867801442742348,
-0.06608227640390396,
0.032381050288677216,
0.0027799394447356462,
0.0012949216179549694,
0.039165250957012177,
0.06730073690414429,
-0.006776809226721525,
0.019924862310290337,
0.006452650763094425
] |
1401.3623
|
Ankit Mundra
|
Ankit Mundra, Geetanjali Rathee, Meenu Chawla, Nitin Rakesh, Ashsutosh
Soni
|
Transport Information System using Query Centric Cyber Physical Systems
(QCPS)
|
5 pages, 4 Figures
|
International Journal of Computer Applications 85(3):12-16,
January 2014. Published by Foundation of Computer Science, New York, USA
|
10.5120/14820-3050
| null |
cs.OH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
To incorporate the computation and communication with the physical world,
next generation architecture i.e. CPS is viewed as a new technology. To improve
the better interaction with the physical world or to perk up the electricity
delivery usage, various CPS based approaches have been introduced. Recently
several GPS equipped smart phones and sensor based frameworks have been
proposed which provide various services i.e. environment estimation, road
safety improvement but encounter certain limitations like elevated energy
consumption and high computation cost. To meet the high reliability and safety
requirements, this paper introduces a novel approach based on QCPS model which
provides several users services (discussed in this paper). Further, this paper
proposed a Transport Information System (TIS), which provide the communication
with lower cost overhead by arranging the similar sensors in the form of grids.
Each grid has a coordinator which interacts with cloud to process the user
query. In order to evaluate the performance of proposed approach we have
implemented a test bed of 16 wireless sensor nodes and have shown the
performance in terms of computation and communication cost.
|
[
{
"created": "Wed, 15 Jan 2014 15:19:42 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Mundra",
"Ankit",
""
],
[
"Rathee",
"Geetanjali",
""
],
[
"Chawla",
"Meenu",
""
],
[
"Rakesh",
"Nitin",
""
],
[
"Soni",
"Ashsutosh",
""
]
] |
[
-0.056960660964250565,
0.0109483003616333,
0.03488682210445404,
-0.005620931275188923,
0.0004748926730826497,
-0.06403888016939163,
0.09667380899190903,
0.01914994604885578,
0.026393495500087738,
0.07725254446268082,
-0.027954263612627983,
-0.025739626958966255,
0.10493849217891693,
0.0035118754021823406,
0.011825000867247581,
-0.05679759755730629,
0.15675590932369232,
-0.08908674865961075,
-0.0004951426526531577,
-0.04847940430045128,
-0.03750709444284439,
0.05763547495007515,
-0.04912799969315529,
0.016939252614974976,
0.027462467551231384,
0.027396859601140022,
0.017376797273755074,
-0.005495829042047262,
-0.010274441912770271,
0.06300565600395203,
-0.032286833971738815,
-0.07262729853391647,
-0.03535543754696846,
0.007624371442943811,
-0.05387059599161148,
-0.002386336214840412,
0.033816203474998474,
-0.02651739865541458,
-0.05228523537516594,
-0.001958186039701104,
-0.05566440895199776,
-0.09107308089733124,
-0.07110743969678879,
0.07844028621912003,
0.0429939441382885,
0.004988968372344971,
0.0093965083360672,
0.05233706906437874,
0.00250634946860373,
-0.07207953184843063,
0.010438191704452038,
-0.05914021655917168,
0.018051249906420708,
0.01210097223520279,
-0.1010686382651329,
-0.004771845880895853,
-0.010946801863610744,
0.031787414103746414,
0.008390351198613644,
0.04323622211813927,
-0.022988267242908478,
-0.03933031111955643,
0.04889838024973869,
0.009696153923869133,
0.0027362662367522717,
-0.0018165274523198605,
0.0005355860339477658,
0.021635305136442184,
-0.004635447170585394,
-0.04629046469926834,
-0.036212339997291565,
0.05645007640123367,
-0.034406743943691254,
-0.03530413284897804,
-0.0577140673995018,
-0.012067649513483047,
-0.014816333539783955,
-0.0013714791275560856,
0.023029569536447525,
0.029057452455163002,
0.03390740975737572,
0.05518203228712082,
-0.08374398201704025,
0.07788018882274628,
0.08916425704956055,
-0.04194830730557442,
-0.04867595434188843,
0.04465870559215546,
-0.06875374168157578,
-0.14555467665195465,
0.017955131828784943,
-0.01319908257573843,
-0.024477986618876457,
0.06668509542942047,
0.010522679425776005,
0.05413117632269859,
-0.07455096393823624,
-0.06328526139259338,
0.030085096135735512,
-0.016351772472262383,
-0.027808941900730133,
0.05478857085108757,
0.00510083232074976,
0.024870846420526505,
0.06142684444785118,
0.023691199719905853,
-0.040581002831459045,
0.031539224088191986,
0.03695352002978325,
0.032085664570331573,
0.0009830311173573136,
0.0025582904927432537,
-0.05811614170670509,
-0.0025092216674238443,
-0.059151072055101395,
0.0256254430860281,
-0.02340642921626568,
0.07956565171480179,
0.01852336712181568,
0.12789525091648102,
-0.06485620886087418,
-0.05612114444375038,
0.038497596979141235,
-0.023980004712939262,
0.007986478507518768,
0.05352918803691864,
0.04684394598007202,
1.552407890041319e-34,
-0.14255909621715546,
0.07416066527366638,
0.03659876435995102,
-0.008636181242763996,
0.027559563517570496,
-0.0015564080094918609,
-0.01669965870678425,
0.0006280119414441288,
0.02149749919772148,
-0.02144027315080166,
-0.049552492797374725,
0.0013608270091935992,
0.012987503781914711,
-0.02200884371995926,
0.10709143429994583,
-0.03785166144371033,
-0.003843376412987709,
-0.03171703964471817,
0.07982400059700012,
-0.0451001413166523,
0.016566317528486252,
-0.11883443593978882,
0.02773752063512802,
0.0035946755670011044,
0.14906693994998932,
0.073671355843544,
0.02652130462229252,
0.023261597380042076,
0.08653882890939713,
-0.024053219705820084,
0.02362246997654438,
-0.01723855547606945,
-0.07020176947116852,
0.019627468660473824,
-0.04000065475702286,
-0.008793647401034832,
-0.06068974733352661,
-0.05001745745539665,
0.014165744185447693,
-0.014306595548987389,
-0.01790989190340042,
-0.008969753980636597,
-0.0289042629301548,
-0.043736204504966736,
-0.06112779304385185,
0.0059698596596717834,
-0.0019771545194089413,
-0.055018290877342224,
0.006230668164789677,
0.006842911243438721,
0.00435151532292366,
-0.037525475025177,
-0.0326906256377697,
0.0326266773045063,
0.014133583754301071,
-0.031588584184646606,
0.026739614084362984,
0.0035905546974390745,
0.037071067839860916,
0.0941888839006424,
-0.08632868528366089,
0.036637142300605774,
0.03660491853952408,
-0.029806101694703102,
0.07877571135759354,
-0.11707766354084015,
-0.009312901645898819,
-0.0002541824651416391,
0.025864191353321075,
0.07125858217477798,
0.06376006454229355,
0.010513431392610073,
0.07538788765668869,
0.04492611810564995,
0.07151588052511215,
0.007173232268542051,
-0.04741811752319336,
0.008509434759616852,
-0.09298831224441528,
-0.0156723540276289,
-0.09382333606481552,
0.02912217564880848,
0.05229084938764572,
0.026616735383868217,
0.1129438579082489,
-0.09871163219213486,
-0.049067240208387375,
0.03790401667356491,
-0.07462280988693237,
0.026127249002456665,
0.00799726415425539,
0.11050645262002945,
-0.002847680589184165,
0.016554396599531174,
-0.09316897392272949,
-1.3106777623702853e-33,
-0.05049755796790123,
0.08204799890518188,
0.04179462045431137,
0.032210573554039,
-0.007415222469717264,
-0.14711882174015045,
-0.019125182181596756,
-0.012920012697577477,
0.020617157220840454,
0.06281331926584244,
-0.12987734377384186,
-0.026171578094363213,
0.05115167051553726,
0.03494563698768616,
0.07809554785490036,
-0.001966627547517419,
-0.0405379980802536,
-0.09888389706611633,
-0.0430145338177681,
0.0015651693101972342,
-0.10025845468044281,
0.0275633092969656,
-0.036283016204833984,
-0.06962234526872635,
-0.05835285410284996,
0.011886325664818287,
0.01419795025140047,
-0.03220353275537491,
0.03223903849720955,
0.0009136738954111934,
-0.053448114544153214,
-0.047040730714797974,
0.04498060792684555,
-0.05240454524755478,
0.0889890268445015,
-0.07879851013422012,
0.02958356775343418,
0.10824619233608246,
-0.00036875868681818247,
0.03237368166446686,
0.06363015621900558,
-0.04363897442817688,
-0.009587698616087437,
-0.0525064691901207,
-0.004022062290459871,
-0.014924592338502407,
-0.06625843793153763,
0.053138747811317444,
-0.07102815061807632,
-0.06803026050329208,
0.06132357940077782,
0.0033194213174283504,
-0.10444623976945877,
0.1006426140666008,
0.02011127956211567,
0.04085984081029892,
0.003201940795406699,
0.05954442173242569,
-0.015260844491422176,
-0.06654416769742966,
0.07019545882940292,
-0.061602771282196045,
0.052515868097543716,
0.0867321565747261,
0.04412146657705307,
0.024404659867286682,
0.02271145023405552,
-0.03725985810160637,
-0.0026711467653512955,
0.002840915694832802,
-0.07781217992305756,
-0.025201333686709404,
-0.017057327553629875,
-0.019387204200029373,
0.021154053509235382,
0.005982398521155119,
0.01990901492536068,
0.024722762405872345,
0.0783139243721962,
-0.0066389236599206924,
0.009449176490306854,
0.060112159699201584,
-0.02012370340526104,
-0.01624983362853527,
-0.002135318936780095,
-0.05928083509206772,
0.08058835566043854,
-0.02635723166167736,
0.028069354593753815,
0.05217807739973068,
-0.033887140452861786,
0.030815228819847107,
-0.018368994817137718,
0.05365665256977081,
-0.12794144451618195,
-5.553080839604263e-8,
-0.07683947682380676,
0.058180391788482666,
0.008289474993944168,
-0.0036153176333755255,
-0.054375503212213516,
-0.040793366730213165,
0.054174382239580154,
-0.0031112178694456816,
0.025939103215932846,
0.06267453730106354,
-0.013365917839109898,
-0.07037593424320221,
0.026698844507336617,
0.06981134414672852,
0.014177556149661541,
0.05805604159832001,
0.029897091910243034,
-0.05135079845786095,
0.010247775353491306,
0.0212919432669878,
0.013885948807001114,
0.0656048059463501,
-0.031236283481121063,
0.07792381942272186,
0.09276692569255829,
0.01987137459218502,
0.005149196833372116,
-0.05071952939033508,
0.06559824198484421,
-0.03873058781027794,
-0.03342828154563904,
-0.03239412233233452,
0.05417801812291145,
0.06225714832544327,
0.006564182695001364,
-0.060371752828359604,
-0.04093043878674507,
-0.02709716558456421,
0.04670007899403572,
0.07514629513025284,
0.02452678419649601,
-0.05151591822504997,
-0.033560700714588165,
0.021543851122260094,
0.07468472421169281,
-0.009689800441265106,
-0.02512570656836033,
-0.020175570622086525,
-0.02926277182996273,
0.08844830840826035,
-0.020387325435876846,
-0.040224555879831314,
-0.01767909713089466,
-0.010585537180304527,
0.02783035859465599,
-0.06143438443541527,
0.03824697434902191,
-0.09211289882659912,
0.028630658984184265,
0.015777554363012314,
-0.024964528158307076,
0.02930477075278759,
-0.023260215297341347,
-0.0027816295623779297
] | null | null | null | null | null | null | null |
[
-0.056960660964250565,
0.0109483003616333,
0.03488682210445404,
-0.005620931275188923,
0.0004748926730826497,
-0.06403888016939163,
0.09667380899190903,
0.01914994604885578,
0.026393495500087738,
0.07725254446268082,
-0.027954263612627983,
-0.025739626958966255,
0.10493849217891693,
0.0035118754021823406,
0.011825000867247581,
-0.05679759755730629,
0.15675590932369232,
-0.08908674865961075,
-0.0004951426526531577,
-0.04847940430045128,
-0.03750709444284439,
0.05763547495007515,
-0.04912799969315529,
0.016939252614974976,
0.027462467551231384,
0.027396859601140022,
0.017376797273755074,
-0.005495829042047262,
-0.010274441912770271,
0.06300565600395203,
-0.032286833971738815,
-0.07262729853391647,
-0.03535543754696846,
0.007624371442943811,
-0.05387059599161148,
-0.002386336214840412,
0.033816203474998474,
-0.02651739865541458,
-0.05228523537516594,
-0.001958186039701104,
-0.05566440895199776,
-0.09107308089733124,
-0.07110743969678879,
0.07844028621912003,
0.0429939441382885,
0.004988968372344971,
0.0093965083360672,
0.05233706906437874,
0.00250634946860373,
-0.07207953184843063,
0.010438191704452038,
-0.05914021655917168,
0.018051249906420708,
0.01210097223520279,
-0.1010686382651329,
-0.004771845880895853,
-0.010946801863610744,
0.031787414103746414,
0.008390351198613644,
0.04323622211813927,
-0.022988267242908478,
-0.03933031111955643,
0.04889838024973869,
0.009696153923869133,
0.0027362662367522717,
-0.0018165274523198605,
0.0005355860339477658,
0.021635305136442184,
-0.004635447170585394,
-0.04629046469926834,
-0.036212339997291565,
0.05645007640123367,
-0.034406743943691254,
-0.03530413284897804,
-0.0577140673995018,
-0.012067649513483047,
-0.014816333539783955,
-0.0013714791275560856,
0.023029569536447525,
0.029057452455163002,
0.03390740975737572,
0.05518203228712082,
-0.08374398201704025,
0.07788018882274628,
0.08916425704956055,
-0.04194830730557442,
-0.04867595434188843,
0.04465870559215546,
-0.06875374168157578,
-0.14555467665195465,
0.017955131828784943,
-0.01319908257573843,
-0.024477986618876457,
0.06668509542942047,
0.010522679425776005,
0.05413117632269859,
-0.07455096393823624,
-0.06328526139259338,
0.030085096135735512,
-0.016351772472262383,
-0.027808941900730133,
0.05478857085108757,
0.00510083232074976,
0.024870846420526505,
0.06142684444785118,
0.023691199719905853,
-0.040581002831459045,
0.031539224088191986,
0.03695352002978325,
0.032085664570331573,
0.0009830311173573136,
0.0025582904927432537,
-0.05811614170670509,
-0.0025092216674238443,
-0.059151072055101395,
0.0256254430860281,
-0.02340642921626568,
0.07956565171480179,
0.01852336712181568,
0.12789525091648102,
-0.06485620886087418,
-0.05612114444375038,
0.038497596979141235,
-0.023980004712939262,
0.007986478507518768,
0.05352918803691864,
0.04684394598007202,
1.552407890041319e-34,
-0.14255909621715546,
0.07416066527366638,
0.03659876435995102,
-0.008636181242763996,
0.027559563517570496,
-0.0015564080094918609,
-0.01669965870678425,
0.0006280119414441288,
0.02149749919772148,
-0.02144027315080166,
-0.049552492797374725,
0.0013608270091935992,
0.012987503781914711,
-0.02200884371995926,
0.10709143429994583,
-0.03785166144371033,
-0.003843376412987709,
-0.03171703964471817,
0.07982400059700012,
-0.0451001413166523,
0.016566317528486252,
-0.11883443593978882,
0.02773752063512802,
0.0035946755670011044,
0.14906693994998932,
0.073671355843544,
0.02652130462229252,
0.023261597380042076,
0.08653882890939713,
-0.024053219705820084,
0.02362246997654438,
-0.01723855547606945,
-0.07020176947116852,
0.019627468660473824,
-0.04000065475702286,
-0.008793647401034832,
-0.06068974733352661,
-0.05001745745539665,
0.014165744185447693,
-0.014306595548987389,
-0.01790989190340042,
-0.008969753980636597,
-0.0289042629301548,
-0.043736204504966736,
-0.06112779304385185,
0.0059698596596717834,
-0.0019771545194089413,
-0.055018290877342224,
0.006230668164789677,
0.006842911243438721,
0.00435151532292366,
-0.037525475025177,
-0.0326906256377697,
0.0326266773045063,
0.014133583754301071,
-0.031588584184646606,
0.026739614084362984,
0.0035905546974390745,
0.037071067839860916,
0.0941888839006424,
-0.08632868528366089,
0.036637142300605774,
0.03660491853952408,
-0.029806101694703102,
0.07877571135759354,
-0.11707766354084015,
-0.009312901645898819,
-0.0002541824651416391,
0.025864191353321075,
0.07125858217477798,
0.06376006454229355,
0.010513431392610073,
0.07538788765668869,
0.04492611810564995,
0.07151588052511215,
0.007173232268542051,
-0.04741811752319336,
0.008509434759616852,
-0.09298831224441528,
-0.0156723540276289,
-0.09382333606481552,
0.02912217564880848,
0.05229084938764572,
0.026616735383868217,
0.1129438579082489,
-0.09871163219213486,
-0.049067240208387375,
0.03790401667356491,
-0.07462280988693237,
0.026127249002456665,
0.00799726415425539,
0.11050645262002945,
-0.002847680589184165,
0.016554396599531174,
-0.09316897392272949,
-1.3106777623702853e-33,
-0.05049755796790123,
0.08204799890518188,
0.04179462045431137,
0.032210573554039,
-0.007415222469717264,
-0.14711882174015045,
-0.019125182181596756,
-0.012920012697577477,
0.020617157220840454,
0.06281331926584244,
-0.12987734377384186,
-0.026171578094363213,
0.05115167051553726,
0.03494563698768616,
0.07809554785490036,
-0.001966627547517419,
-0.0405379980802536,
-0.09888389706611633,
-0.0430145338177681,
0.0015651693101972342,
-0.10025845468044281,
0.0275633092969656,
-0.036283016204833984,
-0.06962234526872635,
-0.05835285410284996,
0.011886325664818287,
0.01419795025140047,
-0.03220353275537491,
0.03223903849720955,
0.0009136738954111934,
-0.053448114544153214,
-0.047040730714797974,
0.04498060792684555,
-0.05240454524755478,
0.0889890268445015,
-0.07879851013422012,
0.02958356775343418,
0.10824619233608246,
-0.00036875868681818247,
0.03237368166446686,
0.06363015621900558,
-0.04363897442817688,
-0.009587698616087437,
-0.0525064691901207,
-0.004022062290459871,
-0.014924592338502407,
-0.06625843793153763,
0.053138747811317444,
-0.07102815061807632,
-0.06803026050329208,
0.06132357940077782,
0.0033194213174283504,
-0.10444623976945877,
0.1006426140666008,
0.02011127956211567,
0.04085984081029892,
0.003201940795406699,
0.05954442173242569,
-0.015260844491422176,
-0.06654416769742966,
0.07019545882940292,
-0.061602771282196045,
0.052515868097543716,
0.0867321565747261,
0.04412146657705307,
0.024404659867286682,
0.02271145023405552,
-0.03725985810160637,
-0.0026711467653512955,
0.002840915694832802,
-0.07781217992305756,
-0.025201333686709404,
-0.017057327553629875,
-0.019387204200029373,
0.021154053509235382,
0.005982398521155119,
0.01990901492536068,
0.024722762405872345,
0.0783139243721962,
-0.0066389236599206924,
0.009449176490306854,
0.060112159699201584,
-0.02012370340526104,
-0.01624983362853527,
-0.002135318936780095,
-0.05928083509206772,
0.08058835566043854,
-0.02635723166167736,
0.028069354593753815,
0.05217807739973068,
-0.033887140452861786,
0.030815228819847107,
-0.018368994817137718,
0.05365665256977081,
-0.12794144451618195,
-5.553080839604263e-8,
-0.07683947682380676,
0.058180391788482666,
0.008289474993944168,
-0.0036153176333755255,
-0.054375503212213516,
-0.040793366730213165,
0.054174382239580154,
-0.0031112178694456816,
0.025939103215932846,
0.06267453730106354,
-0.013365917839109898,
-0.07037593424320221,
0.026698844507336617,
0.06981134414672852,
0.014177556149661541,
0.05805604159832001,
0.029897091910243034,
-0.05135079845786095,
0.010247775353491306,
0.0212919432669878,
0.013885948807001114,
0.0656048059463501,
-0.031236283481121063,
0.07792381942272186,
0.09276692569255829,
0.01987137459218502,
0.005149196833372116,
-0.05071952939033508,
0.06559824198484421,
-0.03873058781027794,
-0.03342828154563904,
-0.03239412233233452,
0.05417801812291145,
0.06225714832544327,
0.006564182695001364,
-0.060371752828359604,
-0.04093043878674507,
-0.02709716558456421,
0.04670007899403572,
0.07514629513025284,
0.02452678419649601,
-0.05151591822504997,
-0.033560700714588165,
0.021543851122260094,
0.07468472421169281,
-0.009689800441265106,
-0.02512570656836033,
-0.020175570622086525,
-0.02926277182996273,
0.08844830840826035,
-0.020387325435876846,
-0.040224555879831314,
-0.01767909713089466,
-0.010585537180304527,
0.02783035859465599,
-0.06143438443541527,
0.03824697434902191,
-0.09211289882659912,
0.028630658984184265,
0.015777554363012314,
-0.024964528158307076,
0.02930477075278759,
-0.023260215297341347,
-0.0027816295623779297
] |
1401.3626
|
Diederik Aerts
|
Diederik Aerts and Sandro Sozzo
|
Modeling Concept Combinations in a Quantum-theoretic Framework
|
5 pages. arXiv admin note: substantial text overlap with
arXiv:1311.6050
|
Advances in Cognitive Neurodynamics (IV), pp 393-399, 2014
|
10.1007/978-94-017-9548-7_55
| null |
cs.AI quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present modeling for conceptual combinations which uses the mathematical
formalism of quantum theory. Our model faithfully describes a large amount of
experimental data collected by different scholars on concept conjunctions and
disjunctions. Furthermore, our approach sheds a new light on long standing
drawbacks connected with vagueness, or fuzziness, of concepts, and puts forward
a completely novel possible solution to the 'combination problem' in concept
theory. Additionally, we introduce an explanation for the occurrence of quantum
structures in the mechanisms and dynamics of concepts and, more generally, in
cognitive and decision processes, according to which human thought is a well
structured superposition of a 'logical thought' and a 'conceptual thought', and
the latter usually prevails over the former, at variance with some widespread
beliefs
|
[
{
"created": "Wed, 15 Jan 2014 15:27:04 GMT",
"version": "v1"
}
] |
2015-12-31
|
[
[
"Aerts",
"Diederik",
""
],
[
"Sozzo",
"Sandro",
""
]
] |
[
0.0509956069290638,
-0.02957230433821678,
-0.013145954348146915,
0.04751121625304222,
-0.10798709839582443,
-0.037546057254076004,
0.06798364222049713,
0.00623250100761652,
0.07728509604930878,
0.06956150382757187,
0.021911023184657097,
-0.03931715711951256,
0.006597116123884916,
0.05276089161634445,
0.06636340171098709,
0.04773244634270668,
-0.02707819826900959,
-0.005353062879294157,
-0.09474993497133255,
0.010653512552380562,
-0.04205748066306114,
-0.05800456553697586,
-0.013313868083059788,
-0.007388640660792589,
0.02631252631545067,
0.059688638895750046,
-0.0077872262336313725,
0.007400607690215111,
0.00946827232837677,
-0.008901511318981647,
0.003441552398726344,
0.057025451213121414,
-0.022927239537239075,
0.028576700016856194,
-0.008238821290433407,
0.0005094247753731906,
-0.04344693198800087,
0.010828631930053234,
0.0056782918982207775,
-0.030413145199418068,
-0.06809524446725845,
0.023794621229171753,
-0.03380832076072693,
0.057522185146808624,
0.016669344156980515,
0.07430344074964523,
0.018206678330898285,
0.02848896011710167,
-0.03453546762466431,
-0.07120450586080551,
-0.11422194540500641,
0.045769114047288895,
-0.06106201186776161,
0.016569454222917557,
0.050443898886442184,
0.053480274975299835,
0.015589755959808826,
-0.0037417688872665167,
-0.06374936550855637,
-0.1010182648897171,
-0.06055670604109764,
-0.04514589160680771,
-0.06519479304552078,
0.0335221141576767,
0.09938589483499527,
0.022761086001992226,
-0.06956185400485992,
0.03315252065658569,
0.054746318608522415,
0.04781017825007439,
0.03497445210814476,
0.05239202827215195,
-0.023415520787239075,
-0.01081802137196064,
0.07090209424495697,
0.006616747472435236,
0.04612746462225914,
0.07171174883842468,
-0.00846002995967865,
0.017328867688775063,
-0.04705679416656494,
0.008733810856938362,
0.018088510259985924,
0.02781391143798828,
0.09371910989284515,
0.07193977385759354,
0.006580180022865534,
0.00766887329518795,
-0.052585419267416,
-0.05718901380896568,
-0.07266252487897873,
-0.14349843561649323,
0.0584271103143692,
0.010956455022096634,
0.08347606658935547,
0.07253523916006088,
0.054193172603845596,
-0.012987115420401096,
0.01609131693840027,
0.015171467326581478,
0.06548791378736496,
0.06559925526380539,
-0.04400459676980972,
-0.07295104116201401,
0.004246542230248451,
-0.0742366760969162,
0.029792115092277527,
-0.04501130431890488,
0.06086352467536926,
-0.029712362214922905,
0.004560141824185848,
-0.04041782394051552,
0.03735717758536339,
-0.014626928605139256,
-0.12618690729141235,
0.014814076945185661,
0.06615408509969711,
0.07019240409135818,
0.018168997019529343,
-0.026813050732016563,
0.04200651869177818,
0.04995407909154892,
0.07713808864355087,
-0.013160918839275837,
0.03859633952379227,
-0.019581329077482224,
-0.11709706485271454,
-7.115709952618788e-34,
-0.01749591715633869,
-0.06446781009435654,
0.03251061588525772,
0.10445929318666458,
0.11390835046768188,
0.008169110864400864,
0.01815495453774929,
-0.04743034392595291,
0.028949880972504616,
0.05819626525044441,
0.0027411372866481543,
0.0223270021378994,
-0.0014394132886081934,
0.03522302582859993,
0.03657511621713638,
0.023495787754654884,
-0.06409431993961334,
-0.0010995544726029038,
0.01307393703609705,
-0.009429911151528358,
0.010922175832092762,
0.0417698472738266,
-0.06130646914243698,
-0.015430734492838383,
-0.05285104364156723,
0.02396513894200325,
0.06106584891676903,
0.07725220918655396,
-0.05067936331033707,
-0.00643522385507822,
-0.07656552642583847,
0.13820582628250122,
-0.030492398887872696,
-0.013187055476009846,
-0.004429202526807785,
0.012939267791807652,
-0.03298315405845642,
-0.018045013770461082,
-0.010688607580959797,
-0.06454934179782867,
-0.04540589451789856,
-0.0377209447324276,
-0.05820144712924957,
-0.007413253653794527,
-0.010301847942173481,
-0.0027012438513338566,
0.04588687792420387,
-0.010011553764343262,
-0.020642457529902458,
-0.030959932133555412,
-0.02371484600007534,
-0.025723109021782875,
0.06736830621957779,
0.0018115813145413995,
0.02832614816725254,
0.011165379546582699,
-0.03826434165239334,
0.004329432267695665,
-0.0740085169672966,
0.02778540551662445,
-0.1062857061624527,
0.05656726658344269,
0.006160926539450884,
0.008695600554347038,
-0.023807136341929436,
-0.00005126155156176537,
-0.12134692817926407,
-0.0016633650520816445,
0.01781805045902729,
0.06059115752577782,
-0.046107180416584015,
0.03930238261818886,
-0.05217592418193817,
-0.05902423337101936,
0.018351610749959946,
-0.0573832243680954,
0.014970501884818077,
-0.0024992823600769043,
-0.0073142023757100105,
-0.02594185620546341,
0.08304986357688904,
-0.11378443241119385,
0.0015755585627630353,
0.05903760716319084,
-0.05207541212439537,
-0.013878392055630684,
-0.015980210155248642,
-0.06182396039366722,
-0.06202821806073189,
-0.030307922512292862,
-0.05464683473110199,
-0.011269531212747097,
0.09344955533742905,
-0.07141419500112534,
-0.03908151388168335,
-2.760012981272729e-33,
-0.13056792318820953,
-0.006600701715797186,
-0.012149671092629433,
0.011692283675074577,
0.025791319087147713,
-0.04895066097378731,
0.011201521381735802,
-0.07085499912500381,
-0.01357687171548605,
-0.05725115165114403,
0.015592295676469803,
0.04374039173126221,
0.02111636847257614,
0.028129806742072105,
-0.09269186109304428,
0.03963983431458473,
-0.006227701436728239,
-0.0431380532681942,
0.0878494456410408,
0.015383412130177021,
0.04340752959251404,
-0.02670278400182724,
-0.10388069599866867,
-0.031131546944379807,
0.012691158801317215,
0.07739090174436569,
0.008075862191617489,
-0.009899970144033432,
-0.02368827350437641,
0.000196652821614407,
-0.06229293718934059,
-0.10452555119991302,
-0.017847789451479912,
-0.009588669054210186,
-0.03660125657916069,
-0.00680350000038743,
0.04257548972964287,
0.08855791389942169,
-0.019934510812163353,
-0.06857933849096298,
-0.11185821890830994,
-0.04941314086318016,
0.020041320472955704,
-0.06801745295524597,
0.051136065274477005,
-0.06314373761415482,
-0.019504602998495102,
0.024113720282912254,
-0.03878500312566757,
0.005165257956832647,
0.023857809603214264,
0.02261359989643097,
-0.07282376289367676,
-0.007423717994242907,
-0.0520169697701931,
0.02775736339390278,
-0.006484516430646181,
-0.01710398867726326,
0.09481015801429749,
0.13458211719989777,
-0.01550989132374525,
-0.021998221054673195,
0.029310885816812515,
0.03542947396636009,
-0.010820271447300911,
-0.007907358929514885,
-0.06062299385666847,
0.004430319648236036,
0.020688394084572792,
-0.0809285119175911,
-0.07052522897720337,
-0.05889277905225754,
-0.05466436594724655,
0.007642540615051985,
0.06721626967191696,
0.033759988844394684,
0.014571095816791058,
-0.04372652620077133,
0.010636740364134312,
0.04634580761194229,
0.03860149905085564,
-0.019164549186825752,
0.03948337957262993,
0.034721728414297104,
-0.022952407598495483,
-0.01117207482457161,
-0.05210141837596893,
0.06279537826776505,
0.06900427490472794,
-0.019996779039502144,
-0.020679045468568802,
0.0516093447804451,
0.010774205438792706,
0.020867861807346344,
-0.08355861902236938,
-4.567673883570933e-8,
0.061481136828660965,
-0.006237427704036236,
0.00953416246920824,
0.012158127501606941,
0.08075792342424393,
-0.005064294673502445,
0.044233039021492004,
0.011751522310078144,
-0.11188068240880966,
-0.0393601655960083,
0.0505853071808815,
0.07064566016197205,
-0.0831766277551651,
0.08633934706449509,
0.0506175234913826,
0.04535635933279991,
-0.002313967328518629,
-0.04505870118737221,
-0.03424563631415367,
0.007352381478995085,
0.07878872007131577,
-0.013160593807697296,
-0.0074861482717096806,
0.09152628481388092,
0.009938768111169338,
-0.028721876442432404,
-0.017772838473320007,
0.12547211349010468,
-0.06254208087921143,
0.06109892949461937,
0.009793038479983807,
0.02392151951789856,
-0.00849384069442749,
0.0739520788192749,
-0.03223186358809471,
-0.045955874025821686,
-0.06011882424354553,
-0.04660768806934357,
0.007470223121345043,
0.0058913519605994225,
0.021847445517778397,
0.00606355257332325,
-0.06114920601248741,
0.09634295105934143,
0.08063969761133194,
0.0030173591803759336,
-0.04149078205227852,
-0.036162372678518295,
0.011425493285059929,
0.10032932460308075,
-0.009159667417407036,
0.1534121036529541,
-0.04330481216311455,
-0.008064325898885727,
0.011906944215297699,
0.03646203130483627,
-0.020725518465042114,
0.023993387818336487,
-0.10014703124761581,
-0.026398995891213417,
0.13049975037574768,
0.0032780568581074476,
0.014773447066545486,
-0.04035458341240883
] | null | null | null | null | null | null | null |
[
0.0509956069290638,
-0.02957230433821678,
-0.013145954348146915,
0.04751121625304222,
-0.10798709839582443,
-0.037546057254076004,
0.06798364222049713,
0.00623250100761652,
0.07728509604930878,
0.06956150382757187,
0.021911023184657097,
-0.03931715711951256,
0.006597116123884916,
0.05276089161634445,
0.06636340171098709,
0.04773244634270668,
-0.02707819826900959,
-0.005353062879294157,
-0.09474993497133255,
0.010653512552380562,
-0.04205748066306114,
-0.05800456553697586,
-0.013313868083059788,
-0.007388640660792589,
0.02631252631545067,
0.059688638895750046,
-0.0077872262336313725,
0.007400607690215111,
0.00946827232837677,
-0.008901511318981647,
0.003441552398726344,
0.057025451213121414,
-0.022927239537239075,
0.028576700016856194,
-0.008238821290433407,
0.0005094247753731906,
-0.04344693198800087,
0.010828631930053234,
0.0056782918982207775,
-0.030413145199418068,
-0.06809524446725845,
0.023794621229171753,
-0.03380832076072693,
0.057522185146808624,
0.016669344156980515,
0.07430344074964523,
0.018206678330898285,
0.02848896011710167,
-0.03453546762466431,
-0.07120450586080551,
-0.11422194540500641,
0.045769114047288895,
-0.06106201186776161,
0.016569454222917557,
0.050443898886442184,
0.053480274975299835,
0.015589755959808826,
-0.0037417688872665167,
-0.06374936550855637,
-0.1010182648897171,
-0.06055670604109764,
-0.04514589160680771,
-0.06519479304552078,
0.0335221141576767,
0.09938589483499527,
0.022761086001992226,
-0.06956185400485992,
0.03315252065658569,
0.054746318608522415,
0.04781017825007439,
0.03497445210814476,
0.05239202827215195,
-0.023415520787239075,
-0.01081802137196064,
0.07090209424495697,
0.006616747472435236,
0.04612746462225914,
0.07171174883842468,
-0.00846002995967865,
0.017328867688775063,
-0.04705679416656494,
0.008733810856938362,
0.018088510259985924,
0.02781391143798828,
0.09371910989284515,
0.07193977385759354,
0.006580180022865534,
0.00766887329518795,
-0.052585419267416,
-0.05718901380896568,
-0.07266252487897873,
-0.14349843561649323,
0.0584271103143692,
0.010956455022096634,
0.08347606658935547,
0.07253523916006088,
0.054193172603845596,
-0.012987115420401096,
0.01609131693840027,
0.015171467326581478,
0.06548791378736496,
0.06559925526380539,
-0.04400459676980972,
-0.07295104116201401,
0.004246542230248451,
-0.0742366760969162,
0.029792115092277527,
-0.04501130431890488,
0.06086352467536926,
-0.029712362214922905,
0.004560141824185848,
-0.04041782394051552,
0.03735717758536339,
-0.014626928605139256,
-0.12618690729141235,
0.014814076945185661,
0.06615408509969711,
0.07019240409135818,
0.018168997019529343,
-0.026813050732016563,
0.04200651869177818,
0.04995407909154892,
0.07713808864355087,
-0.013160918839275837,
0.03859633952379227,
-0.019581329077482224,
-0.11709706485271454,
-7.115709952618788e-34,
-0.01749591715633869,
-0.06446781009435654,
0.03251061588525772,
0.10445929318666458,
0.11390835046768188,
0.008169110864400864,
0.01815495453774929,
-0.04743034392595291,
0.028949880972504616,
0.05819626525044441,
0.0027411372866481543,
0.0223270021378994,
-0.0014394132886081934,
0.03522302582859993,
0.03657511621713638,
0.023495787754654884,
-0.06409431993961334,
-0.0010995544726029038,
0.01307393703609705,
-0.009429911151528358,
0.010922175832092762,
0.0417698472738266,
-0.06130646914243698,
-0.015430734492838383,
-0.05285104364156723,
0.02396513894200325,
0.06106584891676903,
0.07725220918655396,
-0.05067936331033707,
-0.00643522385507822,
-0.07656552642583847,
0.13820582628250122,
-0.030492398887872696,
-0.013187055476009846,
-0.004429202526807785,
0.012939267791807652,
-0.03298315405845642,
-0.018045013770461082,
-0.010688607580959797,
-0.06454934179782867,
-0.04540589451789856,
-0.0377209447324276,
-0.05820144712924957,
-0.007413253653794527,
-0.010301847942173481,
-0.0027012438513338566,
0.04588687792420387,
-0.010011553764343262,
-0.020642457529902458,
-0.030959932133555412,
-0.02371484600007534,
-0.025723109021782875,
0.06736830621957779,
0.0018115813145413995,
0.02832614816725254,
0.011165379546582699,
-0.03826434165239334,
0.004329432267695665,
-0.0740085169672966,
0.02778540551662445,
-0.1062857061624527,
0.05656726658344269,
0.006160926539450884,
0.008695600554347038,
-0.023807136341929436,
-0.00005126155156176537,
-0.12134692817926407,
-0.0016633650520816445,
0.01781805045902729,
0.06059115752577782,
-0.046107180416584015,
0.03930238261818886,
-0.05217592418193817,
-0.05902423337101936,
0.018351610749959946,
-0.0573832243680954,
0.014970501884818077,
-0.0024992823600769043,
-0.0073142023757100105,
-0.02594185620546341,
0.08304986357688904,
-0.11378443241119385,
0.0015755585627630353,
0.05903760716319084,
-0.05207541212439537,
-0.013878392055630684,
-0.015980210155248642,
-0.06182396039366722,
-0.06202821806073189,
-0.030307922512292862,
-0.05464683473110199,
-0.011269531212747097,
0.09344955533742905,
-0.07141419500112534,
-0.03908151388168335,
-2.760012981272729e-33,
-0.13056792318820953,
-0.006600701715797186,
-0.012149671092629433,
0.011692283675074577,
0.025791319087147713,
-0.04895066097378731,
0.011201521381735802,
-0.07085499912500381,
-0.01357687171548605,
-0.05725115165114403,
0.015592295676469803,
0.04374039173126221,
0.02111636847257614,
0.028129806742072105,
-0.09269186109304428,
0.03963983431458473,
-0.006227701436728239,
-0.0431380532681942,
0.0878494456410408,
0.015383412130177021,
0.04340752959251404,
-0.02670278400182724,
-0.10388069599866867,
-0.031131546944379807,
0.012691158801317215,
0.07739090174436569,
0.008075862191617489,
-0.009899970144033432,
-0.02368827350437641,
0.000196652821614407,
-0.06229293718934059,
-0.10452555119991302,
-0.017847789451479912,
-0.009588669054210186,
-0.03660125657916069,
-0.00680350000038743,
0.04257548972964287,
0.08855791389942169,
-0.019934510812163353,
-0.06857933849096298,
-0.11185821890830994,
-0.04941314086318016,
0.020041320472955704,
-0.06801745295524597,
0.051136065274477005,
-0.06314373761415482,
-0.019504602998495102,
0.024113720282912254,
-0.03878500312566757,
0.005165257956832647,
0.023857809603214264,
0.02261359989643097,
-0.07282376289367676,
-0.007423717994242907,
-0.0520169697701931,
0.02775736339390278,
-0.006484516430646181,
-0.01710398867726326,
0.09481015801429749,
0.13458211719989777,
-0.01550989132374525,
-0.021998221054673195,
0.029310885816812515,
0.03542947396636009,
-0.010820271447300911,
-0.007907358929514885,
-0.06062299385666847,
0.004430319648236036,
0.020688394084572792,
-0.0809285119175911,
-0.07052522897720337,
-0.05889277905225754,
-0.05466436594724655,
0.007642540615051985,
0.06721626967191696,
0.033759988844394684,
0.014571095816791058,
-0.04372652620077133,
0.010636740364134312,
0.04634580761194229,
0.03860149905085564,
-0.019164549186825752,
0.03948337957262993,
0.034721728414297104,
-0.022952407598495483,
-0.01117207482457161,
-0.05210141837596893,
0.06279537826776505,
0.06900427490472794,
-0.019996779039502144,
-0.020679045468568802,
0.0516093447804451,
0.010774205438792706,
0.020867861807346344,
-0.08355861902236938,
-4.567673883570933e-8,
0.061481136828660965,
-0.006237427704036236,
0.00953416246920824,
0.012158127501606941,
0.08075792342424393,
-0.005064294673502445,
0.044233039021492004,
0.011751522310078144,
-0.11188068240880966,
-0.0393601655960083,
0.0505853071808815,
0.07064566016197205,
-0.0831766277551651,
0.08633934706449509,
0.0506175234913826,
0.04535635933279991,
-0.002313967328518629,
-0.04505870118737221,
-0.03424563631415367,
0.007352381478995085,
0.07878872007131577,
-0.013160593807697296,
-0.0074861482717096806,
0.09152628481388092,
0.009938768111169338,
-0.028721876442432404,
-0.017772838473320007,
0.12547211349010468,
-0.06254208087921143,
0.06109892949461937,
0.009793038479983807,
0.02392151951789856,
-0.00849384069442749,
0.0739520788192749,
-0.03223186358809471,
-0.045955874025821686,
-0.06011882424354553,
-0.04660768806934357,
0.007470223121345043,
0.0058913519605994225,
0.021847445517778397,
0.00606355257332325,
-0.06114920601248741,
0.09634295105934143,
0.08063969761133194,
0.0030173591803759336,
-0.04149078205227852,
-0.036162372678518295,
0.011425493285059929,
0.10032932460308075,
-0.009159667417407036,
0.1534121036529541,
-0.04330481216311455,
-0.008064325898885727,
0.011906944215297699,
0.03646203130483627,
-0.020725518465042114,
0.023993387818336487,
-0.10014703124761581,
-0.026398995891213417,
0.13049975037574768,
0.0032780568581074476,
0.014773447066545486,
-0.04035458341240883
] |
1401.3627
|
Vincenzo De Florio
|
Ning Gui, Vincenzo De Florio, Hong Sun, Chris Blondia
|
A Service-oriented Infrastructure Approach for Mutual Assistance
Communities
|
Proc. of the First IEEE WoWMoM Workshop on Adaptive and DependAble
Mission- and bUsiness-critical mobile Systems (ADAMUS'07), Helsinki, Finland,
June 18, 2007
| null | null | null |
cs.CY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Elder people are becoming a predominant aspect of our societies. As such,
solutions both efficacious and cost-effective need to be sought. This paper
proposes a service-oriented infrastructure approach to this problem. We propose
an open and integrated service infrastructure to orchestrate the available
resources (smart devices, professional carers, informal carers) to help elder
or disabled people. Main characteristic of our design is the explicitly support
of dynamically available service providers such as informal carers. By modeling
the service description as Semantic Web Services, the service request can
automatically be discovered, reasoned about and mapped onto the pool of
heterogeneous service providers. We expect our approach to be able to
efficiently utilize the available service resources, enrich the service
options, and best match the requirements of the requesters.
|
[
{
"created": "Wed, 15 Jan 2014 15:29:29 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Gui",
"Ning",
""
],
[
"De Florio",
"Vincenzo",
""
],
[
"Sun",
"Hong",
""
],
[
"Blondia",
"Chris",
""
]
] |
[
-0.025595642626285553,
0.003747091628611088,
0.006148924119770527,
-0.03306639567017555,
-0.05551449954509735,
-0.03193442523479462,
0.01577010750770569,
-0.014666730538010597,
-0.06027059257030487,
-0.04042733460664749,
-0.007706969510763884,
0.013075422495603561,
0.11048442870378494,
0.04052560031414032,
0.1237202063202858,
-0.05959409102797508,
0.0793304443359375,
-0.08873582631349564,
-0.004122452344745398,
0.02205638401210308,
-0.0061280569061636925,
0.08538523316383362,
-0.03190359100699425,
-0.017751971259713173,
-0.06574247777462006,
-0.013562800362706184,
-0.042406752705574036,
-0.08132009208202362,
0.048484690487384796,
0.03128793463110924,
0.12153420597314835,
0.061536673456430435,
-0.011800765991210938,
0.02404511161148548,
-0.015456760302186012,
0.002647501416504383,
0.03327581658959389,
0.0602734312415123,
-0.10419412702322006,
0.0235726498067379,
-0.0859738364815712,
-0.08153410255908966,
-0.06695957481861115,
-0.027070339769124985,
0.007766569498926401,
0.0035436893813312054,
0.005636987276375294,
-0.07639246433973312,
0.03321289271116257,
0.022749686613678932,
-0.03941665217280388,
-0.0680285319685936,
0.030386846512556076,
0.05899433046579361,
-0.05404426157474518,
0.02757122926414013,
-0.012609008699655533,
-0.07912320643663406,
-0.08294831216335297,
0.00757500110194087,
-0.010400183498859406,
-0.013663065619766712,
0.07098928838968277,
-0.014567365869879723,
-0.032254159450531006,
-0.04312773793935776,
0.021683024242520332,
0.000434740970376879,
0.03852006047964096,
-0.09484051913022995,
-0.04119281843304634,
0.0619640052318573,
0.005176173057407141,
0.051938075572252274,
-0.009039930067956448,
-0.033206529915332794,
-0.032612573355436325,
-0.03476201742887497,
0.017637144774198532,
-0.0955791249871254,
0.008395749144256115,
0.026087278500199318,
-0.01370742917060852,
0.13067184388637543,
-0.04047799110412598,
0.010797224007546902,
-0.026974046602845192,
-0.041802115738391876,
0.00005211274401517585,
0.014807041734457016,
-0.014201105572283268,
0.024040354415774345,
0.019186342135071754,
-0.0943063423037529,
0.04607844725251198,
-0.010264883749186993,
0.03433793783187866,
-0.11661141365766525,
-0.032823335379362106,
0.05032450333237648,
-0.023073449730873108,
0.017532818019390106,
0.08175097405910492,
-0.01599281281232834,
-0.018318839371204376,
0.06717009842395782,
-0.09017281234264374,
0.10769404470920563,
0.06933504343032837,
0.07352907210588455,
-0.0059062461368739605,
-0.053063422441482544,
-0.03870909661054611,
-0.006359649356454611,
-0.06919602304697037,
-0.06915901601314545,
0.004751995671540499,
-0.028338734060525894,
0.05815638601779938,
0.011602761223912239,
-0.009610828012228012,
0.06938422471284866,
-0.015396656468510628,
-0.027435777708888054,
0.08054175227880478,
0.06063735485076904,
0.05194830894470215,
7.826756383526612e-34,
0.05215435475111008,
0.08092712610960007,
-0.013192197307944298,
0.023872625082731247,
0.04360519349575043,
-0.043988946825265884,
-0.025850394740700722,
0.001596100744791329,
-0.08031480759382248,
-0.02805180288851261,
0.026619914919137955,
0.10504844784736633,
0.04538118094205856,
0.0036266292445361614,
0.05342820659279823,
-0.010049437172710896,
-0.02331310324370861,
0.06713209301233292,
0.07752730697393417,
-0.007728475145995617,
-0.02433951385319233,
0.04408569633960724,
-0.03174339234828949,
0.05712281912565231,
0.0724560022354126,
-0.04576317220926285,
0.03153109923005104,
0.055673062801361084,
0.12836392223834991,
-0.07997430860996246,
0.04775874316692352,
-0.08655581623315811,
0.04110061004757881,
-0.016433903947472572,
0.016415629535913467,
-0.028861219063401222,
-0.030511396005749702,
-0.025732669979333878,
-0.022776344791054726,
-0.07597880065441132,
-0.10961715131998062,
0.05813352391123772,
-0.01576472632586956,
0.011810828931629658,
-0.03027941845357418,
-0.01083999965339899,
0.08727088570594788,
-0.02325570024549961,
0.0297651756554842,
0.02273179218173027,
0.08705951273441315,
-0.0387815423309803,
-0.0071439980529248714,
0.10956396162509918,
-0.03071090765297413,
0.019381340593099594,
-0.013665184378623962,
0.05019204691052437,
-0.00018000806448981166,
-0.06506142020225525,
0.08866570889949799,
-0.13366514444351196,
0.028066109865903854,
0.016348615288734436,
0.07586324959993362,
-0.10120148956775665,
0.11010466516017914,
-0.029283279553055763,
-0.009296871721744537,
0.012095673009753227,
-0.026519639417529106,
-0.01648571528494358,
0.04185306653380394,
0.034197285771369934,
-0.008610744029283524,
0.0570983923971653,
-0.036679282784461975,
-0.12001391500234604,
-0.00868686567991972,
-0.014105116948485374,
0.06279323250055313,
0.010413022711873055,
-0.03444795683026314,
0.06183772534132004,
0.055925048887729645,
0.03767256811261177,
-0.020137609913945198,
-0.07812394201755524,
-0.041447244584560394,
0.014488729648292065,
-0.0686786100268364,
0.03437056764960289,
-0.0037367618642747402,
0.0690927654504776,
0.0017528249882161617,
-2.245447492368973e-33,
-0.04103392735123634,
-0.07731122523546219,
0.04774127155542374,
0.0659194141626358,
0.06581882387399673,
-0.06573943048715591,
-0.012219049967825413,
-0.018325479701161385,
-0.0015624494990333915,
0.021154867485165596,
-0.02420852705836296,
-0.012422654777765274,
0.019130202010273933,
0.0197969451546669,
-0.04066401720046997,
0.044058818370103836,
-0.08771052211523056,
0.020184945315122604,
-0.011730490252375603,
0.10437304526567459,
-0.052961573004722595,
0.11192267388105392,
-0.005743242800235748,
0.0488680936396122,
0.04321233555674553,
0.04297428950667381,
-0.050608038902282715,
-0.003932843916118145,
-0.01928180269896984,
-0.006893776822835207,
-0.06420695781707764,
-0.10807884484529495,
0.03047640062868595,
-0.1096503958106041,
-0.02437788061797619,
-0.01697259210050106,
-0.03982820734381676,
0.026802383363246918,
-0.0694156214594841,
-0.013638192787766457,
-0.02859126590192318,
-0.03945563733577728,
-0.033885445445775986,
-0.04872869327664375,
-0.027466023340821266,
-0.04839117452502251,
-0.0644870474934578,
-0.00036793251638300717,
-0.07416754215955734,
-0.04884977638721466,
0.020600104704499245,
-0.0055753751657903194,
-0.04063417762517929,
0.000003208062253179378,
-0.030885860323905945,
-0.015170961618423462,
0.027263101190328598,
-0.05772677809000015,
-0.05971892178058624,
-0.021155189722776413,
0.0395389087498188,
-0.05373012274503708,
-0.023521816357970238,
0.09389307349920273,
0.000545809103641659,
-0.016970761120319366,
0.019928982481360435,
0.012466942891478539,
-0.173333078622818,
0.028446145355701447,
0.058355290442705154,
-0.031983256340026855,
-0.07172282040119171,
0.032938480377197266,
0.09928054362535477,
-0.01798943243920803,
0.049707382917404175,
-0.019076453521847725,
0.030981190502643585,
-0.03413030505180359,
0.006543179973959923,
-0.005821527913212776,
0.04852887615561485,
0.0026864532846957445,
-0.0058494978584349155,
-0.09850803017616272,
0.1002090573310852,
-0.0015612378483638167,
0.0024463224690407515,
0.0004305870388634503,
-0.03348810598254204,
-0.0457344651222229,
-0.01971704512834549,
0.03771346062421799,
-0.057709258049726486,
-4.482947701944795e-8,
-0.009485499002039433,
0.0205175019800663,
-0.047202762216329575,
-0.006757165305316448,
-0.06398329883813858,
-0.07184470444917679,
0.027307044714689255,
0.045783091336488724,
-0.005921635311096907,
0.02431628480553627,
-0.007328336592763662,
-0.023091480135917664,
0.03507275879383087,
0.004898636136204004,
0.0620105117559433,
0.08685248345136642,
-0.01926559768617153,
0.01670534722507,
-0.04420813173055649,
0.05093631148338318,
0.06718941032886505,
0.031741030514240265,
-0.028897959738969803,
0.035919979214668274,
0.07676085829734802,
0.03398221731185913,
0.009014489129185677,
-0.0023645134642720222,
0.0062947822734713554,
-0.002186137717217207,
-0.04224773868918419,
-0.001247017877176404,
0.03911798074841499,
-0.015262175351381302,
0.05420529842376709,
0.007233023643493652,
-0.02487083710730076,
-0.059048280119895935,
-0.027304016053676605,
-0.06493023037910461,
0.011278406716883183,
0.031211378052830696,
-0.02987772785127163,
-0.04625135660171509,
0.151240736246109,
0.05871696025133133,
-0.032462071627378464,
-0.01022226084023714,
-0.008640863932669163,
0.02142231911420822,
-0.012539963237941265,
0.012449453584849834,
0.09076522290706635,
0.021220238879323006,
0.035701557993888855,
-0.029865868389606476,
0.034273963421583176,
0.034515559673309326,
0.06266698241233826,
0.07126078009605408,
0.07266408205032349,
-0.009567778557538986,
0.05489783734083176,
-0.04385104775428772
] | null | null | null | null | null | null | null |
[
-0.025595642626285553,
0.003747091628611088,
0.006148924119770527,
-0.03306639567017555,
-0.05551449954509735,
-0.03193442523479462,
0.01577010750770569,
-0.014666730538010597,
-0.06027059257030487,
-0.04042733460664749,
-0.007706969510763884,
0.013075422495603561,
0.11048442870378494,
0.04052560031414032,
0.1237202063202858,
-0.05959409102797508,
0.0793304443359375,
-0.08873582631349564,
-0.004122452344745398,
0.02205638401210308,
-0.0061280569061636925,
0.08538523316383362,
-0.03190359100699425,
-0.017751971259713173,
-0.06574247777462006,
-0.013562800362706184,
-0.042406752705574036,
-0.08132009208202362,
0.048484690487384796,
0.03128793463110924,
0.12153420597314835,
0.061536673456430435,
-0.011800765991210938,
0.02404511161148548,
-0.015456760302186012,
0.002647501416504383,
0.03327581658959389,
0.0602734312415123,
-0.10419412702322006,
0.0235726498067379,
-0.0859738364815712,
-0.08153410255908966,
-0.06695957481861115,
-0.027070339769124985,
0.007766569498926401,
0.0035436893813312054,
0.005636987276375294,
-0.07639246433973312,
0.03321289271116257,
0.022749686613678932,
-0.03941665217280388,
-0.0680285319685936,
0.030386846512556076,
0.05899433046579361,
-0.05404426157474518,
0.02757122926414013,
-0.012609008699655533,
-0.07912320643663406,
-0.08294831216335297,
0.00757500110194087,
-0.010400183498859406,
-0.013663065619766712,
0.07098928838968277,
-0.014567365869879723,
-0.032254159450531006,
-0.04312773793935776,
0.021683024242520332,
0.000434740970376879,
0.03852006047964096,
-0.09484051913022995,
-0.04119281843304634,
0.0619640052318573,
0.005176173057407141,
0.051938075572252274,
-0.009039930067956448,
-0.033206529915332794,
-0.032612573355436325,
-0.03476201742887497,
0.017637144774198532,
-0.0955791249871254,
0.008395749144256115,
0.026087278500199318,
-0.01370742917060852,
0.13067184388637543,
-0.04047799110412598,
0.010797224007546902,
-0.026974046602845192,
-0.041802115738391876,
0.00005211274401517585,
0.014807041734457016,
-0.014201105572283268,
0.024040354415774345,
0.019186342135071754,
-0.0943063423037529,
0.04607844725251198,
-0.010264883749186993,
0.03433793783187866,
-0.11661141365766525,
-0.032823335379362106,
0.05032450333237648,
-0.023073449730873108,
0.017532818019390106,
0.08175097405910492,
-0.01599281281232834,
-0.018318839371204376,
0.06717009842395782,
-0.09017281234264374,
0.10769404470920563,
0.06933504343032837,
0.07352907210588455,
-0.0059062461368739605,
-0.053063422441482544,
-0.03870909661054611,
-0.006359649356454611,
-0.06919602304697037,
-0.06915901601314545,
0.004751995671540499,
-0.028338734060525894,
0.05815638601779938,
0.011602761223912239,
-0.009610828012228012,
0.06938422471284866,
-0.015396656468510628,
-0.027435777708888054,
0.08054175227880478,
0.06063735485076904,
0.05194830894470215,
7.826756383526612e-34,
0.05215435475111008,
0.08092712610960007,
-0.013192197307944298,
0.023872625082731247,
0.04360519349575043,
-0.043988946825265884,
-0.025850394740700722,
0.001596100744791329,
-0.08031480759382248,
-0.02805180288851261,
0.026619914919137955,
0.10504844784736633,
0.04538118094205856,
0.0036266292445361614,
0.05342820659279823,
-0.010049437172710896,
-0.02331310324370861,
0.06713209301233292,
0.07752730697393417,
-0.007728475145995617,
-0.02433951385319233,
0.04408569633960724,
-0.03174339234828949,
0.05712281912565231,
0.0724560022354126,
-0.04576317220926285,
0.03153109923005104,
0.055673062801361084,
0.12836392223834991,
-0.07997430860996246,
0.04775874316692352,
-0.08655581623315811,
0.04110061004757881,
-0.016433903947472572,
0.016415629535913467,
-0.028861219063401222,
-0.030511396005749702,
-0.025732669979333878,
-0.022776344791054726,
-0.07597880065441132,
-0.10961715131998062,
0.05813352391123772,
-0.01576472632586956,
0.011810828931629658,
-0.03027941845357418,
-0.01083999965339899,
0.08727088570594788,
-0.02325570024549961,
0.0297651756554842,
0.02273179218173027,
0.08705951273441315,
-0.0387815423309803,
-0.0071439980529248714,
0.10956396162509918,
-0.03071090765297413,
0.019381340593099594,
-0.013665184378623962,
0.05019204691052437,
-0.00018000806448981166,
-0.06506142020225525,
0.08866570889949799,
-0.13366514444351196,
0.028066109865903854,
0.016348615288734436,
0.07586324959993362,
-0.10120148956775665,
0.11010466516017914,
-0.029283279553055763,
-0.009296871721744537,
0.012095673009753227,
-0.026519639417529106,
-0.01648571528494358,
0.04185306653380394,
0.034197285771369934,
-0.008610744029283524,
0.0570983923971653,
-0.036679282784461975,
-0.12001391500234604,
-0.00868686567991972,
-0.014105116948485374,
0.06279323250055313,
0.010413022711873055,
-0.03444795683026314,
0.06183772534132004,
0.055925048887729645,
0.03767256811261177,
-0.020137609913945198,
-0.07812394201755524,
-0.041447244584560394,
0.014488729648292065,
-0.0686786100268364,
0.03437056764960289,
-0.0037367618642747402,
0.0690927654504776,
0.0017528249882161617,
-2.245447492368973e-33,
-0.04103392735123634,
-0.07731122523546219,
0.04774127155542374,
0.0659194141626358,
0.06581882387399673,
-0.06573943048715591,
-0.012219049967825413,
-0.018325479701161385,
-0.0015624494990333915,
0.021154867485165596,
-0.02420852705836296,
-0.012422654777765274,
0.019130202010273933,
0.0197969451546669,
-0.04066401720046997,
0.044058818370103836,
-0.08771052211523056,
0.020184945315122604,
-0.011730490252375603,
0.10437304526567459,
-0.052961573004722595,
0.11192267388105392,
-0.005743242800235748,
0.0488680936396122,
0.04321233555674553,
0.04297428950667381,
-0.050608038902282715,
-0.003932843916118145,
-0.01928180269896984,
-0.006893776822835207,
-0.06420695781707764,
-0.10807884484529495,
0.03047640062868595,
-0.1096503958106041,
-0.02437788061797619,
-0.01697259210050106,
-0.03982820734381676,
0.026802383363246918,
-0.0694156214594841,
-0.013638192787766457,
-0.02859126590192318,
-0.03945563733577728,
-0.033885445445775986,
-0.04872869327664375,
-0.027466023340821266,
-0.04839117452502251,
-0.0644870474934578,
-0.00036793251638300717,
-0.07416754215955734,
-0.04884977638721466,
0.020600104704499245,
-0.0055753751657903194,
-0.04063417762517929,
0.000003208062253179378,
-0.030885860323905945,
-0.015170961618423462,
0.027263101190328598,
-0.05772677809000015,
-0.05971892178058624,
-0.021155189722776413,
0.0395389087498188,
-0.05373012274503708,
-0.023521816357970238,
0.09389307349920273,
0.000545809103641659,
-0.016970761120319366,
0.019928982481360435,
0.012466942891478539,
-0.173333078622818,
0.028446145355701447,
0.058355290442705154,
-0.031983256340026855,
-0.07172282040119171,
0.032938480377197266,
0.09928054362535477,
-0.01798943243920803,
0.049707382917404175,
-0.019076453521847725,
0.030981190502643585,
-0.03413030505180359,
0.006543179973959923,
-0.005821527913212776,
0.04852887615561485,
0.0026864532846957445,
-0.0058494978584349155,
-0.09850803017616272,
0.1002090573310852,
-0.0015612378483638167,
0.0024463224690407515,
0.0004305870388634503,
-0.03348810598254204,
-0.0457344651222229,
-0.01971704512834549,
0.03771346062421799,
-0.057709258049726486,
-4.482947701944795e-8,
-0.009485499002039433,
0.0205175019800663,
-0.047202762216329575,
-0.006757165305316448,
-0.06398329883813858,
-0.07184470444917679,
0.027307044714689255,
0.045783091336488724,
-0.005921635311096907,
0.02431628480553627,
-0.007328336592763662,
-0.023091480135917664,
0.03507275879383087,
0.004898636136204004,
0.0620105117559433,
0.08685248345136642,
-0.01926559768617153,
0.01670534722507,
-0.04420813173055649,
0.05093631148338318,
0.06718941032886505,
0.031741030514240265,
-0.028897959738969803,
0.035919979214668274,
0.07676085829734802,
0.03398221731185913,
0.009014489129185677,
-0.0023645134642720222,
0.0062947822734713554,
-0.002186137717217207,
-0.04224773868918419,
-0.001247017877176404,
0.03911798074841499,
-0.015262175351381302,
0.05420529842376709,
0.007233023643493652,
-0.02487083710730076,
-0.059048280119895935,
-0.027304016053676605,
-0.06493023037910461,
0.011278406716883183,
0.031211378052830696,
-0.02987772785127163,
-0.04625135660171509,
0.151240736246109,
0.05871696025133133,
-0.032462071627378464,
-0.01022226084023714,
-0.008640863932669163,
0.02142231911420822,
-0.012539963237941265,
0.012449453584849834,
0.09076522290706635,
0.021220238879323006,
0.035701557993888855,
-0.029865868389606476,
0.034273963421583176,
0.034515559673309326,
0.06266698241233826,
0.07126078009605408,
0.07266408205032349,
-0.009567778557538986,
0.05489783734083176,
-0.04385104775428772
] |
1401.3632
|
Shaan Qamar
|
Shaan Qamar, Rajarshi Guhaniyogi, David B. Dunson
|
Bayesian Conditional Density Filtering
|
41 pages, 7 figures, 12 tables
| null | null | null |
stat.ML cs.LG stat.CO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We propose a Conditional Density Filtering (C-DF) algorithm for efficient
online Bayesian inference. C-DF adapts MCMC sampling to the online setting,
sampling from approximations to conditional posterior distributions obtained by
propagating surrogate conditional sufficient statistics (a function of data and
parameter estimates) as new data arrive. These quantities eliminate the need to
store or process the entire dataset simultaneously and offer a number of
desirable features. Often, these include a reduction in memory requirements and
runtime and improved mixing, along with state-of-the-art parameter inference
and prediction. These improvements are demonstrated through several
illustrative examples including an application to high dimensional compressed
regression. Finally, we show that C-DF samples converge to the target posterior
distribution asymptotically as sampling proceeds and more data arrives.
|
[
{
"created": "Wed, 15 Jan 2014 15:40:40 GMT",
"version": "v1"
},
{
"created": "Thu, 16 Oct 2014 21:47:00 GMT",
"version": "v2"
},
{
"created": "Tue, 22 Sep 2015 07:41:00 GMT",
"version": "v3"
}
] |
2015-09-23
|
[
[
"Qamar",
"Shaan",
""
],
[
"Guhaniyogi",
"Rajarshi",
""
],
[
"Dunson",
"David B.",
""
]
] |
[
-0.08761069923639297,
-0.06458240747451782,
0.041878946125507355,
0.043009575456380844,
0.10234322398900986,
0.022798068821430206,
0.024734199047088623,
-0.02383769303560257,
0.010796217247843742,
-0.010385635308921337,
0.0009344015852548182,
0.03187386319041252,
0.04029277339577675,
-0.032055843621492386,
-0.02222016267478466,
-0.030735468491911888,
0.09728064388036728,
0.074321448802948,
-0.058888088911771774,
-0.0648069754242897,
0.007539831567555666,
0.049937568604946136,
-0.024910688400268555,
-0.039352405816316605,
0.07974686473608017,
0.003705143230035901,
0.06829174607992172,
-0.034059006720781326,
-0.022598853334784508,
0.030519098043441772,
-0.01664194092154503,
0.01920642890036106,
0.008462529629468918,
-0.025737466290593147,
0.015714699402451515,
-0.011687412858009338,
-0.03766338527202606,
0.019437570124864578,
-0.03909492492675781,
0.029585840180516243,
-0.036876171827316284,
0.0067889452911913395,
0.08392997831106186,
0.09948552399873734,
0.015178116038441658,
0.031454987823963165,
0.03302525728940964,
-0.0240187868475914,
0.04524143785238266,
0.03194967284798622,
-0.061017122119665146,
0.0034818509593605995,
-0.050774041563272476,
0.03520745784044266,
-0.023296339437365532,
-0.03631766885519028,
-0.04376957193017006,
-0.0016566225094720721,
0.08472084999084473,
0.05025385692715645,
-0.11569571495056152,
-0.07194749265909195,
0.07493312656879425,
0.03930071368813515,
-0.013981147669255733,
0.07694162428379059,
-0.006191893946379423,
0.12112132459878922,
0.022612428292632103,
0.12305252999067307,
-0.08162544667720795,
0.09596270322799683,
-0.07571781426668167,
0.03293095901608467,
-0.06261660903692245,
-0.011140814982354641,
0.06379174441099167,
-0.04871837794780731,
0.06808765977621078,
-0.015104798600077629,
-0.028775887563824654,
-0.03975825011730194,
0.0003188397386111319,
-0.06256097555160522,
-0.0015542457113042474,
-0.00259642512537539,
0.0033297829795628786,
0.038057271391153336,
0.0197514109313488,
-0.03332185745239258,
0.06805406510829926,
-0.01489197462797165,
-0.03250495716929436,
-0.038884662091732025,
-0.054657284170389175,
-0.01867789961397648,
0.02038903906941414,
-0.07075033336877823,
0.013531328178942204,
0.07684595137834549,
-0.04500015825033188,
0.13198837637901306,
0.06257134675979614,
-0.004035524558275938,
-0.05993287265300751,
-0.13312965631484985,
0.05328972637653351,
0.09727580100297928,
-0.017239296808838844,
0.035287413746118546,
-0.029786409810185432,
0.04014505818486214,
0.054864171892404556,
-0.052418362349271774,
0.024663442745804787,
0.009236030280590057,
0.0713171437382698,
-0.027876053005456924,
-0.06384748220443726,
0.01660832203924656,
-0.02180732786655426,
0.009354105219244957,
-0.0006712207687087357,
0.010631938464939594,
0.010898002423346043,
0.005822222214192152,
-0.09760423004627228,
4.541502955276722e-33,
0.06337929517030716,
0.020973918959498405,
0.06494613736867905,
-0.003596290946006775,
-0.040070030838251114,
0.019960183650255203,
0.031757671386003494,
0.015993313863873482,
0.030388666316866875,
0.02049930766224861,
-0.05029165744781494,
-0.020861832424998283,
-0.06186049431562424,
0.0688948929309845,
-0.008287297561764717,
-0.03390609100461006,
-0.03557256981730461,
0.15171368420124054,
-0.02430923469364643,
-0.00881891418248415,
-0.004117538686841726,
0.02322407253086567,
-0.01726026087999344,
-0.05041163042187691,
-0.047908905893564224,
-0.02743944153189659,
0.03073768876492977,
0.050805483013391495,
0.033173106610774994,
0.008017417043447495,
-0.12857910990715027,
-0.017250526696443558,
-0.05964168161153793,
0.007600585464388132,
0.04190778359770775,
-0.030605405569076538,
-0.036569658666849136,
-0.06165659427642822,
0.00015295510820578784,
-0.013104391284286976,
-0.013242736458778381,
0.001887235208414495,
0.048451978713274,
-0.04808393493294716,
-0.14242835342884064,
-0.10616637766361237,
-0.002418195828795433,
-0.06918838620185852,
0.0267809871584177,
-0.02253408171236515,
0.03612559661269188,
-0.019717667251825333,
-0.006074648816138506,
-0.013295335695147514,
-0.07157392799854279,
-0.019358493387699127,
-0.03777939826250076,
-0.052134763449430466,
-0.005353652406483889,
0.03855101391673088,
-0.042354222387075424,
0.008171865716576576,
-0.04001324996352196,
-0.022983411327004433,
0.06402072310447693,
0.06502116471529007,
-0.01150866225361824,
0.0606464184820652,
0.049161236733198166,
-0.057921573519706726,
0.07843686640262604,
-0.030343834310770035,
0.02757909893989563,
-0.073847696185112,
0.06943202018737793,
0.04329318925738335,
0.00760539248585701,
-0.024993279948830605,
-0.022923406213521957,
-0.0156808253377676,
0.003181454725563526,
-0.06406890600919724,
-0.016184475272893906,
-0.012975120916962624,
0.08809731900691986,
-0.04112251475453377,
0.005463003646582365,
-0.00555438082665205,
-0.06185445934534073,
-0.03631380945444107,
-0.07303769141435623,
-0.05594891682267189,
-0.023669125512242317,
-0.08440516889095306,
0.024222079664468765,
-3.4498775549917126e-33,
-0.05603696033358574,
-0.0002699303440749645,
0.043482955545186996,
0.022733544930815697,
-0.011112279258668423,
-0.058454807847738266,
-0.03461490571498871,
0.003954666666686535,
0.005862404126673937,
-0.1015283390879631,
-0.06570551544427872,
-0.057726819068193436,
0.03585319221019745,
-0.021329909563064575,
-0.014967255294322968,
0.0336562916636467,
-0.018773863092064857,
0.010248511098325253,
-0.10791300982236862,
-0.03206370398402214,
-0.026009894907474518,
-0.06776207685470581,
0.05138713866472244,
0.034201815724372864,
-0.09763713926076889,
0.03140499070286751,
-0.005832533352077007,
0.13983605802059174,
-0.005824675317853689,
-0.01297241821885109,
-0.03787294775247574,
-0.03209063038229942,
-0.09675655514001846,
0.008221869356930256,
-0.10677818208932877,
0.018527692183852196,
-0.0004553073667921126,
0.11635058373212814,
-0.0016311464132741094,
0.006521028000861406,
0.06331652402877808,
0.0050269486382603645,
-0.05147944763302803,
-0.04781191423535347,
-0.019316399469971657,
0.0011255342978984118,
0.061001457273960114,
0.05783899500966072,
0.09764145314693451,
0.009625019505620003,
-0.03218857944011688,
0.15723684430122375,
-0.061063360422849655,
0.0691680759191513,
-0.027793044224381447,
-0.05927535891532898,
-0.04378368705511093,
-0.09872575849294662,
0.02438190020620823,
0.016160042956471443,
-0.019551550969481468,
-0.014478509314358234,
-0.0692608579993248,
-0.014738624915480614,
0.04540238529443741,
-0.04064307361841202,
-0.013601596467196941,
0.0662156417965889,
-0.01611904986202717,
0.040934547781944275,
-0.03408033028244972,
-0.0636380985379219,
0.04381944239139557,
0.028014790266752243,
0.0027977125719189644,
-0.01656508818268776,
0.06797832250595093,
0.03855862841010094,
0.004552948288619518,
0.1097118929028511,
0.07240470498800278,
-0.01840881071984768,
0.019752060994505882,
0.02300221286714077,
0.0646345466375351,
0.06616872549057007,
-0.00881374441087246,
-0.09362088143825531,
0.07872847467660904,
-0.02987702563405037,
-0.07055303454399109,
0.017933744937181473,
0.004013666417449713,
0.08003107458353043,
-0.04503972455859184,
-4.3829576412690585e-8,
-0.01724896766245365,
0.09374820441007614,
0.05310441553592682,
-0.0025939480401575565,
0.05905217304825783,
0.036932963877916336,
0.04339411482214928,
0.059187065809965134,
-0.02858429215848446,
-0.044040776789188385,
0.08713732659816742,
-0.025935808196663857,
-0.03641077131032944,
-0.05563764646649361,
0.050351765006780624,
-0.007403860799968243,
-0.0013607548316940665,
0.026580456644296646,
0.0013164349365979433,
0.00812345091253519,
0.014601104892790318,
-0.008559079840779305,
-0.012647132389247417,
0.04126788675785065,
0.12481873482465744,
-0.011403962038457394,
0.07884299755096436,
0.06226726993918419,
0.031136492267251015,
0.08006785064935684,
-0.028601355850696564,
0.003113423241302371,
-0.07362808287143707,
-0.047030363231897354,
-0.009216653183102608,
-0.014127008616924286,
0.033978503197431564,
-0.026550063863396645,
-0.0068140760995447636,
-0.06897120177745819,
-0.02326490357518196,
0.04098474234342575,
-0.1005794033408165,
0.03289343789219856,
0.05475523695349693,
0.046034976840019226,
0.09134913235902786,
-0.06592292338609695,
0.04324118420481682,
0.013874784111976624,
0.016725407913327217,
-0.012660142034292221,
0.0250212624669075,
0.029671212658286095,
0.06350065767765045,
0.03934068977832794,
0.019358254969120026,
0.01759492978453636,
0.004029922652989626,
0.06410814821720123,
0.03687151148915291,
-0.0026403144001960754,
-0.01648622564971447,
0.0734030082821846
] |
Bayesian Conditional Density Filtering
|
http://arxiv.org/abs/1401.3632v3
|
http://arxiv.org/pdf/1401.3632v3.pdf
|
https://github.com/rajguhaniyogi/Bayesian-Conditional-Density-Filtering
| false | false |
https://paperswithcode.com/paper/bayesian-conditional-density-filtering
|
[
-0.08761069923639297,
-0.06458240747451782,
0.041878946125507355,
0.043009575456380844,
0.10234322398900986,
0.022798068821430206,
0.024734199047088623,
-0.02383769303560257,
0.010796217247843742,
-0.010385635308921337,
0.0009344015852548182,
0.03187386319041252,
0.04029277339577675,
-0.032055843621492386,
-0.02222016267478466,
-0.030735468491911888,
0.09728064388036728,
0.074321448802948,
-0.058888088911771774,
-0.0648069754242897,
0.007539831567555666,
0.049937568604946136,
-0.024910688400268555,
-0.039352405816316605,
0.07974686473608017,
0.003705143230035901,
0.06829174607992172,
-0.034059006720781326,
-0.022598853334784508,
0.030519098043441772,
-0.01664194092154503,
0.01920642890036106,
0.008462529629468918,
-0.025737466290593147,
0.015714699402451515,
-0.011687412858009338,
-0.03766338527202606,
0.019437570124864578,
-0.03909492492675781,
0.029585840180516243,
-0.036876171827316284,
0.0067889452911913395,
0.08392997831106186,
0.09948552399873734,
0.015178116038441658,
0.031454987823963165,
0.03302525728940964,
-0.0240187868475914,
0.04524143785238266,
0.03194967284798622,
-0.061017122119665146,
0.0034818509593605995,
-0.050774041563272476,
0.03520745784044266,
-0.023296339437365532,
-0.03631766885519028,
-0.04376957193017006,
-0.0016566225094720721,
0.08472084999084473,
0.05025385692715645,
-0.11569571495056152,
-0.07194749265909195,
0.07493312656879425,
0.03930071368813515,
-0.013981147669255733,
0.07694162428379059,
-0.006191893946379423,
0.12112132459878922,
0.022612428292632103,
0.12305252999067307,
-0.08162544667720795,
0.09596270322799683,
-0.07571781426668167,
0.03293095901608467,
-0.06261660903692245,
-0.011140814982354641,
0.06379174441099167,
-0.04871837794780731,
0.06808765977621078,
-0.015104798600077629,
-0.028775887563824654,
-0.03975825011730194,
0.0003188397386111319,
-0.06256097555160522,
-0.0015542457113042474,
-0.00259642512537539,
0.0033297829795628786,
0.038057271391153336,
0.0197514109313488,
-0.03332185745239258,
0.06805406510829926,
-0.01489197462797165,
-0.03250495716929436,
-0.038884662091732025,
-0.054657284170389175,
-0.01867789961397648,
0.02038903906941414,
-0.07075033336877823,
0.013531328178942204,
0.07684595137834549,
-0.04500015825033188,
0.13198837637901306,
0.06257134675979614,
-0.004035524558275938,
-0.05993287265300751,
-0.13312965631484985,
0.05328972637653351,
0.09727580100297928,
-0.017239296808838844,
0.035287413746118546,
-0.029786409810185432,
0.04014505818486214,
0.054864171892404556,
-0.052418362349271774,
0.024663442745804787,
0.009236030280590057,
0.0713171437382698,
-0.027876053005456924,
-0.06384748220443726,
0.01660832203924656,
-0.02180732786655426,
0.009354105219244957,
-0.0006712207687087357,
0.010631938464939594,
0.010898002423346043,
0.005822222214192152,
-0.09760423004627228,
4.541502955276722e-33,
0.06337929517030716,
0.020973918959498405,
0.06494613736867905,
-0.003596290946006775,
-0.040070030838251114,
0.019960183650255203,
0.031757671386003494,
0.015993313863873482,
0.030388666316866875,
0.02049930766224861,
-0.05029165744781494,
-0.020861832424998283,
-0.06186049431562424,
0.0688948929309845,
-0.008287297561764717,
-0.03390609100461006,
-0.03557256981730461,
0.15171368420124054,
-0.02430923469364643,
-0.00881891418248415,
-0.004117538686841726,
0.02322407253086567,
-0.01726026087999344,
-0.05041163042187691,
-0.047908905893564224,
-0.02743944153189659,
0.03073768876492977,
0.050805483013391495,
0.033173106610774994,
0.008017417043447495,
-0.12857910990715027,
-0.017250526696443558,
-0.05964168161153793,
0.007600585464388132,
0.04190778359770775,
-0.030605405569076538,
-0.036569658666849136,
-0.06165659427642822,
0.00015295510820578784,
-0.013104391284286976,
-0.013242736458778381,
0.001887235208414495,
0.048451978713274,
-0.04808393493294716,
-0.14242835342884064,
-0.10616637766361237,
-0.002418195828795433,
-0.06918838620185852,
0.0267809871584177,
-0.02253408171236515,
0.03612559661269188,
-0.019717667251825333,
-0.006074648816138506,
-0.013295335695147514,
-0.07157392799854279,
-0.019358493387699127,
-0.03777939826250076,
-0.052134763449430466,
-0.005353652406483889,
0.03855101391673088,
-0.042354222387075424,
0.008171865716576576,
-0.04001324996352196,
-0.022983411327004433,
0.06402072310447693,
0.06502116471529007,
-0.01150866225361824,
0.0606464184820652,
0.049161236733198166,
-0.057921573519706726,
0.07843686640262604,
-0.030343834310770035,
0.02757909893989563,
-0.073847696185112,
0.06943202018737793,
0.04329318925738335,
0.00760539248585701,
-0.024993279948830605,
-0.022923406213521957,
-0.0156808253377676,
0.003181454725563526,
-0.06406890600919724,
-0.016184475272893906,
-0.012975120916962624,
0.08809731900691986,
-0.04112251475453377,
0.005463003646582365,
-0.00555438082665205,
-0.06185445934534073,
-0.03631380945444107,
-0.07303769141435623,
-0.05594891682267189,
-0.023669125512242317,
-0.08440516889095306,
0.024222079664468765,
-3.4498775549917126e-33,
-0.05603696033358574,
-0.0002699303440749645,
0.043482955545186996,
0.022733544930815697,
-0.011112279258668423,
-0.058454807847738266,
-0.03461490571498871,
0.003954666666686535,
0.005862404126673937,
-0.1015283390879631,
-0.06570551544427872,
-0.057726819068193436,
0.03585319221019745,
-0.021329909563064575,
-0.014967255294322968,
0.0336562916636467,
-0.018773863092064857,
0.010248511098325253,
-0.10791300982236862,
-0.03206370398402214,
-0.026009894907474518,
-0.06776207685470581,
0.05138713866472244,
0.034201815724372864,
-0.09763713926076889,
0.03140499070286751,
-0.005832533352077007,
0.13983605802059174,
-0.005824675317853689,
-0.01297241821885109,
-0.03787294775247574,
-0.03209063038229942,
-0.09675655514001846,
0.008221869356930256,
-0.10677818208932877,
0.018527692183852196,
-0.0004553073667921126,
0.11635058373212814,
-0.0016311464132741094,
0.006521028000861406,
0.06331652402877808,
0.0050269486382603645,
-0.05147944763302803,
-0.04781191423535347,
-0.019316399469971657,
0.0011255342978984118,
0.061001457273960114,
0.05783899500966072,
0.09764145314693451,
0.009625019505620003,
-0.03218857944011688,
0.15723684430122375,
-0.061063360422849655,
0.0691680759191513,
-0.027793044224381447,
-0.05927535891532898,
-0.04378368705511093,
-0.09872575849294662,
0.02438190020620823,
0.016160042956471443,
-0.019551550969481468,
-0.014478509314358234,
-0.0692608579993248,
-0.014738624915480614,
0.04540238529443741,
-0.04064307361841202,
-0.013601596467196941,
0.0662156417965889,
-0.01611904986202717,
0.040934547781944275,
-0.03408033028244972,
-0.0636380985379219,
0.04381944239139557,
0.028014790266752243,
0.0027977125719189644,
-0.01656508818268776,
0.06797832250595093,
0.03855862841010094,
0.004552948288619518,
0.1097118929028511,
0.07240470498800278,
-0.01840881071984768,
0.019752060994505882,
0.02300221286714077,
0.0646345466375351,
0.06616872549057007,
-0.00881374441087246,
-0.09362088143825531,
0.07872847467660904,
-0.02987702563405037,
-0.07055303454399109,
0.017933744937181473,
0.004013666417449713,
0.08003107458353043,
-0.04503972455859184,
-4.3829576412690585e-8,
-0.01724896766245365,
0.09374820441007614,
0.05310441553592682,
-0.0025939480401575565,
0.05905217304825783,
0.036932963877916336,
0.04339411482214928,
0.059187065809965134,
-0.02858429215848446,
-0.044040776789188385,
0.08713732659816742,
-0.025935808196663857,
-0.03641077131032944,
-0.05563764646649361,
0.050351765006780624,
-0.007403860799968243,
-0.0013607548316940665,
0.026580456644296646,
0.0013164349365979433,
0.00812345091253519,
0.014601104892790318,
-0.008559079840779305,
-0.012647132389247417,
0.04126788675785065,
0.12481873482465744,
-0.011403962038457394,
0.07884299755096436,
0.06226726993918419,
0.031136492267251015,
0.08006785064935684,
-0.028601355850696564,
0.003113423241302371,
-0.07362808287143707,
-0.047030363231897354,
-0.009216653183102608,
-0.014127008616924286,
0.033978503197431564,
-0.026550063863396645,
-0.0068140760995447636,
-0.06897120177745819,
-0.02326490357518196,
0.04098474234342575,
-0.1005794033408165,
0.03289343789219856,
0.05475523695349693,
0.046034976840019226,
0.09134913235902786,
-0.06592292338609695,
0.04324118420481682,
0.013874784111976624,
0.016725407913327217,
-0.012660142034292221,
0.0250212624669075,
0.029671212658286095,
0.06350065767765045,
0.03934068977832794,
0.019358254969120026,
0.01759492978453636,
0.004029922652989626,
0.06410814821720123,
0.03687151148915291,
-0.0026403144001960754,
-0.01648622564971447,
0.0734030082821846
] |
1401.3648
|
Andree-Aimee Toucas
|
David Perrin (CIS-ENSMSE, STBio-ENSMSE, LGF-ENSMSE, IFRESIS-ENSMSE),
Pierre Badel (CIS-ENSMSE, STBio-ENSMSE, LGF-ENSMSE, IFRESIS-ENSMSE),
St\'ephane Avril (CIS-ENSMSE, STBio-ENSMSE, LGF-ENSMSE, IFRESIS-ENSMSE),
Jean-No\"el Albertini (DCV), Laurent Org\'eas (3S-R), Christian Geindreau
(3S-R), Aur\'elien Dumenil (CIT), Cemil Goksu (CIT)
|
Patient-specific simulation of stent-graft deployment within an
abdominal aortic aneurysm
| null |
3rd International Conference on Computational and Mathematical
Biomedical Engineering, 16 au 18 d\'ecembre 2013, Hong Kong, Kowloon Hong
Kong : Hong Kong (2013)
| null |
PB-CMBE-13.pdf
|
physics.med-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this study, finite element analysis is used to simulate the surgical
deployment procedure of a bifurcated stent-graft on a real patient's arterial
geometry. The stent-graft is modeled using realistic constitutive properties
for both the stent and most importantly for the graft. The arterial geometry is
obtained from pre-operative imaging exam. The obtained results are in good
agreement with the post-operative imaging data. As the whole computational time
was reduced to less than 2 hours, this study constitutes an essential step
towards predictive planning simulations of aneurysmal endovascular surgery
|
[
{
"created": "Wed, 15 Jan 2014 16:07:30 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Perrin",
"David",
"",
"CIS-ENSMSE, STBio-ENSMSE, LGF-ENSMSE, IFRESIS-ENSMSE"
],
[
"Badel",
"Pierre",
"",
"CIS-ENSMSE, STBio-ENSMSE, LGF-ENSMSE, IFRESIS-ENSMSE"
],
[
"Avril",
"Stéphane",
"",
"CIS-ENSMSE, STBio-ENSMSE, LGF-ENSMSE, IFRESIS-ENSMSE"
],
[
"Albertini",
"Jean-Noël",
"",
"DCV"
],
[
"Orgéas",
"Laurent",
"",
"3S-R"
],
[
"Geindreau",
"Christian",
"",
"3S-R"
],
[
"Dumenil",
"Aurélien",
"",
"CIT"
],
[
"Goksu",
"Cemil",
"",
"CIT"
]
] |
[
0.07106318324804306,
0.05330781266093254,
0.04180120304226875,
-0.042785435914993286,
-0.07106771320104599,
-0.12334488332271576,
-0.10465773940086365,
0.016688870266079903,
-0.010791953653097153,
0.00294795585796237,
-0.009699787013232708,
0.027949834242463112,
0.02568703703582287,
0.030237339437007904,
-0.05717410519719124,
-0.06650932133197784,
-0.05012790113687515,
-0.05509890988469124,
0.005051796790212393,
0.03908543661236763,
0.04358412325382233,
-0.020600836724042892,
-0.07600220292806625,
-0.06231382489204407,
-0.02557113580405712,
-0.023581868037581444,
0.03206242620944977,
0.022760551422834396,
0.022816328331828117,
-0.010050812736153603,
0.007944299839437008,
-0.06602361798286438,
-0.07143367826938629,
-0.10896987468004227,
-0.09542357176542282,
-0.06300949305295944,
-0.10461817681789398,
-0.009723423048853874,
-0.0868152379989624,
0.07881563901901245,
0.04278187453746796,
-0.0045756264589726925,
-0.014865860342979431,
-0.0015820011030882597,
0.1524042785167694,
0.009765944443643093,
-0.05057148635387421,
-0.07615982741117477,
-0.0278919730335474,
0.043008673936128616,
-0.09962444752454758,
-0.06453604996204376,
-0.06124027073383331,
0.005519034340977669,
-0.09675819426774979,
-0.0060751549899578094,
0.013997269794344902,
-0.03649289160966873,
0.015362072736024857,
-0.12441636621952057,
0.09749817848205566,
-0.02615443430840969,
0.009375670924782753,
-0.0009094951674342155,
-0.09843060374259949,
-0.02652100846171379,
-0.020299600437283516,
-0.03906925022602081,
-0.008965929038822651,
0.020629465579986572,
0.021532252430915833,
-0.008347390219569206,
-0.046164896339178085,
-0.027102669700980186,
0.028113137930631638,
0.025312013924121857,
-0.02300894446671009,
0.06609936058521271,
-0.013051045127213001,
-0.011643387377262115,
0.0819772258400917,
0.022859202697873116,
-0.052849430590867996,
-0.049848660826683044,
0.012804663740098476,
0.11719237267971039,
-0.06523434072732925,
0.0337141677737236,
-0.015478218905627728,
0.03700363636016846,
0.09088924527168274,
0.10029210150241852,
-0.0384276807308197,
0.0024478479754179716,
-0.027123115956783295,
0.0651567131280899,
0.012657533399760723,
0.004236587323248386,
0.02972000278532505,
-0.014446716755628586,
0.060161788016557693,
0.01235979050397873,
0.0701226070523262,
0.05927873030304909,
0.013735748827457428,
-0.04135913774371147,
0.01694994978606701,
-0.03357407823204994,
0.037380289286375046,
-0.058139171451330185,
-0.009569214656949043,
-0.017632272094488144,
0.10497898608446121,
-0.04202954098582268,
0.04379429295659065,
0.03717130422592163,
-0.06240164861083031,
0.025817841291427612,
0.0452503003180027,
0.060665007680654526,
0.040552496910095215,
0.022028451785445213,
0.028258152306079865,
0.014649502001702785,
0.07892264425754547,
0.02952154353260994,
-0.04743058234453201,
2.035140165405342e-33,
0.0314365029335022,
-0.038337547332048416,
-0.024274751543998718,
0.10358823090791702,
-0.02351304143667221,
-0.01533439476042986,
0.049697522073984146,
0.021301746368408203,
0.025406910106539726,
-0.03763425350189209,
-0.015121577307581902,
-0.011378535069525242,
-0.013599475845694542,
0.06268715858459473,
0.0003756512305699289,
0.03616048023104668,
0.05215929448604584,
0.14099164307117462,
-0.032445017248392105,
0.001067693461664021,
-0.0006325133144855499,
-0.008141809143126011,
-0.02520236000418663,
0.007990457117557526,
-0.01597805880010128,
0.031312037259340286,
-0.07967093586921692,
0.007724398747086525,
-0.09580694884061813,
-0.013891201466321945,
-0.08181794732809067,
0.04253416508436203,
0.02744266763329506,
-0.04161472246050835,
0.0158607866615057,
-0.02327028289437294,
0.07626216858625412,
-0.045038625597953796,
-0.062204815447330475,
-0.009590928442776203,
0.01608877070248127,
0.046678975224494934,
0.03986531123518944,
0.02759818360209465,
0.016400091350078583,
0.020546874031424522,
0.028104616329073906,
0.054831456393003464,
0.09228341281414032,
-0.09401223808526993,
-0.020901018753647804,
0.03994910046458244,
0.03718855604529381,
-0.018033994361758232,
0.02752317115664482,
0.0792907178401947,
0.01315732765942812,
0.03930263593792915,
0.017903072759509087,
0.04389679804444313,
-0.02267678640782833,
0.06167564541101456,
0.01810520887374878,
0.04437527805566788,
-0.06368560343980789,
0.004348196554929018,
-0.004327339585870504,
-0.040127210319042206,
0.04257970675826073,
0.003946349956095219,
-0.013806694187223911,
0.046495791524648666,
-0.036580897867679596,
-0.024974564090371132,
-0.04126797243952751,
0.01814163476228714,
0.026654168963432312,
0.011353179812431335,
0.01795598305761814,
-0.08449731022119522,
-0.0446748323738575,
0.04884624853730202,
-0.0470997616648674,
-0.0855456069111824,
0.060961320996284485,
0.002145525300875306,
0.05889251083135605,
-0.033527474850416183,
-0.010584454983472824,
-0.07157238572835922,
-0.07785581797361374,
0.06928180158138275,
-0.04101217910647392,
0.007675481494516134,
0.07672674208879471,
-3.362907136078187e-33,
-0.04588453099131584,
0.014407875016331673,
0.018346181139349937,
0.0709444060921669,
0.036351095885038376,
-0.05823448672890663,
-0.055250220000743866,
0.015706093981862068,
0.039745986461639404,
-0.02944241650402546,
0.03952166810631752,
0.02790876105427742,
0.03360728919506073,
-0.0025174301117658615,
0.06412910670042038,
0.04387630149722099,
-0.03353355824947357,
-0.14796778559684753,
-0.08124791830778122,
0.03082510456442833,
0.009635665453970432,
0.02895967848598957,
0.050705794245004654,
-0.020089322701096535,
-0.033396583050489426,
0.004859123378992081,
-0.02906821109354496,
-0.07771813869476318,
0.033419009298086166,
0.022118832916021347,
-0.028070062398910522,
-0.09532332420349121,
-0.03634122759103775,
0.06594719737768173,
-0.041287556290626526,
0.07116608321666718,
0.015934670343995094,
0.0963287502527237,
0.10533498227596283,
-0.041482146829366684,
-0.013284037820994854,
-0.06658022105693817,
-0.020372100174427032,
-0.07152117788791656,
-0.020316211506724358,
-0.11662881821393967,
0.04425381124019623,
-0.005991183687001467,
0.08127576857805252,
-0.02623528055846691,
-0.031706202775239944,
0.048287712037563324,
0.07374845445156097,
0.008172073401510715,
0.037487585097551346,
-0.006555366329848766,
-0.011715102009475231,
-0.050469495356082916,
0.05095329508185387,
-0.04019930586218834,
-0.05620819702744484,
0.010624612681567669,
0.07082905620336533,
-0.03209792077541351,
-0.016160275787115097,
0.08138997852802277,
-0.009751117788255215,
-0.06341610103845596,
-0.08332253247499466,
0.016199681907892227,
-0.07164059579372406,
0.05878066271543503,
-0.05028170347213745,
0.06838537752628326,
0.03152388706803322,
-0.07027890533208847,
0.0786968469619751,
-0.01519369799643755,
-0.04991134628653526,
0.07143471390008926,
-0.01618858613073826,
0.05681546777486801,
0.0437590628862381,
-0.04300418496131897,
-0.03950222581624985,
0.0010729482164606452,
-0.006764104589819908,
-0.014338226988911629,
-0.051207952201366425,
-0.006519180256873369,
-0.0019373842515051365,
0.025597665458917618,
0.023968275636434555,
-0.03376215323805809,
-0.055471133440732956,
-4.152792598688393e-8,
-0.1496550738811493,
-0.03175465762615204,
0.03319977596402168,
-0.06472941488027573,
-0.050057269632816315,
-0.048686433583498,
-0.0460173524916172,
-0.05022059381008148,
0.0003821717400569469,
-0.02504701353609562,
0.02497853897511959,
0.04629720002412796,
-0.01446562446653843,
0.07535098493099213,
-0.04657622054219246,
0.024607276543974876,
0.02315201424062252,
-0.012250078842043877,
-0.0036241081543266773,
-0.12227003276348114,
-0.046527206897735596,
-0.02709457091987133,
0.018976911902427673,
-0.07543140649795532,
0.04783802106976509,
-0.03983369097113609,
-0.056391410529613495,
-0.007503829896450043,
0.043313030153512955,
0.09044809639453888,
0.027020076289772987,
-0.06076936796307564,
0.06729326397180557,
0.1257970631122589,
0.09050477296113968,
0.012807207182049751,
0.11572310328483582,
0.05847771838307381,
-0.010667617432773113,
0.008449649438261986,
0.0006776298396289349,
0.00851067528128624,
0.07174947112798691,
-0.0028433885890990496,
0.06742431223392487,
0.023127038031816483,
-0.01665298081934452,
0.03645988181233406,
0.0481664314866066,
0.02411837689578533,
0.005619314033538103,
-0.050412897020578384,
-0.05063730478286743,
0.013693091459572315,
0.05919976159930229,
0.023066366091370583,
0.07522506266832352,
0.019122391939163208,
0.05029643326997757,
0.008998292498290539,
-0.02799675427377224,
0.0431927926838398,
0.01562086958438158,
-0.009610205888748169
] | null | null | null | null | null | null | null |
[
0.07106318324804306,
0.05330781266093254,
0.04180120304226875,
-0.042785435914993286,
-0.07106771320104599,
-0.12334488332271576,
-0.10465773940086365,
0.016688870266079903,
-0.010791953653097153,
0.00294795585796237,
-0.009699787013232708,
0.027949834242463112,
0.02568703703582287,
0.030237339437007904,
-0.05717410519719124,
-0.06650932133197784,
-0.05012790113687515,
-0.05509890988469124,
0.005051796790212393,
0.03908543661236763,
0.04358412325382233,
-0.020600836724042892,
-0.07600220292806625,
-0.06231382489204407,
-0.02557113580405712,
-0.023581868037581444,
0.03206242620944977,
0.022760551422834396,
0.022816328331828117,
-0.010050812736153603,
0.007944299839437008,
-0.06602361798286438,
-0.07143367826938629,
-0.10896987468004227,
-0.09542357176542282,
-0.06300949305295944,
-0.10461817681789398,
-0.009723423048853874,
-0.0868152379989624,
0.07881563901901245,
0.04278187453746796,
-0.0045756264589726925,
-0.014865860342979431,
-0.0015820011030882597,
0.1524042785167694,
0.009765944443643093,
-0.05057148635387421,
-0.07615982741117477,
-0.0278919730335474,
0.043008673936128616,
-0.09962444752454758,
-0.06453604996204376,
-0.06124027073383331,
0.005519034340977669,
-0.09675819426774979,
-0.0060751549899578094,
0.013997269794344902,
-0.03649289160966873,
0.015362072736024857,
-0.12441636621952057,
0.09749817848205566,
-0.02615443430840969,
0.009375670924782753,
-0.0009094951674342155,
-0.09843060374259949,
-0.02652100846171379,
-0.020299600437283516,
-0.03906925022602081,
-0.008965929038822651,
0.020629465579986572,
0.021532252430915833,
-0.008347390219569206,
-0.046164896339178085,
-0.027102669700980186,
0.028113137930631638,
0.025312013924121857,
-0.02300894446671009,
0.06609936058521271,
-0.013051045127213001,
-0.011643387377262115,
0.0819772258400917,
0.022859202697873116,
-0.052849430590867996,
-0.049848660826683044,
0.012804663740098476,
0.11719237267971039,
-0.06523434072732925,
0.0337141677737236,
-0.015478218905627728,
0.03700363636016846,
0.09088924527168274,
0.10029210150241852,
-0.0384276807308197,
0.0024478479754179716,
-0.027123115956783295,
0.0651567131280899,
0.012657533399760723,
0.004236587323248386,
0.02972000278532505,
-0.014446716755628586,
0.060161788016557693,
0.01235979050397873,
0.0701226070523262,
0.05927873030304909,
0.013735748827457428,
-0.04135913774371147,
0.01694994978606701,
-0.03357407823204994,
0.037380289286375046,
-0.058139171451330185,
-0.009569214656949043,
-0.017632272094488144,
0.10497898608446121,
-0.04202954098582268,
0.04379429295659065,
0.03717130422592163,
-0.06240164861083031,
0.025817841291427612,
0.0452503003180027,
0.060665007680654526,
0.040552496910095215,
0.022028451785445213,
0.028258152306079865,
0.014649502001702785,
0.07892264425754547,
0.02952154353260994,
-0.04743058234453201,
2.035140165405342e-33,
0.0314365029335022,
-0.038337547332048416,
-0.024274751543998718,
0.10358823090791702,
-0.02351304143667221,
-0.01533439476042986,
0.049697522073984146,
0.021301746368408203,
0.025406910106539726,
-0.03763425350189209,
-0.015121577307581902,
-0.011378535069525242,
-0.013599475845694542,
0.06268715858459473,
0.0003756512305699289,
0.03616048023104668,
0.05215929448604584,
0.14099164307117462,
-0.032445017248392105,
0.001067693461664021,
-0.0006325133144855499,
-0.008141809143126011,
-0.02520236000418663,
0.007990457117557526,
-0.01597805880010128,
0.031312037259340286,
-0.07967093586921692,
0.007724398747086525,
-0.09580694884061813,
-0.013891201466321945,
-0.08181794732809067,
0.04253416508436203,
0.02744266763329506,
-0.04161472246050835,
0.0158607866615057,
-0.02327028289437294,
0.07626216858625412,
-0.045038625597953796,
-0.062204815447330475,
-0.009590928442776203,
0.01608877070248127,
0.046678975224494934,
0.03986531123518944,
0.02759818360209465,
0.016400091350078583,
0.020546874031424522,
0.028104616329073906,
0.054831456393003464,
0.09228341281414032,
-0.09401223808526993,
-0.020901018753647804,
0.03994910046458244,
0.03718855604529381,
-0.018033994361758232,
0.02752317115664482,
0.0792907178401947,
0.01315732765942812,
0.03930263593792915,
0.017903072759509087,
0.04389679804444313,
-0.02267678640782833,
0.06167564541101456,
0.01810520887374878,
0.04437527805566788,
-0.06368560343980789,
0.004348196554929018,
-0.004327339585870504,
-0.040127210319042206,
0.04257970675826073,
0.003946349956095219,
-0.013806694187223911,
0.046495791524648666,
-0.036580897867679596,
-0.024974564090371132,
-0.04126797243952751,
0.01814163476228714,
0.026654168963432312,
0.011353179812431335,
0.01795598305761814,
-0.08449731022119522,
-0.0446748323738575,
0.04884624853730202,
-0.0470997616648674,
-0.0855456069111824,
0.060961320996284485,
0.002145525300875306,
0.05889251083135605,
-0.033527474850416183,
-0.010584454983472824,
-0.07157238572835922,
-0.07785581797361374,
0.06928180158138275,
-0.04101217910647392,
0.007675481494516134,
0.07672674208879471,
-3.362907136078187e-33,
-0.04588453099131584,
0.014407875016331673,
0.018346181139349937,
0.0709444060921669,
0.036351095885038376,
-0.05823448672890663,
-0.055250220000743866,
0.015706093981862068,
0.039745986461639404,
-0.02944241650402546,
0.03952166810631752,
0.02790876105427742,
0.03360728919506073,
-0.0025174301117658615,
0.06412910670042038,
0.04387630149722099,
-0.03353355824947357,
-0.14796778559684753,
-0.08124791830778122,
0.03082510456442833,
0.009635665453970432,
0.02895967848598957,
0.050705794245004654,
-0.020089322701096535,
-0.033396583050489426,
0.004859123378992081,
-0.02906821109354496,
-0.07771813869476318,
0.033419009298086166,
0.022118832916021347,
-0.028070062398910522,
-0.09532332420349121,
-0.03634122759103775,
0.06594719737768173,
-0.041287556290626526,
0.07116608321666718,
0.015934670343995094,
0.0963287502527237,
0.10533498227596283,
-0.041482146829366684,
-0.013284037820994854,
-0.06658022105693817,
-0.020372100174427032,
-0.07152117788791656,
-0.020316211506724358,
-0.11662881821393967,
0.04425381124019623,
-0.005991183687001467,
0.08127576857805252,
-0.02623528055846691,
-0.031706202775239944,
0.048287712037563324,
0.07374845445156097,
0.008172073401510715,
0.037487585097551346,
-0.006555366329848766,
-0.011715102009475231,
-0.050469495356082916,
0.05095329508185387,
-0.04019930586218834,
-0.05620819702744484,
0.010624612681567669,
0.07082905620336533,
-0.03209792077541351,
-0.016160275787115097,
0.08138997852802277,
-0.009751117788255215,
-0.06341610103845596,
-0.08332253247499466,
0.016199681907892227,
-0.07164059579372406,
0.05878066271543503,
-0.05028170347213745,
0.06838537752628326,
0.03152388706803322,
-0.07027890533208847,
0.0786968469619751,
-0.01519369799643755,
-0.04991134628653526,
0.07143471390008926,
-0.01618858613073826,
0.05681546777486801,
0.0437590628862381,
-0.04300418496131897,
-0.03950222581624985,
0.0010729482164606452,
-0.006764104589819908,
-0.014338226988911629,
-0.051207952201366425,
-0.006519180256873369,
-0.0019373842515051365,
0.025597665458917618,
0.023968275636434555,
-0.03376215323805809,
-0.055471133440732956,
-4.152792598688393e-8,
-0.1496550738811493,
-0.03175465762615204,
0.03319977596402168,
-0.06472941488027573,
-0.050057269632816315,
-0.048686433583498,
-0.0460173524916172,
-0.05022059381008148,
0.0003821717400569469,
-0.02504701353609562,
0.02497853897511959,
0.04629720002412796,
-0.01446562446653843,
0.07535098493099213,
-0.04657622054219246,
0.024607276543974876,
0.02315201424062252,
-0.012250078842043877,
-0.0036241081543266773,
-0.12227003276348114,
-0.046527206897735596,
-0.02709457091987133,
0.018976911902427673,
-0.07543140649795532,
0.04783802106976509,
-0.03983369097113609,
-0.056391410529613495,
-0.007503829896450043,
0.043313030153512955,
0.09044809639453888,
0.027020076289772987,
-0.06076936796307564,
0.06729326397180557,
0.1257970631122589,
0.09050477296113968,
0.012807207182049751,
0.11572310328483582,
0.05847771838307381,
-0.010667617432773113,
0.008449649438261986,
0.0006776298396289349,
0.00851067528128624,
0.07174947112798691,
-0.0028433885890990496,
0.06742431223392487,
0.023127038031816483,
-0.01665298081934452,
0.03645988181233406,
0.0481664314866066,
0.02411837689578533,
0.005619314033538103,
-0.050412897020578384,
-0.05063730478286743,
0.013693091459572315,
0.05919976159930229,
0.023066366091370583,
0.07522506266832352,
0.019122391939163208,
0.05029643326997757,
0.008998292498290539,
-0.02799675427377224,
0.0431927926838398,
0.01562086958438158,
-0.009610205888748169
] |
1401.3654
|
Paulo Feofiloff
|
Ernesto G. Birgin, Paulo Feofiloff, Cristina G. Fernandes, Everton L.
de Melo, Marcio T. I. Oshiro and D\'ebora P. Ronconi
|
A MILP model for an extended version of the Flexible Job Shop Problem
|
15 pages, 2 figures, 4 tables. Optimization Letters, 2013
| null |
10.1007/S11590-013-0669-7
| null |
cs.DS cs.DM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
A MILP model for an extended version of the Flexible Job Shop Scheduling
problem is proposed. The extension allows the precedences between operations of
a job to be given by an arbitrary directed acyclic graph rather than a linear
order. The goal is the minimization of the makespan. Theoretical and practical
advantages of the proposed model are discussed. Numerical experiments show the
performance of a commercial exact solver when applied to the proposed model.
The new model is also compared with a simple extension of the model described
by \"Ozg\"uven, \"Ozbakir, and Yavuz (Mathematical models for job-shop
scheduling problems with routing and process plan flexibility, Applied
Mathematical Modelling, 34:1539--1548, 2010), using instances from the
literature and instances inspired by real data from the printing industry.
|
[
{
"created": "Wed, 15 Jan 2014 16:23:12 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Birgin",
"Ernesto G.",
""
],
[
"Feofiloff",
"Paulo",
""
],
[
"Fernandes",
"Cristina G.",
""
],
[
"de Melo",
"Everton L.",
""
],
[
"Oshiro",
"Marcio T. I.",
""
],
[
"Ronconi",
"Débora P.",
""
]
] |
[
-0.11014708131551743,
0.01452220045030117,
-0.02266886457800865,
0.020695466548204422,
-0.04572129249572754,
-0.062418531626462936,
-0.04779313877224922,
-0.003925057593733072,
-0.09832387417554855,
-0.012094579637050629,
0.031161433085799217,
0.10184817016124725,
0.04785042256116867,
0.09772993624210358,
-0.003377302084118128,
-0.04516053572297096,
-0.0030467326287180185,
-0.050780948251485825,
-0.024033669382333755,
-0.1295829713344574,
-0.0029541344847530127,
-0.04773027077317238,
-0.040311381220817566,
-0.07867906987667084,
-0.02124815061688423,
-0.032832980155944824,
0.0064584314823150635,
-0.00003162085704389028,
0.013915667310357094,
-0.030514178797602654,
0.0009585904772393405,
0.04108107089996338,
0.035998277366161346,
-0.028562482446432114,
0.06910224258899689,
0.013112016953527927,
-0.035173237323760986,
0.0038578419480472803,
-0.010648705065250397,
-0.0013461344642564654,
0.016903383657336235,
-0.0074011520482599735,
-0.061359573155641556,
-0.004618487320840359,
-0.008876889944076538,
-0.04227139428257942,
-0.03708590194582939,
0.060202598571777344,
-0.026032816618680954,
0.00815105251967907,
-0.053326625376939774,
-0.028763242065906525,
-0.043473489582538605,
-0.005855686031281948,
0.0006194647867232561,
0.01018520537763834,
0.00879612285643816,
-0.010494846850633621,
0.009375398978590965,
0.051398809999227524,
-0.027559170499444008,
-0.0278216153383255,
-0.06541968882083893,
-0.057737160474061966,
0.0042143347673118114,
-0.038397450000047684,
-0.10456827282905579,
0.009846888482570648,
-0.10679671913385391,
-0.00862753577530384,
0.005379865411669016,
-0.05632994323968887,
-0.06936010718345642,
0.02418532222509384,
0.05427025631070137,
-0.04939037561416626,
0.12966406345367432,
0.004471047781407833,
0.008582836017012596,
-0.0438234806060791,
-0.05142422765493393,
-0.04360401630401611,
-0.05207529291510582,
0.008084562607109547,
-0.017373427748680115,
-0.08817526698112488,
-0.007118313107639551,
0.0397900715470314,
0.1440008580684662,
-0.026354782283306122,
0.01710806041955948,
0.025310711935162544,
-0.060339342802762985,
-0.0364946573972702,
0.02734372206032276,
0.04568080976605415,
0.05467340350151062,
0.1271425485610962,
0.03923770785331726,
0.015055865049362183,
-0.0062819309532642365,
-0.024207675829529762,
0.08532483130693436,
-0.031319510191679,
0.027163324877619743,
-0.007779986131936312,
-0.007600629702210426,
0.025341706350445747,
-0.06659038364887238,
-0.08878359943628311,
0.0011463611153885722,
0.05119096487760544,
0.026409616693854332,
-0.04405717924237251,
0.003908710088580847,
-0.06785743683576584,
-0.016324341297149658,
-0.0337783545255661,
-0.055667441338300705,
0.03395334631204605,
-0.036588944494724274,
0.08590365201234818,
0.024527281522750854,
0.013544181361794472,
-0.057425208389759064,
0.06991544365882874,
0.049181681126356125,
1.7224720760690526e-33,
-0.08769994229078293,
0.001494663069024682,
-0.0350138358771801,
-0.08652377128601074,
0.14742423593997955,
-0.015415810979902744,
0.0033796196803450584,
0.0487859845161438,
0.08310897648334503,
0.01568991132080555,
-0.07947878539562225,
-0.008361057378351688,
-0.03648718446493149,
0.0460037998855114,
0.029918858781456947,
-0.01631050556898117,
0.08381472527980804,
0.05309547111392021,
0.022210953757166862,
-0.024147044867277145,
-0.05579238757491112,
-0.05190740525722504,
-0.06359586119651794,
0.023019906133413315,
0.05832149460911751,
0.03550610691308975,
0.01359920296818018,
0.015645524486899376,
0.03775624558329582,
0.0014582995790988207,
0.010904748924076557,
0.11233711242675781,
-0.00651025352999568,
0.0695527121424675,
-0.07848913222551346,
0.029391275718808174,
-0.01970604807138443,
-0.06290924549102783,
0.020086925476789474,
0.030562475323677063,
-0.11407847702503204,
0.011834044009447098,
0.04858937859535217,
0.041368789970874786,
-0.047909997403621674,
0.05703885108232498,
-0.04524955153465271,
0.015016493387520313,
0.03538496047258377,
0.11294588446617126,
-0.04591890797019005,
0.027499012649059296,
0.06285254657268524,
-0.004333351273089647,
-0.02934245765209198,
-0.0019513919251039624,
0.03184464946389198,
-0.04336852207779884,
0.020646728575229645,
0.06656496226787567,
0.029242411255836487,
0.07710548490285873,
0.060793519020080566,
0.04004235565662384,
0.03802889585494995,
-0.009629185311496258,
-0.023968631401658058,
-0.02050607278943062,
0.10781145095825195,
0.01618320494890213,
-0.056396447122097015,
0.03290571644902229,
0.04972822219133377,
-0.015106745064258575,
0.05575881525874138,
0.03850111737847328,
0.08206430822610855,
0.017875483259558678,
-0.08610142767429352,
-0.029059607535600662,
-0.03762580081820488,
0.03723493963479996,
0.02952543832361698,
-0.07535912841558456,
0.06885567307472229,
0.044992826879024506,
0.03094826079905033,
0.03395063430070877,
0.0420367531478405,
-0.0801556408405304,
-0.016131527721881866,
0.04369139298796654,
0.00784617941826582,
0.0624791644513607,
0.07736805826425552,
-2.8121367885110892e-33,
0.021966654807329178,
0.026674367487430573,
0.0068235211074352264,
0.014554709196090698,
0.04425083100795746,
-0.026172136887907982,
0.02362230233848095,
-0.0822364091873169,
0.008411102928221226,
0.021653909236192703,
-0.0598914735019207,
-0.011949450708925724,
0.055786773562431335,
-0.01714266650378704,
-0.06622912734746933,
0.016672398895025253,
0.01737705059349537,
-0.018753310665488243,
-0.04364175349473953,
0.022915467619895935,
0.014663917012512684,
0.028201596811413765,
-0.09094882756471634,
-0.025854554027318954,
0.0016887219389900565,
-0.021478211507201195,
-0.010736927390098572,
-0.009515983052551746,
-0.02829265408217907,
0.051458828151226044,
-0.06548991054296494,
-0.09536228328943253,
-0.0041579511016607285,
-0.003602118929848075,
0.059914108365774155,
-0.05011703073978424,
-0.0907534509897232,
0.13313479721546173,
0.11223187297582626,
0.035204414278268814,
0.05572794750332832,
-0.04834502935409546,
-0.07022585719823837,
0.05322521924972534,
-0.05432397872209549,
-0.012751349247992039,
0.035017382353544235,
-0.10902301222085953,
0.0059948149137198925,
-0.048010386526584625,
-0.0864270031452179,
0.053878769278526306,
-0.023478824645280838,
-0.02787836827337742,
-0.05222989618778229,
-0.017732910811901093,
0.003917676396667957,
-0.011791707016527653,
-0.06398369371891022,
0.06433237344026566,
0.008125698193907738,
-0.017018502578139305,
0.08525630086660385,
0.023121751844882965,
0.02224632538855076,
-0.01582765392959118,
0.051540959626436234,
-0.1139715388417244,
-0.028358094394207,
-0.000028943335564690642,
0.04548923298716545,
0.024222174659371376,
0.07292959839105606,
0.0650305449962616,
-0.023572856560349464,
0.014725192449986935,
0.0062658535316586494,
0.061281848698854446,
-0.025741785764694214,
0.02322021871805191,
-0.0196085125207901,
0.012423446401953697,
0.04482501000165939,
0.013645157217979431,
-0.12252277880907059,
0.01778903603553772,
0.034384019672870636,
0.028947800397872925,
-0.006058029364794493,
-0.020528070628643036,
0.022402755916118622,
0.038438085466623306,
0.07408083230257034,
0.07490084320306778,
-0.0015123392222449183,
-4.9169400995197066e-8,
-0.01599402166903019,
-0.031344540417194366,
0.06002954766154289,
-0.030371731147170067,
0.08375465124845505,
-0.06886554509401321,
0.08609052747488022,
-0.08053869754076004,
-0.015410654246807098,
0.05594406649470329,
0.014315413311123848,
-0.01655278354883194,
0.014795878902077675,
0.0005788619164377451,
-0.03360522910952568,
0.06707063317298889,
0.09951217472553253,
-0.0418415293097496,
-0.0031765676103532314,
-0.10657530277967453,
-0.009395301342010498,
0.010577886365354061,
0.045526690781116486,
0.10918744653463364,
-0.012912729755043983,
0.008074543438851833,
-0.04081279784440994,
0.06920656561851501,
0.09237407892942429,
0.018081940710544586,
-0.01983555592596531,
0.009501737542450428,
0.016921091824769974,
0.048587553203105927,
0.032298170030117035,
-0.09830563515424728,
-0.012211051769554615,
-0.09703164547681808,
-0.0952242910861969,
-0.028024397790431976,
0.014241096563637257,
-0.02689637802541256,
-0.016683489084243774,
-0.019313301891088486,
0.1368769258260727,
0.0019539438653737307,
0.022858941927552223,
-0.12012551724910736,
-0.034511905163526535,
0.03624469041824341,
-0.01607871986925602,
0.03648155927658081,
0.04195970296859741,
-0.017112746834754944,
0.07773729413747787,
-0.025826964527368546,
0.008478451520204544,
-0.07168009132146835,
0.0528363436460495,
0.01933271437883377,
-0.08374867588281631,
-0.011913804337382317,
0.004125367384403944,
-0.03661993145942688
] | null | null | null | null | null | null | null |
[
-0.11014708131551743,
0.01452220045030117,
-0.02266886457800865,
0.020695466548204422,
-0.04572129249572754,
-0.062418531626462936,
-0.04779313877224922,
-0.003925057593733072,
-0.09832387417554855,
-0.012094579637050629,
0.031161433085799217,
0.10184817016124725,
0.04785042256116867,
0.09772993624210358,
-0.003377302084118128,
-0.04516053572297096,
-0.0030467326287180185,
-0.050780948251485825,
-0.024033669382333755,
-0.1295829713344574,
-0.0029541344847530127,
-0.04773027077317238,
-0.040311381220817566,
-0.07867906987667084,
-0.02124815061688423,
-0.032832980155944824,
0.0064584314823150635,
-0.00003162085704389028,
0.013915667310357094,
-0.030514178797602654,
0.0009585904772393405,
0.04108107089996338,
0.035998277366161346,
-0.028562482446432114,
0.06910224258899689,
0.013112016953527927,
-0.035173237323760986,
0.0038578419480472803,
-0.010648705065250397,
-0.0013461344642564654,
0.016903383657336235,
-0.0074011520482599735,
-0.061359573155641556,
-0.004618487320840359,
-0.008876889944076538,
-0.04227139428257942,
-0.03708590194582939,
0.060202598571777344,
-0.026032816618680954,
0.00815105251967907,
-0.053326625376939774,
-0.028763242065906525,
-0.043473489582538605,
-0.005855686031281948,
0.0006194647867232561,
0.01018520537763834,
0.00879612285643816,
-0.010494846850633621,
0.009375398978590965,
0.051398809999227524,
-0.027559170499444008,
-0.0278216153383255,
-0.06541968882083893,
-0.057737160474061966,
0.0042143347673118114,
-0.038397450000047684,
-0.10456827282905579,
0.009846888482570648,
-0.10679671913385391,
-0.00862753577530384,
0.005379865411669016,
-0.05632994323968887,
-0.06936010718345642,
0.02418532222509384,
0.05427025631070137,
-0.04939037561416626,
0.12966406345367432,
0.004471047781407833,
0.008582836017012596,
-0.0438234806060791,
-0.05142422765493393,
-0.04360401630401611,
-0.05207529291510582,
0.008084562607109547,
-0.017373427748680115,
-0.08817526698112488,
-0.007118313107639551,
0.0397900715470314,
0.1440008580684662,
-0.026354782283306122,
0.01710806041955948,
0.025310711935162544,
-0.060339342802762985,
-0.0364946573972702,
0.02734372206032276,
0.04568080976605415,
0.05467340350151062,
0.1271425485610962,
0.03923770785331726,
0.015055865049362183,
-0.0062819309532642365,
-0.024207675829529762,
0.08532483130693436,
-0.031319510191679,
0.027163324877619743,
-0.007779986131936312,
-0.007600629702210426,
0.025341706350445747,
-0.06659038364887238,
-0.08878359943628311,
0.0011463611153885722,
0.05119096487760544,
0.026409616693854332,
-0.04405717924237251,
0.003908710088580847,
-0.06785743683576584,
-0.016324341297149658,
-0.0337783545255661,
-0.055667441338300705,
0.03395334631204605,
-0.036588944494724274,
0.08590365201234818,
0.024527281522750854,
0.013544181361794472,
-0.057425208389759064,
0.06991544365882874,
0.049181681126356125,
1.7224720760690526e-33,
-0.08769994229078293,
0.001494663069024682,
-0.0350138358771801,
-0.08652377128601074,
0.14742423593997955,
-0.015415810979902744,
0.0033796196803450584,
0.0487859845161438,
0.08310897648334503,
0.01568991132080555,
-0.07947878539562225,
-0.008361057378351688,
-0.03648718446493149,
0.0460037998855114,
0.029918858781456947,
-0.01631050556898117,
0.08381472527980804,
0.05309547111392021,
0.022210953757166862,
-0.024147044867277145,
-0.05579238757491112,
-0.05190740525722504,
-0.06359586119651794,
0.023019906133413315,
0.05832149460911751,
0.03550610691308975,
0.01359920296818018,
0.015645524486899376,
0.03775624558329582,
0.0014582995790988207,
0.010904748924076557,
0.11233711242675781,
-0.00651025352999568,
0.0695527121424675,
-0.07848913222551346,
0.029391275718808174,
-0.01970604807138443,
-0.06290924549102783,
0.020086925476789474,
0.030562475323677063,
-0.11407847702503204,
0.011834044009447098,
0.04858937859535217,
0.041368789970874786,
-0.047909997403621674,
0.05703885108232498,
-0.04524955153465271,
0.015016493387520313,
0.03538496047258377,
0.11294588446617126,
-0.04591890797019005,
0.027499012649059296,
0.06285254657268524,
-0.004333351273089647,
-0.02934245765209198,
-0.0019513919251039624,
0.03184464946389198,
-0.04336852207779884,
0.020646728575229645,
0.06656496226787567,
0.029242411255836487,
0.07710548490285873,
0.060793519020080566,
0.04004235565662384,
0.03802889585494995,
-0.009629185311496258,
-0.023968631401658058,
-0.02050607278943062,
0.10781145095825195,
0.01618320494890213,
-0.056396447122097015,
0.03290571644902229,
0.04972822219133377,
-0.015106745064258575,
0.05575881525874138,
0.03850111737847328,
0.08206430822610855,
0.017875483259558678,
-0.08610142767429352,
-0.029059607535600662,
-0.03762580081820488,
0.03723493963479996,
0.02952543832361698,
-0.07535912841558456,
0.06885567307472229,
0.044992826879024506,
0.03094826079905033,
0.03395063430070877,
0.0420367531478405,
-0.0801556408405304,
-0.016131527721881866,
0.04369139298796654,
0.00784617941826582,
0.0624791644513607,
0.07736805826425552,
-2.8121367885110892e-33,
0.021966654807329178,
0.026674367487430573,
0.0068235211074352264,
0.014554709196090698,
0.04425083100795746,
-0.026172136887907982,
0.02362230233848095,
-0.0822364091873169,
0.008411102928221226,
0.021653909236192703,
-0.0598914735019207,
-0.011949450708925724,
0.055786773562431335,
-0.01714266650378704,
-0.06622912734746933,
0.016672398895025253,
0.01737705059349537,
-0.018753310665488243,
-0.04364175349473953,
0.022915467619895935,
0.014663917012512684,
0.028201596811413765,
-0.09094882756471634,
-0.025854554027318954,
0.0016887219389900565,
-0.021478211507201195,
-0.010736927390098572,
-0.009515983052551746,
-0.02829265408217907,
0.051458828151226044,
-0.06548991054296494,
-0.09536228328943253,
-0.0041579511016607285,
-0.003602118929848075,
0.059914108365774155,
-0.05011703073978424,
-0.0907534509897232,
0.13313479721546173,
0.11223187297582626,
0.035204414278268814,
0.05572794750332832,
-0.04834502935409546,
-0.07022585719823837,
0.05322521924972534,
-0.05432397872209549,
-0.012751349247992039,
0.035017382353544235,
-0.10902301222085953,
0.0059948149137198925,
-0.048010386526584625,
-0.0864270031452179,
0.053878769278526306,
-0.023478824645280838,
-0.02787836827337742,
-0.05222989618778229,
-0.017732910811901093,
0.003917676396667957,
-0.011791707016527653,
-0.06398369371891022,
0.06433237344026566,
0.008125698193907738,
-0.017018502578139305,
0.08525630086660385,
0.023121751844882965,
0.02224632538855076,
-0.01582765392959118,
0.051540959626436234,
-0.1139715388417244,
-0.028358094394207,
-0.000028943335564690642,
0.04548923298716545,
0.024222174659371376,
0.07292959839105606,
0.0650305449962616,
-0.023572856560349464,
0.014725192449986935,
0.0062658535316586494,
0.061281848698854446,
-0.025741785764694214,
0.02322021871805191,
-0.0196085125207901,
0.012423446401953697,
0.04482501000165939,
0.013645157217979431,
-0.12252277880907059,
0.01778903603553772,
0.034384019672870636,
0.028947800397872925,
-0.006058029364794493,
-0.020528070628643036,
0.022402755916118622,
0.038438085466623306,
0.07408083230257034,
0.07490084320306778,
-0.0015123392222449183,
-4.9169400995197066e-8,
-0.01599402166903019,
-0.031344540417194366,
0.06002954766154289,
-0.030371731147170067,
0.08375465124845505,
-0.06886554509401321,
0.08609052747488022,
-0.08053869754076004,
-0.015410654246807098,
0.05594406649470329,
0.014315413311123848,
-0.01655278354883194,
0.014795878902077675,
0.0005788619164377451,
-0.03360522910952568,
0.06707063317298889,
0.09951217472553253,
-0.0418415293097496,
-0.0031765676103532314,
-0.10657530277967453,
-0.009395301342010498,
0.010577886365354061,
0.045526690781116486,
0.10918744653463364,
-0.012912729755043983,
0.008074543438851833,
-0.04081279784440994,
0.06920656561851501,
0.09237407892942429,
0.018081940710544586,
-0.01983555592596531,
0.009501737542450428,
0.016921091824769974,
0.048587553203105927,
0.032298170030117035,
-0.09830563515424728,
-0.012211051769554615,
-0.09703164547681808,
-0.0952242910861969,
-0.028024397790431976,
0.014241096563637257,
-0.02689637802541256,
-0.016683489084243774,
-0.019313301891088486,
0.1368769258260727,
0.0019539438653737307,
0.022858941927552223,
-0.12012551724910736,
-0.034511905163526535,
0.03624469041824341,
-0.01607871986925602,
0.03648155927658081,
0.04195970296859741,
-0.017112746834754944,
0.07773729413747787,
-0.025826964527368546,
0.008478451520204544,
-0.07168009132146835,
0.0528363436460495,
0.01933271437883377,
-0.08374867588281631,
-0.011913804337382317,
0.004125367384403944,
-0.03661993145942688
] |
1401.3656
|
Linus Stegbauer
|
Linus Stegbauer, Katharina Schwinghammer, Bettina V. Lotsch
|
A Hydrazone-based Covalent Organic Framework for Photocatalytic Hydrogen
Production
|
Main Paper (5 pages, 5 figures)and Electronic supporting information
(23 pages, 20 Figures, 6 schemes)
| null | null | null |
cond-mat.mtrl-sci physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Covalent organic frameworks (COFs) have recently emerged as a new generation
of porous polymers combining molecular functionality with the robustness and
structural definition of crystalline solids. Drawing on the recent development
of tailor-made semiconducting COFs, we here report on a new COF capable of
visible-light driven hydrogen generation. The COF is based on hydrazone-linked
functionalized triazine and phenyl building blocks and adopts a layered
structure with a honeycomb-type lattice featuring mesopores of 3.8 nm and the
highest surface area among all hydrazone-based COFs reported to date. When
illuminated with visible light, the COF continuously produces hydrogen from
water without signs of degradation. With their precise molecular organization
and modular structure combined with high porosity, photoactive COFs represent
well-defined model systems to study and adjust the molecular entities central
to the photocatalyic process.
|
[
{
"created": "Wed, 15 Jan 2014 16:30:21 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Stegbauer",
"Linus",
""
],
[
"Schwinghammer",
"Katharina",
""
],
[
"Lotsch",
"Bettina V.",
""
]
] |
[
0.01209903135895729,
-0.022656681016087532,
0.010823704302310944,
-0.0015480262227356434,
0.1010265201330185,
-0.00939775537699461,
0.025351274758577347,
-0.02351471036672592,
-0.00699163693934679,
0.024076102301478386,
-0.013881591148674488,
-0.003544578328728676,
-0.017365548759698868,
0.054232627153396606,
0.0411776565015316,
0.017838021740317345,
-0.0187867172062397,
-0.042883310467004776,
0.060435108840465546,
-0.009827684611082077,
-0.010369078256189823,
-0.06788353621959686,
0.014284704811871052,
-0.06193914636969566,
-0.03107437491416931,
0.04405608028173447,
0.05788175389170647,
-0.008672532625496387,
-0.01168769784271717,
-0.054199788719415665,
0.11176000535488129,
-0.0015218519838526845,
-0.040301624685525894,
-0.04933031648397446,
0.0198876541107893,
0.03426077589392662,
-0.025671204552054405,
-0.0918632224202156,
0.0007468094700016081,
-0.018709758296608925,
-0.04691312462091446,
-0.003508780850097537,
0.038962893187999725,
-0.02876616269350052,
-0.03275695815682411,
-0.05092063918709755,
0.011630908586084843,
0.02053825557231903,
-0.011087463237345219,
-0.11474528163671494,
0.033840786665678024,
-0.014951297082006931,
0.004633549600839615,
-0.08139761537313461,
-0.02609137073159218,
0.10628010332584381,
-0.08174250274896622,
0.0015372749185189605,
0.0032255821861326694,
-0.07800740748643875,
0.03390843793749809,
0.02331792190670967,
0.04939217492938042,
-0.009338653646409512,
-0.01374416146427393,
0.06588233262300491,
0.0187829602509737,
-0.03150257095694542,
0.08531979471445084,
-0.004306475166231394,
-0.09192538261413574,
0.02548104338347912,
0.02392115257680416,
-0.05210600048303604,
0.015750300139188766,
0.0375702939927578,
0.03788333386182785,
0.017097629606723785,
0.02791018970310688,
-0.00444789370521903,
-0.004066936206072569,
0.10914573818445206,
0.04071112349629402,
0.031620003283023834,
0.07066191732883453,
-0.00029265478951856494,
0.0963795855641365,
-0.02281111106276512,
-0.03315482288599014,
-0.07781726121902466,
-0.03839975968003273,
0.03179745376110077,
-0.005667110905051231,
-0.0003454962861724198,
-0.08264648169279099,
0.03194752335548401,
0.10904162377119064,
0.03181634843349457,
0.014399269595742226,
-0.04013388976454735,
0.024240093305706978,
0.06807978451251984,
-0.00031945985392667353,
-0.05065666139125824,
0.06472240388393402,
-0.03485247492790222,
0.05968422070145607,
0.2105899602174759,
0.05420921370387077,
0.04471299797296524,
-0.059841588139534,
0.03938201069831848,
0.09026316553354263,
-0.04927865043282509,
-0.06582726538181305,
0.03013875149190426,
-0.07183673977851868,
0.03979077190160751,
0.03182404860854149,
-0.004199876915663481,
0.011257159523665905,
0.031873926520347595,
-0.010470926761627197,
-0.06988170742988586,
-0.04153510183095932,
0.012863676995038986,
-0.08977941423654556,
1.5434479598586646e-33,
0.03243185207247734,
0.04009462520480156,
0.050833266228437424,
0.04488132521510124,
-0.03283151239156723,
-0.07623732089996338,
0.005838413257151842,
-0.03853657469153404,
-0.13227444887161255,
-0.0216008722782135,
-0.006575537379831076,
-0.009933010675013065,
0.024346251040697098,
0.06111477315425873,
-0.03955620527267456,
-0.03536062687635422,
-0.027737556025385857,
-0.02392251044511795,
-0.00379159371368587,
0.07861368358135223,
-0.08108974248170853,
0.08114529401063919,
0.007219221442937851,
0.022828692570328712,
0.035659532994031906,
0.006515586283057928,
0.08668438345193863,
0.008553589694201946,
-0.020264413207769394,
-0.005254358984529972,
-0.013068017549812794,
0.04457368329167366,
0.034078631550073624,
0.10358136147260666,
0.03626086935400963,
-0.0540100559592247,
-0.03699130564928055,
-0.0474209226667881,
-0.0037652861792594194,
-0.09990297257900238,
0.0005492324708029628,
0.03887667506933212,
0.03562761843204498,
-0.01678050123155117,
-0.04338815435767174,
0.042922243475914,
0.024663636460900307,
-0.0004394428979139775,
-0.0906718447804451,
-0.04811512678861618,
-0.04961201176047325,
0.05809371545910835,
-0.012849429622292519,
0.07091493159532547,
-0.0602245070040226,
-0.02898464724421501,
-0.021748553961515427,
-0.06203518807888031,
0.07550002634525299,
-0.03219613805413246,
-0.03456048294901848,
0.050493545830249786,
-0.016518844291567802,
0.054879069328308105,
-0.031432293355464935,
0.021503115072846413,
-0.03682505711913109,
0.036004580557346344,
0.04794616624712944,
0.008760759606957436,
0.030645402148365974,
0.028871428221464157,
0.02219955436885357,
0.074476458132267,
0.03945085033774376,
0.03088485263288021,
0.10525737702846527,
-0.1733238250017166,
0.06563428789377213,
0.063166543841362,
0.019636545330286026,
0.06375820189714432,
0.0515819787979126,
-0.06075401231646538,
-0.007694572675973177,
-0.05911622941493988,
-0.011401103809475899,
0.004400153178721666,
-0.05503012612462044,
-0.009548998437821865,
-0.028950875625014305,
-0.10686937719583511,
0.1386450082063675,
-0.11664456874132156,
-0.10739830136299133,
-2.2909745722473124e-33,
0.06471649557352066,
0.014875521883368492,
-0.05339295044541359,
-0.1457982361316681,
0.08945006877183914,
-0.01847819797694683,
0.03166821971535683,
-0.07457933574914932,
0.02051202766597271,
-0.0023623593151569366,
0.057355064898729324,
-0.027996346354484558,
-0.0028059363830834627,
-0.05600888654589653,
-0.014916504733264446,
0.021098224446177483,
0.039042986929416656,
-0.08421656489372253,
0.005315764807164669,
0.006418493576347828,
-0.01546381413936615,
0.01061455812305212,
0.010562113486230373,
0.022818686440587044,
0.00283230422064662,
0.046054255217313766,
0.04526248574256897,
-0.059486743062734604,
-0.006991100963205099,
0.04612583667039871,
0.010751277208328247,
-0.005069565959274769,
0.03163941949605942,
0.03382091969251633,
0.025446400046348572,
0.027812885120511055,
-0.016636637970805168,
-0.06169293448328972,
-0.09072890877723694,
-0.03251189738512039,
-0.014427728950977325,
-0.13802467286586761,
-0.06361888349056244,
-0.01758745312690735,
0.05325031280517578,
0.0569167360663414,
-0.09881138801574707,
-0.026707231998443604,
-0.06796059012413025,
-0.009806574322283268,
-0.042550764977931976,
0.0017177065601572394,
-0.05869452655315399,
-0.011871135793626308,
-0.032282017171382904,
0.007513622287660837,
0.04545751214027405,
-0.011825989931821823,
0.047085605561733246,
0.05697845295071602,
0.08691892772912979,
0.04096333682537079,
0.06764258444309235,
0.02267078123986721,
-0.06606277823448181,
-0.05598905310034752,
-0.0308858510106802,
0.007787518203258514,
0.021351126953959465,
-0.02624671347439289,
-0.01773213781416416,
-0.016945797950029373,
0.03256683424115181,
0.10815870761871338,
0.08338896185159683,
-0.01772293634712696,
-0.00823296420276165,
0.013231362216174603,
-0.038922328501939774,
-0.01201464794576168,
0.043022189289331436,
-0.03250843659043312,
0.03789845108985901,
-0.020233945921063423,
0.08123672753572464,
-0.010654076933860779,
-0.026430170983076096,
-0.022950949147343636,
-0.06483034789562225,
0.021712439134716988,
0.0513770654797554,
0.014453554525971413,
-0.035124488174915314,
0.113631971180439,
0.06127622723579407,
-4.033356759691742e-8,
0.025542160496115685,
-0.03548981994390488,
0.055575139820575714,
-0.07465274631977081,
-0.06234084814786911,
0.08452875167131424,
0.07356009632349014,
-0.0792836919426918,
-0.00046073636622168124,
-0.0921921506524086,
0.01163047831505537,
-0.09444015473127365,
-0.005873575806617737,
-0.03345585986971855,
-0.04651269689202309,
0.020182302221655846,
-0.022078676149249077,
-0.016421599313616753,
-0.04317442327737808,
-0.009581870399415493,
-0.04971944913268089,
-0.01148837897926569,
-0.10173148661851883,
0.046763110905885696,
0.053207237273454666,
-0.010502818040549755,
0.03005218878388405,
0.035188183188438416,
-0.06410521268844604,
-0.03213050961494446,
0.04617583379149437,
0.05913335457444191,
0.02830781228840351,
0.07256163656711578,
0.0028538887854665518,
0.013837060891091824,
0.03197665885090828,
-0.0031979093328118324,
-0.10551256686449051,
0.03840692341327667,
-0.02266579307615757,
0.08355481922626495,
-0.006601130589842796,
-0.017822381108999252,
0.010311846621334553,
0.030636845156550407,
-0.0027490267530083656,
0.05348698049783707,
-0.03872165456414223,
0.07542447000741959,
-0.008349766954779625,
0.026849308982491493,
-0.04280935227870941,
0.0036035922821611166,
0.016582589596509933,
-0.010190182365477085,
-0.012455231510102749,
-0.008873890154063702,
-0.008430908434092999,
-0.044733352959156036,
0.039559125900268555,
-0.05737927556037903,
0.06092841550707817,
0.013363175094127655
] | null | null | null | null | null | null | null |
[
0.01209903135895729,
-0.022656681016087532,
0.010823704302310944,
-0.0015480262227356434,
0.1010265201330185,
-0.00939775537699461,
0.025351274758577347,
-0.02351471036672592,
-0.00699163693934679,
0.024076102301478386,
-0.013881591148674488,
-0.003544578328728676,
-0.017365548759698868,
0.054232627153396606,
0.0411776565015316,
0.017838021740317345,
-0.0187867172062397,
-0.042883310467004776,
0.060435108840465546,
-0.009827684611082077,
-0.010369078256189823,
-0.06788353621959686,
0.014284704811871052,
-0.06193914636969566,
-0.03107437491416931,
0.04405608028173447,
0.05788175389170647,
-0.008672532625496387,
-0.01168769784271717,
-0.054199788719415665,
0.11176000535488129,
-0.0015218519838526845,
-0.040301624685525894,
-0.04933031648397446,
0.0198876541107893,
0.03426077589392662,
-0.025671204552054405,
-0.0918632224202156,
0.0007468094700016081,
-0.018709758296608925,
-0.04691312462091446,
-0.003508780850097537,
0.038962893187999725,
-0.02876616269350052,
-0.03275695815682411,
-0.05092063918709755,
0.011630908586084843,
0.02053825557231903,
-0.011087463237345219,
-0.11474528163671494,
0.033840786665678024,
-0.014951297082006931,
0.004633549600839615,
-0.08139761537313461,
-0.02609137073159218,
0.10628010332584381,
-0.08174250274896622,
0.0015372749185189605,
0.0032255821861326694,
-0.07800740748643875,
0.03390843793749809,
0.02331792190670967,
0.04939217492938042,
-0.009338653646409512,
-0.01374416146427393,
0.06588233262300491,
0.0187829602509737,
-0.03150257095694542,
0.08531979471445084,
-0.004306475166231394,
-0.09192538261413574,
0.02548104338347912,
0.02392115257680416,
-0.05210600048303604,
0.015750300139188766,
0.0375702939927578,
0.03788333386182785,
0.017097629606723785,
0.02791018970310688,
-0.00444789370521903,
-0.004066936206072569,
0.10914573818445206,
0.04071112349629402,
0.031620003283023834,
0.07066191732883453,
-0.00029265478951856494,
0.0963795855641365,
-0.02281111106276512,
-0.03315482288599014,
-0.07781726121902466,
-0.03839975968003273,
0.03179745376110077,
-0.005667110905051231,
-0.0003454962861724198,
-0.08264648169279099,
0.03194752335548401,
0.10904162377119064,
0.03181634843349457,
0.014399269595742226,
-0.04013388976454735,
0.024240093305706978,
0.06807978451251984,
-0.00031945985392667353,
-0.05065666139125824,
0.06472240388393402,
-0.03485247492790222,
0.05968422070145607,
0.2105899602174759,
0.05420921370387077,
0.04471299797296524,
-0.059841588139534,
0.03938201069831848,
0.09026316553354263,
-0.04927865043282509,
-0.06582726538181305,
0.03013875149190426,
-0.07183673977851868,
0.03979077190160751,
0.03182404860854149,
-0.004199876915663481,
0.011257159523665905,
0.031873926520347595,
-0.010470926761627197,
-0.06988170742988586,
-0.04153510183095932,
0.012863676995038986,
-0.08977941423654556,
1.5434479598586646e-33,
0.03243185207247734,
0.04009462520480156,
0.050833266228437424,
0.04488132521510124,
-0.03283151239156723,
-0.07623732089996338,
0.005838413257151842,
-0.03853657469153404,
-0.13227444887161255,
-0.0216008722782135,
-0.006575537379831076,
-0.009933010675013065,
0.024346251040697098,
0.06111477315425873,
-0.03955620527267456,
-0.03536062687635422,
-0.027737556025385857,
-0.02392251044511795,
-0.00379159371368587,
0.07861368358135223,
-0.08108974248170853,
0.08114529401063919,
0.007219221442937851,
0.022828692570328712,
0.035659532994031906,
0.006515586283057928,
0.08668438345193863,
0.008553589694201946,
-0.020264413207769394,
-0.005254358984529972,
-0.013068017549812794,
0.04457368329167366,
0.034078631550073624,
0.10358136147260666,
0.03626086935400963,
-0.0540100559592247,
-0.03699130564928055,
-0.0474209226667881,
-0.0037652861792594194,
-0.09990297257900238,
0.0005492324708029628,
0.03887667506933212,
0.03562761843204498,
-0.01678050123155117,
-0.04338815435767174,
0.042922243475914,
0.024663636460900307,
-0.0004394428979139775,
-0.0906718447804451,
-0.04811512678861618,
-0.04961201176047325,
0.05809371545910835,
-0.012849429622292519,
0.07091493159532547,
-0.0602245070040226,
-0.02898464724421501,
-0.021748553961515427,
-0.06203518807888031,
0.07550002634525299,
-0.03219613805413246,
-0.03456048294901848,
0.050493545830249786,
-0.016518844291567802,
0.054879069328308105,
-0.031432293355464935,
0.021503115072846413,
-0.03682505711913109,
0.036004580557346344,
0.04794616624712944,
0.008760759606957436,
0.030645402148365974,
0.028871428221464157,
0.02219955436885357,
0.074476458132267,
0.03945085033774376,
0.03088485263288021,
0.10525737702846527,
-0.1733238250017166,
0.06563428789377213,
0.063166543841362,
0.019636545330286026,
0.06375820189714432,
0.0515819787979126,
-0.06075401231646538,
-0.007694572675973177,
-0.05911622941493988,
-0.011401103809475899,
0.004400153178721666,
-0.05503012612462044,
-0.009548998437821865,
-0.028950875625014305,
-0.10686937719583511,
0.1386450082063675,
-0.11664456874132156,
-0.10739830136299133,
-2.2909745722473124e-33,
0.06471649557352066,
0.014875521883368492,
-0.05339295044541359,
-0.1457982361316681,
0.08945006877183914,
-0.01847819797694683,
0.03166821971535683,
-0.07457933574914932,
0.02051202766597271,
-0.0023623593151569366,
0.057355064898729324,
-0.027996346354484558,
-0.0028059363830834627,
-0.05600888654589653,
-0.014916504733264446,
0.021098224446177483,
0.039042986929416656,
-0.08421656489372253,
0.005315764807164669,
0.006418493576347828,
-0.01546381413936615,
0.01061455812305212,
0.010562113486230373,
0.022818686440587044,
0.00283230422064662,
0.046054255217313766,
0.04526248574256897,
-0.059486743062734604,
-0.006991100963205099,
0.04612583667039871,
0.010751277208328247,
-0.005069565959274769,
0.03163941949605942,
0.03382091969251633,
0.025446400046348572,
0.027812885120511055,
-0.016636637970805168,
-0.06169293448328972,
-0.09072890877723694,
-0.03251189738512039,
-0.014427728950977325,
-0.13802467286586761,
-0.06361888349056244,
-0.01758745312690735,
0.05325031280517578,
0.0569167360663414,
-0.09881138801574707,
-0.026707231998443604,
-0.06796059012413025,
-0.009806574322283268,
-0.042550764977931976,
0.0017177065601572394,
-0.05869452655315399,
-0.011871135793626308,
-0.032282017171382904,
0.007513622287660837,
0.04545751214027405,
-0.011825989931821823,
0.047085605561733246,
0.05697845295071602,
0.08691892772912979,
0.04096333682537079,
0.06764258444309235,
0.02267078123986721,
-0.06606277823448181,
-0.05598905310034752,
-0.0308858510106802,
0.007787518203258514,
0.021351126953959465,
-0.02624671347439289,
-0.01773213781416416,
-0.016945797950029373,
0.03256683424115181,
0.10815870761871338,
0.08338896185159683,
-0.01772293634712696,
-0.00823296420276165,
0.013231362216174603,
-0.038922328501939774,
-0.01201464794576168,
0.043022189289331436,
-0.03250843659043312,
0.03789845108985901,
-0.020233945921063423,
0.08123672753572464,
-0.010654076933860779,
-0.026430170983076096,
-0.022950949147343636,
-0.06483034789562225,
0.021712439134716988,
0.0513770654797554,
0.014453554525971413,
-0.035124488174915314,
0.113631971180439,
0.06127622723579407,
-4.033356759691742e-8,
0.025542160496115685,
-0.03548981994390488,
0.055575139820575714,
-0.07465274631977081,
-0.06234084814786911,
0.08452875167131424,
0.07356009632349014,
-0.0792836919426918,
-0.00046073636622168124,
-0.0921921506524086,
0.01163047831505537,
-0.09444015473127365,
-0.005873575806617737,
-0.03345585986971855,
-0.04651269689202309,
0.020182302221655846,
-0.022078676149249077,
-0.016421599313616753,
-0.04317442327737808,
-0.009581870399415493,
-0.04971944913268089,
-0.01148837897926569,
-0.10173148661851883,
0.046763110905885696,
0.053207237273454666,
-0.010502818040549755,
0.03005218878388405,
0.035188183188438416,
-0.06410521268844604,
-0.03213050961494446,
0.04617583379149437,
0.05913335457444191,
0.02830781228840351,
0.07256163656711578,
0.0028538887854665518,
0.013837060891091824,
0.03197665885090828,
-0.0031979093328118324,
-0.10551256686449051,
0.03840692341327667,
-0.02266579307615757,
0.08355481922626495,
-0.006601130589842796,
-0.017822381108999252,
0.010311846621334553,
0.030636845156550407,
-0.0027490267530083656,
0.05348698049783707,
-0.03872165456414223,
0.07542447000741959,
-0.008349766954779625,
0.026849308982491493,
-0.04280935227870941,
0.0036035922821611166,
0.016582589596509933,
-0.010190182365477085,
-0.012455231510102749,
-0.008873890154063702,
-0.008430908434092999,
-0.044733352959156036,
0.039559125900268555,
-0.05737927556037903,
0.06092841550707817,
0.013363175094127655
] |
1401.3659
|
Hadi Ahmadi
|
Hadi Ahmadi and Reihaneh Safavi-Naini
|
Multipath Private Communication: An Information Theoretic Approach
| null | null | null | null |
cs.CR cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Sending private messages over communication environments under surveillance
is an important challenge in communication security and has attracted
attentions of cryptographers through time. We believe that resources other than
cryptographic keys can be used for communication privacy. We consider private
message transmission (PMT) in an abstract multipath communication model between
two communicants, Alice and Bob, in the presence of an eavesdropper, Eve. Alice
and Bob have pre-shared keys and Eve is computationally unbounded. There are a
total of $n$ paths and the three parties can have simultaneous access to at
most $t_a$, $t_b$, and $t_e$ paths. The parties can switch their paths after
every $\lambda$ bits of communication. We study perfect (P)-PMT versus
asymptotically-perfect (AP)-PMT protocols. The former has zero tolerance of
transmission error and leakage, whereas the latter allows for positive error
and leakage that tend to zero as the message length increases. We derive the
necessary and sufficient conditions under which P-PMT and AP-PMT are possible.
We also introduce explicit P-PMT and AP-PMT constructions. Our results show
AP-PMT protocols attain much higher information rates than P-PMT ones.
Interestingly, AP-PMT is possible even in poorest condition where $t_a=t_b=1$
and $t_e=n-1$. It remains however an open question whether the derived rates
can be improved by more sophisticated AP-PMT protocols.
We study applications of our results to private communication over the
real-life scenarios of multiple-frequency links and multiple-route networks. We
show practical examples of such scenarios that can be abstracted by the
multipath setting: Our results prove the possibility of keyless
information-theoretic private message transmission at rates $17\%$ and $20\%$
for the two example scenarios, respectively. We discuss open problems and
future work at the end.
|
[
{
"created": "Wed, 15 Jan 2014 16:48:08 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Ahmadi",
"Hadi",
""
],
[
"Safavi-Naini",
"Reihaneh",
""
]
] |
[
-0.04227008298039436,
-0.012444475665688515,
0.004319462925195694,
-0.00926827173680067,
0.003228644374758005,
0.003005900653079152,
0.06649451702833176,
-0.02153826132416725,
0.10426224768161774,
0.034022849053144455,
0.02060469053685665,
0.045458585023880005,
0.06761270761489868,
-0.016113409772515297,
0.059734705835580826,
0.0003094580315519124,
0.04997805878520012,
-0.007320407312363386,
-0.04366839677095413,
-0.012801587581634521,
0.0038877290207892656,
-0.055248599499464035,
0.03337087482213974,
0.01033655647188425,
-0.034731000661849976,
-0.057973723858594894,
0.024685094133019447,
-0.06784740835428238,
-0.05782498046755791,
-0.011342652142047882,
0.018053265288472176,
-0.021197296679019928,
0.001218224409967661,
0.023187389597296715,
-0.02297772653400898,
0.02536584809422493,
0.09685511887073517,
0.033877432346343994,
-0.014466146938502789,
0.0029039534274488688,
0.007840211503207684,
-0.05637676268815994,
-0.05797582119703293,
0.033757247030735016,
-0.06996635347604752,
-0.01637248322367668,
0.06105171516537666,
0.10336978733539581,
-0.07902587205171585,
-0.07117144763469696,
0.013572766445577145,
0.02703133039176464,
-0.059145499020814896,
0.04322539642453194,
0.02788342721760273,
-0.07208781689405441,
-0.0917922854423523,
0.007801072672009468,
-0.03938736766576767,
0.05573471263051033,
-0.008629816584289074,
0.02006959170103073,
-0.06291944533586502,
-0.03350201994180679,
0.0024605717044323683,
0.06633314490318298,
0.05927351117134094,
0.04097151756286621,
-0.005562020931392908,
0.1180005818605423,
-0.023551931604743004,
-0.027062904089689255,
-0.07608713954687119,
0.017316080629825592,
0.0022604460828006268,
0.0006566096562892199,
-0.0517527237534523,
-0.0006335492944344878,
-0.10581229627132416,
0.014996065758168697,
0.006124833133071661,
-0.06335066258907318,
0.03686200827360153,
0.0009716100175864995,
0.012232164852321148,
-0.011321610771119595,
-0.08559761941432953,
0.017556775361299515,
0.05772584304213524,
-0.011082285083830357,
-0.11185203492641449,
-0.03700975701212883,
-0.026108551770448685,
0.10608277469873428,
0.03357061743736267,
-0.005498905666172504,
-0.002923239953815937,
-0.0006553007988259196,
0.027270270511507988,
0.07327894121408463,
-0.024278514087200165,
0.011463136412203312,
-0.009741619229316711,
-0.08879417926073074,
0.07561730593442917,
0.13176000118255615,
-0.0002061176928691566,
-0.049194663763046265,
0.027310702949762344,
0.09882485866546631,
0.022796351462602615,
-0.03743389621376991,
0.009221183136105537,
0.004163168836385012,
0.017091739922761917,
0.013737842440605164,
-0.09383386373519897,
0.08242740482091904,
0.016382062807679176,
0.0422525592148304,
0.03276405483484268,
-0.02995414100587368,
0.12112343311309814,
0.027422167360782623,
-0.003623195458203554,
-0.022352738305926323,
-0.0034516905434429646,
3.952544286000262e-33,
-0.04463985562324524,
0.05924573168158531,
-0.018474522978067398,
0.028284812346100807,
0.012538541108369827,
0.10549239069223404,
0.010776030831038952,
-0.02601158618927002,
-0.006068386137485504,
-0.03421869874000549,
0.01877959445118904,
-0.07366766780614853,
0.05670686811208725,
-0.0644209012389183,
0.047134947031736374,
-0.0007512208539992571,
0.07234129309654236,
0.03982262313365936,
0.08686859160661697,
-0.031016631051898003,
0.11312226951122284,
-0.025544334203004837,
-0.05324339121580124,
0.0016006574733182788,
0.08506857603788376,
-0.06189863383769989,
0.042521312832832336,
-0.08090552687644958,
0.13250942528247833,
0.016277670860290527,
-0.053936637938022614,
0.07310204952955246,
0.027743805199861526,
0.05352098122239113,
-0.014950965531170368,
0.011314871720969677,
-0.0292340274900198,
-0.06481616944074631,
-0.0067429267801344395,
-0.032702766358852386,
-0.05947127938270569,
-0.010607426054775715,
-0.0038850491400808096,
-0.046247147023677826,
-0.05725199356675148,
-0.06857477128505707,
-0.036208655685186386,
0.056821856647729874,
-0.08414595574140549,
-0.01410722266882658,
-0.006069208960980177,
0.015468780882656574,
-0.07893050462007523,
-0.04060922935605049,
-0.02941642701625824,
-0.013782241381704807,
-0.006653547752648592,
0.054551124572753906,
0.005265666171908379,
0.11825238913297653,
0.019130704924464226,
0.036691367626190186,
0.01993662491440773,
-0.04594174772500992,
0.014393586665391922,
0.02192896045744419,
-0.08228380233049393,
-0.003308790735900402,
0.10863372683525085,
-0.009155812673270702,
0.027686752378940582,
-0.011460723355412483,
0.04294257238507271,
0.008723662234842777,
-0.005032093729823828,
-0.0352705717086792,
0.016771866008639336,
-0.006532889790832996,
0.07385512441396713,
-0.013367731124162674,
-0.08540011197328568,
0.01153221633285284,
0.0356927253305912,
0.006051236297935247,
-0.04427516832947731,
-0.01415250450372696,
-0.07192786782979965,
0.02833074890077114,
-0.12135446071624756,
-0.0055466387420892715,
-0.025245526805520058,
0.015181999653577805,
0.008226615376770496,
0.03487763926386833,
-0.01898895762860775,
-4.816548429559983e-33,
-0.06633003056049347,
0.030056511983275414,
-0.03092247247695923,
0.08103498071432114,
0.050272587686777115,
-0.05766742303967476,
0.010071029886603355,
-0.02504768967628479,
-0.011443853378295898,
0.04722881689667702,
-0.10926076769828796,
-0.017590366303920746,
0.06942194700241089,
-0.04330980405211449,
0.07952961325645447,
-0.09398485720157623,
0.12960606813430786,
0.032666951417922974,
-0.033160679042339325,
0.028426626697182655,
0.006622042041271925,
0.014531025663018227,
-0.07006388902664185,
0.008247369900345802,
0.0876544788479805,
0.02199442870914936,
-0.06143583729863167,
0.04201662540435791,
-0.009382159449160099,
0.01997433230280876,
-0.02301308885216713,
-0.036216069012880325,
-0.061445899307727814,
-0.09591247141361237,
-0.039153311401605606,
-0.025069773197174072,
-0.018114736303687096,
0.09620543569326401,
-0.059864591807127,
0.05862033739686012,
0.09022113680839539,
-0.02815840020775795,
-0.0241148192435503,
0.015524869784712791,
0.0054603624157607555,
0.004784387070685625,
-0.061917293816804886,
0.021799800917506218,
-0.008905992843210697,
-0.039152659475803375,
0.05275528132915497,
-0.030732551589608192,
0.05140357092022896,
-0.012762374244630337,
0.01576983742415905,
0.06779750436544418,
-0.00233481265604496,
0.05118197575211525,
0.02655014768242836,
-0.00020081421826034784,
-0.004837806336581707,
-0.06685954332351685,
0.02474644035100937,
0.0665084645152092,
0.06455761194229126,
-0.052545104175806046,
0.012352155521512032,
-0.08307132869958878,
0.001380507368594408,
0.04319358244538307,
0.018433703109622,
-0.00023232868988998234,
-0.13836771249771118,
0.019907085224986076,
0.09442193806171417,
0.05479634925723076,
-0.012336160987615585,
-0.002679431112483144,
-0.04469163343310356,
0.027265429496765137,
-0.06916079670190811,
0.04725450649857521,
-0.06853053718805313,
-0.022916046902537346,
0.0343509316444397,
-0.06524910032749176,
0.1446893811225891,
-0.08954999595880508,
-0.01740446500480175,
-0.01654534786939621,
0.024897851049900055,
0.045656099915504456,
0.007963195443153381,
0.0040259282104671,
-0.03474633768200874,
-5.171473205223265e-8,
0.01186626311391592,
-0.020796438679099083,
-0.045401133596897125,
-0.025837495923042297,
0.0904354378581047,
-0.07046392560005188,
-0.009774018079042435,
-0.02284824289381504,
0.026386991143226624,
0.04820961505174637,
-0.004706160631030798,
0.010998386889696121,
-0.0029312833212316036,
0.03417464718222618,
-0.04820703715085983,
-0.019915152341127396,
-0.04853280261158943,
-0.1601850986480713,
-0.06528829038143158,
-0.04011685028672218,
-0.04209672287106514,
-0.03259109705686569,
-0.061462465673685074,
0.057071883231401443,
-0.007767270319163799,
0.012572430074214935,
0.02712361142039299,
-0.03789311274886131,
0.04022476077079773,
0.07522962987422943,
-0.10567071288824081,
-0.043259862810373306,
0.03244095668196678,
0.043002352118492126,
-0.07456448674201965,
0.02770465798676014,
-0.006105766631662846,
-0.024048931896686554,
-0.017420364543795586,
0.08940581977367401,
0.08547274768352509,
-0.07992597669363022,
0.026160769164562225,
0.0412151999771595,
0.06380198895931244,
-0.021242043003439903,
-0.004511491861194372,
-0.03540167585015297,
-0.08887773007154465,
0.012240810319781303,
0.009888599626719952,
0.005235000513494015,
-0.02400279976427555,
-0.015955917537212372,
0.017435375601053238,
0.028207384049892426,
0.039468057453632355,
-0.08247636258602142,
0.0920519158244133,
0.061177268624305725,
0.0028652127366513014,
0.07040676474571228,
-0.08269068598747253,
-0.04281855747103691
] | null | null | null | null | null | null | null |
[
-0.04227008298039436,
-0.012444475665688515,
0.004319462925195694,
-0.00926827173680067,
0.003228644374758005,
0.003005900653079152,
0.06649451702833176,
-0.02153826132416725,
0.10426224768161774,
0.034022849053144455,
0.02060469053685665,
0.045458585023880005,
0.06761270761489868,
-0.016113409772515297,
0.059734705835580826,
0.0003094580315519124,
0.04997805878520012,
-0.007320407312363386,
-0.04366839677095413,
-0.012801587581634521,
0.0038877290207892656,
-0.055248599499464035,
0.03337087482213974,
0.01033655647188425,
-0.034731000661849976,
-0.057973723858594894,
0.024685094133019447,
-0.06784740835428238,
-0.05782498046755791,
-0.011342652142047882,
0.018053265288472176,
-0.021197296679019928,
0.001218224409967661,
0.023187389597296715,
-0.02297772653400898,
0.02536584809422493,
0.09685511887073517,
0.033877432346343994,
-0.014466146938502789,
0.0029039534274488688,
0.007840211503207684,
-0.05637676268815994,
-0.05797582119703293,
0.033757247030735016,
-0.06996635347604752,
-0.01637248322367668,
0.06105171516537666,
0.10336978733539581,
-0.07902587205171585,
-0.07117144763469696,
0.013572766445577145,
0.02703133039176464,
-0.059145499020814896,
0.04322539642453194,
0.02788342721760273,
-0.07208781689405441,
-0.0917922854423523,
0.007801072672009468,
-0.03938736766576767,
0.05573471263051033,
-0.008629816584289074,
0.02006959170103073,
-0.06291944533586502,
-0.03350201994180679,
0.0024605717044323683,
0.06633314490318298,
0.05927351117134094,
0.04097151756286621,
-0.005562020931392908,
0.1180005818605423,
-0.023551931604743004,
-0.027062904089689255,
-0.07608713954687119,
0.017316080629825592,
0.0022604460828006268,
0.0006566096562892199,
-0.0517527237534523,
-0.0006335492944344878,
-0.10581229627132416,
0.014996065758168697,
0.006124833133071661,
-0.06335066258907318,
0.03686200827360153,
0.0009716100175864995,
0.012232164852321148,
-0.011321610771119595,
-0.08559761941432953,
0.017556775361299515,
0.05772584304213524,
-0.011082285083830357,
-0.11185203492641449,
-0.03700975701212883,
-0.026108551770448685,
0.10608277469873428,
0.03357061743736267,
-0.005498905666172504,
-0.002923239953815937,
-0.0006553007988259196,
0.027270270511507988,
0.07327894121408463,
-0.024278514087200165,
0.011463136412203312,
-0.009741619229316711,
-0.08879417926073074,
0.07561730593442917,
0.13176000118255615,
-0.0002061176928691566,
-0.049194663763046265,
0.027310702949762344,
0.09882485866546631,
0.022796351462602615,
-0.03743389621376991,
0.009221183136105537,
0.004163168836385012,
0.017091739922761917,
0.013737842440605164,
-0.09383386373519897,
0.08242740482091904,
0.016382062807679176,
0.0422525592148304,
0.03276405483484268,
-0.02995414100587368,
0.12112343311309814,
0.027422167360782623,
-0.003623195458203554,
-0.022352738305926323,
-0.0034516905434429646,
3.952544286000262e-33,
-0.04463985562324524,
0.05924573168158531,
-0.018474522978067398,
0.028284812346100807,
0.012538541108369827,
0.10549239069223404,
0.010776030831038952,
-0.02601158618927002,
-0.006068386137485504,
-0.03421869874000549,
0.01877959445118904,
-0.07366766780614853,
0.05670686811208725,
-0.0644209012389183,
0.047134947031736374,
-0.0007512208539992571,
0.07234129309654236,
0.03982262313365936,
0.08686859160661697,
-0.031016631051898003,
0.11312226951122284,
-0.025544334203004837,
-0.05324339121580124,
0.0016006574733182788,
0.08506857603788376,
-0.06189863383769989,
0.042521312832832336,
-0.08090552687644958,
0.13250942528247833,
0.016277670860290527,
-0.053936637938022614,
0.07310204952955246,
0.027743805199861526,
0.05352098122239113,
-0.014950965531170368,
0.011314871720969677,
-0.0292340274900198,
-0.06481616944074631,
-0.0067429267801344395,
-0.032702766358852386,
-0.05947127938270569,
-0.010607426054775715,
-0.0038850491400808096,
-0.046247147023677826,
-0.05725199356675148,
-0.06857477128505707,
-0.036208655685186386,
0.056821856647729874,
-0.08414595574140549,
-0.01410722266882658,
-0.006069208960980177,
0.015468780882656574,
-0.07893050462007523,
-0.04060922935605049,
-0.02941642701625824,
-0.013782241381704807,
-0.006653547752648592,
0.054551124572753906,
0.005265666171908379,
0.11825238913297653,
0.019130704924464226,
0.036691367626190186,
0.01993662491440773,
-0.04594174772500992,
0.014393586665391922,
0.02192896045744419,
-0.08228380233049393,
-0.003308790735900402,
0.10863372683525085,
-0.009155812673270702,
0.027686752378940582,
-0.011460723355412483,
0.04294257238507271,
0.008723662234842777,
-0.005032093729823828,
-0.0352705717086792,
0.016771866008639336,
-0.006532889790832996,
0.07385512441396713,
-0.013367731124162674,
-0.08540011197328568,
0.01153221633285284,
0.0356927253305912,
0.006051236297935247,
-0.04427516832947731,
-0.01415250450372696,
-0.07192786782979965,
0.02833074890077114,
-0.12135446071624756,
-0.0055466387420892715,
-0.025245526805520058,
0.015181999653577805,
0.008226615376770496,
0.03487763926386833,
-0.01898895762860775,
-4.816548429559983e-33,
-0.06633003056049347,
0.030056511983275414,
-0.03092247247695923,
0.08103498071432114,
0.050272587686777115,
-0.05766742303967476,
0.010071029886603355,
-0.02504768967628479,
-0.011443853378295898,
0.04722881689667702,
-0.10926076769828796,
-0.017590366303920746,
0.06942194700241089,
-0.04330980405211449,
0.07952961325645447,
-0.09398485720157623,
0.12960606813430786,
0.032666951417922974,
-0.033160679042339325,
0.028426626697182655,
0.006622042041271925,
0.014531025663018227,
-0.07006388902664185,
0.008247369900345802,
0.0876544788479805,
0.02199442870914936,
-0.06143583729863167,
0.04201662540435791,
-0.009382159449160099,
0.01997433230280876,
-0.02301308885216713,
-0.036216069012880325,
-0.061445899307727814,
-0.09591247141361237,
-0.039153311401605606,
-0.025069773197174072,
-0.018114736303687096,
0.09620543569326401,
-0.059864591807127,
0.05862033739686012,
0.09022113680839539,
-0.02815840020775795,
-0.0241148192435503,
0.015524869784712791,
0.0054603624157607555,
0.004784387070685625,
-0.061917293816804886,
0.021799800917506218,
-0.008905992843210697,
-0.039152659475803375,
0.05275528132915497,
-0.030732551589608192,
0.05140357092022896,
-0.012762374244630337,
0.01576983742415905,
0.06779750436544418,
-0.00233481265604496,
0.05118197575211525,
0.02655014768242836,
-0.00020081421826034784,
-0.004837806336581707,
-0.06685954332351685,
0.02474644035100937,
0.0665084645152092,
0.06455761194229126,
-0.052545104175806046,
0.012352155521512032,
-0.08307132869958878,
0.001380507368594408,
0.04319358244538307,
0.018433703109622,
-0.00023232868988998234,
-0.13836771249771118,
0.019907085224986076,
0.09442193806171417,
0.05479634925723076,
-0.012336160987615585,
-0.002679431112483144,
-0.04469163343310356,
0.027265429496765137,
-0.06916079670190811,
0.04725450649857521,
-0.06853053718805313,
-0.022916046902537346,
0.0343509316444397,
-0.06524910032749176,
0.1446893811225891,
-0.08954999595880508,
-0.01740446500480175,
-0.01654534786939621,
0.024897851049900055,
0.045656099915504456,
0.007963195443153381,
0.0040259282104671,
-0.03474633768200874,
-5.171473205223265e-8,
0.01186626311391592,
-0.020796438679099083,
-0.045401133596897125,
-0.025837495923042297,
0.0904354378581047,
-0.07046392560005188,
-0.009774018079042435,
-0.02284824289381504,
0.026386991143226624,
0.04820961505174637,
-0.004706160631030798,
0.010998386889696121,
-0.0029312833212316036,
0.03417464718222618,
-0.04820703715085983,
-0.019915152341127396,
-0.04853280261158943,
-0.1601850986480713,
-0.06528829038143158,
-0.04011685028672218,
-0.04209672287106514,
-0.03259109705686569,
-0.061462465673685074,
0.057071883231401443,
-0.007767270319163799,
0.012572430074214935,
0.02712361142039299,
-0.03789311274886131,
0.04022476077079773,
0.07522962987422943,
-0.10567071288824081,
-0.043259862810373306,
0.03244095668196678,
0.043002352118492126,
-0.07456448674201965,
0.02770465798676014,
-0.006105766631662846,
-0.024048931896686554,
-0.017420364543795586,
0.08940581977367401,
0.08547274768352509,
-0.07992597669363022,
0.026160769164562225,
0.0412151999771595,
0.06380198895931244,
-0.021242043003439903,
-0.004511491861194372,
-0.03540167585015297,
-0.08887773007154465,
0.012240810319781303,
0.009888599626719952,
0.005235000513494015,
-0.02400279976427555,
-0.015955917537212372,
0.017435375601053238,
0.028207384049892426,
0.039468057453632355,
-0.08247636258602142,
0.0920519158244133,
0.061177268624305725,
0.0028652127366513014,
0.07040676474571228,
-0.08269068598747253,
-0.04281855747103691
] |
1401.3660
|
Andrea Munari
|
Andrea Munari, Michael Heindlmaier, Gianluigi Liva, Matteo Berioli
|
The Throughput of Slotted Aloha with Diversity
|
Accepted for publications at 51st Annual Allerton Conference on
Communication, Control, and Computing
| null | null | null |
cs.NI cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, a simple variation of classical Slotted Aloha is introduced
and analyzed. The enhancement relies on adding multiple receivers that gather
different observations of the packets transmitted by a user population in one
slot. For each observation, the packets transmitted in one slot are assumed to
be subject to independent on-off fading, so that each of them is either
completely faded, and then does not bring any power or interference at the
receiver, or it arrives unfaded, and then may or may not, collide with other
unfaded transmissions. With this model, a novel type of diversity is introduced
to the conventional SA scheme, leading to relevant throughput gains already for
moderate number of receivers. The analytical framework that we introduce allows
to derive closed-form expression of both throughput and packet loss rate an
arbitrary number of receivers, providing interesting hints on the key
trade-offs that characterize the system. We then focus on the problem of having
receivers forward the full set of collected packets to a final gateway using
the minimum possible amount of resources, i.e., avoiding delivery of duplicate
packets, without allowing any exchange of information among them. We derive
what is the minimum amount of resources needed and propose a scheme based on
random linear network coding that achieves asymptotically this bound without
the need for the receivers to coordinate among them.
|
[
{
"created": "Wed, 15 Jan 2014 16:53:09 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Munari",
"Andrea",
""
],
[
"Heindlmaier",
"Michael",
""
],
[
"Liva",
"Gianluigi",
""
],
[
"Berioli",
"Matteo",
""
]
] |
[
0.03063930943608284,
-0.020468467846512794,
-0.05266670882701874,
0.040128692984580994,
0.015807220712304115,
0.03417057916522026,
0.07201327383518219,
-0.10474792867898941,
0.024958498775959015,
0.04893828555941582,
-0.024888014420866966,
0.0009393632062710822,
0.06539150327444077,
-0.07689809054136276,
-0.0006714027840644121,
0.024485882371664047,
0.1200338751077652,
0.008406423963606358,
-0.04809476435184479,
-0.01877865567803383,
0.026837224140763283,
-0.031645964831113815,
0.0006587328971363604,
0.01876138336956501,
0.005129605066031218,
-0.027805238962173462,
0.027133435010910034,
-0.06601271033287048,
0.005610952153801918,
-0.005390549078583717,
0.04318259656429291,
0.03314985707402229,
-0.0360398143529892,
-0.0806877464056015,
-0.04703499376773834,
-0.038672711700201035,
-0.036758095026016235,
0.003802677383646369,
0.021325694397091866,
0.09957405179738998,
-0.0030055216047912836,
0.02500934526324272,
-0.027413327246904373,
0.027892066165804863,
-0.05709052458405495,
-0.046530693769454956,
0.00034585638786666095,
0.022039303556084633,
0.034700024873018265,
-0.016227269545197487,
0.11320586502552032,
0.011407951824367046,
-0.004704045131802559,
0.057430449873209,
0.06651930510997772,
-0.12315324693918228,
-0.06909661740064621,
-0.020596949383616447,
-0.04790683090686798,
0.08456496894359589,
-0.0253619272261858,
0.008551671169698238,
0.00402871472761035,
-0.011826863512396812,
-0.03194976970553398,
-0.00503840995952487,
0.011938070878386497,
0.09976857900619507,
-0.012955054640769958,
0.04279213771224022,
-0.052482329308986664,
-0.012076175771653652,
0.00450839614495635,
0.08971196413040161,
0.05774029716849327,
0.005488238763064146,
0.0521203875541687,
0.01367566455155611,
-0.04413812607526779,
0.06154774874448776,
0.05998927354812622,
0.05099482834339142,
-0.014233360067009926,
-0.04691677913069725,
0.03675223886966705,
-0.02161366492509842,
-0.028848476707935333,
0.017414089292287827,
0.009607605636119843,
-0.05076425150036812,
-0.1284904181957245,
0.08417806029319763,
0.050104472786188126,
0.06621919572353363,
0.02681545726954937,
0.012076104059815407,
0.0038901984225958586,
-0.07368294894695282,
0.00029410733259283006,
0.08989157527685165,
-0.004969148896634579,
-0.025676000863313675,
0.08293350040912628,
-0.08958835899829865,
-0.00351452874019742,
0.05090250447392464,
-0.06789951026439667,
0.019772060215473175,
0.019573336467146873,
0.0581078864634037,
-0.03679410740733147,
0.027326561510562897,
-0.0816248208284378,
0.0030965199694037437,
-0.0234591793268919,
0.09262063354253769,
0.026171592995524406,
-0.0005326402024365962,
-0.020091017708182335,
0.06725997477769852,
-0.03181270882487297,
-0.0666002407670021,
0.05175174027681351,
0.011935591697692871,
0.024963214993476868,
-0.029266152530908585,
0.03290478512644768,
2.620483822211039e-33,
-0.00482899509370327,
-0.05232924595475197,
-0.14390651881694794,
-0.0012112522963434458,
0.06613469123840332,
-0.02468690648674965,
0.05563588812947273,
0.009831348434090614,
-0.022720666602253914,
-0.06201784685254097,
-0.04227302968502045,
-0.008973839692771435,
-0.011046218685805798,
0.011746338568627834,
0.03484698012471199,
-0.017045456916093826,
-0.007722512353211641,
-0.0016774305840954185,
0.09380603581666946,
-0.0567658357322216,
0.009917016141116619,
-0.02916324883699417,
-0.029093410819768906,
-0.013547956012189388,
0.017397115007042885,
-0.02747896872460842,
-0.01212907861918211,
-0.08269057422876358,
0.015693778172135353,
0.01445404626429081,
0.025574369356036186,
-0.0037670661695301533,
0.006986667402088642,
-0.041138697415590286,
-0.0328233428299427,
-0.0019606200512498617,
-0.04065469279885292,
-0.020123058930039406,
-0.015295124612748623,
-0.024216091260313988,
-0.008721165359020233,
0.025476651266217232,
-0.03905133157968521,
-0.08547798544168472,
-0.026799075305461884,
-0.06238941475749016,
0.016190866008400917,
0.017149144783616066,
-0.11286870390176773,
0.07652316242456436,
0.07641389220952988,
-0.013375670649111271,
-0.029200375080108643,
0.02763979323208332,
-0.0035533811897039413,
-0.03778819367289543,
-0.04477356746792793,
0.09246864169836044,
0.10452700406312943,
0.13661056756973267,
-0.08402428776025772,
-0.02948634698987007,
0.002320297062397003,
0.02393478713929653,
0.05298229306936264,
0.021147193387150764,
-0.0009507373324595392,
-0.009754128754138947,
-0.0037679928354918957,
0.008171689696609974,
0.0034308258909732103,
-0.061781786382198334,
-0.006177909206598997,
0.018103227019309998,
-0.03142964094877243,
-0.011846054345369339,
0.08186201006174088,
-0.022022360935807228,
0.022975824773311615,
0.006004250142723322,
-0.04908834025263786,
0.05796818062663078,
-0.01782447099685669,
-0.028547605499625206,
-0.07154158502817154,
0.05958692729473114,
0.026581401005387306,
0.03836331143975258,
-0.1003696396946907,
0.015440741553902626,
-0.062197983264923096,
0.00678760651499033,
0.0024468700867146254,
-0.056454338133335114,
0.04264826700091362,
-3.79618149682182e-33,
-0.025339066982269287,
0.13593539595603943,
-0.05165998265147209,
0.005517029669135809,
0.005926378071308136,
-0.05150940269231796,
0.07353764027357101,
0.001914501772262156,
-0.04689710587263107,
0.002430771943181753,
-0.07661762088537216,
0.03786592185497284,
0.08193089067935944,
0.024801354855298996,
0.017171941697597504,
-0.07570785284042358,
0.004464968107640743,
0.06633691489696503,
-0.011062981560826302,
-0.0021922276355326176,
0.007958829402923584,
0.04537274315953255,
-0.03178168460726738,
-0.12936460971832275,
0.06192256510257721,
0.013838118873536587,
-0.04785875231027603,
0.0990704894065857,
-0.06833747029304504,
-0.05049321800470352,
-0.006310857366770506,
-0.04887388274073601,
-0.03386396914720535,
-0.07784786820411682,
0.04362989962100983,
0.021157842129468918,
0.036277830600738525,
0.1480349451303482,
-0.06850238889455795,
0.11442506313323975,
0.033538609743118286,
-0.0489431731402874,
-0.0016048297984525561,
0.008224260993301868,
0.06279339641332626,
-0.010460902005434036,
-0.1217322051525116,
0.036800939589738846,
0.04484578222036362,
-0.08072351664304733,
0.021258896216750145,
-0.026830347254872322,
0.015873100608587265,
0.06508924067020416,
0.006384164094924927,
0.031196268275380135,
0.0768733024597168,
0.07852410525083542,
0.02458173967897892,
0.03638986498117447,
0.03547319397330284,
-0.07816925644874573,
-0.02210146375000477,
0.039202384650707245,
0.0871293842792511,
-0.04939592257142067,
0.042416464537382126,
-0.09209228307008743,
-0.06720396131277084,
0.040894024074077606,
0.05298545956611633,
0.05963808670639992,
-0.029082633554935455,
0.04998457431793213,
0.05434253066778183,
0.0207712110131979,
-0.007232629228383303,
-0.010626251809298992,
-0.03728628531098366,
0.04235747084021568,
-0.13131490349769592,
0.05775158107280731,
-0.0017543064896017313,
-0.0736822634935379,
0.04707584157586098,
-0.009020657278597355,
0.04176526516675949,
-0.08919762820005417,
0.02343904785811901,
-0.04469171538949013,
-0.04777875915169716,
0.04876510426402092,
-0.027310553938150406,
-0.02673538401722908,
-0.0021682484075427055,
-5.7998096991696e-8,
-0.058823391795158386,
0.044091902673244476,
-0.020708192139863968,
0.0036958421114832163,
0.05716131255030632,
0.013874462805688381,
-0.05262737721204758,
-0.07943063974380493,
0.06530934572219849,
-0.030555907636880875,
0.006747573614120483,
-0.0047863260842859745,
0.022587062790989876,
0.062360335141420364,
-0.010609081014990807,
0.05114932358264923,
-0.07685194164514542,
-0.16046807169914246,
-0.011717836372554302,
-0.0009944651974365115,
0.0034026848152279854,
-0.042473118752241135,
0.030296364799141884,
0.00589200621470809,
-0.031810905784368515,
0.011786403134465218,
0.11137734353542328,
0.03878127038478851,
0.00508317444473505,
-0.00251520867459476,
-0.037921514362096786,
-0.015507049858570099,
0.07555201649665833,
-0.03873724862933159,
-0.029347242787480354,
0.024563243612647057,
-0.032854270190000534,
0.0005138661945238709,
-0.0634981095790863,
0.03274204954504967,
-0.005540830548852682,
-0.10767438262701035,
0.022775961086153984,
-0.00036814334453083575,
0.0628395825624466,
0.010376060381531715,
-0.002877826802432537,
0.03998776525259018,
-0.03417140617966652,
0.004825049079954624,
0.1047280877828598,
-0.07872531563043594,
0.006410352885723114,
0.0035110567696392536,
0.008646003901958466,
-0.09613288193941116,
-0.02390572428703308,
-0.09062157571315765,
0.09456302970647812,
-0.02497212402522564,
-0.0010849422542378306,
0.09417560696601868,
-0.07073793560266495,
0.0005051647895015776
] | null | null | null | null | null | null | null |
[
0.03063930943608284,
-0.020468467846512794,
-0.05266670882701874,
0.040128692984580994,
0.015807220712304115,
0.03417057916522026,
0.07201327383518219,
-0.10474792867898941,
0.024958498775959015,
0.04893828555941582,
-0.024888014420866966,
0.0009393632062710822,
0.06539150327444077,
-0.07689809054136276,
-0.0006714027840644121,
0.024485882371664047,
0.1200338751077652,
0.008406423963606358,
-0.04809476435184479,
-0.01877865567803383,
0.026837224140763283,
-0.031645964831113815,
0.0006587328971363604,
0.01876138336956501,
0.005129605066031218,
-0.027805238962173462,
0.027133435010910034,
-0.06601271033287048,
0.005610952153801918,
-0.005390549078583717,
0.04318259656429291,
0.03314985707402229,
-0.0360398143529892,
-0.0806877464056015,
-0.04703499376773834,
-0.038672711700201035,
-0.036758095026016235,
0.003802677383646369,
0.021325694397091866,
0.09957405179738998,
-0.0030055216047912836,
0.02500934526324272,
-0.027413327246904373,
0.027892066165804863,
-0.05709052458405495,
-0.046530693769454956,
0.00034585638786666095,
0.022039303556084633,
0.034700024873018265,
-0.016227269545197487,
0.11320586502552032,
0.011407951824367046,
-0.004704045131802559,
0.057430449873209,
0.06651930510997772,
-0.12315324693918228,
-0.06909661740064621,
-0.020596949383616447,
-0.04790683090686798,
0.08456496894359589,
-0.0253619272261858,
0.008551671169698238,
0.00402871472761035,
-0.011826863512396812,
-0.03194976970553398,
-0.00503840995952487,
0.011938070878386497,
0.09976857900619507,
-0.012955054640769958,
0.04279213771224022,
-0.052482329308986664,
-0.012076175771653652,
0.00450839614495635,
0.08971196413040161,
0.05774029716849327,
0.005488238763064146,
0.0521203875541687,
0.01367566455155611,
-0.04413812607526779,
0.06154774874448776,
0.05998927354812622,
0.05099482834339142,
-0.014233360067009926,
-0.04691677913069725,
0.03675223886966705,
-0.02161366492509842,
-0.028848476707935333,
0.017414089292287827,
0.009607605636119843,
-0.05076425150036812,
-0.1284904181957245,
0.08417806029319763,
0.050104472786188126,
0.06621919572353363,
0.02681545726954937,
0.012076104059815407,
0.0038901984225958586,
-0.07368294894695282,
0.00029410733259283006,
0.08989157527685165,
-0.004969148896634579,
-0.025676000863313675,
0.08293350040912628,
-0.08958835899829865,
-0.00351452874019742,
0.05090250447392464,
-0.06789951026439667,
0.019772060215473175,
0.019573336467146873,
0.0581078864634037,
-0.03679410740733147,
0.027326561510562897,
-0.0816248208284378,
0.0030965199694037437,
-0.0234591793268919,
0.09262063354253769,
0.026171592995524406,
-0.0005326402024365962,
-0.020091017708182335,
0.06725997477769852,
-0.03181270882487297,
-0.0666002407670021,
0.05175174027681351,
0.011935591697692871,
0.024963214993476868,
-0.029266152530908585,
0.03290478512644768,
2.620483822211039e-33,
-0.00482899509370327,
-0.05232924595475197,
-0.14390651881694794,
-0.0012112522963434458,
0.06613469123840332,
-0.02468690648674965,
0.05563588812947273,
0.009831348434090614,
-0.022720666602253914,
-0.06201784685254097,
-0.04227302968502045,
-0.008973839692771435,
-0.011046218685805798,
0.011746338568627834,
0.03484698012471199,
-0.017045456916093826,
-0.007722512353211641,
-0.0016774305840954185,
0.09380603581666946,
-0.0567658357322216,
0.009917016141116619,
-0.02916324883699417,
-0.029093410819768906,
-0.013547956012189388,
0.017397115007042885,
-0.02747896872460842,
-0.01212907861918211,
-0.08269057422876358,
0.015693778172135353,
0.01445404626429081,
0.025574369356036186,
-0.0037670661695301533,
0.006986667402088642,
-0.041138697415590286,
-0.0328233428299427,
-0.0019606200512498617,
-0.04065469279885292,
-0.020123058930039406,
-0.015295124612748623,
-0.024216091260313988,
-0.008721165359020233,
0.025476651266217232,
-0.03905133157968521,
-0.08547798544168472,
-0.026799075305461884,
-0.06238941475749016,
0.016190866008400917,
0.017149144783616066,
-0.11286870390176773,
0.07652316242456436,
0.07641389220952988,
-0.013375670649111271,
-0.029200375080108643,
0.02763979323208332,
-0.0035533811897039413,
-0.03778819367289543,
-0.04477356746792793,
0.09246864169836044,
0.10452700406312943,
0.13661056756973267,
-0.08402428776025772,
-0.02948634698987007,
0.002320297062397003,
0.02393478713929653,
0.05298229306936264,
0.021147193387150764,
-0.0009507373324595392,
-0.009754128754138947,
-0.0037679928354918957,
0.008171689696609974,
0.0034308258909732103,
-0.061781786382198334,
-0.006177909206598997,
0.018103227019309998,
-0.03142964094877243,
-0.011846054345369339,
0.08186201006174088,
-0.022022360935807228,
0.022975824773311615,
0.006004250142723322,
-0.04908834025263786,
0.05796818062663078,
-0.01782447099685669,
-0.028547605499625206,
-0.07154158502817154,
0.05958692729473114,
0.026581401005387306,
0.03836331143975258,
-0.1003696396946907,
0.015440741553902626,
-0.062197983264923096,
0.00678760651499033,
0.0024468700867146254,
-0.056454338133335114,
0.04264826700091362,
-3.79618149682182e-33,
-0.025339066982269287,
0.13593539595603943,
-0.05165998265147209,
0.005517029669135809,
0.005926378071308136,
-0.05150940269231796,
0.07353764027357101,
0.001914501772262156,
-0.04689710587263107,
0.002430771943181753,
-0.07661762088537216,
0.03786592185497284,
0.08193089067935944,
0.024801354855298996,
0.017171941697597504,
-0.07570785284042358,
0.004464968107640743,
0.06633691489696503,
-0.011062981560826302,
-0.0021922276355326176,
0.007958829402923584,
0.04537274315953255,
-0.03178168460726738,
-0.12936460971832275,
0.06192256510257721,
0.013838118873536587,
-0.04785875231027603,
0.0990704894065857,
-0.06833747029304504,
-0.05049321800470352,
-0.006310857366770506,
-0.04887388274073601,
-0.03386396914720535,
-0.07784786820411682,
0.04362989962100983,
0.021157842129468918,
0.036277830600738525,
0.1480349451303482,
-0.06850238889455795,
0.11442506313323975,
0.033538609743118286,
-0.0489431731402874,
-0.0016048297984525561,
0.008224260993301868,
0.06279339641332626,
-0.010460902005434036,
-0.1217322051525116,
0.036800939589738846,
0.04484578222036362,
-0.08072351664304733,
0.021258896216750145,
-0.026830347254872322,
0.015873100608587265,
0.06508924067020416,
0.006384164094924927,
0.031196268275380135,
0.0768733024597168,
0.07852410525083542,
0.02458173967897892,
0.03638986498117447,
0.03547319397330284,
-0.07816925644874573,
-0.02210146375000477,
0.039202384650707245,
0.0871293842792511,
-0.04939592257142067,
0.042416464537382126,
-0.09209228307008743,
-0.06720396131277084,
0.040894024074077606,
0.05298545956611633,
0.05963808670639992,
-0.029082633554935455,
0.04998457431793213,
0.05434253066778183,
0.0207712110131979,
-0.007232629228383303,
-0.010626251809298992,
-0.03728628531098366,
0.04235747084021568,
-0.13131490349769592,
0.05775158107280731,
-0.0017543064896017313,
-0.0736822634935379,
0.04707584157586098,
-0.009020657278597355,
0.04176526516675949,
-0.08919762820005417,
0.02343904785811901,
-0.04469171538949013,
-0.04777875915169716,
0.04876510426402092,
-0.027310553938150406,
-0.02673538401722908,
-0.0021682484075427055,
-5.7998096991696e-8,
-0.058823391795158386,
0.044091902673244476,
-0.020708192139863968,
0.0036958421114832163,
0.05716131255030632,
0.013874462805688381,
-0.05262737721204758,
-0.07943063974380493,
0.06530934572219849,
-0.030555907636880875,
0.006747573614120483,
-0.0047863260842859745,
0.022587062790989876,
0.062360335141420364,
-0.010609081014990807,
0.05114932358264923,
-0.07685194164514542,
-0.16046807169914246,
-0.011717836372554302,
-0.0009944651974365115,
0.0034026848152279854,
-0.042473118752241135,
0.030296364799141884,
0.00589200621470809,
-0.031810905784368515,
0.011786403134465218,
0.11137734353542328,
0.03878127038478851,
0.00508317444473505,
-0.00251520867459476,
-0.037921514362096786,
-0.015507049858570099,
0.07555201649665833,
-0.03873724862933159,
-0.029347242787480354,
0.024563243612647057,
-0.032854270190000534,
0.0005138661945238709,
-0.0634981095790863,
0.03274204954504967,
-0.005540830548852682,
-0.10767438262701035,
0.022775961086153984,
-0.00036814334453083575,
0.0628395825624466,
0.010376060381531715,
-0.002877826802432537,
0.03998776525259018,
-0.03417140617966652,
0.004825049079954624,
0.1047280877828598,
-0.07872531563043594,
0.006410352885723114,
0.0035110567696392536,
0.008646003901958466,
-0.09613288193941116,
-0.02390572428703308,
-0.09062157571315765,
0.09456302970647812,
-0.02497212402522564,
-0.0010849422542378306,
0.09417560696601868,
-0.07073793560266495,
0.0005051647895015776
] |
1401.3666
|
Ulrich Jentschura
|
U. D. Jentschura
|
Light Sea Fermions in Electron-Proton and Muon-Proton Interactions
|
6 pages; RevTeX; published in Physical Review A in 2013; as compare
to the journal version, we have added a note at the end of the paper which
pertains to the (new) Ref. [42]; otherwise unchanged
|
Phys.Rev.A 88 (2013) 062514
|
10.1103/PhysRevA.88.062514
| null |
physics.atom-ph hep-ph nucl-th
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The proton radius conundrum [R. Pohl et al., Nature vol.466, p.213 (2010) and
A. Antognini et al., Science vol.339, p.417 (2013)] highlights the need to
revisit any conceivable sources of electron-muon nonuniversality in
lepton-proton interactions within the Standard Model. Superficially, a number
of perturbative processes could appear to lead to such a nonunversality. One of
these is a coupling of the scattered electron into an electronic as opposed to
a muonic vacuum polarization loop in the photon exchange of two valence quarks,
which is present only for electron projectiles as opposed to muon projectiles.
However, we can show that this effect actually is part of the radiative
correction to the proton's polarizability contribution to the Lamb shift,
equivalent to a radiative correction to double scattering. We conclude that any
conceivable genuine nonuniversality must be connected with a nonperturbative
feature of the proton's structure, e.g., with the possible presence of light
sea fermions as constituent components of the proton. If we assume an average
of roughly 0.7*10^(-7) light sea positrons per valence quark, then we can show
that virtual electron-positron annihiliation processes lead to an extra term in
the electron-proton versus muon-proton interaction, which has the right sign
and magnitude to explain the proton radius discrepancy.
|
[
{
"created": "Wed, 15 Jan 2014 16:58:15 GMT",
"version": "v1"
},
{
"created": "Thu, 16 Jan 2014 20:38:39 GMT",
"version": "v2"
}
] |
2014-01-17
|
[
[
"Jentschura",
"U. D.",
""
]
] |
[
-0.0804680585861206,
-0.042278140783309937,
-0.009218305349349976,
0.05982859432697296,
0.05641855672001839,
0.004772879183292389,
-0.004050251096487045,
0.062185849994421005,
0.02744387276470661,
-0.09110874682664871,
0.09484363347291946,
-0.030748261138796806,
-0.04850095883011818,
0.0457063652575016,
0.08442868292331696,
0.02285286970436573,
0.060876693576574326,
0.05782124027609825,
-0.06515294313430786,
0.06840503960847855,
-0.061110470443964005,
-0.038197558373212814,
0.0752451941370964,
-0.004184608813375235,
0.005636386573314667,
-0.059758104383945465,
0.03345438465476036,
0.05319198593497276,
0.01754157803952694,
0.02837473526597023,
0.04374317824840546,
0.02375584840774536,
-0.050627876073122025,
0.10925747454166412,
0.10828547924757004,
-0.02974642626941204,
0.03187185153365135,
-0.04064358025789261,
0.018649740144610405,
0.02223304659128189,
0.07443581521511078,
0.018779929727315903,
-0.06513027846813202,
-0.06350474059581757,
-0.005284409038722515,
-0.06520260870456696,
0.06364621967077255,
-0.08950527757406235,
-0.05862821266055107,
-0.06652393192052841,
-0.03140948712825775,
0.038375742733478546,
-0.005750360433012247,
-0.03312736377120018,
-0.08560200780630112,
-0.02098541148006916,
-0.02042226493358612,
-0.029886208474636078,
0.01616777293384075,
-0.077300526201725,
-0.0436706468462944,
0.012461233884096146,
-0.018383963033556938,
0.017164144665002823,
0.004323223605751991,
-0.04781625419855118,
-0.011473692953586578,
-0.0031822072342038155,
0.03582778945565224,
0.06721246987581253,
0.005684524774551392,
0.010823255404829979,
-0.08703041821718216,
-0.05693701654672623,
-0.017506111413240433,
0.06235184893012047,
0.11771122366189957,
0.026841726154088974,
0.037723563611507416,
-0.03399813547730446,
-0.037421345710754395,
-0.05121120437979698,
-0.09326546639204025,
-0.00000881967025634367,
0.02401759661734104,
-0.01235985103994608,
-0.029276616871356964,
0.011191550642251968,
-0.07753278315067291,
-0.035175636410713196,
-0.03423859551548958,
-0.09884841740131378,
-0.08239517360925674,
-0.03927299752831459,
-0.001249797292985022,
0.0639028251171112,
0.10205751657485962,
-0.06658545136451721,
-0.007719523273408413,
0.057130977511405945,
0.05457290634512901,
0.08182233572006226,
0.008943261578679085,
-0.025500508025288582,
0.02049107477068901,
0.006323646754026413,
0.04117990657687187,
0.046390146017074585,
-0.06828361004590988,
-0.046385642141103745,
0.05840758979320526,
-0.06398674845695496,
-0.012381316162645817,
-0.01774045079946518,
0.007425911258906126,
0.012989722192287445,
-0.027375074103474617,
0.07063660770654678,
0.011958236806094646,
-0.014318319037556648,
-0.02246047742664814,
0.04530603438615799,
0.04375571757555008,
0.07705985754728317,
0.003691409481689334,
-0.00904951523989439,
-0.10572148114442825,
3.2906660287224495e-33,
0.08914266526699066,
0.019766949117183685,
-0.05148354917764664,
-0.04477464407682419,
-0.04041234403848648,
0.03606364130973816,
0.002485922770574689,
0.041202932596206665,
-0.03902200236916542,
-0.0033053799998015165,
-0.040042947977781296,
0.03896934539079666,
0.07906510680913925,
-0.07053444534540176,
-0.010238923132419586,
0.01952027529478073,
-0.000035061770176980644,
0.006938585080206394,
0.05401398986577988,
0.005566055420786142,
0.016280852258205414,
0.0024672423023730516,
0.00898471288383007,
-0.08394651114940643,
-0.013239712454378605,
0.004389225039631128,
-0.04384083300828934,
0.003873636247590184,
-0.07892187684774399,
0.02586349844932556,
0.003621310694143176,
0.1370670348405838,
0.03215545415878296,
0.11558586359024048,
0.005869623273611069,
-0.03007432445883751,
-0.1078086644411087,
-0.06787002831697464,
0.05699828267097473,
-0.039693433791399,
-0.031973958015441895,
0.01683705672621727,
-0.04538030922412872,
-0.07899397611618042,
0.0580919124186039,
-0.014555433765053749,
0.12640731036663055,
0.0026993572246283293,
-0.04090488329529762,
-0.010735304094851017,
0.011101801879703999,
0.030467286705970764,
0.013525557704269886,
-0.002113909460604191,
0.005154937505722046,
-0.04949672147631645,
0.10384643822908401,
-0.013483701273798943,
0.021883275359869003,
-0.02823195606470108,
-0.0006095781573094428,
0.04603221267461777,
-0.052198562771081924,
-0.03279701992869377,
-0.03303447365760803,
0.03590483218431473,
-0.14170385897159576,
-0.04298543184995651,
-0.02113834023475647,
0.018040185794234276,
-0.007064357399940491,
0.08246421813964844,
-0.02246207930147648,
-0.046764422208070755,
0.0506499819457531,
-0.06511802226305008,
-0.03089098259806633,
-0.011232458055019379,
0.0730733647942543,
0.043342217803001404,
-0.05076645687222481,
0.016713406890630722,
0.027672408148646355,
0.013230213895440102,
-0.09252555668354034,
0.02134794183075428,
-0.05058116838335991,
-0.016007229685783386,
-0.015678485855460167,
-0.050345439463853836,
-0.0038063779938966036,
-0.015532171353697777,
0.013666284270584583,
-0.05724978446960449,
0.008469526655972004,
-4.2375461974349876e-33,
-0.08526179194450378,
0.024262486025691032,
-0.06110747903585434,
0.06486539542675018,
-0.012469873763620853,
0.06013801693916321,
0.021994616836309433,
-0.01817210391163826,
0.019170314073562622,
-0.03658609464764595,
-0.016748832538723946,
-0.03163594752550125,
-0.06595656275749207,
-0.14345614612102509,
0.044626135379076004,
0.03176650404930115,
-0.0004227253666613251,
0.06880182772874832,
0.06309325993061066,
0.0014901956310495734,
0.10437692701816559,
0.0026635832618921995,
0.05503073334693909,
-0.007854092866182327,
0.07666049152612686,
-0.01169941108673811,
0.033766888082027435,
-0.12333148717880249,
0.018305610865354538,
-0.05621376261115074,
-0.018337883055210114,
0.06339786946773529,
-0.008786924183368683,
-0.04096158221364021,
0.06171248480677605,
-0.022939365357160568,
-0.01988973654806614,
0.05297107249498367,
-0.025624442845582962,
0.024602681398391724,
0.019741320982575417,
0.06218913570046425,
0.05841744318604469,
0.10440854728221893,
0.035905621945858,
0.07649045437574387,
-0.022540131583809853,
0.004193734843283892,
0.00823250226676464,
0.011477756313979626,
-0.02929767221212387,
-0.08299153298139572,
0.03297813981771469,
0.04663427919149399,
0.011676457710564137,
0.12939117848873138,
0.01661166362464428,
0.005761374719440937,
0.03470637649297714,
-0.044587668031454086,
-0.04853413626551628,
-0.10387319326400757,
0.005529401823878288,
-0.0453329011797905,
0.04490622878074646,
0.02643296867609024,
-0.014479570090770721,
0.06486576795578003,
-0.002783282194286585,
-0.06543084233999252,
-0.006483994424343109,
-0.11072617024183273,
-0.00691937655210495,
-0.08213941752910614,
-0.06340128928422928,
0.01949194073677063,
0.02654912695288658,
-0.11929268389940262,
0.018283212557435036,
0.005367242731153965,
-0.006390320602804422,
0.08676905184984207,
-0.03901093453168869,
-0.050936009734869,
0.11119262874126434,
0.0031176446937024593,
-0.0933268815279007,
0.021163448691368103,
-0.006451725494116545,
-0.06608591973781586,
0.05246947705745697,
0.014848042279481888,
0.07782921940088272,
-0.00002709057844185736,
0.044843222945928574,
-5.3353080176066214e-8,
0.027404457330703735,
-0.05485481396317482,
-0.04783821851015091,
0.10565786808729172,
0.07990624755620956,
-0.020077159628272057,
-0.027848849073052406,
-0.012993255630135536,
-0.011242249980568886,
0.09455891698598862,
0.02386859431862831,
-0.01163913868367672,
-0.05085540935397148,
-0.027599811553955078,
0.00538727967068553,
0.0695648267865181,
0.006928245071321726,
-0.09414440393447876,
-0.024513376876711845,
0.022009404376149178,
-0.00022845756029710174,
-0.0020366522949188948,
-0.09986047446727753,
0.04937536269426346,
-0.02078884467482567,
0.026205968111753464,
-0.03489527106285095,
-0.023163121193647385,
-0.019212722778320312,
-0.028841901570558548,
0.03933844342827797,
-0.023373117670416832,
0.042195893824100494,
0.052781447768211365,
-0.05326292663812637,
-0.020520782098174095,
-0.009997732006013393,
-0.03333435207605362,
-0.0411081500351429,
0.021703846752643585,
0.02908734604716301,
0.041994333267211914,
0.006596988998353481,
0.06531859189271927,
-0.0016884183278307319,
0.0811583399772644,
-0.039035532623529434,
-0.03586769476532936,
-0.07164229452610016,
0.065147764980793,
0.0005976727697998285,
0.017685603350400925,
-0.0034227194264531136,
-0.05212581902742386,
-0.04697828367352486,
0.022890789434313774,
0.021410532295703888,
-0.06364452838897705,
0.034330110996961594,
0.00494201248511672,
0.12187059223651886,
0.03736034035682678,
-0.0319565087556839,
0.05276697874069214
] | null | null | null | null | null | null | null |
[
-0.0804680585861206,
-0.042278140783309937,
-0.009218305349349976,
0.05982859432697296,
0.05641855672001839,
0.004772879183292389,
-0.004050251096487045,
0.062185849994421005,
0.02744387276470661,
-0.09110874682664871,
0.09484363347291946,
-0.030748261138796806,
-0.04850095883011818,
0.0457063652575016,
0.08442868292331696,
0.02285286970436573,
0.060876693576574326,
0.05782124027609825,
-0.06515294313430786,
0.06840503960847855,
-0.061110470443964005,
-0.038197558373212814,
0.0752451941370964,
-0.004184608813375235,
0.005636386573314667,
-0.059758104383945465,
0.03345438465476036,
0.05319198593497276,
0.01754157803952694,
0.02837473526597023,
0.04374317824840546,
0.02375584840774536,
-0.050627876073122025,
0.10925747454166412,
0.10828547924757004,
-0.02974642626941204,
0.03187185153365135,
-0.04064358025789261,
0.018649740144610405,
0.02223304659128189,
0.07443581521511078,
0.018779929727315903,
-0.06513027846813202,
-0.06350474059581757,
-0.005284409038722515,
-0.06520260870456696,
0.06364621967077255,
-0.08950527757406235,
-0.05862821266055107,
-0.06652393192052841,
-0.03140948712825775,
0.038375742733478546,
-0.005750360433012247,
-0.03312736377120018,
-0.08560200780630112,
-0.02098541148006916,
-0.02042226493358612,
-0.029886208474636078,
0.01616777293384075,
-0.077300526201725,
-0.0436706468462944,
0.012461233884096146,
-0.018383963033556938,
0.017164144665002823,
0.004323223605751991,
-0.04781625419855118,
-0.011473692953586578,
-0.0031822072342038155,
0.03582778945565224,
0.06721246987581253,
0.005684524774551392,
0.010823255404829979,
-0.08703041821718216,
-0.05693701654672623,
-0.017506111413240433,
0.06235184893012047,
0.11771122366189957,
0.026841726154088974,
0.037723563611507416,
-0.03399813547730446,
-0.037421345710754395,
-0.05121120437979698,
-0.09326546639204025,
-0.00000881967025634367,
0.02401759661734104,
-0.01235985103994608,
-0.029276616871356964,
0.011191550642251968,
-0.07753278315067291,
-0.035175636410713196,
-0.03423859551548958,
-0.09884841740131378,
-0.08239517360925674,
-0.03927299752831459,
-0.001249797292985022,
0.0639028251171112,
0.10205751657485962,
-0.06658545136451721,
-0.007719523273408413,
0.057130977511405945,
0.05457290634512901,
0.08182233572006226,
0.008943261578679085,
-0.025500508025288582,
0.02049107477068901,
0.006323646754026413,
0.04117990657687187,
0.046390146017074585,
-0.06828361004590988,
-0.046385642141103745,
0.05840758979320526,
-0.06398674845695496,
-0.012381316162645817,
-0.01774045079946518,
0.007425911258906126,
0.012989722192287445,
-0.027375074103474617,
0.07063660770654678,
0.011958236806094646,
-0.014318319037556648,
-0.02246047742664814,
0.04530603438615799,
0.04375571757555008,
0.07705985754728317,
0.003691409481689334,
-0.00904951523989439,
-0.10572148114442825,
3.2906660287224495e-33,
0.08914266526699066,
0.019766949117183685,
-0.05148354917764664,
-0.04477464407682419,
-0.04041234403848648,
0.03606364130973816,
0.002485922770574689,
0.041202932596206665,
-0.03902200236916542,
-0.0033053799998015165,
-0.040042947977781296,
0.03896934539079666,
0.07906510680913925,
-0.07053444534540176,
-0.010238923132419586,
0.01952027529478073,
-0.000035061770176980644,
0.006938585080206394,
0.05401398986577988,
0.005566055420786142,
0.016280852258205414,
0.0024672423023730516,
0.00898471288383007,
-0.08394651114940643,
-0.013239712454378605,
0.004389225039631128,
-0.04384083300828934,
0.003873636247590184,
-0.07892187684774399,
0.02586349844932556,
0.003621310694143176,
0.1370670348405838,
0.03215545415878296,
0.11558586359024048,
0.005869623273611069,
-0.03007432445883751,
-0.1078086644411087,
-0.06787002831697464,
0.05699828267097473,
-0.039693433791399,
-0.031973958015441895,
0.01683705672621727,
-0.04538030922412872,
-0.07899397611618042,
0.0580919124186039,
-0.014555433765053749,
0.12640731036663055,
0.0026993572246283293,
-0.04090488329529762,
-0.010735304094851017,
0.011101801879703999,
0.030467286705970764,
0.013525557704269886,
-0.002113909460604191,
0.005154937505722046,
-0.04949672147631645,
0.10384643822908401,
-0.013483701273798943,
0.021883275359869003,
-0.02823195606470108,
-0.0006095781573094428,
0.04603221267461777,
-0.052198562771081924,
-0.03279701992869377,
-0.03303447365760803,
0.03590483218431473,
-0.14170385897159576,
-0.04298543184995651,
-0.02113834023475647,
0.018040185794234276,
-0.007064357399940491,
0.08246421813964844,
-0.02246207930147648,
-0.046764422208070755,
0.0506499819457531,
-0.06511802226305008,
-0.03089098259806633,
-0.011232458055019379,
0.0730733647942543,
0.043342217803001404,
-0.05076645687222481,
0.016713406890630722,
0.027672408148646355,
0.013230213895440102,
-0.09252555668354034,
0.02134794183075428,
-0.05058116838335991,
-0.016007229685783386,
-0.015678485855460167,
-0.050345439463853836,
-0.0038063779938966036,
-0.015532171353697777,
0.013666284270584583,
-0.05724978446960449,
0.008469526655972004,
-4.2375461974349876e-33,
-0.08526179194450378,
0.024262486025691032,
-0.06110747903585434,
0.06486539542675018,
-0.012469873763620853,
0.06013801693916321,
0.021994616836309433,
-0.01817210391163826,
0.019170314073562622,
-0.03658609464764595,
-0.016748832538723946,
-0.03163594752550125,
-0.06595656275749207,
-0.14345614612102509,
0.044626135379076004,
0.03176650404930115,
-0.0004227253666613251,
0.06880182772874832,
0.06309325993061066,
0.0014901956310495734,
0.10437692701816559,
0.0026635832618921995,
0.05503073334693909,
-0.007854092866182327,
0.07666049152612686,
-0.01169941108673811,
0.033766888082027435,
-0.12333148717880249,
0.018305610865354538,
-0.05621376261115074,
-0.018337883055210114,
0.06339786946773529,
-0.008786924183368683,
-0.04096158221364021,
0.06171248480677605,
-0.022939365357160568,
-0.01988973654806614,
0.05297107249498367,
-0.025624442845582962,
0.024602681398391724,
0.019741320982575417,
0.06218913570046425,
0.05841744318604469,
0.10440854728221893,
0.035905621945858,
0.07649045437574387,
-0.022540131583809853,
0.004193734843283892,
0.00823250226676464,
0.011477756313979626,
-0.02929767221212387,
-0.08299153298139572,
0.03297813981771469,
0.04663427919149399,
0.011676457710564137,
0.12939117848873138,
0.01661166362464428,
0.005761374719440937,
0.03470637649297714,
-0.044587668031454086,
-0.04853413626551628,
-0.10387319326400757,
0.005529401823878288,
-0.0453329011797905,
0.04490622878074646,
0.02643296867609024,
-0.014479570090770721,
0.06486576795578003,
-0.002783282194286585,
-0.06543084233999252,
-0.006483994424343109,
-0.11072617024183273,
-0.00691937655210495,
-0.08213941752910614,
-0.06340128928422928,
0.01949194073677063,
0.02654912695288658,
-0.11929268389940262,
0.018283212557435036,
0.005367242731153965,
-0.006390320602804422,
0.08676905184984207,
-0.03901093453168869,
-0.050936009734869,
0.11119262874126434,
0.0031176446937024593,
-0.0933268815279007,
0.021163448691368103,
-0.006451725494116545,
-0.06608591973781586,
0.05246947705745697,
0.014848042279481888,
0.07782921940088272,
-0.00002709057844185736,
0.044843222945928574,
-5.3353080176066214e-8,
0.027404457330703735,
-0.05485481396317482,
-0.04783821851015091,
0.10565786808729172,
0.07990624755620956,
-0.020077159628272057,
-0.027848849073052406,
-0.012993255630135536,
-0.011242249980568886,
0.09455891698598862,
0.02386859431862831,
-0.01163913868367672,
-0.05085540935397148,
-0.027599811553955078,
0.00538727967068553,
0.0695648267865181,
0.006928245071321726,
-0.09414440393447876,
-0.024513376876711845,
0.022009404376149178,
-0.00022845756029710174,
-0.0020366522949188948,
-0.09986047446727753,
0.04937536269426346,
-0.02078884467482567,
0.026205968111753464,
-0.03489527106285095,
-0.023163121193647385,
-0.019212722778320312,
-0.028841901570558548,
0.03933844342827797,
-0.023373117670416832,
0.042195893824100494,
0.052781447768211365,
-0.05326292663812637,
-0.020520782098174095,
-0.009997732006013393,
-0.03333435207605362,
-0.0411081500351429,
0.021703846752643585,
0.02908734604716301,
0.041994333267211914,
0.006596988998353481,
0.06531859189271927,
-0.0016884183278307319,
0.0811583399772644,
-0.039035532623529434,
-0.03586769476532936,
-0.07164229452610016,
0.065147764980793,
0.0005976727697998285,
0.017685603350400925,
-0.0034227194264531136,
-0.05212581902742386,
-0.04697828367352486,
0.022890789434313774,
0.021410532295703888,
-0.06364452838897705,
0.034330110996961594,
0.00494201248511672,
0.12187059223651886,
0.03736034035682678,
-0.0319565087556839,
0.05276697874069214
] |
1401.3667
|
Tongxin Li
|
Tongxin Li, Chun Lam Chan, Wenhao Huang, Tarik Kaced, and Sidharth
Jaggi
|
Group Testing with Prior Statistics
|
23 pages, 12 figures, presented in ISIT 2014, Honolulu
|
Information Theory (ISIT), 2014 IEEE International Symposium on,
2346-2350
|
10.1109/ISIT.2014.6875253
| null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider a new group testing model wherein each item is a binary random
variable defined by an a priori probability of being defective. We assume that
each probability is small and that items are independent, but not necessarily
identically distributed. The goal of group testing algorithms is to identify
with high probability the subset of defectives via non-linear (disjunctive)
binary measurements. Our main contributions are two classes of algorithms: (1)
adaptive algorithms with tests based either on a maximum entropy principle, or
on a Shannon-Fano/Huffman code; (2) non-adaptive algorithms. Under loose
assumptions and with high probability, our algorithms only need a number of
measurements that is close to the information-theoretic lower bound, up to an
explicitly-calculated universal constant factor. We provide simulations to
support our results.
|
[
{
"created": "Wed, 15 Jan 2014 17:00:31 GMT",
"version": "v1"
},
{
"created": "Thu, 16 Jan 2014 15:11:44 GMT",
"version": "v2"
},
{
"created": "Wed, 22 Jan 2014 17:48:06 GMT",
"version": "v3"
},
{
"created": "Fri, 24 Jan 2014 08:53:54 GMT",
"version": "v4"
},
{
"created": "Thu, 29 May 2014 14:21:56 GMT",
"version": "v5"
},
{
"created": "Tue, 29 Jul 2014 21:43:51 GMT",
"version": "v6"
},
{
"created": "Tue, 30 Sep 2014 17:42:04 GMT",
"version": "v7"
},
{
"created": "Sat, 21 Jul 2018 06:40:38 GMT",
"version": "v8"
}
] |
2018-07-24
|
[
[
"Li",
"Tongxin",
""
],
[
"Chan",
"Chun Lam",
""
],
[
"Huang",
"Wenhao",
""
],
[
"Kaced",
"Tarik",
""
],
[
"Jaggi",
"Sidharth",
""
]
] |
[
-0.044469378888607025,
-0.008295516483485699,
0.010798897594213486,
0.06491066515445709,
0.01610826887190342,
-0.10758282244205475,
0.013406739570200443,
-0.06720958650112152,
0.004353195428848267,
0.017350422218441963,
0.015683596953749657,
0.005879899021238089,
0.06255810707807541,
-0.03947090730071068,
-0.051295746117830276,
-0.05748730152845383,
0.012895476073026657,
0.06418730318546295,
-0.06951283663511276,
-0.029724037274718285,
-0.04622480645775795,
-0.01819545030593872,
0.001810443471185863,
0.00621349923312664,
-0.015848640352487564,
-0.061654627323150635,
-0.04964914545416832,
-0.01344526931643486,
0.03147247061133385,
-0.026681169867515564,
0.015880806371569633,
0.05117471143603325,
0.0616019107401371,
0.030768662691116333,
0.030656326562166214,
-0.0033880798146128654,
-0.002858820604160428,
-0.030470632016658783,
-0.014610040001571178,
0.08115369826555252,
-0.035858944058418274,
0.037630800157785416,
0.032025910913944244,
0.041989363729953766,
0.019520916044712067,
0.06562147289514542,
0.04174172505736351,
0.033402957022190094,
-0.06954003125429153,
0.03472387418150902,
0.030781174078583717,
0.013268372975289822,
0.051568277180194855,
0.019794274121522903,
0.009498393163084984,
-0.07468567043542862,
0.02845781296491623,
-0.04958825558423996,
-0.08165629208087921,
-0.020458465442061424,
0.024507898837327957,
-0.04395221546292305,
-0.015506467781960964,
0.038863006979227066,
0.024481693282723427,
0.15016071498394012,
0.08149562031030655,
0.06602068245410919,
0.02968318574130535,
0.024514105170965195,
-0.05077700689435005,
0.018016550689935684,
-0.048152681440114975,
0.0937885046005249,
0.06877041608095169,
0.014741121791303158,
-0.01586333103477955,
-0.035466741770505905,
-0.024670490995049477,
0.016611330211162567,
-0.08273910731077194,
-0.04705923795700073,
0.0005290068802423775,
0.006204431410878897,
0.12841631472110748,
-0.02698551118373871,
0.07140132039785385,
-0.0008711647242307663,
-0.033392734825611115,
-0.020978983491659164,
-0.1131296455860138,
0.03237614035606384,
-0.013460271060466766,
0.03722841292619705,
0.007169834803789854,
0.009126527234911919,
0.10300511866807938,
-0.025783821940422058,
0.06707660853862762,
0.08224766701459885,
0.0058815558440983295,
-0.05441399663686752,
0.01598571054637432,
-0.020076802000403404,
-0.004123337101191282,
0.01276455633342266,
0.03355668857693672,
-0.031212259083986282,
0.05842525139451027,
-0.0007430142140947282,
0.03686113655567169,
0.09522108733654022,
0.020831506699323654,
-0.007130318321287632,
0.0031346736941486597,
-0.12997889518737793,
0.021857494488358498,
0.07534228265285492,
-0.03845152258872986,
-0.024467403069138527,
0.09611058235168457,
0.020004725083708763,
0.06674505025148392,
-0.024723563343286514,
0.03612760081887245,
0.0930350124835968,
-0.04495229199528694,
1.425421990386872e-33,
0.010746431536972523,
-0.02701099030673504,
0.0485827773809433,
-0.0019209615420550108,
0.018719295039772987,
0.06255123019218445,
-0.03930468484759331,
0.05300480127334595,
0.007731025107204914,
0.0770234614610672,
-0.01711675524711609,
0.0748738944530487,
0.015692617744207382,
-0.040478382259607315,
0.09921664744615555,
0.08363674581050873,
-0.09353844821453094,
0.0005451634642668068,
0.05786764621734619,
-0.018207132816314697,
-0.0457017719745636,
-0.08162583410739899,
-0.030010323971509933,
-0.11213331669569016,
-0.03611818701028824,
-0.0010696833487600088,
-0.0047120265662670135,
-0.05398964509367943,
0.0019349873764440417,
0.01542065292596817,
-0.0596403107047081,
0.060475025326013565,
-0.030956601724028587,
0.04951580986380577,
-0.05698442459106445,
-0.018549544736742973,
-0.03549773991107941,
0.013960371725261211,
-0.08159904927015305,
0.013193328864872456,
0.013858223333954811,
-0.02172449417412281,
0.0444183312356472,
-0.07831314206123352,
0.003217302029952407,
-0.10209979861974716,
-0.06595165282487869,
-0.05544712767004967,
-0.002556160092353821,
-0.09230820834636688,
-0.013827416114509106,
-0.04218202084302902,
-0.0012456836411729455,
-0.05630149319767952,
-0.022465569898486137,
-0.004561054520308971,
0.027242006734013557,
0.029546024277806282,
0.03184521943330765,
0.14393950998783112,
-0.015163969248533249,
0.07174870371818542,
0.027857938781380653,
0.013174193911254406,
0.015253126621246338,
0.04313954338431358,
0.015453645959496498,
-0.13575273752212524,
0.07251203060150146,
-0.027252640575170517,
0.03367242589592934,
-0.02513226680457592,
-0.05019630119204521,
0.06306757032871246,
0.005289033055305481,
-0.02716728299856186,
0.055799663066864014,
-0.015769202262163162,
-0.015337122604250908,
-0.08128051459789276,
0.06470035761594772,
-0.06489799171686172,
0.0686577558517456,
-0.003112928243353963,
-0.10713353008031845,
0.025510163977742195,
-0.07627014815807343,
0.002593836048617959,
-0.19129720330238342,
-0.037729617208242416,
-0.03983493521809578,
0.019503818824887276,
0.09046564996242523,
0.0012018739944323897,
0.08961586654186249,
-3.717207378229763e-33,
-0.07811442762613297,
0.030743174254894257,
0.10279353708028793,
0.061796676367521286,
0.05519793555140495,
-0.10338728129863739,
0.028591185808181763,
-0.0546688511967659,
0.03294031694531441,
-0.007594147231429815,
-0.019515685737133026,
-0.030509397387504578,
-0.004627230577170849,
-0.0019757074769586325,
-0.0028129247948527336,
0.033437579870224,
-0.08862999081611633,
0.036694154143333435,
0.11524013429880142,
0.016410060226917267,
0.08020544052124023,
0.11438340693712234,
-0.04140131548047066,
0.02609664388000965,
-0.03824953734874725,
-0.014278462156653404,
-0.07626783847808838,
0.05392211675643921,
0.03508993238210678,
-0.010422402992844582,
0.014654845930635929,
0.025685233995318413,
-0.07367372512817383,
-0.005107755307108164,
0.05596398189663887,
-0.03828909248113632,
0.010429251939058304,
0.056814130395650864,
-0.02306940406560898,
0.01705912873148918,
0.04206834360957146,
0.09178628027439117,
-0.03424066677689552,
0.0014379891799762845,
0.08365738391876221,
-0.017202503979206085,
0.026243720203638077,
-0.034507352858781815,
0.020692652091383934,
0.06667374819517136,
0.01047632098197937,
-0.013175767846405506,
0.006622710730880499,
0.06359449028968811,
-0.052842237055301666,
0.054299548268318176,
-0.10591201484203339,
-0.04933999106287956,
0.051027629524469376,
0.047620564699172974,
-0.07090561091899872,
-0.0350988544523716,
0.01614258997142315,
0.09086118638515472,
-0.0755845382809639,
-0.051724668592214584,
-0.01874595880508423,
0.08018265664577484,
0.023853547871112823,
0.036640431731939316,
0.050591956824064255,
0.022819219157099724,
-0.03782166913151741,
-0.023565130308270454,
0.05993681028485298,
0.05077062174677849,
-0.02065364643931389,
0.015928754583001137,
-0.03193654492497444,
0.02284269966185093,
0.014859910123050213,
0.007494727149605751,
-0.010308214463293552,
0.05505355820059776,
-0.025372400879859924,
0.062021367251873016,
0.11439007520675659,
-0.029299726709723473,
0.01741618663072586,
-0.05419154837727547,
-0.026659101247787476,
0.020109647884964943,
0.014376336708664894,
-0.05710974335670471,
-0.0849684327840805,
-4.598160430191456e-8,
0.006425033789128065,
-0.04877275601029396,
-0.04036670923233032,
-0.06918131560087204,
0.053979676216840744,
-0.03747160732746124,
-0.06909117102622986,
0.033644866198301315,
-0.05968630686402321,
-0.08656786382198334,
0.06536668539047241,
0.048381369560956955,
-0.024854231625795364,
0.00392402708530426,
-0.003918917383998632,
0.034472912549972534,
-0.057355135679244995,
0.04274706915020943,
-0.017745820805430412,
-0.023421715945005417,
0.037499427795410156,
0.030510874465107918,
0.028659719973802567,
-0.0384092777967453,
-0.03778059408068657,
-0.01184402871876955,
0.03934532776474953,
-0.030155479907989502,
-0.014072352088987827,
-0.02257085219025612,
0.038233112543821335,
-0.03288073092699051,
-0.02368023432791233,
0.049748536199331284,
-0.025554776191711426,
0.03201524540781975,
-0.030156010761857033,
-0.02172238938510418,
-0.03699418529868126,
-0.09278874844312668,
-0.026884285733103752,
-0.05217335373163223,
-0.014752904884517193,
0.005426783114671707,
-0.005595427006483078,
-0.11574138700962067,
0.034067388623952866,
-0.04828333109617233,
-0.06669957935810089,
-0.04750659316778183,
0.08114205300807953,
-0.0061490884982049465,
-0.05768868699669838,
-0.03328889608383179,
0.0019182864343747497,
0.011043544858694077,
0.010846187360584736,
0.006686353124678135,
-0.003483435371890664,
-0.05042397603392601,
0.05888756364583969,
-0.009668056853115559,
-0.058478210121393204,
-0.07271479070186615
] | null | null | null | null | null | null | null |
[
-0.044469378888607025,
-0.008295516483485699,
0.010798897594213486,
0.06491066515445709,
0.01610826887190342,
-0.10758282244205475,
0.013406739570200443,
-0.06720958650112152,
0.004353195428848267,
0.017350422218441963,
0.015683596953749657,
0.005879899021238089,
0.06255810707807541,
-0.03947090730071068,
-0.051295746117830276,
-0.05748730152845383,
0.012895476073026657,
0.06418730318546295,
-0.06951283663511276,
-0.029724037274718285,
-0.04622480645775795,
-0.01819545030593872,
0.001810443471185863,
0.00621349923312664,
-0.015848640352487564,
-0.061654627323150635,
-0.04964914545416832,
-0.01344526931643486,
0.03147247061133385,
-0.026681169867515564,
0.015880806371569633,
0.05117471143603325,
0.0616019107401371,
0.030768662691116333,
0.030656326562166214,
-0.0033880798146128654,
-0.002858820604160428,
-0.030470632016658783,
-0.014610040001571178,
0.08115369826555252,
-0.035858944058418274,
0.037630800157785416,
0.032025910913944244,
0.041989363729953766,
0.019520916044712067,
0.06562147289514542,
0.04174172505736351,
0.033402957022190094,
-0.06954003125429153,
0.03472387418150902,
0.030781174078583717,
0.013268372975289822,
0.051568277180194855,
0.019794274121522903,
0.009498393163084984,
-0.07468567043542862,
0.02845781296491623,
-0.04958825558423996,
-0.08165629208087921,
-0.020458465442061424,
0.024507898837327957,
-0.04395221546292305,
-0.015506467781960964,
0.038863006979227066,
0.024481693282723427,
0.15016071498394012,
0.08149562031030655,
0.06602068245410919,
0.02968318574130535,
0.024514105170965195,
-0.05077700689435005,
0.018016550689935684,
-0.048152681440114975,
0.0937885046005249,
0.06877041608095169,
0.014741121791303158,
-0.01586333103477955,
-0.035466741770505905,
-0.024670490995049477,
0.016611330211162567,
-0.08273910731077194,
-0.04705923795700073,
0.0005290068802423775,
0.006204431410878897,
0.12841631472110748,
-0.02698551118373871,
0.07140132039785385,
-0.0008711647242307663,
-0.033392734825611115,
-0.020978983491659164,
-0.1131296455860138,
0.03237614035606384,
-0.013460271060466766,
0.03722841292619705,
0.007169834803789854,
0.009126527234911919,
0.10300511866807938,
-0.025783821940422058,
0.06707660853862762,
0.08224766701459885,
0.0058815558440983295,
-0.05441399663686752,
0.01598571054637432,
-0.020076802000403404,
-0.004123337101191282,
0.01276455633342266,
0.03355668857693672,
-0.031212259083986282,
0.05842525139451027,
-0.0007430142140947282,
0.03686113655567169,
0.09522108733654022,
0.020831506699323654,
-0.007130318321287632,
0.0031346736941486597,
-0.12997889518737793,
0.021857494488358498,
0.07534228265285492,
-0.03845152258872986,
-0.024467403069138527,
0.09611058235168457,
0.020004725083708763,
0.06674505025148392,
-0.024723563343286514,
0.03612760081887245,
0.0930350124835968,
-0.04495229199528694,
1.425421990386872e-33,
0.010746431536972523,
-0.02701099030673504,
0.0485827773809433,
-0.0019209615420550108,
0.018719295039772987,
0.06255123019218445,
-0.03930468484759331,
0.05300480127334595,
0.007731025107204914,
0.0770234614610672,
-0.01711675524711609,
0.0748738944530487,
0.015692617744207382,
-0.040478382259607315,
0.09921664744615555,
0.08363674581050873,
-0.09353844821453094,
0.0005451634642668068,
0.05786764621734619,
-0.018207132816314697,
-0.0457017719745636,
-0.08162583410739899,
-0.030010323971509933,
-0.11213331669569016,
-0.03611818701028824,
-0.0010696833487600088,
-0.0047120265662670135,
-0.05398964509367943,
0.0019349873764440417,
0.01542065292596817,
-0.0596403107047081,
0.060475025326013565,
-0.030956601724028587,
0.04951580986380577,
-0.05698442459106445,
-0.018549544736742973,
-0.03549773991107941,
0.013960371725261211,
-0.08159904927015305,
0.013193328864872456,
0.013858223333954811,
-0.02172449417412281,
0.0444183312356472,
-0.07831314206123352,
0.003217302029952407,
-0.10209979861974716,
-0.06595165282487869,
-0.05544712767004967,
-0.002556160092353821,
-0.09230820834636688,
-0.013827416114509106,
-0.04218202084302902,
-0.0012456836411729455,
-0.05630149319767952,
-0.022465569898486137,
-0.004561054520308971,
0.027242006734013557,
0.029546024277806282,
0.03184521943330765,
0.14393950998783112,
-0.015163969248533249,
0.07174870371818542,
0.027857938781380653,
0.013174193911254406,
0.015253126621246338,
0.04313954338431358,
0.015453645959496498,
-0.13575273752212524,
0.07251203060150146,
-0.027252640575170517,
0.03367242589592934,
-0.02513226680457592,
-0.05019630119204521,
0.06306757032871246,
0.005289033055305481,
-0.02716728299856186,
0.055799663066864014,
-0.015769202262163162,
-0.015337122604250908,
-0.08128051459789276,
0.06470035761594772,
-0.06489799171686172,
0.0686577558517456,
-0.003112928243353963,
-0.10713353008031845,
0.025510163977742195,
-0.07627014815807343,
0.002593836048617959,
-0.19129720330238342,
-0.037729617208242416,
-0.03983493521809578,
0.019503818824887276,
0.09046564996242523,
0.0012018739944323897,
0.08961586654186249,
-3.717207378229763e-33,
-0.07811442762613297,
0.030743174254894257,
0.10279353708028793,
0.061796676367521286,
0.05519793555140495,
-0.10338728129863739,
0.028591185808181763,
-0.0546688511967659,
0.03294031694531441,
-0.007594147231429815,
-0.019515685737133026,
-0.030509397387504578,
-0.004627230577170849,
-0.0019757074769586325,
-0.0028129247948527336,
0.033437579870224,
-0.08862999081611633,
0.036694154143333435,
0.11524013429880142,
0.016410060226917267,
0.08020544052124023,
0.11438340693712234,
-0.04140131548047066,
0.02609664388000965,
-0.03824953734874725,
-0.014278462156653404,
-0.07626783847808838,
0.05392211675643921,
0.03508993238210678,
-0.010422402992844582,
0.014654845930635929,
0.025685233995318413,
-0.07367372512817383,
-0.005107755307108164,
0.05596398189663887,
-0.03828909248113632,
0.010429251939058304,
0.056814130395650864,
-0.02306940406560898,
0.01705912873148918,
0.04206834360957146,
0.09178628027439117,
-0.03424066677689552,
0.0014379891799762845,
0.08365738391876221,
-0.017202503979206085,
0.026243720203638077,
-0.034507352858781815,
0.020692652091383934,
0.06667374819517136,
0.01047632098197937,
-0.013175767846405506,
0.006622710730880499,
0.06359449028968811,
-0.052842237055301666,
0.054299548268318176,
-0.10591201484203339,
-0.04933999106287956,
0.051027629524469376,
0.047620564699172974,
-0.07090561091899872,
-0.0350988544523716,
0.01614258997142315,
0.09086118638515472,
-0.0755845382809639,
-0.051724668592214584,
-0.01874595880508423,
0.08018265664577484,
0.023853547871112823,
0.036640431731939316,
0.050591956824064255,
0.022819219157099724,
-0.03782166913151741,
-0.023565130308270454,
0.05993681028485298,
0.05077062174677849,
-0.02065364643931389,
0.015928754583001137,
-0.03193654492497444,
0.02284269966185093,
0.014859910123050213,
0.007494727149605751,
-0.010308214463293552,
0.05505355820059776,
-0.025372400879859924,
0.062021367251873016,
0.11439007520675659,
-0.029299726709723473,
0.01741618663072586,
-0.05419154837727547,
-0.026659101247787476,
0.020109647884964943,
0.014376336708664894,
-0.05710974335670471,
-0.0849684327840805,
-4.598160430191456e-8,
0.006425033789128065,
-0.04877275601029396,
-0.04036670923233032,
-0.06918131560087204,
0.053979676216840744,
-0.03747160732746124,
-0.06909117102622986,
0.033644866198301315,
-0.05968630686402321,
-0.08656786382198334,
0.06536668539047241,
0.048381369560956955,
-0.024854231625795364,
0.00392402708530426,
-0.003918917383998632,
0.034472912549972534,
-0.057355135679244995,
0.04274706915020943,
-0.017745820805430412,
-0.023421715945005417,
0.037499427795410156,
0.030510874465107918,
0.028659719973802567,
-0.0384092777967453,
-0.03778059408068657,
-0.01184402871876955,
0.03934532776474953,
-0.030155479907989502,
-0.014072352088987827,
-0.02257085219025612,
0.038233112543821335,
-0.03288073092699051,
-0.02368023432791233,
0.049748536199331284,
-0.025554776191711426,
0.03201524540781975,
-0.030156010761857033,
-0.02172238938510418,
-0.03699418529868126,
-0.09278874844312668,
-0.026884285733103752,
-0.05217335373163223,
-0.014752904884517193,
0.005426783114671707,
-0.005595427006483078,
-0.11574138700962067,
0.034067388623952866,
-0.04828333109617233,
-0.06669957935810089,
-0.04750659316778183,
0.08114205300807953,
-0.0061490884982049465,
-0.05768868699669838,
-0.03328889608383179,
0.0019182864343747497,
0.011043544858694077,
0.010846187360584736,
0.006686353124678135,
-0.003483435371890664,
-0.05042397603392601,
0.05888756364583969,
-0.009668056853115559,
-0.058478210121393204,
-0.07271479070186615
] |
1401.3669
|
Doina Tatar
|
D. Tatar, M.Lupea, E. Kapetanios
|
Hrebs and Cohesion Chains as similar tools for semantic text properties
research
|
13 pages, KNOWLEDGE ENGINEERING: PRINCIPLES AND TECHNIQUES
Proceedings of the International Conference on Knowledge Engineering,
Principles and Techniques, KEPT 2013 Cluj-Napoca (Romania)
| null | null | null |
cs.CL
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this study it is proven that the Hrebs used in Denotation analysis of
texts and Cohesion Chains (defined as a fusion between Lexical Chains and
Coreference Chains) represent similar linguistic tools. This result gives us
the possibility to extend to Cohesion Chains (CCs) some important indicators
as, for example the Kernel of CCs, the topicality of a CC, text concentration,
CC-diffuseness and mean diffuseness of the text. Let us mention that nowhere in
the Lexical Chains or Coreference Chains literature these kinds of indicators
are introduced and used since now. Similarly, some applications of CCs in the
study of a text (as for example segmentation or summarization of a text) could
be realized starting from hrebs. As an illustration of the similarity between
Hrebs and CCs a detailed analyze of the poem "Lacul" by Mihai Eminescu is
given.
|
[
{
"created": "Wed, 15 Jan 2014 17:01:36 GMT",
"version": "v1"
}
] |
2016-10-31
|
[
[
"Tatar",
"D.",
""
],
[
"Lupea",
"M.",
""
],
[
"Kapetanios",
"E.",
""
]
] |
[
-0.009841605089604855,
-0.041108451783657074,
-0.010717238299548626,
-0.03883951157331467,
0.06673477590084076,
-0.0035141916014254093,
0.06641340255737305,
0.07213069498538971,
0.09580589830875397,
-0.030842211097478867,
0.034047264605760574,
0.012416358105838299,
0.04591896012425423,
-0.009041504003107548,
0.009872193448245525,
0.04776770994067192,
0.008331617340445518,
0.033057332038879395,
-0.023530269041657448,
-0.08725245296955109,
0.07836830615997314,
0.08955903351306915,
-0.0723806768655777,
0.026286251842975616,
-0.021001450717449188,
0.04095499590039253,
-0.06941615790128708,
-0.05133384093642235,
0.01240585371851921,
0.04870584234595299,
-0.02549564652144909,
0.043533481657505035,
0.0434635728597641,
0.07903573662042618,
-0.03563632071018219,
0.1010596752166748,
0.014837494120001793,
0.03208944946527481,
0.07031901180744171,
0.0002557891421020031,
-0.05675291642546654,
0.03476336970925331,
-0.002611182862892747,
0.023178722709417343,
0.03542989492416382,
-0.0019835710991173983,
-0.07600967586040497,
0.07171902060508728,
-0.09605208784341812,
0.024238575249910355,
-0.11718342453241348,
-0.03221505880355835,
-0.01138888206332922,
0.049054648727178574,
0.03589518740773201,
0.042462099343538284,
0.0008405923726968467,
-0.019230684265494347,
0.015870187431573868,
-0.09358968585729599,
-0.013180848211050034,
-0.050592485815286636,
-0.005567371845245361,
0.02675146423280239,
0.08290734142065048,
-0.06332904100418091,
0.0982244685292244,
0.09740523993968964,
-0.011373522691428661,
0.06843733787536621,
0.015471803024411201,
0.02967260777950287,
-0.018717270344495773,
0.024789098650217056,
-0.07338006794452667,
0.0799008384346962,
-0.05873661860823631,
-0.03907707706093788,
0.0184806939214468,
-0.1421492099761963,
-0.035217251628637314,
0.0960494801402092,
0.12786442041397095,
0.02789033204317093,
-0.01952521875500679,
0.020992999896407127,
0.06906638294458389,
-0.01689744181931019,
-0.0247667133808136,
0.000580699008423835,
0.004045132547616959,
-0.08451757580041885,
0.05921966955065727,
-0.034311264753341675,
0.015076935291290283,
-0.04924243316054344,
-0.006127492990344763,
0.006844571325927973,
0.04012642428278923,
0.04950658231973648,
0.041418954730033875,
0.05272376909852028,
-0.049756791442632675,
-0.02566634863615036,
-0.04474272578954697,
-0.05851493775844574,
-0.004102014005184174,
-0.08714756369590759,
0.06767599284648895,
-0.030433088541030884,
-0.06869705021381378,
-0.05409910902380943,
-0.05069626495242119,
-0.052708376199007034,
-0.016522932797670364,
-0.05720189958810806,
0.10883470624685287,
0.00893855094909668,
0.08274726569652557,
0.04618265852332115,
-0.01054417248815298,
-0.002028942108154297,
0.004635858349502087,
-0.018168704584240913,
0.022034859284758568,
-0.049450598657131195,
-0.0037020749878138304,
1.5484043215863114e-33,
-0.005889566149562597,
-0.03096516989171505,
-0.020287495106458664,
0.08158672600984573,
-0.01791582629084587,
-0.07335817068815231,
-0.056531134992837906,
-0.084298275411129,
-0.01322928350418806,
-0.0642666444182396,
0.04504263028502464,
0.10488677024841309,
-0.01534885074943304,
0.013839475810527802,
-0.03158006817102432,
-0.057602666318416595,
0.012217986397445202,
-0.006057532038539648,
-0.0007690683123655617,
-0.011370585300028324,
-0.07668063044548035,
0.06303621828556061,
0.07348933070898056,
-0.01922115497291088,
0.011406335979700089,
-0.029930783435702324,
0.037400808185338974,
-0.08901535719633102,
0.015598710626363754,
0.049728769809007645,
0.0005933878128416836,
-0.02927093580365181,
0.03926052525639534,
0.0004679776611737907,
-0.015200254507362843,
0.02406206540763378,
-0.039598312228918076,
-0.08165673911571503,
0.016242777928709984,
-0.030955720692873,
-0.0524173267185688,
-0.032349854707717896,
-0.0009339305106550455,
-0.08296141773462296,
-0.011071400716900826,
0.08929049968719482,
-0.07746180146932602,
0.0377158522605896,
0.029486246407032013,
-0.03644515573978424,
0.011236637830734253,
-0.01594584621489048,
0.09986015409231186,
-0.02809639275074005,
0.02955002710223198,
0.025134241208434105,
-0.0635453537106514,
0.020510369911789894,
0.005088615696877241,
0.0004596112121362239,
0.011597661301493645,
0.0061057815328240395,
0.052321963012218475,
0.00146178447175771,
0.08342970907688141,
0.045560624450445175,
-0.13043853640556335,
0.018928412348031998,
0.05736079812049866,
0.008517258800566196,
-0.0535169281065464,
0.07021474093198776,
-0.05459935963153839,
0.05883951485157013,
-0.02797761932015419,
0.029405824840068817,
-0.03462648019194603,
-0.04801151528954506,
-0.07153451442718506,
0.020669536665081978,
-0.13361334800720215,
-0.09931638091802597,
0.09881310164928436,
-0.12667889893054962,
0.011085893958806992,
-0.027476822957396507,
-0.00023184287420008332,
-0.0034183859825134277,
-0.04545313119888306,
-0.02472994476556778,
-0.004136228002607822,
0.053025148808956146,
0.02677256427705288,
0.010590510442852974,
-0.0029885440599173307,
-2.8501396025182122e-33,
-0.11131133884191513,
0.026763340458273888,
-0.04874077066779137,
0.034743137657642365,
-0.0611216202378273,
0.027110297232866287,
-0.06806609779596329,
0.01842067949473858,
-0.015921320766210556,
-0.0614943765103817,
-0.05338975787162781,
0.019773045554757118,
-0.018554609268903732,
-0.0015569697134196758,
-0.037594690918922424,
0.039924100041389465,
0.04105834662914276,
0.056129857897758484,
0.05155009776353836,
0.08834715932607651,
0.07248955965042114,
-0.029726212844252586,
-0.08429688215255737,
-0.010382500477135181,
0.026882469654083252,
0.055279411375522614,
0.036289215087890625,
-0.04237236827611923,
-0.021871034055948257,
-0.05438292399048805,
0.0461808405816555,
-0.012890243902802467,
-0.0034188549034297466,
-0.05108325928449631,
-0.08295221626758575,
-0.04341436177492142,
0.020409299060702324,
-0.009151234291493893,
-0.0004853258142247796,
0.000022706961317453533,
0.040219683200120926,
0.05393731966614723,
0.021281244233250618,
-0.13446290791034698,
-0.005190301686525345,
-0.07133832573890686,
-0.10841110348701477,
0.04033574089407921,
-0.04737792909145355,
-0.060645122081041336,
0.025099510326981544,
-0.00027672850410453975,
-0.03505883365869522,
-0.0459454208612442,
-0.037448834627866745,
-0.012778019532561302,
0.03329553082585335,
0.0015061243902891874,
-0.02133622020483017,
-0.042954932898283005,
-0.017461758106946945,
0.07345262914896011,
-0.02921391651034355,
0.06400522589683533,
0.07061583548784256,
-0.07786422967910767,
-0.014606848359107971,
-0.06856685131788254,
-0.0914626345038414,
-0.0011624806793406606,
0.06984635442495346,
0.03821825236082077,
-0.03213457018136978,
-0.02877960167825222,
-0.007527373731136322,
0.0260725449770689,
0.04305316507816315,
-0.08202395588159561,
-0.07996992766857147,
-0.058257874101400375,
-0.024187467992305756,
-0.04123862832784653,
0.02837510220706463,
0.04972870647907257,
0.03951781615614891,
0.002166087506338954,
-0.0037571301218122244,
0.002867661416530609,
0.03855879232287407,
0.023326091468334198,
-0.02720591425895691,
-0.030807409435510635,
-0.011175809428095818,
0.06861469894647598,
-0.022539321333169937,
-4.167447187342077e-8,
-0.023914454504847527,
-0.07006433606147766,
-0.093459352850914,
0.025511864572763443,
0.008047511801123619,
-0.015534764155745506,
0.02554672583937645,
-0.009609896689653397,
-0.05259355902671814,
-0.008522814139723778,
-0.0003540110483299941,
0.0014139197301119566,
-0.07775292545557022,
0.002387114567682147,
0.02080044150352478,
-0.006045469548553228,
0.07009557634592056,
-0.02839893475174904,
0.003163744229823351,
-0.0471152700483799,
0.02623753808438778,
0.017231764271855354,
0.002642420819029212,
0.10353053361177444,
-0.0239728931337595,
0.02535511925816536,
0.04143326357007027,
0.013290539383888245,
-0.005237526725977659,
-0.10523360222578049,
0.03036501444876194,
0.13462980091571808,
0.002344162203371525,
-0.05760188028216362,
0.037811193615198135,
0.12957730889320374,
-0.004961421247571707,
0.03517764434218407,
-0.03515078127384186,
0.1175813376903534,
0.0620514415204525,
0.03496168553829193,
0.013329948298633099,
0.017982561141252518,
0.11656641215085983,
-0.06701234728097916,
0.0002007169387070462,
0.016547029837965965,
0.027549615129828453,
-0.0751255452632904,
0.04497448354959488,
0.020971689373254776,
0.018102969974279404,
0.005971216596662998,
-0.00658210925757885,
0.005683747585862875,
-0.000850263808388263,
0.06960566341876984,
0.009391729719936848,
0.00748791079968214,
0.07233157753944397,
0.031929031014442444,
0.07290812581777573,
-0.0014126332243904471
] | null | null | null | null | null | null | null |
[
-0.009841605089604855,
-0.041108451783657074,
-0.010717238299548626,
-0.03883951157331467,
0.06673477590084076,
-0.0035141916014254093,
0.06641340255737305,
0.07213069498538971,
0.09580589830875397,
-0.030842211097478867,
0.034047264605760574,
0.012416358105838299,
0.04591896012425423,
-0.009041504003107548,
0.009872193448245525,
0.04776770994067192,
0.008331617340445518,
0.033057332038879395,
-0.023530269041657448,
-0.08725245296955109,
0.07836830615997314,
0.08955903351306915,
-0.0723806768655777,
0.026286251842975616,
-0.021001450717449188,
0.04095499590039253,
-0.06941615790128708,
-0.05133384093642235,
0.01240585371851921,
0.04870584234595299,
-0.02549564652144909,
0.043533481657505035,
0.0434635728597641,
0.07903573662042618,
-0.03563632071018219,
0.1010596752166748,
0.014837494120001793,
0.03208944946527481,
0.07031901180744171,
0.0002557891421020031,
-0.05675291642546654,
0.03476336970925331,
-0.002611182862892747,
0.023178722709417343,
0.03542989492416382,
-0.0019835710991173983,
-0.07600967586040497,
0.07171902060508728,
-0.09605208784341812,
0.024238575249910355,
-0.11718342453241348,
-0.03221505880355835,
-0.01138888206332922,
0.049054648727178574,
0.03589518740773201,
0.042462099343538284,
0.0008405923726968467,
-0.019230684265494347,
0.015870187431573868,
-0.09358968585729599,
-0.013180848211050034,
-0.050592485815286636,
-0.005567371845245361,
0.02675146423280239,
0.08290734142065048,
-0.06332904100418091,
0.0982244685292244,
0.09740523993968964,
-0.011373522691428661,
0.06843733787536621,
0.015471803024411201,
0.02967260777950287,
-0.018717270344495773,
0.024789098650217056,
-0.07338006794452667,
0.0799008384346962,
-0.05873661860823631,
-0.03907707706093788,
0.0184806939214468,
-0.1421492099761963,
-0.035217251628637314,
0.0960494801402092,
0.12786442041397095,
0.02789033204317093,
-0.01952521875500679,
0.020992999896407127,
0.06906638294458389,
-0.01689744181931019,
-0.0247667133808136,
0.000580699008423835,
0.004045132547616959,
-0.08451757580041885,
0.05921966955065727,
-0.034311264753341675,
0.015076935291290283,
-0.04924243316054344,
-0.006127492990344763,
0.006844571325927973,
0.04012642428278923,
0.04950658231973648,
0.041418954730033875,
0.05272376909852028,
-0.049756791442632675,
-0.02566634863615036,
-0.04474272578954697,
-0.05851493775844574,
-0.004102014005184174,
-0.08714756369590759,
0.06767599284648895,
-0.030433088541030884,
-0.06869705021381378,
-0.05409910902380943,
-0.05069626495242119,
-0.052708376199007034,
-0.016522932797670364,
-0.05720189958810806,
0.10883470624685287,
0.00893855094909668,
0.08274726569652557,
0.04618265852332115,
-0.01054417248815298,
-0.002028942108154297,
0.004635858349502087,
-0.018168704584240913,
0.022034859284758568,
-0.049450598657131195,
-0.0037020749878138304,
1.5484043215863114e-33,
-0.005889566149562597,
-0.03096516989171505,
-0.020287495106458664,
0.08158672600984573,
-0.01791582629084587,
-0.07335817068815231,
-0.056531134992837906,
-0.084298275411129,
-0.01322928350418806,
-0.0642666444182396,
0.04504263028502464,
0.10488677024841309,
-0.01534885074943304,
0.013839475810527802,
-0.03158006817102432,
-0.057602666318416595,
0.012217986397445202,
-0.006057532038539648,
-0.0007690683123655617,
-0.011370585300028324,
-0.07668063044548035,
0.06303621828556061,
0.07348933070898056,
-0.01922115497291088,
0.011406335979700089,
-0.029930783435702324,
0.037400808185338974,
-0.08901535719633102,
0.015598710626363754,
0.049728769809007645,
0.0005933878128416836,
-0.02927093580365181,
0.03926052525639534,
0.0004679776611737907,
-0.015200254507362843,
0.02406206540763378,
-0.039598312228918076,
-0.08165673911571503,
0.016242777928709984,
-0.030955720692873,
-0.0524173267185688,
-0.032349854707717896,
-0.0009339305106550455,
-0.08296141773462296,
-0.011071400716900826,
0.08929049968719482,
-0.07746180146932602,
0.0377158522605896,
0.029486246407032013,
-0.03644515573978424,
0.011236637830734253,
-0.01594584621489048,
0.09986015409231186,
-0.02809639275074005,
0.02955002710223198,
0.025134241208434105,
-0.0635453537106514,
0.020510369911789894,
0.005088615696877241,
0.0004596112121362239,
0.011597661301493645,
0.0061057815328240395,
0.052321963012218475,
0.00146178447175771,
0.08342970907688141,
0.045560624450445175,
-0.13043853640556335,
0.018928412348031998,
0.05736079812049866,
0.008517258800566196,
-0.0535169281065464,
0.07021474093198776,
-0.05459935963153839,
0.05883951485157013,
-0.02797761932015419,
0.029405824840068817,
-0.03462648019194603,
-0.04801151528954506,
-0.07153451442718506,
0.020669536665081978,
-0.13361334800720215,
-0.09931638091802597,
0.09881310164928436,
-0.12667889893054962,
0.011085893958806992,
-0.027476822957396507,
-0.00023184287420008332,
-0.0034183859825134277,
-0.04545313119888306,
-0.02472994476556778,
-0.004136228002607822,
0.053025148808956146,
0.02677256427705288,
0.010590510442852974,
-0.0029885440599173307,
-2.8501396025182122e-33,
-0.11131133884191513,
0.026763340458273888,
-0.04874077066779137,
0.034743137657642365,
-0.0611216202378273,
0.027110297232866287,
-0.06806609779596329,
0.01842067949473858,
-0.015921320766210556,
-0.0614943765103817,
-0.05338975787162781,
0.019773045554757118,
-0.018554609268903732,
-0.0015569697134196758,
-0.037594690918922424,
0.039924100041389465,
0.04105834662914276,
0.056129857897758484,
0.05155009776353836,
0.08834715932607651,
0.07248955965042114,
-0.029726212844252586,
-0.08429688215255737,
-0.010382500477135181,
0.026882469654083252,
0.055279411375522614,
0.036289215087890625,
-0.04237236827611923,
-0.021871034055948257,
-0.05438292399048805,
0.0461808405816555,
-0.012890243902802467,
-0.0034188549034297466,
-0.05108325928449631,
-0.08295221626758575,
-0.04341436177492142,
0.020409299060702324,
-0.009151234291493893,
-0.0004853258142247796,
0.000022706961317453533,
0.040219683200120926,
0.05393731966614723,
0.021281244233250618,
-0.13446290791034698,
-0.005190301686525345,
-0.07133832573890686,
-0.10841110348701477,
0.04033574089407921,
-0.04737792909145355,
-0.060645122081041336,
0.025099510326981544,
-0.00027672850410453975,
-0.03505883365869522,
-0.0459454208612442,
-0.037448834627866745,
-0.012778019532561302,
0.03329553082585335,
0.0015061243902891874,
-0.02133622020483017,
-0.042954932898283005,
-0.017461758106946945,
0.07345262914896011,
-0.02921391651034355,
0.06400522589683533,
0.07061583548784256,
-0.07786422967910767,
-0.014606848359107971,
-0.06856685131788254,
-0.0914626345038414,
-0.0011624806793406606,
0.06984635442495346,
0.03821825236082077,
-0.03213457018136978,
-0.02877960167825222,
-0.007527373731136322,
0.0260725449770689,
0.04305316507816315,
-0.08202395588159561,
-0.07996992766857147,
-0.058257874101400375,
-0.024187467992305756,
-0.04123862832784653,
0.02837510220706463,
0.04972870647907257,
0.03951781615614891,
0.002166087506338954,
-0.0037571301218122244,
0.002867661416530609,
0.03855879232287407,
0.023326091468334198,
-0.02720591425895691,
-0.030807409435510635,
-0.011175809428095818,
0.06861469894647598,
-0.022539321333169937,
-4.167447187342077e-8,
-0.023914454504847527,
-0.07006433606147766,
-0.093459352850914,
0.025511864572763443,
0.008047511801123619,
-0.015534764155745506,
0.02554672583937645,
-0.009609896689653397,
-0.05259355902671814,
-0.008522814139723778,
-0.0003540110483299941,
0.0014139197301119566,
-0.07775292545557022,
0.002387114567682147,
0.02080044150352478,
-0.006045469548553228,
0.07009557634592056,
-0.02839893475174904,
0.003163744229823351,
-0.0471152700483799,
0.02623753808438778,
0.017231764271855354,
0.002642420819029212,
0.10353053361177444,
-0.0239728931337595,
0.02535511925816536,
0.04143326357007027,
0.013290539383888245,
-0.005237526725977659,
-0.10523360222578049,
0.03036501444876194,
0.13462980091571808,
0.002344162203371525,
-0.05760188028216362,
0.037811193615198135,
0.12957730889320374,
-0.004961421247571707,
0.03517764434218407,
-0.03515078127384186,
0.1175813376903534,
0.0620514415204525,
0.03496168553829193,
0.013329948298633099,
0.017982561141252518,
0.11656641215085983,
-0.06701234728097916,
0.0002007169387070462,
0.016547029837965965,
0.027549615129828453,
-0.0751255452632904,
0.04497448354959488,
0.020971689373254776,
0.018102969974279404,
0.005971216596662998,
-0.00658210925757885,
0.005683747585862875,
-0.000850263808388263,
0.06960566341876984,
0.009391729719936848,
0.00748791079968214,
0.07233157753944397,
0.031929031014442444,
0.07290812581777573,
-0.0014126332243904471
] |
1401.3670
|
Katarzyna Paluch
|
Katarzyna Paluch
|
Better Approximation Algorithms for Maximum Asymmetric Traveling
Salesman and Shortest Superstring
| null | null | null | null |
cs.DS cs.DM
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In the maximum asymmetric traveling salesman problem (Max ATSP) we are given
a complete directed graph with nonnegative weights on the edges and we wish to
compute a traveling salesman tour of maximum weight. In this paper we give a
fast combinatorial $\frac 34$-approximation algorithm for Max ATSP. It is based
on a novel use of {\it half-edges}, matchings and a new method of edge
coloring. (A {\it half-edge} of edge $(u,v)$ is informally speaking "either a
head or a tail of $(u,v)$".) The current best approximation algorithms for Max
ATSP, achieving the approximation guarantee of $\frac 23$, are due to Kaplan,
Lewenstein, Shafrir and Sviridenko and Elbassioni, Paluch, van Zuylen. Using a
recent result by Mucha, which states that an $\alpha$-approximation algorithm
for Max ATSP implies a $(2+\frac{11(1-\alpha)}{9-2\alpha})$-approximation
algorithm for the shortest superstring problem (SSP), we obtain also a $(2
\frac{11}{30} \approx 2,3667)$-approximation algorithm for SSP, beating the
previously best known (having approximation factor equal to $2 \frac{11}{23}
\approx 2,4782$.)
|
[
{
"created": "Wed, 15 Jan 2014 17:02:40 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Paluch",
"Katarzyna",
""
]
] |
[
-0.04684952273964882,
0.004046298563480377,
-0.005814149044454098,
-0.06356967985630035,
-0.034795500338077545,
-0.05474020540714264,
0.007564546074718237,
0.11395871639251709,
-0.049291908740997314,
-0.0021608013194054365,
-0.05543904006481171,
0.04978158697485924,
0.024320213124155998,
0.056893542408943176,
-0.04290812462568283,
0.03464379906654358,
0.13827483355998993,
0.020401200279593468,
0.017841823399066925,
-0.06469868868589401,
0.018750181421637535,
-0.05560222268104553,
-0.06134038791060448,
-0.028722917661070824,
0.08727429807186127,
-0.002039621351286769,
-0.06752092391252518,
-0.0063213203102350235,
0.024918362498283386,
0.015282765030860901,
-0.07826784253120422,
-0.02406039461493492,
-0.03403107821941376,
-0.005985107272863388,
-0.041707322001457214,
-0.012541820295155048,
-0.11534220725297928,
0.00392521545290947,
0.09789098799228668,
0.016677679494023323,
-0.009883083403110504,
0.0669197291135788,
-0.04004417359828949,
0.06321249157190323,
-0.021848704665899277,
-0.02248608134686947,
-0.06462835520505905,
0.04983444884419441,
-0.03690316528081894,
0.016945723444223404,
-0.05439530313014984,
0.029044093564152718,
-0.006102650426328182,
-0.030432671308517456,
-0.06328023225069046,
-0.07284130156040192,
-0.027920549735426903,
-0.04109711945056915,
0.002044867491349578,
0.05793270468711853,
0.011263870634138584,
-0.0768800675868988,
0.0008784042438492179,
-0.003498378675431013,
-0.03133513778448105,
-0.005403386894613504,
-0.03464965894818306,
-0.05187176540493965,
-0.030587751418352127,
0.10103090107440948,
0.06339014321565628,
0.03923803195357323,
-0.052965980023145676,
0.11840737611055374,
0.105335533618927,
-0.010173939168453217,
0.05823877453804016,
0.05271504074335098,
-0.06633808463811874,
-0.013203315436840057,
0.01191776990890503,
-0.060328077524900436,
0.0014734173892065883,
-0.02415045164525509,
0.04804973676800728,
-0.006795559078454971,
-0.06630632281303406,
0.0705772340297699,
0.07624662667512894,
0.04224464297294617,
-0.002219041809439659,
-0.002381443278864026,
-0.10645394027233124,
-0.03338618576526642,
0.0031823490280658007,
0.02012220397591591,
-0.04655814915895462,
0.01847993955016136,
0.027432629838585854,
0.036854054778814316,
0.010801484808325768,
-0.02989143691956997,
0.09676530957221985,
-0.08269540220499039,
0.020747344940900803,
-0.013073890469968319,
0.023109886795282364,
0.007089592516422272,
0.0478084422647953,
-0.06957699358463287,
-0.011284053325653076,
-0.026476530358195305,
0.06823386251926422,
-0.009020967409014702,
-0.04725738614797592,
-0.08291352540254593,
-0.008951770141720772,
0.06174149736762047,
0.02715788595378399,
0.06761837005615234,
-0.0207158625125885,
-0.0000866386471898295,
-0.03448352962732315,
0.029389774426817894,
-0.0013212302001193166,
0.05518912896513939,
-0.020748799666762352,
2.41151692614933e-33,
-0.025205761194229126,
0.09333042055368423,
0.046851471066474915,
-0.06358105689287186,
-0.00980420783162117,
0.03213556483387947,
-0.004927878268063068,
-0.014856819994747639,
-0.05542445182800293,
0.00861172191798687,
-0.023960700258612633,
-0.03200966492295265,
0.03147541731595993,
-0.03922143951058388,
0.04034325107932091,
-0.0719715803861618,
0.06205577403306961,
-0.04951487109065056,
-0.021270830184221268,
-0.12511566281318665,
0.0774211436510086,
-0.030136337503790855,
0.048366062343120575,
-0.023105258122086525,
0.053430572152137756,
-0.024545252323150635,
0.001541757839731872,
-0.03018110617995262,
0.041838523000478745,
0.012354391627013683,
-0.0871007964015007,
0.0264887735247612,
-0.009891216643154621,
0.1017066240310669,
-0.0605606809258461,
-0.04127747565507889,
-0.01144934631884098,
-0.08559001982212067,
0.02017892152070999,
0.02238222025334835,
-0.02260812558233738,
0.1009499803185463,
0.04761171340942383,
0.025162547826766968,
0.005372536368668079,
-0.021460035815835,
0.019569814205169678,
0.11185295879840851,
0.012424740009009838,
0.02601075917482376,
-0.08680307865142822,
-0.011392650194466114,
-0.04105479642748833,
0.032899338752031326,
0.009881635196506977,
-0.008339357562363148,
0.014649046584963799,
0.05532637983560562,
0.03142586722970009,
0.10469187051057816,
0.08825849741697311,
-0.029534675180912018,
0.010642093606293201,
0.026547463610768318,
0.0018748837755993009,
-0.014671508222818375,
-0.06820414960384369,
-0.06627492606639862,
0.09474056959152222,
-0.027195217087864876,
0.018655842170119286,
0.018145868554711342,
0.04456719756126404,
-0.020815767347812653,
0.07635138183832169,
-0.04509890452027321,
0.05506972223520279,
-0.02254047617316246,
0.04347025975584984,
-0.05809437111020088,
-0.12810397148132324,
0.05170761048793793,
0.011825574561953545,
-0.06174297258257866,
-0.030080949887633324,
-0.01953648217022419,
0.0017311731353402138,
-0.019829800352454185,
-0.05056029185652733,
-0.03563062846660614,
-0.00869264081120491,
-0.05573708191514015,
-0.08604656904935837,
0.035749077796936035,
0.010034875944256783,
-1.5290266645549906e-33,
-0.009122401475906372,
-0.0605572834610939,
0.08195029199123383,
0.05523056909441948,
0.03968508169054985,
-0.06288382411003113,
0.061396174132823944,
-0.017977271229028702,
-0.03398333489894867,
0.011271528899669647,
-0.028247641399502754,
0.06029431149363518,
0.06923501193523407,
-0.035361532121896744,
0.02083451673388481,
-0.07707545161247253,
0.13274408876895905,
0.014828831888735294,
0.041442207992076874,
-0.014780162833631039,
0.05916599556803703,
0.08459604531526566,
-0.09049574285745621,
0.02822066843509674,
0.012665418907999992,
0.00876300036907196,
0.029442476108670235,
0.025359075516462326,
-0.06161196529865265,
0.047826945781707764,
0.017519591376185417,
0.005770253948867321,
-0.079169861972332,
-0.0013786980416625738,
-0.05796713009476662,
0.022039789706468582,
0.03229263424873352,
0.09601770341396332,
0.01734323427081108,
0.11898444592952728,
0.07026446610689163,
-0.07802623510360718,
-0.0041652340441942215,
0.016289671882987022,
0.06108761578798294,
0.03218776360154152,
-0.07346008718013763,
0.03345309570431709,
-0.018872350454330444,
-0.09812779724597931,
-0.01990385539829731,
-0.05225386470556259,
-0.009078108705580235,
0.08021845668554306,
0.019659824669361115,
-0.09122934192419052,
-0.059229228645563126,
0.0356394462287426,
-0.012349211610853672,
-0.043675608932971954,
0.024581026285886765,
0.05240699648857117,
-0.029435357078909874,
0.04710019379854202,
-0.03966788575053215,
-0.030737554654479027,
0.022861171513795853,
-0.0355629026889801,
0.006945205852389336,
-0.0075964718125760555,
-0.105980783700943,
0.00201978487893939,
-0.022540947422385216,
0.01897653006017208,
-0.016035595908761024,
-0.012517201714217663,
0.08458352833986282,
0.10504943877458572,
0.07223746180534363,
-0.018267260864377022,
-0.1330224573612213,
0.03687278553843498,
0.013731374405324459,
0.008804038166999817,
0.09861244261264801,
-0.0434335321187973,
-0.019097862765192986,
-0.013761102221906185,
0.04417813941836357,
0.051297370344400406,
-0.029995188117027283,
0.0008353099110536277,
0.07477150857448578,
-0.050798192620277405,
-0.0674811601638794,
-4.930169339445456e-8,
0.004011112730950117,
0.04098833352327347,
-0.006601567380130291,
-0.01619568280875683,
0.13808293640613556,
0.02628227137029171,
0.09229957312345505,
0.08034482598304749,
-0.05434697866439819,
0.04885654151439667,
0.009890494868159294,
-0.009800554253160954,
0.05006440728902817,
0.044228438287973404,
-0.03236549720168114,
0.03905206546187401,
0.05715312063694,
-0.03756334260106087,
0.011406349018216133,
-0.0692833811044693,
-0.12435808777809143,
0.035006869584321976,
0.01677822321653366,
-0.011108300648629665,
0.024907073006033897,
-0.022724339738488197,
-0.09722840785980225,
-0.03902498260140419,
0.06454645842313766,
0.02694660611450672,
-0.09644704312086105,
-0.009792675264179707,
0.03949126601219177,
-0.03799770399928093,
0.06625650823116302,
0.011056103743612766,
-0.08602346479892731,
0.043903786689043045,
-0.020762965083122253,
0.05495112016797066,
0.04457645118236542,
0.024050883948802948,
-0.013034844771027565,
0.010601258836686611,
0.11344535648822784,
0.0005487771122716367,
-0.0028197444044053555,
0.008629529736936092,
-0.04538318142294884,
-0.05710408091545105,
-0.015047629363834858,
-0.03582946956157684,
-0.06424230337142944,
-0.008196186274290085,
0.041737932711839676,
-0.043454937636852264,
-0.010395037941634655,
-0.0356096513569355,
-0.003273789770901203,
0.047502439469099045,
0.01592746190726757,
-0.012735155411064625,
-0.031728971749544144,
0.017557883635163307
] | null | null | null | null | null | null | null |
[
-0.04684952273964882,
0.004046298563480377,
-0.005814149044454098,
-0.06356967985630035,
-0.034795500338077545,
-0.05474020540714264,
0.007564546074718237,
0.11395871639251709,
-0.049291908740997314,
-0.0021608013194054365,
-0.05543904006481171,
0.04978158697485924,
0.024320213124155998,
0.056893542408943176,
-0.04290812462568283,
0.03464379906654358,
0.13827483355998993,
0.020401200279593468,
0.017841823399066925,
-0.06469868868589401,
0.018750181421637535,
-0.05560222268104553,
-0.06134038791060448,
-0.028722917661070824,
0.08727429807186127,
-0.002039621351286769,
-0.06752092391252518,
-0.0063213203102350235,
0.024918362498283386,
0.015282765030860901,
-0.07826784253120422,
-0.02406039461493492,
-0.03403107821941376,
-0.005985107272863388,
-0.041707322001457214,
-0.012541820295155048,
-0.11534220725297928,
0.00392521545290947,
0.09789098799228668,
0.016677679494023323,
-0.009883083403110504,
0.0669197291135788,
-0.04004417359828949,
0.06321249157190323,
-0.021848704665899277,
-0.02248608134686947,
-0.06462835520505905,
0.04983444884419441,
-0.03690316528081894,
0.016945723444223404,
-0.05439530313014984,
0.029044093564152718,
-0.006102650426328182,
-0.030432671308517456,
-0.06328023225069046,
-0.07284130156040192,
-0.027920549735426903,
-0.04109711945056915,
0.002044867491349578,
0.05793270468711853,
0.011263870634138584,
-0.0768800675868988,
0.0008784042438492179,
-0.003498378675431013,
-0.03133513778448105,
-0.005403386894613504,
-0.03464965894818306,
-0.05187176540493965,
-0.030587751418352127,
0.10103090107440948,
0.06339014321565628,
0.03923803195357323,
-0.052965980023145676,
0.11840737611055374,
0.105335533618927,
-0.010173939168453217,
0.05823877453804016,
0.05271504074335098,
-0.06633808463811874,
-0.013203315436840057,
0.01191776990890503,
-0.060328077524900436,
0.0014734173892065883,
-0.02415045164525509,
0.04804973676800728,
-0.006795559078454971,
-0.06630632281303406,
0.0705772340297699,
0.07624662667512894,
0.04224464297294617,
-0.002219041809439659,
-0.002381443278864026,
-0.10645394027233124,
-0.03338618576526642,
0.0031823490280658007,
0.02012220397591591,
-0.04655814915895462,
0.01847993955016136,
0.027432629838585854,
0.036854054778814316,
0.010801484808325768,
-0.02989143691956997,
0.09676530957221985,
-0.08269540220499039,
0.020747344940900803,
-0.013073890469968319,
0.023109886795282364,
0.007089592516422272,
0.0478084422647953,
-0.06957699358463287,
-0.011284053325653076,
-0.026476530358195305,
0.06823386251926422,
-0.009020967409014702,
-0.04725738614797592,
-0.08291352540254593,
-0.008951770141720772,
0.06174149736762047,
0.02715788595378399,
0.06761837005615234,
-0.0207158625125885,
-0.0000866386471898295,
-0.03448352962732315,
0.029389774426817894,
-0.0013212302001193166,
0.05518912896513939,
-0.020748799666762352,
2.41151692614933e-33,
-0.025205761194229126,
0.09333042055368423,
0.046851471066474915,
-0.06358105689287186,
-0.00980420783162117,
0.03213556483387947,
-0.004927878268063068,
-0.014856819994747639,
-0.05542445182800293,
0.00861172191798687,
-0.023960700258612633,
-0.03200966492295265,
0.03147541731595993,
-0.03922143951058388,
0.04034325107932091,
-0.0719715803861618,
0.06205577403306961,
-0.04951487109065056,
-0.021270830184221268,
-0.12511566281318665,
0.0774211436510086,
-0.030136337503790855,
0.048366062343120575,
-0.023105258122086525,
0.053430572152137756,
-0.024545252323150635,
0.001541757839731872,
-0.03018110617995262,
0.041838523000478745,
0.012354391627013683,
-0.0871007964015007,
0.0264887735247612,
-0.009891216643154621,
0.1017066240310669,
-0.0605606809258461,
-0.04127747565507889,
-0.01144934631884098,
-0.08559001982212067,
0.02017892152070999,
0.02238222025334835,
-0.02260812558233738,
0.1009499803185463,
0.04761171340942383,
0.025162547826766968,
0.005372536368668079,
-0.021460035815835,
0.019569814205169678,
0.11185295879840851,
0.012424740009009838,
0.02601075917482376,
-0.08680307865142822,
-0.011392650194466114,
-0.04105479642748833,
0.032899338752031326,
0.009881635196506977,
-0.008339357562363148,
0.014649046584963799,
0.05532637983560562,
0.03142586722970009,
0.10469187051057816,
0.08825849741697311,
-0.029534675180912018,
0.010642093606293201,
0.026547463610768318,
0.0018748837755993009,
-0.014671508222818375,
-0.06820414960384369,
-0.06627492606639862,
0.09474056959152222,
-0.027195217087864876,
0.018655842170119286,
0.018145868554711342,
0.04456719756126404,
-0.020815767347812653,
0.07635138183832169,
-0.04509890452027321,
0.05506972223520279,
-0.02254047617316246,
0.04347025975584984,
-0.05809437111020088,
-0.12810397148132324,
0.05170761048793793,
0.011825574561953545,
-0.06174297258257866,
-0.030080949887633324,
-0.01953648217022419,
0.0017311731353402138,
-0.019829800352454185,
-0.05056029185652733,
-0.03563062846660614,
-0.00869264081120491,
-0.05573708191514015,
-0.08604656904935837,
0.035749077796936035,
0.010034875944256783,
-1.5290266645549906e-33,
-0.009122401475906372,
-0.0605572834610939,
0.08195029199123383,
0.05523056909441948,
0.03968508169054985,
-0.06288382411003113,
0.061396174132823944,
-0.017977271229028702,
-0.03398333489894867,
0.011271528899669647,
-0.028247641399502754,
0.06029431149363518,
0.06923501193523407,
-0.035361532121896744,
0.02083451673388481,
-0.07707545161247253,
0.13274408876895905,
0.014828831888735294,
0.041442207992076874,
-0.014780162833631039,
0.05916599556803703,
0.08459604531526566,
-0.09049574285745621,
0.02822066843509674,
0.012665418907999992,
0.00876300036907196,
0.029442476108670235,
0.025359075516462326,
-0.06161196529865265,
0.047826945781707764,
0.017519591376185417,
0.005770253948867321,
-0.079169861972332,
-0.0013786980416625738,
-0.05796713009476662,
0.022039789706468582,
0.03229263424873352,
0.09601770341396332,
0.01734323427081108,
0.11898444592952728,
0.07026446610689163,
-0.07802623510360718,
-0.0041652340441942215,
0.016289671882987022,
0.06108761578798294,
0.03218776360154152,
-0.07346008718013763,
0.03345309570431709,
-0.018872350454330444,
-0.09812779724597931,
-0.01990385539829731,
-0.05225386470556259,
-0.009078108705580235,
0.08021845668554306,
0.019659824669361115,
-0.09122934192419052,
-0.059229228645563126,
0.0356394462287426,
-0.012349211610853672,
-0.043675608932971954,
0.024581026285886765,
0.05240699648857117,
-0.029435357078909874,
0.04710019379854202,
-0.03966788575053215,
-0.030737554654479027,
0.022861171513795853,
-0.0355629026889801,
0.006945205852389336,
-0.0075964718125760555,
-0.105980783700943,
0.00201978487893939,
-0.022540947422385216,
0.01897653006017208,
-0.016035595908761024,
-0.012517201714217663,
0.08458352833986282,
0.10504943877458572,
0.07223746180534363,
-0.018267260864377022,
-0.1330224573612213,
0.03687278553843498,
0.013731374405324459,
0.008804038166999817,
0.09861244261264801,
-0.0434335321187973,
-0.019097862765192986,
-0.013761102221906185,
0.04417813941836357,
0.051297370344400406,
-0.029995188117027283,
0.0008353099110536277,
0.07477150857448578,
-0.050798192620277405,
-0.0674811601638794,
-4.930169339445456e-8,
0.004011112730950117,
0.04098833352327347,
-0.006601567380130291,
-0.01619568280875683,
0.13808293640613556,
0.02628227137029171,
0.09229957312345505,
0.08034482598304749,
-0.05434697866439819,
0.04885654151439667,
0.009890494868159294,
-0.009800554253160954,
0.05006440728902817,
0.044228438287973404,
-0.03236549720168114,
0.03905206546187401,
0.05715312063694,
-0.03756334260106087,
0.011406349018216133,
-0.0692833811044693,
-0.12435808777809143,
0.035006869584321976,
0.01677822321653366,
-0.011108300648629665,
0.024907073006033897,
-0.022724339738488197,
-0.09722840785980225,
-0.03902498260140419,
0.06454645842313766,
0.02694660611450672,
-0.09644704312086105,
-0.009792675264179707,
0.03949126601219177,
-0.03799770399928093,
0.06625650823116302,
0.011056103743612766,
-0.08602346479892731,
0.043903786689043045,
-0.020762965083122253,
0.05495112016797066,
0.04457645118236542,
0.024050883948802948,
-0.013034844771027565,
0.010601258836686611,
0.11344535648822784,
0.0005487771122716367,
-0.0028197444044053555,
0.008629529736936092,
-0.04538318142294884,
-0.05710408091545105,
-0.015047629363834858,
-0.03582946956157684,
-0.06424230337142944,
-0.008196186274290085,
0.041737932711839676,
-0.043454937636852264,
-0.010395037941634655,
-0.0356096513569355,
-0.003273789770901203,
0.047502439469099045,
0.01592746190726757,
-0.012735155411064625,
-0.031728971749544144,
0.017557883635163307
] |
1401.3671
|
Maxim Shcherbakov
|
Anton T. Le, Maxim R. Shcherbakov, Natalia Dubrovina, Anatole Lupu,
and Andrey A. Fedyanin
|
Plasmon ruler with gold nanorod dimers: utilizing the second-order
resonance
|
4 pages, 5 figures
| null | null | null |
physics.optics cond-mat.mes-hall
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The idea of utilizing the second-order plasmon resonance of the gold nanorod
{\pi}-dimers for plasmon rulers is introduced. We report on a qualitatively
different dependence of the plasmon resonance shift on the interparticle
distance for the first- and second-order longitudinal modes, extending the
working range of plasmon rulers up to the distance values of 400 nm.
|
[
{
"created": "Wed, 15 Jan 2014 17:02:55 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Le",
"Anton T.",
""
],
[
"Shcherbakov",
"Maxim R.",
""
],
[
"Dubrovina",
"Natalia",
""
],
[
"Lupu",
"Anatole",
""
],
[
"Fedyanin",
"Andrey A.",
""
]
] |
[
-0.018434220924973488,
-0.024307522922754288,
0.020907290279865265,
-0.028582768514752388,
-0.03240025416016579,
-0.09022634476423264,
-0.049497608095407486,
0.0602283738553524,
0.02170656807720661,
-0.017022397369146347,
-0.013180239126086235,
0.009435219690203667,
0.0015823557041585445,
-0.053511183708906174,
0.07469305396080017,
0.050357017666101456,
-0.03600070998072624,
0.016443654894828796,
0.02123274654150009,
0.0415610708296299,
0.1070563942193985,
-0.09970971941947937,
0.007159155793488026,
-0.016772648319602013,
-0.11479678750038147,
0.07941727340221405,
0.028552221134305,
0.026340406388044357,
0.029194332659244537,
-0.03091469407081604,
-0.011122061870992184,
-0.020549898967146873,
-0.01830308325588703,
0.030277252197265625,
-0.11585965752601624,
-0.05803168565034866,
0.12342468649148941,
0.1091591939330101,
-0.03351916745305061,
-0.06249493733048439,
0.05932758376002312,
0.07813625037670135,
0.024738401174545288,
-0.04146180674433708,
-0.06286685913801193,
0.021560344845056534,
0.01372695155441761,
-0.009544309228658676,
-0.040401991456747055,
-0.026098400354385376,
0.06474826484918594,
-0.058499325066804886,
-0.041457317769527435,
0.04998215660452843,
0.12548892199993134,
0.1357376128435135,
0.04571385309100151,
-0.043402478098869324,
0.06832859665155411,
-0.03302314504981041,
-0.030244626104831696,
-0.03892279416322708,
-0.0079466812312603,
-0.0777948647737503,
0.013316437602043152,
-0.01613987237215042,
0.059106726199388504,
-0.04517628252506256,
-0.08281254768371582,
0.035883884876966476,
0.06971205770969391,
0.03415921702980995,
-0.06806917488574982,
-0.01431712880730629,
0.004526758100837469,
0.06666473299264908,
-0.015227429568767548,
0.04454691335558891,
0.016206946223974228,
-0.021212542429566383,
-0.04477650672197342,
0.023962127044796944,
-0.04714157432317734,
0.09271689504384995,
0.008239024318754673,
-0.010282333008944988,
-0.00009250796574633569,
-0.04712075740098953,
-0.010829896666109562,
-0.024895697832107544,
0.048833709210157394,
-0.052699390798807144,
-0.1522197127342224,
-0.04150376096367836,
-0.08747109770774841,
-0.0751572772860527,
0.05180564895272255,
-0.003669304307550192,
0.03312268108129501,
0.0063637979328632355,
0.05130605772137642,
-0.09679590910673141,
-0.02156369388103485,
-0.02423608861863613,
0.016655102372169495,
0.0585365928709507,
-0.06522049754858017,
0.036245767027139664,
0.022189682349562645,
0.08596257120370865,
0.027832122519612312,
0.04802811145782471,
-0.011439179070293903,
0.07539097219705582,
-0.03421001508831978,
0.01648833230137825,
-0.07664089649915695,
0.014704905450344086,
0.015678903087973595,
-0.015961622819304466,
-0.039170850068330765,
0.059342775493860245,
-0.09128054976463318,
0.017982589080929756,
0.04422600194811821,
-0.027449382469058037,
-0.01717386208474636,
1.2019966056455452e-33,
-0.023390155285596848,
0.08052179217338562,
0.028346547856926918,
-0.023103907704353333,
0.06730686873197556,
-0.01995532028377056,
0.026275893673300743,
0.03559434041380882,
0.06206394359469414,
0.023659169673919678,
0.010799449868500233,
0.11504722386598587,
0.014394230209290981,
-0.00925486534833908,
-0.009482836350798607,
-0.032955288887023926,
0.15219199657440186,
-0.04313705861568451,
-0.01046997494995594,
-0.0007995050982572138,
0.010514205321669579,
-0.013339591212570667,
0.02873328886926174,
0.028738435357809067,
0.008558803237974644,
-0.01515363808721304,
-0.04994886741042137,
0.007418095134198666,
0.06308875977993011,
0.0005622197058983147,
-0.00002379499164817389,
-0.016284946352243423,
0.046990834176540375,
-0.061399903148412704,
0.09211302548646927,
-0.024690277874469757,
0.0006118608289398253,
0.017337001860141754,
-0.031164541840553284,
-0.05179499462246895,
0.016613703221082687,
-0.062088556587696075,
0.008305765688419342,
0.12925492227077484,
-0.04531100392341614,
-0.013475143350660801,
-0.026837270706892014,
-0.04446068033576012,
0.001029721344821155,
0.025240693241357803,
-0.09563598781824112,
-0.048689041286706924,
0.02875136211514473,
0.004570713732391596,
0.06947698444128036,
-0.07474934309720993,
-0.01351198460906744,
-0.13268259167671204,
-0.08329810202121735,
-0.06676413863897324,
0.0578586608171463,
0.02349565550684929,
0.054048169404268265,
0.060511838644742966,
0.01068028062582016,
0.03088364750146866,
-0.04944176599383354,
0.042503904551267624,
-0.012381271459162235,
0.02854297123849392,
0.04303674027323723,
0.08639843761920929,
-0.010901679284870625,
-0.02902127616107464,
-0.028567597270011902,
-0.019402407109737396,
0.03902942314743996,
-0.09724501520395279,
0.11404017359018326,
0.02087627910077572,
-0.057900138199329376,
0.05085359513759613,
-0.008569781668484211,
-0.021407902240753174,
-0.08392898738384247,
-0.022458387538790703,
-0.01011924259364605,
0.00885007530450821,
-0.023670392110943794,
-0.04014778137207031,
0.014296147041022778,
-0.09860961884260178,
0.09559906274080276,
-0.010013377293944359,
-0.11907492578029633,
-4.065940552604242e-33,
-0.025876536965370178,
-0.08559682220220566,
0.09853275865316391,
0.009426737204194069,
0.06780692934989929,
0.06289858371019363,
0.013849961571395397,
0.1853211522102356,
-0.042635031044483185,
-0.04036463424563408,
0.017626911401748657,
-0.02301596663892269,
-0.034675635397434235,
0.0054598962888121605,
0.0352296382188797,
0.044537950307130814,
-0.018031317740678787,
0.0040345401503145695,
0.06501525640487671,
-0.05675796791911125,
0.017225190997123718,
-0.015568742528557777,
0.04537391662597656,
0.049222372472286224,
-0.04333414509892464,
-0.04401547089219093,
-0.03417364880442619,
0.016234925016760826,
-0.06774946302175522,
0.013304129242897034,
0.05210016667842865,
-0.002979142824187875,
0.047731317579746246,
0.007498421240597963,
-0.02373785525560379,
-0.04793279245495796,
0.09872117638587952,
-0.029967976734042168,
0.03837268799543381,
0.05448375269770622,
-0.053152333945035934,
-0.023724105209112167,
0.027992235496640205,
0.028627509251236916,
-0.02943652868270874,
0.05009189993143082,
-0.005869102664291859,
0.06575890630483627,
-0.03746362775564194,
-0.012455678544938564,
0.003290644846856594,
-0.04984217882156372,
-0.007353625725954771,
0.010557686910033226,
-0.08867257088422775,
-0.00519306818023324,
-0.03790353611111641,
0.02371208928525448,
0.049099408090114594,
0.09621880203485489,
-0.0016490269917994738,
-0.07260642200708389,
0.009235991165041924,
0.03856319561600685,
-0.05314287170767784,
0.06375759840011597,
0.08987278491258621,
0.02776583842933178,
0.009664157405495644,
-0.010547706857323647,
-0.010095243342220783,
0.013019190169870853,
-0.05008193850517273,
-0.015437919646501541,
-0.0018275621114298701,
-0.026051737368106842,
0.061821985989809036,
-0.08212946355342865,
-0.07318786531686783,
-0.0038802395574748516,
0.012553371489048004,
0.023852137848734856,
-0.008513527922332287,
-0.04896990954875946,
-0.051610253751277924,
0.021807927638292313,
0.060485824942588806,
0.010341287590563297,
-0.0676114559173584,
0.004337914753705263,
0.00610903836786747,
0.009937942028045654,
0.07497420161962509,
-0.05431147292256355,
0.02910183183848858,
-4.0911398713205926e-8,
0.01613926887512207,
-0.04178253188729286,
-0.035466067492961884,
-0.06632392108440399,
0.016422146931290627,
0.021391842514276505,
-0.02358928695321083,
-0.03481900691986084,
-0.029319047927856445,
-0.015653731301426888,
0.01063405442982912,
-0.04676629230380058,
-0.05444853752851486,
-0.013468081131577492,
0.02415037713944912,
0.004542204551398754,
0.06754849851131439,
-0.07203339040279388,
0.012622515670955181,
-0.013797339051961899,
-0.03728799894452095,
0.05548069626092911,
0.044526390731334686,
-0.08527331799268723,
0.008206117898225784,
-0.019875288009643555,
-0.03525670990347862,
-0.0341716930270195,
-0.07931720465421677,
0.03690848872065544,
-0.04883406683802605,
0.022942760959267616,
-0.026687923818826675,
0.04651067778468132,
0.049790337681770325,
0.0030324249528348446,
-0.04633273929357529,
-0.0023198744747787714,
-0.018498625606298447,
-0.01896279864013195,
0.040347810834646225,
0.04977155849337578,
-0.06282750517129898,
0.0183555968105793,
0.044308725744485855,
-0.009687851183116436,
0.06065918505191803,
0.06824662536382675,
0.017740899696946144,
0.045927003026008606,
-0.08254367858171463,
0.03616567328572273,
-0.018628716468811035,
-0.11730727553367615,
0.015536058694124222,
-0.04343371465802193,
-0.09926404058933258,
-0.02392423152923584,
-0.039906516671180725,
-0.009482858702540398,
0.10641055554151535,
-0.07545270770788193,
-0.03778780624270439,
0.01584816724061966
] | null | null | null | null | null | null | null |
[
-0.018434220924973488,
-0.024307522922754288,
0.020907290279865265,
-0.028582768514752388,
-0.03240025416016579,
-0.09022634476423264,
-0.049497608095407486,
0.0602283738553524,
0.02170656807720661,
-0.017022397369146347,
-0.013180239126086235,
0.009435219690203667,
0.0015823557041585445,
-0.053511183708906174,
0.07469305396080017,
0.050357017666101456,
-0.03600070998072624,
0.016443654894828796,
0.02123274654150009,
0.0415610708296299,
0.1070563942193985,
-0.09970971941947937,
0.007159155793488026,
-0.016772648319602013,
-0.11479678750038147,
0.07941727340221405,
0.028552221134305,
0.026340406388044357,
0.029194332659244537,
-0.03091469407081604,
-0.011122061870992184,
-0.020549898967146873,
-0.01830308325588703,
0.030277252197265625,
-0.11585965752601624,
-0.05803168565034866,
0.12342468649148941,
0.1091591939330101,
-0.03351916745305061,
-0.06249493733048439,
0.05932758376002312,
0.07813625037670135,
0.024738401174545288,
-0.04146180674433708,
-0.06286685913801193,
0.021560344845056534,
0.01372695155441761,
-0.009544309228658676,
-0.040401991456747055,
-0.026098400354385376,
0.06474826484918594,
-0.058499325066804886,
-0.041457317769527435,
0.04998215660452843,
0.12548892199993134,
0.1357376128435135,
0.04571385309100151,
-0.043402478098869324,
0.06832859665155411,
-0.03302314504981041,
-0.030244626104831696,
-0.03892279416322708,
-0.0079466812312603,
-0.0777948647737503,
0.013316437602043152,
-0.01613987237215042,
0.059106726199388504,
-0.04517628252506256,
-0.08281254768371582,
0.035883884876966476,
0.06971205770969391,
0.03415921702980995,
-0.06806917488574982,
-0.01431712880730629,
0.004526758100837469,
0.06666473299264908,
-0.015227429568767548,
0.04454691335558891,
0.016206946223974228,
-0.021212542429566383,
-0.04477650672197342,
0.023962127044796944,
-0.04714157432317734,
0.09271689504384995,
0.008239024318754673,
-0.010282333008944988,
-0.00009250796574633569,
-0.04712075740098953,
-0.010829896666109562,
-0.024895697832107544,
0.048833709210157394,
-0.052699390798807144,
-0.1522197127342224,
-0.04150376096367836,
-0.08747109770774841,
-0.0751572772860527,
0.05180564895272255,
-0.003669304307550192,
0.03312268108129501,
0.0063637979328632355,
0.05130605772137642,
-0.09679590910673141,
-0.02156369388103485,
-0.02423608861863613,
0.016655102372169495,
0.0585365928709507,
-0.06522049754858017,
0.036245767027139664,
0.022189682349562645,
0.08596257120370865,
0.027832122519612312,
0.04802811145782471,
-0.011439179070293903,
0.07539097219705582,
-0.03421001508831978,
0.01648833230137825,
-0.07664089649915695,
0.014704905450344086,
0.015678903087973595,
-0.015961622819304466,
-0.039170850068330765,
0.059342775493860245,
-0.09128054976463318,
0.017982589080929756,
0.04422600194811821,
-0.027449382469058037,
-0.01717386208474636,
1.2019966056455452e-33,
-0.023390155285596848,
0.08052179217338562,
0.028346547856926918,
-0.023103907704353333,
0.06730686873197556,
-0.01995532028377056,
0.026275893673300743,
0.03559434041380882,
0.06206394359469414,
0.023659169673919678,
0.010799449868500233,
0.11504722386598587,
0.014394230209290981,
-0.00925486534833908,
-0.009482836350798607,
-0.032955288887023926,
0.15219199657440186,
-0.04313705861568451,
-0.01046997494995594,
-0.0007995050982572138,
0.010514205321669579,
-0.013339591212570667,
0.02873328886926174,
0.028738435357809067,
0.008558803237974644,
-0.01515363808721304,
-0.04994886741042137,
0.007418095134198666,
0.06308875977993011,
0.0005622197058983147,
-0.00002379499164817389,
-0.016284946352243423,
0.046990834176540375,
-0.061399903148412704,
0.09211302548646927,
-0.024690277874469757,
0.0006118608289398253,
0.017337001860141754,
-0.031164541840553284,
-0.05179499462246895,
0.016613703221082687,
-0.062088556587696075,
0.008305765688419342,
0.12925492227077484,
-0.04531100392341614,
-0.013475143350660801,
-0.026837270706892014,
-0.04446068033576012,
0.001029721344821155,
0.025240693241357803,
-0.09563598781824112,
-0.048689041286706924,
0.02875136211514473,
0.004570713732391596,
0.06947698444128036,
-0.07474934309720993,
-0.01351198460906744,
-0.13268259167671204,
-0.08329810202121735,
-0.06676413863897324,
0.0578586608171463,
0.02349565550684929,
0.054048169404268265,
0.060511838644742966,
0.01068028062582016,
0.03088364750146866,
-0.04944176599383354,
0.042503904551267624,
-0.012381271459162235,
0.02854297123849392,
0.04303674027323723,
0.08639843761920929,
-0.010901679284870625,
-0.02902127616107464,
-0.028567597270011902,
-0.019402407109737396,
0.03902942314743996,
-0.09724501520395279,
0.11404017359018326,
0.02087627910077572,
-0.057900138199329376,
0.05085359513759613,
-0.008569781668484211,
-0.021407902240753174,
-0.08392898738384247,
-0.022458387538790703,
-0.01011924259364605,
0.00885007530450821,
-0.023670392110943794,
-0.04014778137207031,
0.014296147041022778,
-0.09860961884260178,
0.09559906274080276,
-0.010013377293944359,
-0.11907492578029633,
-4.065940552604242e-33,
-0.025876536965370178,
-0.08559682220220566,
0.09853275865316391,
0.009426737204194069,
0.06780692934989929,
0.06289858371019363,
0.013849961571395397,
0.1853211522102356,
-0.042635031044483185,
-0.04036463424563408,
0.017626911401748657,
-0.02301596663892269,
-0.034675635397434235,
0.0054598962888121605,
0.0352296382188797,
0.044537950307130814,
-0.018031317740678787,
0.0040345401503145695,
0.06501525640487671,
-0.05675796791911125,
0.017225190997123718,
-0.015568742528557777,
0.04537391662597656,
0.049222372472286224,
-0.04333414509892464,
-0.04401547089219093,
-0.03417364880442619,
0.016234925016760826,
-0.06774946302175522,
0.013304129242897034,
0.05210016667842865,
-0.002979142824187875,
0.047731317579746246,
0.007498421240597963,
-0.02373785525560379,
-0.04793279245495796,
0.09872117638587952,
-0.029967976734042168,
0.03837268799543381,
0.05448375269770622,
-0.053152333945035934,
-0.023724105209112167,
0.027992235496640205,
0.028627509251236916,
-0.02943652868270874,
0.05009189993143082,
-0.005869102664291859,
0.06575890630483627,
-0.03746362775564194,
-0.012455678544938564,
0.003290644846856594,
-0.04984217882156372,
-0.007353625725954771,
0.010557686910033226,
-0.08867257088422775,
-0.00519306818023324,
-0.03790353611111641,
0.02371208928525448,
0.049099408090114594,
0.09621880203485489,
-0.0016490269917994738,
-0.07260642200708389,
0.009235991165041924,
0.03856319561600685,
-0.05314287170767784,
0.06375759840011597,
0.08987278491258621,
0.02776583842933178,
0.009664157405495644,
-0.010547706857323647,
-0.010095243342220783,
0.013019190169870853,
-0.05008193850517273,
-0.015437919646501541,
-0.0018275621114298701,
-0.026051737368106842,
0.061821985989809036,
-0.08212946355342865,
-0.07318786531686783,
-0.0038802395574748516,
0.012553371489048004,
0.023852137848734856,
-0.008513527922332287,
-0.04896990954875946,
-0.051610253751277924,
0.021807927638292313,
0.060485824942588806,
0.010341287590563297,
-0.0676114559173584,
0.004337914753705263,
0.00610903836786747,
0.009937942028045654,
0.07497420161962509,
-0.05431147292256355,
0.02910183183848858,
-4.0911398713205926e-8,
0.01613926887512207,
-0.04178253188729286,
-0.035466067492961884,
-0.06632392108440399,
0.016422146931290627,
0.021391842514276505,
-0.02358928695321083,
-0.03481900691986084,
-0.029319047927856445,
-0.015653731301426888,
0.01063405442982912,
-0.04676629230380058,
-0.05444853752851486,
-0.013468081131577492,
0.02415037713944912,
0.004542204551398754,
0.06754849851131439,
-0.07203339040279388,
0.012622515670955181,
-0.013797339051961899,
-0.03728799894452095,
0.05548069626092911,
0.044526390731334686,
-0.08527331799268723,
0.008206117898225784,
-0.019875288009643555,
-0.03525670990347862,
-0.0341716930270195,
-0.07931720465421677,
0.03690848872065544,
-0.04883406683802605,
0.022942760959267616,
-0.026687923818826675,
0.04651067778468132,
0.049790337681770325,
0.0030324249528348446,
-0.04633273929357529,
-0.0023198744747787714,
-0.018498625606298447,
-0.01896279864013195,
0.040347810834646225,
0.04977155849337578,
-0.06282750517129898,
0.0183555968105793,
0.044308725744485855,
-0.009687851183116436,
0.06065918505191803,
0.06824662536382675,
0.017740899696946144,
0.045927003026008606,
-0.08254367858171463,
0.03616567328572273,
-0.018628716468811035,
-0.11730727553367615,
0.015536058694124222,
-0.04343371465802193,
-0.09926404058933258,
-0.02392423152923584,
-0.039906516671180725,
-0.009482858702540398,
0.10641055554151535,
-0.07545270770788193,
-0.03778780624270439,
0.01584816724061966
] |
1401.3674
|
Zhili Guo
|
Zhili Guo, Yao Wang, Elza Erkip, Shivendra Panwar
|
Wireless Video Multicast with Cooperative and Incremental Transmission
of Parity Packets
|
11 pages in double-column IEEE journal style. Submitted to IEEE
JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING
| null |
10.1109/TMM.2015.2438718
| null |
cs.MM cs.IT cs.NI math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, a cooperative multicast scheme that uses Randomized
Distributed Space Time Codes (R-DSTC), along with packet level Forward Error
Correction (FEC), is studied. Instead of sending source packets and/or parity
packets through two hops using R-DSTC as proposed in our prior work, the new
scheme delivers both source packets and parity packets using only one hop.
After the source station (access point, AP) first sends all the source packets,
the AP as well as all nodes that have received all source packets together send
the parity packets using R-DSTC. As more parity packets are transmitted, more
nodes can recover all source packets and join the parity packet transmission.
The process continues until all nodes acknowledge the receipt of enough packets
for recovering the source packets. For each given node distribution, the
optimum transmission rates for source and parity packets are determined such
that the video rate that can be sustained at all nodes is maximized. This new
scheme can support significantly higher video rates, and correspondingly higher
PSNR of decoded video, than the prior approaches. Three suboptimal approaches,
which do not require full information about user distribution or the feedback,
and hence are more feasible in practice are also presented. The proposed
suboptimal scheme with only the node count information and without feedback
still outperforms our prior approach that assumes full channel information and
no feedback.
|
[
{
"created": "Wed, 15 Jan 2014 17:08:41 GMT",
"version": "v1"
}
] |
2016-11-18
|
[
[
"Guo",
"Zhili",
""
],
[
"Wang",
"Yao",
""
],
[
"Erkip",
"Elza",
""
],
[
"Panwar",
"Shivendra",
""
]
] |
[
-0.028712106868624687,
-0.078059121966362,
0.018055705353617668,
-0.06309492141008377,
0.06923758238554001,
0.009881403297185898,
0.01018346007913351,
-0.02934885583817959,
0.008903970010578632,
0.07392287999391556,
-0.08183109015226364,
0.0440460667014122,
-0.03830235078930855,
-0.07257094234228134,
-0.03551178798079491,
-0.07256469130516052,
0.11156533658504486,
0.0985148623585701,
-0.007072475738823414,
-0.010326012969017029,
-0.049461256712675095,
-0.0705331340432167,
-0.015292271040380001,
0.01438127737492323,
0.05477873980998993,
0.02310722880065441,
0.007557982578873634,
0.023622507229447365,
0.018696140497922897,
-0.007338040508329868,
0.08768228441476822,
-0.015621384605765343,
0.038073163479566574,
0.00397275947034359,
-0.09392013400793076,
0.030977698042988777,
0.016491657122969627,
-0.020257921889424324,
-0.07365868985652924,
0.07522857934236526,
-0.018591145053505898,
0.038709089159965515,
-0.055453572422266006,
-0.019810905680060387,
-0.10897168517112732,
-0.020514115691184998,
0.029469143599271774,
0.017123332247138023,
-0.043616071343421936,
0.04290204867720604,
0.054266307502985,
0.04103201627731323,
-0.028802435845136642,
0.0648634061217308,
0.0563652440905571,
-0.05301397666335106,
-0.08772933483123779,
-0.00316801480948925,
0.0012931483797729015,
0.00006422648584702983,
0.011075527407228947,
-0.08288183808326721,
-0.014913320541381836,
0.03232312574982643,
-0.0019317771075293422,
-0.04163620248436928,
0.0927901640534401,
0.06441648304462433,
-0.029707444831728935,
-0.02417047508060932,
-0.05395544320344925,
0.016180524602532387,
-0.013976062647998333,
0.03177989274263382,
0.025824610143899918,
0.028073668479919434,
0.05609956383705139,
0.014157010242342949,
-0.001864844816736877,
0.02120029740035534,
0.08622363209724426,
0.11984007805585861,
-0.06268981844186783,
-0.015377377159893513,
-0.014162736013531685,
-0.07547149062156677,
-0.04847985506057739,
0.09268377721309662,
-0.024085747078061104,
0.0011317312018945813,
-0.06769600510597229,
0.08547713607549667,
0.026177365332841873,
0.014552661217749119,
0.029939739033579826,
-0.036132100969552994,
-0.030444150790572166,
-0.07288355380296707,
0.07387278974056244,
0.040721867233514786,
-0.03866038843989372,
-0.027972737327218056,
0.030366752296686172,
-0.0651007890701294,
0.03691453859210014,
0.009439477697014809,
0.012418210506439209,
0.08516428619623184,
0.08139220625162125,
0.08526521921157837,
-0.09902239590883255,
0.07859422266483307,
-0.08302851766347885,
-0.030419189482927322,
-0.03368613123893738,
0.04574470594525337,
-0.02660398930311203,
0.0421915240585804,
-0.025932082906365395,
-0.023006455972790718,
-0.04172958806157112,
-0.10332044214010239,
0.10119903087615967,
-0.05680239573121071,
0.00440993532538414,
-0.027869028970599174,
0.07126464694738388,
4.2247553495301026e-33,
-0.02600308135151863,
0.04800206050276756,
-0.048674050718545914,
-0.03947950527071953,
-0.015497110784053802,
0.10853326320648193,
0.019846536219120026,
0.01565069705247879,
-0.009230210445821285,
-0.06974099576473236,
0.014752642251551151,
-0.11040432751178741,
-0.02597595378756523,
-0.0683133602142334,
-0.04215547442436218,
0.03091716207563877,
0.021811487153172493,
-0.0005355241592042148,
0.033700138330459595,
-0.0034675155766308308,
0.05346987769007683,
-0.025944989174604416,
-0.009765966795384884,
0.012994340620934963,
0.037052758038043976,
0.025858324021100998,
0.02252112701535225,
-0.06198984757065773,
0.08025575429201126,
0.016399461776018143,
-0.044250164180994034,
0.004043691325932741,
0.06922682374715805,
-0.013151074759662151,
0.03449615091085434,
0.02439490333199501,
-0.022763682529330254,
-0.054058995097875595,
-0.08621836453676224,
-0.04417833313345909,
-0.0626944825053215,
0.02095285803079605,
-0.05234925448894501,
-0.11647394299507141,
-0.02501290664076805,
-0.05946110561490059,
-0.024899408221244812,
0.04404442012310028,
-0.09978361427783966,
0.047606803476810455,
0.05512942001223564,
0.08699420094490051,
0.011013270355761051,
-0.06028091162443161,
0.05896276235580444,
-0.00969170592725277,
-0.0017857446800917387,
0.02284093387424946,
0.02677369862794876,
0.1213764101266861,
-0.0005159343127161264,
-0.013899537734687328,
0.005103830713778734,
-0.036481332033872604,
0.01199474185705185,
0.002402548911049962,
-0.014865502715110779,
-0.0025999024510383606,
0.07704132050275803,
0.03353870287537575,
0.003580926451832056,
0.02269052341580391,
-0.025761134922504425,
0.011084312573075294,
-0.013053260743618011,
-0.009764824993908405,
0.0535564199090004,
-0.04034143313765526,
0.06213478744029999,
0.03710213676095009,
-0.10242370516061783,
-0.011422907002270222,
0.002965110819786787,
0.007778806611895561,
-0.03187468275427818,
0.05363742262125015,
0.0010828939266502857,
0.05532054603099823,
-0.08085758239030838,
0.07759800553321838,
-0.06888268142938614,
-0.04666661471128464,
0.05486626550555229,
-0.027192434296011925,
0.024081485345959663,
-3.7591809754197655e-33,
-0.011911097913980484,
0.052132636308670044,
-0.08820195496082306,
0.08342646062374115,
0.0013694135705009103,
-0.074153833091259,
-0.02227097749710083,
-0.024778077378869057,
0.04503171145915985,
0.031786542385816574,
-0.08704718947410583,
-0.06211143359541893,
0.004806992132216692,
0.011884947307407856,
0.009282337501645088,
0.0042164199985563755,
0.09699422866106033,
-0.03757469728589058,
-0.03301133215427399,
-0.029012104496359825,
0.06047895923256874,
0.00993263442069292,
0.021255312487483025,
-0.05481172353029251,
0.03196508437395096,
0.024301888421177864,
-0.0015296367928385735,
0.08759111166000366,
0.030607935041189194,
-0.015446477569639683,
0.07391008734703064,
-0.02356640063226223,
-0.002305505331605673,
-0.050899114459753036,
0.057379987090826035,
0.051835205405950546,
0.002033428754657507,
0.13963492214679718,
-0.07797554135322571,
0.062356751412153244,
0.036151450127363205,
-0.00854883249849081,
-0.013629546388983727,
0.02579476870596409,
0.032389599829912186,
-0.03155519440770149,
-0.030254844576120377,
0.0677010789513588,
-0.051236145198345184,
0.004722785670310259,
0.0018915936816483736,
-0.03308869153261185,
-0.017280910164117813,
0.0640515685081482,
0.008951332420110703,
-0.02629910595715046,
-0.0069921002723276615,
0.08710599690675735,
0.008816305547952652,
0.043606583029031754,
0.034189481288194656,
-0.07725262641906738,
-0.02180013805627823,
0.08984306454658508,
0.0712834894657135,
-0.009960447438061237,
0.07124990224838257,
0.032814498990774155,
-0.030677706003189087,
0.04788438230752945,
0.04289761185646057,
-0.0035974238999187946,
-0.0033765004482120275,
-0.0013450783444568515,
0.11772976815700531,
0.04862877354025841,
0.02503005601465702,
0.08713104575872421,
0.05734385550022125,
0.037315551191568375,
-0.06567054241895676,
0.08538609743118286,
0.01959199830889702,
0.035749539732933044,
0.07738751918077469,
0.018195394426584244,
0.08236981928348541,
-0.0034491505939513445,
0.0012393819633871317,
-0.06474614143371582,
-0.026249341666698456,
0.09207187592983246,
-0.0037256416399031878,
-0.01802643947303295,
0.05501512438058853,
-4.784858020911997e-8,
-0.12217909842729568,
-0.04014043137431145,
-0.07268765568733215,
0.025202734395861626,
-0.013231840915977955,
0.016839854419231415,
-0.03741614893078804,
-0.036249902099370956,
0.042061787098646164,
-0.07509326189756393,
0.014650226570665836,
-0.018887542188167572,
-0.02509967051446438,
-0.06276247650384903,
-0.016890184953808784,
-0.021035391837358475,
-0.10252206772565842,
-0.05373403802514076,
-0.014322860166430473,
0.09791851788759232,
-0.08968651294708252,
0.026955323293805122,
-0.002065187320113182,
-0.04659910872578621,
-0.048735812306404114,
0.03975064679980278,
0.1153649240732193,
-0.017186332494020462,
0.028753992170095444,
-0.040679313242435455,
-0.03469104319810867,
-0.0030673453584313393,
-0.06416299194097519,
-0.05040416494011879,
-0.056138455867767334,
-0.024232100695371628,
0.019247012212872505,
0.05218308046460152,
0.016163282096385956,
0.04144042730331421,
0.009494892321527004,
0.013749447651207447,
-0.02611459419131279,
-0.026411544531583786,
-0.03747602924704552,
0.03963456302881241,
-0.04914281889796257,
0.03338852897286415,
-0.09095217287540436,
-0.052626337856054306,
-0.026242375373840332,
0.007017351221293211,
-0.07835172861814499,
0.016623344272375107,
0.061882078647613525,
-0.05938061326742172,
0.010589134879410267,
-0.08807992935180664,
0.06635862588882446,
-0.02957530878484249,
-0.06448666006326675,
0.0425814725458622,
-0.126395583152771,
0.025612369179725647
] | null | null | null | null | null | null | null |
[
-0.028712106868624687,
-0.078059121966362,
0.018055705353617668,
-0.06309492141008377,
0.06923758238554001,
0.009881403297185898,
0.01018346007913351,
-0.02934885583817959,
0.008903970010578632,
0.07392287999391556,
-0.08183109015226364,
0.0440460667014122,
-0.03830235078930855,
-0.07257094234228134,
-0.03551178798079491,
-0.07256469130516052,
0.11156533658504486,
0.0985148623585701,
-0.007072475738823414,
-0.010326012969017029,
-0.049461256712675095,
-0.0705331340432167,
-0.015292271040380001,
0.01438127737492323,
0.05477873980998993,
0.02310722880065441,
0.007557982578873634,
0.023622507229447365,
0.018696140497922897,
-0.007338040508329868,
0.08768228441476822,
-0.015621384605765343,
0.038073163479566574,
0.00397275947034359,
-0.09392013400793076,
0.030977698042988777,
0.016491657122969627,
-0.020257921889424324,
-0.07365868985652924,
0.07522857934236526,
-0.018591145053505898,
0.038709089159965515,
-0.055453572422266006,
-0.019810905680060387,
-0.10897168517112732,
-0.020514115691184998,
0.029469143599271774,
0.017123332247138023,
-0.043616071343421936,
0.04290204867720604,
0.054266307502985,
0.04103201627731323,
-0.028802435845136642,
0.0648634061217308,
0.0563652440905571,
-0.05301397666335106,
-0.08772933483123779,
-0.00316801480948925,
0.0012931483797729015,
0.00006422648584702983,
0.011075527407228947,
-0.08288183808326721,
-0.014913320541381836,
0.03232312574982643,
-0.0019317771075293422,
-0.04163620248436928,
0.0927901640534401,
0.06441648304462433,
-0.029707444831728935,
-0.02417047508060932,
-0.05395544320344925,
0.016180524602532387,
-0.013976062647998333,
0.03177989274263382,
0.025824610143899918,
0.028073668479919434,
0.05609956383705139,
0.014157010242342949,
-0.001864844816736877,
0.02120029740035534,
0.08622363209724426,
0.11984007805585861,
-0.06268981844186783,
-0.015377377159893513,
-0.014162736013531685,
-0.07547149062156677,
-0.04847985506057739,
0.09268377721309662,
-0.024085747078061104,
0.0011317312018945813,
-0.06769600510597229,
0.08547713607549667,
0.026177365332841873,
0.014552661217749119,
0.029939739033579826,
-0.036132100969552994,
-0.030444150790572166,
-0.07288355380296707,
0.07387278974056244,
0.040721867233514786,
-0.03866038843989372,
-0.027972737327218056,
0.030366752296686172,
-0.0651007890701294,
0.03691453859210014,
0.009439477697014809,
0.012418210506439209,
0.08516428619623184,
0.08139220625162125,
0.08526521921157837,
-0.09902239590883255,
0.07859422266483307,
-0.08302851766347885,
-0.030419189482927322,
-0.03368613123893738,
0.04574470594525337,
-0.02660398930311203,
0.0421915240585804,
-0.025932082906365395,
-0.023006455972790718,
-0.04172958806157112,
-0.10332044214010239,
0.10119903087615967,
-0.05680239573121071,
0.00440993532538414,
-0.027869028970599174,
0.07126464694738388,
4.2247553495301026e-33,
-0.02600308135151863,
0.04800206050276756,
-0.048674050718545914,
-0.03947950527071953,
-0.015497110784053802,
0.10853326320648193,
0.019846536219120026,
0.01565069705247879,
-0.009230210445821285,
-0.06974099576473236,
0.014752642251551151,
-0.11040432751178741,
-0.02597595378756523,
-0.0683133602142334,
-0.04215547442436218,
0.03091716207563877,
0.021811487153172493,
-0.0005355241592042148,
0.033700138330459595,
-0.0034675155766308308,
0.05346987769007683,
-0.025944989174604416,
-0.009765966795384884,
0.012994340620934963,
0.037052758038043976,
0.025858324021100998,
0.02252112701535225,
-0.06198984757065773,
0.08025575429201126,
0.016399461776018143,
-0.044250164180994034,
0.004043691325932741,
0.06922682374715805,
-0.013151074759662151,
0.03449615091085434,
0.02439490333199501,
-0.022763682529330254,
-0.054058995097875595,
-0.08621836453676224,
-0.04417833313345909,
-0.0626944825053215,
0.02095285803079605,
-0.05234925448894501,
-0.11647394299507141,
-0.02501290664076805,
-0.05946110561490059,
-0.024899408221244812,
0.04404442012310028,
-0.09978361427783966,
0.047606803476810455,
0.05512942001223564,
0.08699420094490051,
0.011013270355761051,
-0.06028091162443161,
0.05896276235580444,
-0.00969170592725277,
-0.0017857446800917387,
0.02284093387424946,
0.02677369862794876,
0.1213764101266861,
-0.0005159343127161264,
-0.013899537734687328,
0.005103830713778734,
-0.036481332033872604,
0.01199474185705185,
0.002402548911049962,
-0.014865502715110779,
-0.0025999024510383606,
0.07704132050275803,
0.03353870287537575,
0.003580926451832056,
0.02269052341580391,
-0.025761134922504425,
0.011084312573075294,
-0.013053260743618011,
-0.009764824993908405,
0.0535564199090004,
-0.04034143313765526,
0.06213478744029999,
0.03710213676095009,
-0.10242370516061783,
-0.011422907002270222,
0.002965110819786787,
0.007778806611895561,
-0.03187468275427818,
0.05363742262125015,
0.0010828939266502857,
0.05532054603099823,
-0.08085758239030838,
0.07759800553321838,
-0.06888268142938614,
-0.04666661471128464,
0.05486626550555229,
-0.027192434296011925,
0.024081485345959663,
-3.7591809754197655e-33,
-0.011911097913980484,
0.052132636308670044,
-0.08820195496082306,
0.08342646062374115,
0.0013694135705009103,
-0.074153833091259,
-0.02227097749710083,
-0.024778077378869057,
0.04503171145915985,
0.031786542385816574,
-0.08704718947410583,
-0.06211143359541893,
0.004806992132216692,
0.011884947307407856,
0.009282337501645088,
0.0042164199985563755,
0.09699422866106033,
-0.03757469728589058,
-0.03301133215427399,
-0.029012104496359825,
0.06047895923256874,
0.00993263442069292,
0.021255312487483025,
-0.05481172353029251,
0.03196508437395096,
0.024301888421177864,
-0.0015296367928385735,
0.08759111166000366,
0.030607935041189194,
-0.015446477569639683,
0.07391008734703064,
-0.02356640063226223,
-0.002305505331605673,
-0.050899114459753036,
0.057379987090826035,
0.051835205405950546,
0.002033428754657507,
0.13963492214679718,
-0.07797554135322571,
0.062356751412153244,
0.036151450127363205,
-0.00854883249849081,
-0.013629546388983727,
0.02579476870596409,
0.032389599829912186,
-0.03155519440770149,
-0.030254844576120377,
0.0677010789513588,
-0.051236145198345184,
0.004722785670310259,
0.0018915936816483736,
-0.03308869153261185,
-0.017280910164117813,
0.0640515685081482,
0.008951332420110703,
-0.02629910595715046,
-0.0069921002723276615,
0.08710599690675735,
0.008816305547952652,
0.043606583029031754,
0.034189481288194656,
-0.07725262641906738,
-0.02180013805627823,
0.08984306454658508,
0.0712834894657135,
-0.009960447438061237,
0.07124990224838257,
0.032814498990774155,
-0.030677706003189087,
0.04788438230752945,
0.04289761185646057,
-0.0035974238999187946,
-0.0033765004482120275,
-0.0013450783444568515,
0.11772976815700531,
0.04862877354025841,
0.02503005601465702,
0.08713104575872421,
0.05734385550022125,
0.037315551191568375,
-0.06567054241895676,
0.08538609743118286,
0.01959199830889702,
0.035749539732933044,
0.07738751918077469,
0.018195394426584244,
0.08236981928348541,
-0.0034491505939513445,
0.0012393819633871317,
-0.06474614143371582,
-0.026249341666698456,
0.09207187592983246,
-0.0037256416399031878,
-0.01802643947303295,
0.05501512438058853,
-4.784858020911997e-8,
-0.12217909842729568,
-0.04014043137431145,
-0.07268765568733215,
0.025202734395861626,
-0.013231840915977955,
0.016839854419231415,
-0.03741614893078804,
-0.036249902099370956,
0.042061787098646164,
-0.07509326189756393,
0.014650226570665836,
-0.018887542188167572,
-0.02509967051446438,
-0.06276247650384903,
-0.016890184953808784,
-0.021035391837358475,
-0.10252206772565842,
-0.05373403802514076,
-0.014322860166430473,
0.09791851788759232,
-0.08968651294708252,
0.026955323293805122,
-0.002065187320113182,
-0.04659910872578621,
-0.048735812306404114,
0.03975064679980278,
0.1153649240732193,
-0.017186332494020462,
0.028753992170095444,
-0.040679313242435455,
-0.03469104319810867,
-0.0030673453584313393,
-0.06416299194097519,
-0.05040416494011879,
-0.056138455867767334,
-0.024232100695371628,
0.019247012212872505,
0.05218308046460152,
0.016163282096385956,
0.04144042730331421,
0.009494892321527004,
0.013749447651207447,
-0.02611459419131279,
-0.026411544531583786,
-0.03747602924704552,
0.03963456302881241,
-0.04914281889796257,
0.03338852897286415,
-0.09095217287540436,
-0.052626337856054306,
-0.026242375373840332,
0.007017351221293211,
-0.07835172861814499,
0.016623344272375107,
0.061882078647613525,
-0.05938061326742172,
0.010589134879410267,
-0.08807992935180664,
0.06635862588882446,
-0.02957530878484249,
-0.06448666006326675,
0.0425814725458622,
-0.126395583152771,
0.025612369179725647
] |
1401.3675
|
Timo Mennle
|
Timo Mennle and Sven Seuken
|
Partial Strategyproofness: Relaxing Strategyproofness for the Random
Assignment Problem
|
Working Paper
| null | null | null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present partial strategyproofness, a new, relaxed notion of
strategyproofness for studying the incentive properties of non-strategyproof
assignment mechanisms. Informally, a mechanism is partially strategyproof if it
makes truthful reporting a dominant strategy for those agents whose preference
intensities differ sufficiently between any two objects. We demonstrate that
partial strategyproofness is axiomatically motivated and yields a parametric
measure for "how strategyproof" an assignment mechanism is. We apply this new
concept to derive novel insights about the incentive properties of the
probabilistic serial mechanism and different variants of the Boston mechanism.
|
[
{
"created": "Wed, 15 Jan 2014 17:08:44 GMT",
"version": "v1"
},
{
"created": "Thu, 13 Feb 2014 17:41:13 GMT",
"version": "v2"
},
{
"created": "Tue, 27 May 2014 17:30:08 GMT",
"version": "v3"
},
{
"created": "Tue, 10 Jan 2017 17:11:06 GMT",
"version": "v4"
},
{
"created": "Mon, 10 Jul 2017 16:23:37 GMT",
"version": "v5"
},
{
"created": "Sun, 2 Aug 2020 11:41:42 GMT",
"version": "v6"
}
] |
2020-08-04
|
[
[
"Mennle",
"Timo",
""
],
[
"Seuken",
"Sven",
""
]
] |
[
-0.056816887110471725,
-0.022808507084846497,
-0.056823600083589554,
-0.06567578762769699,
0.020981181412935257,
0.08445853739976883,
0.045846059918403625,
-0.048436783254146576,
0.03678203001618385,
0.07120006531476974,
-0.025066684931516647,
0.017231246456503868,
0.07285773009061813,
0.032484326511621475,
0.02035100944340229,
-0.023489227518439293,
0.0646762028336525,
0.052332937717437744,
-0.011858285404741764,
0.027781758457422256,
0.03974614664912224,
-0.06398490071296692,
0.03199777752161026,
-0.0148885827511549,
-0.011254054494202137,
-0.0740002915263176,
0.006947238463908434,
-0.03149029240012169,
0.004665246699005365,
-0.04467501863837242,
-0.024289874359965324,
-0.0012084349291399121,
0.0026510893367230892,
0.0063342805951833725,
-0.03354973718523979,
0.00806306954473257,
-0.1350719928741455,
-0.07112979143857956,
0.005216495133936405,
0.019173255190253258,
-0.02590685710310936,
0.01500918809324503,
-0.07594001293182373,
0.00565685098990798,
-0.06773555278778076,
0.04177693650126457,
0.06161884963512421,
0.07968930900096893,
-0.09290012717247009,
-0.011535427533090115,
-0.020027372986078262,
-0.02855284884572029,
0.01819663867354393,
-0.03539077937602997,
0.013194839470088482,
0.032979052513837814,
0.030324680730700493,
0.04313095659017563,
-0.007549827918410301,
-0.003657917957752943,
-0.003329811617732048,
-0.04660864546895027,
-0.0743526965379715,
-0.000055088781664380804,
0.04535595327615738,
-0.005330016370862722,
-0.06777481734752655,
0.08792128413915634,
-0.08757476508617401,
0.015598681755363941,
0.06461954116821289,
-0.046570196747779846,
-0.016347592696547508,
0.02483236975967884,
0.0584733672440052,
0.047386713325977325,
0.02494419738650322,
0.008893766440451145,
-0.05388179048895836,
0.013915566727519035,
-0.0887063518166542,
-0.04900272190570831,
0.011203288100659847,
0.04619864746928215,
0.03095054253935814,
-0.10199573636054993,
0.03170809894800186,
-0.04709724336862564,
0.11965472996234894,
0.03332566097378731,
-0.0735568106174469,
0.02505505084991455,
0.04168982058763504,
-0.04440237954258919,
-0.01649000681936741,
0.07184365391731262,
-0.07749679684638977,
-0.022766374051570892,
-0.023645367473363876,
0.04424462467432022,
-0.006896007340401411,
0.05935226008296013,
-0.03788141906261444,
-0.025718171149492264,
0.07121751457452774,
-0.03917985409498215,
-0.030309710651636124,
-0.05901509150862694,
0.05255807563662529,
-0.06354636698961258,
0.032239288091659546,
0.07075581699609756,
0.05621536076068878,
-0.016217269003391266,
-0.09824799746274948,
-0.026928335428237915,
-0.0987754687666893,
0.10845310986042023,
-0.04468671232461929,
-0.10176372528076172,
0.04846077039837837,
-0.04457930475473404,
0.07341991364955902,
-0.019112100824713707,
-0.04533947631716728,
0.04315740615129471,
-0.004855388309806585,
1.9051534490784366e-33,
0.015415302477777004,
-0.0323098860681057,
0.009424421936273575,
-0.011671183630824089,
0.020429138094186783,
-0.049819570034742355,
0.028404779732227325,
0.011318033561110497,
-0.06819842010736465,
-0.04472249746322632,
-0.000013653322639584076,
0.12570323050022125,
-0.027327535673975945,
0.10359934717416763,
0.0940195843577385,
0.017347177490592003,
-0.027325881645083427,
0.08185306191444397,
0.06095849722623825,
-0.007394309621304274,
0.1085902750492096,
0.010594858787953854,
-0.009550521150231361,
-0.05293365940451622,
0.02881637029349804,
-0.03779910132288933,
-0.05193408578634262,
-0.0747588723897934,
0.01254963967949152,
0.027593428269028664,
-0.016268908977508545,
0.07898242771625519,
0.08370718359947205,
-0.025616411119699478,
-0.030636755749583244,
0.03879523277282715,
-0.057602252811193466,
-0.07291559875011444,
0.06155446171760559,
-0.009958864189684391,
0.017643161118030548,
-0.03036072850227356,
-0.0010043686488643289,
-0.01091508474200964,
-0.04191366583108902,
-0.06175261363387108,
-0.029724499210715294,
0.013149754144251347,
-0.02346041053533554,
-0.01689261943101883,
0.07325761020183563,
0.022079670801758766,
0.03827224671840668,
-0.04807224124670029,
-0.020654555410146713,
-0.05799948051571846,
-0.03988657519221306,
0.030310576781630516,
-0.04885915294289589,
0.041838135570287704,
-0.007584166247397661,
-0.0035046031698584557,
0.02215595915913582,
-0.0007439708570018411,
-0.12357032299041748,
0.06596986949443817,
-0.019041964784264565,
-0.03159654140472412,
0.05824820697307587,
-0.007531634531915188,
0.013640793040394783,
0.05938425287604332,
-0.04318871721625328,
-0.03954401612281799,
-0.05334307253360748,
0.03295973688364029,
0.016782686114311218,
0.02290451154112816,
0.06806384772062302,
-0.05546728894114494,
0.013161391951143742,
-0.00863250158727169,
0.006655219942331314,
0.010676808655261993,
-0.03974805027246475,
0.04037392511963844,
0.012060184963047504,
-0.013641866855323315,
-0.008584286086261272,
0.07625514268875122,
0.035867974162101746,
-0.005317903123795986,
-0.052568498998880386,
0.08193051069974899,
0.07505116611719131,
-4.1235214086953026e-33,
-0.06365763396024704,
-0.008943144232034683,
-0.015279863961040974,
-0.01355094276368618,
-0.008912250399589539,
-0.0015999596798792481,
-0.048981837928295135,
-0.1388361006975174,
-0.03321191295981407,
0.0635484978556633,
-0.12824119627475739,
-0.0019116431940346956,
0.008132193237543106,
-0.014905300922691822,
-0.04648508504033089,
-0.08391201496124268,
0.01847795955836773,
0.019477879628539085,
-0.017979206517338753,
-0.09824319183826447,
0.12447112798690796,
0.08511348813772202,
-0.07596031576395035,
0.02043444663286209,
0.14427314698696136,
0.011558846570551395,
-0.07189127802848816,
0.011793265119194984,
0.019127780571579933,
0.02483333647251129,
-0.01785505935549736,
-0.043892018496990204,
-0.05910172313451767,
-0.05770368501543999,
0.03907277062535286,
0.06350655853748322,
0.03971892595291138,
0.048800524324178696,
-0.05360797420144081,
0.11590781807899475,
-0.006333859171718359,
-0.11479659378528595,
-0.010661499574780464,
0.018594512715935707,
0.045227717608213425,
-0.024508988484740257,
0.02796168439090252,
-0.05112539604306221,
0.07879312336444855,
-0.044152501970529556,
0.025201167911291122,
0.08240161091089249,
0.011726120486855507,
0.032499171793460846,
-0.09241640567779541,
-0.014327003620564938,
-0.046326927840709686,
-0.005458368454128504,
0.12943588197231293,
0.0409894660115242,
-0.005010387860238552,
0.04380343481898308,
-0.057917334139347076,
0.07323910295963287,
-0.025709718465805054,
-0.0016369129298254848,
0.03699793294072151,
-0.002715922426432371,
0.08847638964653015,
-0.026227854192256927,
0.12697257101535797,
0.03237026184797287,
0.0010740135330706835,
-0.03264196589589119,
-0.005560402758419514,
0.16725261509418488,
-0.06482421606779099,
-0.007785056717693806,
-0.08697909116744995,
0.03738928213715553,
-0.007442890200763941,
0.01967059075832367,
0.0723612830042839,
0.007280285470187664,
-0.012908502481877804,
-0.03022719919681549,
0.05853385478258133,
-0.009062367491424084,
-0.03942039608955383,
0.020281439647078514,
-0.0200913455337286,
-0.07892157882452011,
0.012717008590698242,
-0.012687047012150288,
-0.08402247726917267,
-4.3817465211759554e-8,
0.037986330687999725,
-0.010798230767250061,
0.05622994899749756,
0.06946643441915512,
-0.020150236785411835,
-0.018679266795516014,
-0.034428875893354416,
-0.0038998937234282494,
-0.04703881964087486,
-0.0328974723815918,
0.020709635689854622,
0.04567721486091614,
0.02019043266773224,
-0.05794699862599373,
0.037841495126485825,
0.010612327605485916,
-0.013257214799523354,
-0.0005455003120005131,
-0.06434440612792969,
0.013383761048316956,
0.041753124445676804,
0.045835159718990326,
-0.025818247348070145,
-0.04423028975725174,
-0.07704855501651764,
-0.005839156452566385,
0.045265037566423416,
0.08944524824619293,
0.06853796541690826,
0.08366071432828903,
0.01693449355661869,
-0.04077531397342682,
0.043809495866298676,
0.005955591332167387,
0.04294729232788086,
0.04864877834916115,
-0.05232011526823044,
-0.002455173758789897,
0.01640748418867588,
-0.10197112709283829,
0.004110267385840416,
0.02035406418144703,
-0.07168850302696228,
0.09073544293642044,
0.04853998124599457,
0.04505456984043121,
-0.054543111473321915,
-0.07040233910083771,
-0.026735791936516762,
-0.05500857159495354,
0.0012143246131017804,
-0.013226942159235477,
-0.037274349480867386,
0.05422842502593994,
-0.017955048009753227,
-0.013859238475561142,
0.003971697296947241,
-0.05407936871051788,
0.006551351398229599,
0.002737208269536495,
-0.025688767433166504,
0.030890874564647675,
-0.014253041706979275,
-0.01593342050909996
] | null | null | null | null | null | null | null |
[
-0.056816887110471725,
-0.022808507084846497,
-0.056823600083589554,
-0.06567578762769699,
0.020981181412935257,
0.08445853739976883,
0.045846059918403625,
-0.048436783254146576,
0.03678203001618385,
0.07120006531476974,
-0.025066684931516647,
0.017231246456503868,
0.07285773009061813,
0.032484326511621475,
0.02035100944340229,
-0.023489227518439293,
0.0646762028336525,
0.052332937717437744,
-0.011858285404741764,
0.027781758457422256,
0.03974614664912224,
-0.06398490071296692,
0.03199777752161026,
-0.0148885827511549,
-0.011254054494202137,
-0.0740002915263176,
0.006947238463908434,
-0.03149029240012169,
0.004665246699005365,
-0.04467501863837242,
-0.024289874359965324,
-0.0012084349291399121,
0.0026510893367230892,
0.0063342805951833725,
-0.03354973718523979,
0.00806306954473257,
-0.1350719928741455,
-0.07112979143857956,
0.005216495133936405,
0.019173255190253258,
-0.02590685710310936,
0.01500918809324503,
-0.07594001293182373,
0.00565685098990798,
-0.06773555278778076,
0.04177693650126457,
0.06161884963512421,
0.07968930900096893,
-0.09290012717247009,
-0.011535427533090115,
-0.020027372986078262,
-0.02855284884572029,
0.01819663867354393,
-0.03539077937602997,
0.013194839470088482,
0.032979052513837814,
0.030324680730700493,
0.04313095659017563,
-0.007549827918410301,
-0.003657917957752943,
-0.003329811617732048,
-0.04660864546895027,
-0.0743526965379715,
-0.000055088781664380804,
0.04535595327615738,
-0.005330016370862722,
-0.06777481734752655,
0.08792128413915634,
-0.08757476508617401,
0.015598681755363941,
0.06461954116821289,
-0.046570196747779846,
-0.016347592696547508,
0.02483236975967884,
0.0584733672440052,
0.047386713325977325,
0.02494419738650322,
0.008893766440451145,
-0.05388179048895836,
0.013915566727519035,
-0.0887063518166542,
-0.04900272190570831,
0.011203288100659847,
0.04619864746928215,
0.03095054253935814,
-0.10199573636054993,
0.03170809894800186,
-0.04709724336862564,
0.11965472996234894,
0.03332566097378731,
-0.0735568106174469,
0.02505505084991455,
0.04168982058763504,
-0.04440237954258919,
-0.01649000681936741,
0.07184365391731262,
-0.07749679684638977,
-0.022766374051570892,
-0.023645367473363876,
0.04424462467432022,
-0.006896007340401411,
0.05935226008296013,
-0.03788141906261444,
-0.025718171149492264,
0.07121751457452774,
-0.03917985409498215,
-0.030309710651636124,
-0.05901509150862694,
0.05255807563662529,
-0.06354636698961258,
0.032239288091659546,
0.07075581699609756,
0.05621536076068878,
-0.016217269003391266,
-0.09824799746274948,
-0.026928335428237915,
-0.0987754687666893,
0.10845310986042023,
-0.04468671232461929,
-0.10176372528076172,
0.04846077039837837,
-0.04457930475473404,
0.07341991364955902,
-0.019112100824713707,
-0.04533947631716728,
0.04315740615129471,
-0.004855388309806585,
1.9051534490784366e-33,
0.015415302477777004,
-0.0323098860681057,
0.009424421936273575,
-0.011671183630824089,
0.020429138094186783,
-0.049819570034742355,
0.028404779732227325,
0.011318033561110497,
-0.06819842010736465,
-0.04472249746322632,
-0.000013653322639584076,
0.12570323050022125,
-0.027327535673975945,
0.10359934717416763,
0.0940195843577385,
0.017347177490592003,
-0.027325881645083427,
0.08185306191444397,
0.06095849722623825,
-0.007394309621304274,
0.1085902750492096,
0.010594858787953854,
-0.009550521150231361,
-0.05293365940451622,
0.02881637029349804,
-0.03779910132288933,
-0.05193408578634262,
-0.0747588723897934,
0.01254963967949152,
0.027593428269028664,
-0.016268908977508545,
0.07898242771625519,
0.08370718359947205,
-0.025616411119699478,
-0.030636755749583244,
0.03879523277282715,
-0.057602252811193466,
-0.07291559875011444,
0.06155446171760559,
-0.009958864189684391,
0.017643161118030548,
-0.03036072850227356,
-0.0010043686488643289,
-0.01091508474200964,
-0.04191366583108902,
-0.06175261363387108,
-0.029724499210715294,
0.013149754144251347,
-0.02346041053533554,
-0.01689261943101883,
0.07325761020183563,
0.022079670801758766,
0.03827224671840668,
-0.04807224124670029,
-0.020654555410146713,
-0.05799948051571846,
-0.03988657519221306,
0.030310576781630516,
-0.04885915294289589,
0.041838135570287704,
-0.007584166247397661,
-0.0035046031698584557,
0.02215595915913582,
-0.0007439708570018411,
-0.12357032299041748,
0.06596986949443817,
-0.019041964784264565,
-0.03159654140472412,
0.05824820697307587,
-0.007531634531915188,
0.013640793040394783,
0.05938425287604332,
-0.04318871721625328,
-0.03954401612281799,
-0.05334307253360748,
0.03295973688364029,
0.016782686114311218,
0.02290451154112816,
0.06806384772062302,
-0.05546728894114494,
0.013161391951143742,
-0.00863250158727169,
0.006655219942331314,
0.010676808655261993,
-0.03974805027246475,
0.04037392511963844,
0.012060184963047504,
-0.013641866855323315,
-0.008584286086261272,
0.07625514268875122,
0.035867974162101746,
-0.005317903123795986,
-0.052568498998880386,
0.08193051069974899,
0.07505116611719131,
-4.1235214086953026e-33,
-0.06365763396024704,
-0.008943144232034683,
-0.015279863961040974,
-0.01355094276368618,
-0.008912250399589539,
-0.0015999596798792481,
-0.048981837928295135,
-0.1388361006975174,
-0.03321191295981407,
0.0635484978556633,
-0.12824119627475739,
-0.0019116431940346956,
0.008132193237543106,
-0.014905300922691822,
-0.04648508504033089,
-0.08391201496124268,
0.01847795955836773,
0.019477879628539085,
-0.017979206517338753,
-0.09824319183826447,
0.12447112798690796,
0.08511348813772202,
-0.07596031576395035,
0.02043444663286209,
0.14427314698696136,
0.011558846570551395,
-0.07189127802848816,
0.011793265119194984,
0.019127780571579933,
0.02483333647251129,
-0.01785505935549736,
-0.043892018496990204,
-0.05910172313451767,
-0.05770368501543999,
0.03907277062535286,
0.06350655853748322,
0.03971892595291138,
0.048800524324178696,
-0.05360797420144081,
0.11590781807899475,
-0.006333859171718359,
-0.11479659378528595,
-0.010661499574780464,
0.018594512715935707,
0.045227717608213425,
-0.024508988484740257,
0.02796168439090252,
-0.05112539604306221,
0.07879312336444855,
-0.044152501970529556,
0.025201167911291122,
0.08240161091089249,
0.011726120486855507,
0.032499171793460846,
-0.09241640567779541,
-0.014327003620564938,
-0.046326927840709686,
-0.005458368454128504,
0.12943588197231293,
0.0409894660115242,
-0.005010387860238552,
0.04380343481898308,
-0.057917334139347076,
0.07323910295963287,
-0.025709718465805054,
-0.0016369129298254848,
0.03699793294072151,
-0.002715922426432371,
0.08847638964653015,
-0.026227854192256927,
0.12697257101535797,
0.03237026184797287,
0.0010740135330706835,
-0.03264196589589119,
-0.005560402758419514,
0.16725261509418488,
-0.06482421606779099,
-0.007785056717693806,
-0.08697909116744995,
0.03738928213715553,
-0.007442890200763941,
0.01967059075832367,
0.0723612830042839,
0.007280285470187664,
-0.012908502481877804,
-0.03022719919681549,
0.05853385478258133,
-0.009062367491424084,
-0.03942039608955383,
0.020281439647078514,
-0.0200913455337286,
-0.07892157882452011,
0.012717008590698242,
-0.012687047012150288,
-0.08402247726917267,
-4.3817465211759554e-8,
0.037986330687999725,
-0.010798230767250061,
0.05622994899749756,
0.06946643441915512,
-0.020150236785411835,
-0.018679266795516014,
-0.034428875893354416,
-0.0038998937234282494,
-0.04703881964087486,
-0.0328974723815918,
0.020709635689854622,
0.04567721486091614,
0.02019043266773224,
-0.05794699862599373,
0.037841495126485825,
0.010612327605485916,
-0.013257214799523354,
-0.0005455003120005131,
-0.06434440612792969,
0.013383761048316956,
0.041753124445676804,
0.045835159718990326,
-0.025818247348070145,
-0.04423028975725174,
-0.07704855501651764,
-0.005839156452566385,
0.045265037566423416,
0.08944524824619293,
0.06853796541690826,
0.08366071432828903,
0.01693449355661869,
-0.04077531397342682,
0.043809495866298676,
0.005955591332167387,
0.04294729232788086,
0.04864877834916115,
-0.05232011526823044,
-0.002455173758789897,
0.01640748418867588,
-0.10197112709283829,
0.004110267385840416,
0.02035406418144703,
-0.07168850302696228,
0.09073544293642044,
0.04853998124599457,
0.04505456984043121,
-0.054543111473321915,
-0.07040233910083771,
-0.026735791936516762,
-0.05500857159495354,
0.0012143246131017804,
-0.013226942159235477,
-0.037274349480867386,
0.05422842502593994,
-0.017955048009753227,
-0.013859238475561142,
0.003971697296947241,
-0.05407936871051788,
0.006551351398229599,
0.002737208269536495,
-0.025688767433166504,
0.030890874564647675,
-0.014253041706979275,
-0.01593342050909996
] |
1401.3677
|
Martin Haenggi
|
Na Deng, Wuyang Zhou, and Martin Haenggi
|
The Ginibre Point Process as a Model for Wireless Networks with
Repulsion
|
29 pages, 11 figures
| null | null | null |
cs.IT cs.NI math.IT math.PR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The spatial structure of transmitters in wireless networks plays a key role
in evaluating the mutual interference and hence the performance. Although the
Poisson point process (PPP) has been widely used to model the spatial
configuration of wireless networks, it is not suitable for networks with
repulsion. The Ginibre point process (GPP) is one of the main examples of
determinantal point processes that can be used to model random phenomena where
repulsion is observed. Considering the accuracy, tractability and
practicability tradeoffs, we introduce and promote the $\beta$-GPP, an
intermediate class between the PPP and the GPP, as a model for wireless
networks when the nodes exhibit repulsion. To show that the model leads to
analytically tractable results in several cases of interest, we derive the mean
and variance of the interference using two different approaches: the Palm
measure approach and the reduced second moment approach, and then provide
approximations of the interference distribution by three known probability
density functions. Besides, to show that the model is relevant for cellular
systems, we derive the coverage probability of the typical user and also find
that the fitted $\beta$-GPP can closely model the deployment of actual base
stations in terms of the coverage probability and other statistics.
|
[
{
"created": "Wed, 15 Jan 2014 17:13:03 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Deng",
"Na",
""
],
[
"Zhou",
"Wuyang",
""
],
[
"Haenggi",
"Martin",
""
]
] |
[
0.013764447532594204,
-0.07257035374641418,
0.04463600739836693,
-0.04670198634266853,
-0.020299522206187248,
-0.04339798539876938,
0.11769471317529678,
-0.025693582370877266,
0.12636567652225494,
0.03498833626508713,
0.0007343871984630823,
0.11688127368688583,
0.0967269316315651,
-0.0282920952886343,
0.0184914693236351,
-0.04225689172744751,
0.06787394732236862,
-0.08019064366817474,
-0.03377203270792961,
0.04625621438026428,
0.045450031757354736,
0.01584791950881481,
0.015247562900185585,
-0.06060382351279259,
0.07960865646600723,
-0.041825663298368454,
0.059240780770778656,
-0.011142358183860779,
-0.025293100625276566,
0.001285417121835053,
-0.011866215616464615,
-0.02937150187790394,
-0.004184006713330746,
-0.08101670444011688,
-0.04333207756280899,
-0.05995611473917961,
-0.06034120172262192,
0.010277416557073593,
0.050750426948070526,
0.09278359264135361,
0.0017507517477497458,
0.04996703192591667,
-0.002066519111394882,
0.09707006067037582,
-0.019375018775463104,
-0.004730838350951672,
0.044370945543050766,
0.041415244340896606,
-0.015057227574288845,
-0.09673649817705154,
0.03694646432995796,
0.01447387132793665,
-0.013309956528246403,
0.028300216421484947,
0.06094466149806976,
-0.06079846993088722,
-0.01988641358911991,
0.0013844544300809503,
0.059035517275333405,
0.10039138048887253,
0.05162729695439339,
0.00901561789214611,
-0.10118810087442398,
-0.0032751248218119144,
-0.007666232995688915,
-0.0045887865126132965,
0.008152640424668789,
0.04888114333152771,
0.004541484639048576,
-0.0015855367528274655,
-0.037085190415382385,
0.01152303908020258,
-0.08826184272766113,
-0.0352867990732193,
0.06296418607234955,
0.04488137736916542,
-0.058960478752851486,
0.03895804286003113,
-0.028283720836043358,
0.019068365916609764,
0.020404156297445297,
0.04468977451324463,
0.04884474352002144,
-0.07146161794662476,
0.06629281491041183,
-0.03233083337545395,
-0.007590603549033403,
0.07329962402582169,
0.0253139715641737,
-0.0982561782002449,
-0.11632085591554642,
0.04442533478140831,
-0.10318048298358917,
0.04470464959740639,
-0.02850969135761261,
0.019096678122878075,
0.01575436256825924,
-0.09600351750850677,
0.061174117028713226,
0.056826476007699966,
0.04275920242071152,
-0.040666718035936356,
0.038171011954545975,
-0.07168425619602203,
0.040459044277668,
-0.029598575085401535,
-0.02691875956952572,
0.07436374574899673,
0.012372673489153385,
0.04038320109248161,
-0.012873380444943905,
0.028789838775992393,
-0.047862280160188675,
0.10460159927606583,
-0.032896168529987335,
0.0015979247400537133,
0.033174071460962296,
0.03587523102760315,
0.08255007863044739,
0.019355695694684982,
-0.04957053065299988,
-0.05327954143285751,
0.018736766651272774,
-0.04341982305049896,
-0.013032117858529091,
0.013916132971644402,
0.011916996911168098,
-3.405044384122343e-34,
-0.024182531982660294,
-0.017953308299183846,
-0.009514023549854755,
0.01764504425227642,
0.0791684091091156,
0.008110644295811653,
-0.08721721917390823,
-0.02828667126595974,
0.14430278539657593,
0.023269223049283028,
-0.055257510393857956,
-0.055381517857313156,
-0.06382760405540466,
-0.03413653373718262,
0.06817596405744553,
-0.010386249050498009,
-0.014348220080137253,
-0.008056442253291607,
0.009452058002352715,
0.02941967360675335,
0.040466610342264175,
-0.05580930784344673,
-0.05002279579639435,
-0.0038225543685257435,
0.0371631383895874,
0.03669936954975128,
-0.06223100423812866,
-0.07669896632432938,
-0.0032224669121205807,
0.03117956407368183,
0.013006510213017464,
0.010491675697267056,
-0.005245726089924574,
0.032269347459077835,
-0.04480093717575073,
-0.043321456760168076,
-0.05496484041213989,
-0.05169396102428436,
-0.01017959974706173,
-0.09430035203695297,
-0.07293727993965149,
-0.0022176490165293217,
0.007025519385933876,
-0.03253158554434776,
0.014550433494150639,
-0.07637433707714081,
0.04050092399120331,
0.0032321347389370203,
0.011120215989649296,
-0.011254298500716686,
0.06272932142019272,
0.04617343470454216,
0.025675298646092415,
0.07070210576057434,
-0.02841993048787117,
0.07266172021627426,
0.029756512492895126,
0.04538770392537117,
0.012834375724196434,
0.08704613149166107,
-0.0247346144169569,
0.006798841524869204,
0.015828879550099373,
-0.012927786447107792,
0.09518526494503021,
-0.03343101963400841,
-0.11036504805088043,
0.002036317018792033,
0.0843842476606369,
0.07277002930641174,
0.04259438067674637,
-0.010207236744463444,
-0.01571715995669365,
-0.06356815993785858,
-0.031008614227175713,
-0.05739207565784454,
0.0017086876323446631,
0.07374496012926102,
-0.019822601228952408,
0.06565746665000916,
-0.051121462136507034,
-0.05025261640548706,
-0.09824290871620178,
-0.07505865395069122,
-0.07774530351161957,
-0.0346611849963665,
0.013470319099724293,
0.015911178663372993,
-0.15042828023433685,
0.045363858342170715,
0.020046882331371307,
0.07982417196035385,
-0.08179250359535217,
0.0196442399173975,
-0.01550495158880949,
-1.7835292730316777e-33,
-0.07383020967245102,
0.021192213520407677,
0.09508514404296875,
-0.04018394649028778,
-0.026012342423200607,
-0.07212048768997192,
-0.029025819152593613,
-0.06378631293773651,
-0.004059344995766878,
-0.04773253574967384,
-0.13335177302360535,
0.07027372717857361,
0.012934455648064613,
0.03762315213680267,
-0.03985157608985901,
0.003871763590723276,
0.042311809957027435,
0.022595545276999474,
-0.043789997696876526,
-0.06329549849033356,
0.008529618382453918,
0.018358660861849785,
0.039462652057409286,
-0.051647111773490906,
0.07402891665697098,
-0.05351590737700462,
-0.028933044523000717,
0.019507765769958496,
0.034002333879470825,
-0.0037623452953994274,
-0.01906740665435791,
0.019781148061156273,
0.011060928925871849,
0.0181219894438982,
0.06556050479412079,
-0.007891113869845867,
0.047588977962732315,
0.1194252073764801,
-0.011735862120985985,
0.020897896960377693,
0.09704829752445221,
-0.04783199727535248,
-0.07500241696834564,
0.008453836664557457,
0.08989092707633972,
-0.01427821721881628,
0.01931328885257244,
0.011765209957957268,
-0.06293749064207077,
-0.05820491164922714,
-0.006116094999015331,
0.036951061338186264,
-0.06963001191616058,
0.03717086464166641,
-0.03022518754005432,
-0.002972662216052413,
0.0203117523342371,
-0.06863737851381302,
0.06406891345977783,
0.020162638276815414,
0.011104277335107327,
-0.06940679997205734,
-0.018772510811686516,
0.08918098360300064,
-0.009110811166465282,
0.0022693511564284563,
-0.012802434153854847,
-0.021102795377373695,
0.06530154496431351,
0.08216134458780289,
-0.09329193085432053,
0.019145498052239418,
0.03679239749908447,
-0.016205351799726486,
-0.016062051057815552,
0.07873465865850449,
0.05610649660229683,
-0.014123146422207355,
0.008478742092847824,
-0.025136739015579224,
-0.05152377113699913,
0.08009229600429535,
-0.10064150393009186,
-0.055534474551677704,
0.025912705808877945,
0.028261326253414154,
0.08913514763116837,
-0.04782072827219963,
-0.03552679717540741,
-0.06097627803683281,
-0.012710482813417912,
0.09265676885843277,
-0.04711161181330681,
-0.002583927707746625,
-0.008290523663163185,
-4.9908738475323844e-8,
-0.04860604926943779,
0.027327321469783783,
0.028650594875216484,
-0.06696934998035431,
0.04684100300073624,
0.027256879955530167,
-0.027407996356487274,
-0.030384430661797523,
-0.005299461539834738,
-0.040121890604496,
0.030623752623796463,
-0.029370004311203957,
-0.052581578493118286,
0.06011595577001572,
0.046404879540205,
0.03201095759868622,
0.0066959368996322155,
-0.008410044014453888,
-0.023548690602183342,
0.03203205764293671,
-0.03332408517599106,
0.016830552369356155,
-0.02399078756570816,
0.07000722736120224,
-0.000029138467652956024,
0.041953496634960175,
0.002500952919945121,
-0.03957461565732956,
0.02373812161386013,
0.02325143851339817,
0.040729619562625885,
0.004834647290408611,
-0.02459370531141758,
0.08363337069749832,
-0.054588910192251205,
0.10597450286149979,
0.013342117890715599,
-0.04334564879536629,
-0.043221261352300644,
0.03946886584162712,
-0.011711560189723969,
-0.044037383049726486,
0.02950599417090416,
0.03509453311562538,
0.051488567143678665,
0.08620861917734146,
0.026115091517567635,
0.0479542575776577,
0.010712248273193836,
-0.05116819217801094,
-0.03336743265390396,
0.05086665228009224,
-0.07122039794921875,
-0.11137662827968597,
-0.03904450684785843,
-0.0027700511272996664,
0.027898183092474937,
-0.08482857793569565,
0.05093419924378395,
-0.03871452808380127,
-0.0837317705154419,
0.020714718848466873,
-0.0986769050359726,
-0.01124231331050396
] | null | null | null | null | null | null | null |
[
0.013764447532594204,
-0.07257035374641418,
0.04463600739836693,
-0.04670198634266853,
-0.020299522206187248,
-0.04339798539876938,
0.11769471317529678,
-0.025693582370877266,
0.12636567652225494,
0.03498833626508713,
0.0007343871984630823,
0.11688127368688583,
0.0967269316315651,
-0.0282920952886343,
0.0184914693236351,
-0.04225689172744751,
0.06787394732236862,
-0.08019064366817474,
-0.03377203270792961,
0.04625621438026428,
0.045450031757354736,
0.01584791950881481,
0.015247562900185585,
-0.06060382351279259,
0.07960865646600723,
-0.041825663298368454,
0.059240780770778656,
-0.011142358183860779,
-0.025293100625276566,
0.001285417121835053,
-0.011866215616464615,
-0.02937150187790394,
-0.004184006713330746,
-0.08101670444011688,
-0.04333207756280899,
-0.05995611473917961,
-0.06034120172262192,
0.010277416557073593,
0.050750426948070526,
0.09278359264135361,
0.0017507517477497458,
0.04996703192591667,
-0.002066519111394882,
0.09707006067037582,
-0.019375018775463104,
-0.004730838350951672,
0.044370945543050766,
0.041415244340896606,
-0.015057227574288845,
-0.09673649817705154,
0.03694646432995796,
0.01447387132793665,
-0.013309956528246403,
0.028300216421484947,
0.06094466149806976,
-0.06079846993088722,
-0.01988641358911991,
0.0013844544300809503,
0.059035517275333405,
0.10039138048887253,
0.05162729695439339,
0.00901561789214611,
-0.10118810087442398,
-0.0032751248218119144,
-0.007666232995688915,
-0.0045887865126132965,
0.008152640424668789,
0.04888114333152771,
0.004541484639048576,
-0.0015855367528274655,
-0.037085190415382385,
0.01152303908020258,
-0.08826184272766113,
-0.0352867990732193,
0.06296418607234955,
0.04488137736916542,
-0.058960478752851486,
0.03895804286003113,
-0.028283720836043358,
0.019068365916609764,
0.020404156297445297,
0.04468977451324463,
0.04884474352002144,
-0.07146161794662476,
0.06629281491041183,
-0.03233083337545395,
-0.007590603549033403,
0.07329962402582169,
0.0253139715641737,
-0.0982561782002449,
-0.11632085591554642,
0.04442533478140831,
-0.10318048298358917,
0.04470464959740639,
-0.02850969135761261,
0.019096678122878075,
0.01575436256825924,
-0.09600351750850677,
0.061174117028713226,
0.056826476007699966,
0.04275920242071152,
-0.040666718035936356,
0.038171011954545975,
-0.07168425619602203,
0.040459044277668,
-0.029598575085401535,
-0.02691875956952572,
0.07436374574899673,
0.012372673489153385,
0.04038320109248161,
-0.012873380444943905,
0.028789838775992393,
-0.047862280160188675,
0.10460159927606583,
-0.032896168529987335,
0.0015979247400537133,
0.033174071460962296,
0.03587523102760315,
0.08255007863044739,
0.019355695694684982,
-0.04957053065299988,
-0.05327954143285751,
0.018736766651272774,
-0.04341982305049896,
-0.013032117858529091,
0.013916132971644402,
0.011916996911168098,
-3.405044384122343e-34,
-0.024182531982660294,
-0.017953308299183846,
-0.009514023549854755,
0.01764504425227642,
0.0791684091091156,
0.008110644295811653,
-0.08721721917390823,
-0.02828667126595974,
0.14430278539657593,
0.023269223049283028,
-0.055257510393857956,
-0.055381517857313156,
-0.06382760405540466,
-0.03413653373718262,
0.06817596405744553,
-0.010386249050498009,
-0.014348220080137253,
-0.008056442253291607,
0.009452058002352715,
0.02941967360675335,
0.040466610342264175,
-0.05580930784344673,
-0.05002279579639435,
-0.0038225543685257435,
0.0371631383895874,
0.03669936954975128,
-0.06223100423812866,
-0.07669896632432938,
-0.0032224669121205807,
0.03117956407368183,
0.013006510213017464,
0.010491675697267056,
-0.005245726089924574,
0.032269347459077835,
-0.04480093717575073,
-0.043321456760168076,
-0.05496484041213989,
-0.05169396102428436,
-0.01017959974706173,
-0.09430035203695297,
-0.07293727993965149,
-0.0022176490165293217,
0.007025519385933876,
-0.03253158554434776,
0.014550433494150639,
-0.07637433707714081,
0.04050092399120331,
0.0032321347389370203,
0.011120215989649296,
-0.011254298500716686,
0.06272932142019272,
0.04617343470454216,
0.025675298646092415,
0.07070210576057434,
-0.02841993048787117,
0.07266172021627426,
0.029756512492895126,
0.04538770392537117,
0.012834375724196434,
0.08704613149166107,
-0.0247346144169569,
0.006798841524869204,
0.015828879550099373,
-0.012927786447107792,
0.09518526494503021,
-0.03343101963400841,
-0.11036504805088043,
0.002036317018792033,
0.0843842476606369,
0.07277002930641174,
0.04259438067674637,
-0.010207236744463444,
-0.01571715995669365,
-0.06356815993785858,
-0.031008614227175713,
-0.05739207565784454,
0.0017086876323446631,
0.07374496012926102,
-0.019822601228952408,
0.06565746665000916,
-0.051121462136507034,
-0.05025261640548706,
-0.09824290871620178,
-0.07505865395069122,
-0.07774530351161957,
-0.0346611849963665,
0.013470319099724293,
0.015911178663372993,
-0.15042828023433685,
0.045363858342170715,
0.020046882331371307,
0.07982417196035385,
-0.08179250359535217,
0.0196442399173975,
-0.01550495158880949,
-1.7835292730316777e-33,
-0.07383020967245102,
0.021192213520407677,
0.09508514404296875,
-0.04018394649028778,
-0.026012342423200607,
-0.07212048768997192,
-0.029025819152593613,
-0.06378631293773651,
-0.004059344995766878,
-0.04773253574967384,
-0.13335177302360535,
0.07027372717857361,
0.012934455648064613,
0.03762315213680267,
-0.03985157608985901,
0.003871763590723276,
0.042311809957027435,
0.022595545276999474,
-0.043789997696876526,
-0.06329549849033356,
0.008529618382453918,
0.018358660861849785,
0.039462652057409286,
-0.051647111773490906,
0.07402891665697098,
-0.05351590737700462,
-0.028933044523000717,
0.019507765769958496,
0.034002333879470825,
-0.0037623452953994274,
-0.01906740665435791,
0.019781148061156273,
0.011060928925871849,
0.0181219894438982,
0.06556050479412079,
-0.007891113869845867,
0.047588977962732315,
0.1194252073764801,
-0.011735862120985985,
0.020897896960377693,
0.09704829752445221,
-0.04783199727535248,
-0.07500241696834564,
0.008453836664557457,
0.08989092707633972,
-0.01427821721881628,
0.01931328885257244,
0.011765209957957268,
-0.06293749064207077,
-0.05820491164922714,
-0.006116094999015331,
0.036951061338186264,
-0.06963001191616058,
0.03717086464166641,
-0.03022518754005432,
-0.002972662216052413,
0.0203117523342371,
-0.06863737851381302,
0.06406891345977783,
0.020162638276815414,
0.011104277335107327,
-0.06940679997205734,
-0.018772510811686516,
0.08918098360300064,
-0.009110811166465282,
0.0022693511564284563,
-0.012802434153854847,
-0.021102795377373695,
0.06530154496431351,
0.08216134458780289,
-0.09329193085432053,
0.019145498052239418,
0.03679239749908447,
-0.016205351799726486,
-0.016062051057815552,
0.07873465865850449,
0.05610649660229683,
-0.014123146422207355,
0.008478742092847824,
-0.025136739015579224,
-0.05152377113699913,
0.08009229600429535,
-0.10064150393009186,
-0.055534474551677704,
0.025912705808877945,
0.028261326253414154,
0.08913514763116837,
-0.04782072827219963,
-0.03552679717540741,
-0.06097627803683281,
-0.012710482813417912,
0.09265676885843277,
-0.04711161181330681,
-0.002583927707746625,
-0.008290523663163185,
-4.9908738475323844e-8,
-0.04860604926943779,
0.027327321469783783,
0.028650594875216484,
-0.06696934998035431,
0.04684100300073624,
0.027256879955530167,
-0.027407996356487274,
-0.030384430661797523,
-0.005299461539834738,
-0.040121890604496,
0.030623752623796463,
-0.029370004311203957,
-0.052581578493118286,
0.06011595577001572,
0.046404879540205,
0.03201095759868622,
0.0066959368996322155,
-0.008410044014453888,
-0.023548690602183342,
0.03203205764293671,
-0.03332408517599106,
0.016830552369356155,
-0.02399078756570816,
0.07000722736120224,
-0.000029138467652956024,
0.041953496634960175,
0.002500952919945121,
-0.03957461565732956,
0.02373812161386013,
0.02325143851339817,
0.040729619562625885,
0.004834647290408611,
-0.02459370531141758,
0.08363337069749832,
-0.054588910192251205,
0.10597450286149979,
0.013342117890715599,
-0.04334564879536629,
-0.043221261352300644,
0.03946886584162712,
-0.011711560189723969,
-0.044037383049726486,
0.02950599417090416,
0.03509453311562538,
0.051488567143678665,
0.08620861917734146,
0.026115091517567635,
0.0479542575776577,
0.010712248273193836,
-0.05116819217801094,
-0.03336743265390396,
0.05086665228009224,
-0.07122039794921875,
-0.11137662827968597,
-0.03904450684785843,
-0.0027700511272996664,
0.027898183092474937,
-0.08482857793569565,
0.05093419924378395,
-0.03871452808380127,
-0.0837317705154419,
0.020714718848466873,
-0.0986769050359726,
-0.01124231331050396
] |
1401.3678
|
Davide Ceresoli
|
Daniele Giofr\'e, Davide Ceresoli and Mario I. Trioni
|
Electronic transport in BN-substituted bilayer graphene nano-junctions
|
4 pages, 7 figures
|
Phys. Rev. B 93, 205420 (2016)
|
10.1103/PhysRevB.93.205420
| null |
cond-mat.mtrl-sci cond-mat.mes-hall physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We investigated a suspended bilayer graphene where the bottom (top) layer is
doped by boron (nitrogen) substitutional atoms by using Density Functional
Theory (DFT) calculations. We found that at high dopant concentration (one B-N
pair every 32 C atoms) the electronic structure of the bilayer does not depend
on the B-N distance but on the relative occupation of the bilayer graphene
sub-lattices by B and N. We found that a large built in electric field is
established between layers, giving rise to an energy gap. We further
investigated the transport properties and found that intra-layer electron
current is weakly influenced by the presence of these dopants while the
inter-layer current is significantly enhanced for biases allowing the energy
alignment of N and B states. This effect leads to current rectification in
asymmetric junctions.
|
[
{
"created": "Wed, 15 Jan 2014 17:16:46 GMT",
"version": "v1"
}
] |
2016-05-25
|
[
[
"Giofré",
"Daniele",
""
],
[
"Ceresoli",
"Davide",
""
],
[
"Trioni",
"Mario I.",
""
]
] |
[
-0.012411312200129032,
-0.015481950715184212,
0.0004574563354253769,
0.015027870424091816,
0.03164571523666382,
-0.02117243781685829,
0.09405214339494705,
0.030060576274991035,
-0.02935975044965744,
0.03942372277379036,
-0.04891983047127724,
0.021491380408406258,
-0.02703196555376053,
0.043956369161605835,
0.02444145828485489,
0.055108312517404556,
0.05933300033211708,
-0.002652810886502266,
0.034889038652181625,
0.003902087453752756,
-0.012443538755178452,
-0.021200232207775116,
0.09585382044315338,
-0.02821751870214939,
0.07576103508472443,
-0.0014701976906508207,
0.0254829041659832,
0.018529007211327553,
0.03261081874370575,
-0.013807865791022778,
0.04454142227768898,
-0.021906929090619087,
-0.03371728956699371,
0.030101565644145012,
-0.1083759218454361,
0.03538164123892784,
-0.008738634176552296,
0.007357843220233917,
0.04680829867720604,
0.03125577047467232,
-0.05411110445857048,
0.0870213508605957,
0.022794943302869797,
0.02806277759373188,
0.06482367217540741,
-0.0002714485744945705,
0.014152498915791512,
-0.01046959962695837,
0.016362585127353668,
-0.04443085938692093,
0.10078582167625427,
0.04951263591647148,
0.019683148711919785,
0.033100102096796036,
-0.033889349550008774,
0.08396061509847641,
0.0004332538810558617,
0.05388053134083748,
0.04319241642951965,
0.05132533237338066,
0.07399655133485794,
-0.004216043744236231,
0.07820627093315125,
-0.056571196764707565,
0.0566534586250782,
0.007540158461779356,
-0.05362895503640175,
0.011641725897789001,
-0.013866299763321877,
0.049909453839063644,
-0.011645175516605377,
0.05284992232918739,
-0.07135644555091858,
-0.12084205448627472,
0.06088019907474518,
-0.012320931069552898,
0.0353381521999836,
0.08217741549015045,
-0.011678899638354778,
-0.09192442893981934,
-0.007959584705531597,
0.008723818697035313,
-0.01581670716404915,
0.03221224248409271,
0.01658502034842968,
0.03936890512704849,
-0.08233862370252609,
-0.05110799893736839,
-0.10361837595701218,
-0.06713957339525223,
-0.05020109564065933,
-0.026304762810468674,
-0.0317227840423584,
0.0011661781463772058,
-0.022616641595959663,
-0.008343051187694073,
0.06996507942676544,
0.06397351622581482,
-0.022278020158410072,
0.012378029525279999,
0.07132217288017273,
-0.010051839053630829,
-0.029400896281003952,
-0.014534806832671165,
-0.1251765638589859,
-0.030628396198153496,
0.09950833022594452,
0.04673289135098457,
-0.011767853051424026,
-0.041444726288318634,
0.008919097483158112,
0.06619123369455338,
0.14334408938884735,
0.05156220868229866,
-0.0584171786904335,
-0.005797989200800657,
0.004437262192368507,
-0.033513057976961136,
0.036457084119319916,
0.03860410675406456,
-0.11012721806764603,
0.14734642207622528,
-0.07232740521430969,
-0.003385708434507251,
-0.048305101692676544,
0.038209449499845505,
-0.027669109404087067,
2.5533597887012246e-33,
0.07002756744623184,
-0.012541765347123146,
0.022870037704706192,
0.07857266813516617,
0.029770830646157265,
-0.0706406831741333,
-0.04536261409521103,
-0.10599491745233536,
-0.054451216012239456,
-0.006796146277338266,
-0.05975671857595444,
0.007115199696272612,
0.0773625373840332,
-0.02101578190922737,
-0.002338091842830181,
0.012730025686323643,
0.026440171524882317,
-0.007650005165487528,
0.10480555146932602,
-0.03677402064204216,
0.027563923969864845,
-0.009096666239202023,
-0.020495083183050156,
0.08267141878604889,
0.0330868624150753,
-0.026460563763976097,
-0.02958536334335804,
-0.014798389747738838,
-0.03484981879591942,
-0.02250140719115734,
-0.059063538908958435,
0.08228307962417603,
0.022407375276088715,
-0.08693934231996536,
-0.02588968351483345,
-0.07360580563545227,
0.03196391463279724,
0.02289622649550438,
-0.02166748046875,
-0.16685354709625244,
-0.03513441979885101,
0.030833197757601738,
-0.009313367307186127,
0.03381282091140747,
-0.006975443102419376,
-0.056607116013765335,
0.10452800244092941,
-0.06690634042024612,
0.017072800546884537,
0.04725616052746773,
-0.03175094351172447,
-0.08530564606189728,
0.008899495005607605,
0.0051644425839185715,
0.007661407347768545,
-0.0007468538242392242,
0.04504958540201187,
0.021115567535161972,
0.02825477533042431,
0.052503399550914764,
0.09690162539482117,
0.03704769164323807,
-0.045035090297460556,
0.02306227944791317,
-0.03161013871431351,
0.016115862876176834,
-0.011928116902709007,
-0.005523983389139175,
0.02514476142823696,
-0.10034921020269394,
0.012085090391337872,
0.09264431148767471,
0.007730016019195318,
-0.03738931566476822,
0.013124775141477585,
0.053984496742486954,
-0.1458563506603241,
-0.1329682171344757,
0.028437446802854538,
-0.03814808279275894,
0.0009014935931190848,
-0.08382387459278107,
0.001541506382636726,
-0.01765347830951214,
-0.07282690703868866,
-0.011281472630798817,
0.006269344128668308,
-0.026993077248334885,
0.09468641877174377,
0.04208017885684967,
0.019673233851790428,
-0.1705748736858368,
0.03350888937711716,
-0.09151695668697357,
0.022068994119763374,
-2.628050332410488e-33,
0.013641351833939552,
0.05331407114863396,
0.040401358157396317,
-0.01831708662211895,
-0.018127482384443283,
-0.03501860424876213,
0.008931885473430157,
-0.0016284920275211334,
-0.04054673761129379,
0.0817243829369545,
0.023905741050839424,
-0.06885576993227005,
-0.01412220485508442,
-0.051259979605674744,
-0.000860848929733038,
-0.0197701845318079,
-0.09476835280656815,
-0.017260432243347168,
0.09372010827064514,
-0.10673419386148453,
0.0031121266074478626,
-0.016970280557870865,
-0.024332035332918167,
0.053070127964019775,
-0.043518226593732834,
0.08820567280054092,
-0.013669717125594616,
0.016007808968424797,
0.05665459856390953,
0.03205534443259239,
-0.021488189697265625,
0.029979459941387177,
-0.05067165940999985,
0.011024520732462406,
0.06090408191084862,
-0.04461643472313881,
-0.02111753262579441,
0.0398620180785656,
0.0013564955443143845,
-0.05326211825013161,
-0.05299268290400505,
-0.02583228051662445,
-0.05232338234782219,
-0.0012665141839534044,
0.01275422889739275,
0.06408213824033737,
-0.09350373595952988,
-0.01564582996070385,
-0.06754104793071747,
-0.04944244399666786,
-0.043003689497709274,
-0.024577181786298752,
0.012943319976329803,
-0.08572878688573837,
-0.007648975122720003,
0.013080538250505924,
0.009495400823652744,
0.13668878376483917,
0.08203829079866409,
-0.02168402075767517,
0.035706404596567154,
-0.06969854235649109,
0.03228888660669327,
-0.029525667428970337,
-0.06087683141231537,
-0.031310636550188065,
-0.07874234020709991,
0.04332919791340828,
0.07303734123706818,
0.02006230130791664,
-0.043834712356328964,
-0.006182558368891478,
-0.02162948250770569,
-0.04339146986603737,
-0.0010892419377341866,
-0.016399426385760307,
0.14849399030208588,
-0.02295326255261898,
-0.0017542903078719974,
0.033203013241291046,
-0.031846772879362106,
-0.0015007294714450836,
-0.03955034166574478,
-0.02623906172811985,
0.023663323372602463,
0.04815893620252609,
-0.033224716782569885,
-0.0003530351386871189,
-0.03832440450787544,
-0.008985340595245361,
0.022619010880589485,
-0.04462676867842674,
-0.03501743823289871,
-0.04842424765229225,
0.022988460958003998,
-4.3993338749714894e-8,
-0.029025686904788017,
-0.001730857533402741,
0.014799120835959911,
0.008308875374495983,
-0.03782983869314194,
-0.02614123374223709,
0.08918480575084686,
0.049645353108644485,
0.02269161306321621,
0.01178500335663557,
-0.0054018874652683735,
-0.06390363723039627,
0.0031316448003053665,
-0.056676145642995834,
0.00194713962264359,
0.05376293882727623,
0.021654721349477768,
-0.019572850316762924,
0.01991802453994751,
0.018095338717103004,
0.01875704899430275,
-0.05047021061182022,
-0.0009921137243509293,
0.029000576585531235,
-0.0001871432614279911,
-0.10053790360689163,
-0.06755439937114716,
-0.004392822273075581,
0.029837746173143387,
-0.0002796004118863493,
-0.04664815962314606,
0.0031892939005047083,
0.10679122060537338,
0.05826624855399132,
0.03871077671647072,
-0.03739997744560242,
0.03865516930818558,
0.01564842276275158,
-0.024485955014824867,
0.06940966844558716,
0.042129144072532654,
-0.024621453136205673,
0.0986524149775505,
0.018410557880997658,
-0.01798189990222454,
-0.005110592115670443,
-0.03893640264868736,
0.07658765465021133,
0.05788557603955269,
0.0028121634386479855,
0.010114060714840889,
-0.052102863788604736,
0.03496062010526657,
0.005122384522110224,
-0.07353438436985016,
-0.013016114011406898,
-0.08725685626268387,
0.010112953372299671,
0.05786001682281494,
0.045289937406778336,
0.0027118942234665155,
-0.03439081087708473,
-0.11455162614583969,
-0.03067363239824772
] | null | null | null | null | null | null | null |
[
-0.012411312200129032,
-0.015481950715184212,
0.0004574563354253769,
0.015027870424091816,
0.03164571523666382,
-0.02117243781685829,
0.09405214339494705,
0.030060576274991035,
-0.02935975044965744,
0.03942372277379036,
-0.04891983047127724,
0.021491380408406258,
-0.02703196555376053,
0.043956369161605835,
0.02444145828485489,
0.055108312517404556,
0.05933300033211708,
-0.002652810886502266,
0.034889038652181625,
0.003902087453752756,
-0.012443538755178452,
-0.021200232207775116,
0.09585382044315338,
-0.02821751870214939,
0.07576103508472443,
-0.0014701976906508207,
0.0254829041659832,
0.018529007211327553,
0.03261081874370575,
-0.013807865791022778,
0.04454142227768898,
-0.021906929090619087,
-0.03371728956699371,
0.030101565644145012,
-0.1083759218454361,
0.03538164123892784,
-0.008738634176552296,
0.007357843220233917,
0.04680829867720604,
0.03125577047467232,
-0.05411110445857048,
0.0870213508605957,
0.022794943302869797,
0.02806277759373188,
0.06482367217540741,
-0.0002714485744945705,
0.014152498915791512,
-0.01046959962695837,
0.016362585127353668,
-0.04443085938692093,
0.10078582167625427,
0.04951263591647148,
0.019683148711919785,
0.033100102096796036,
-0.033889349550008774,
0.08396061509847641,
0.0004332538810558617,
0.05388053134083748,
0.04319241642951965,
0.05132533237338066,
0.07399655133485794,
-0.004216043744236231,
0.07820627093315125,
-0.056571196764707565,
0.0566534586250782,
0.007540158461779356,
-0.05362895503640175,
0.011641725897789001,
-0.013866299763321877,
0.049909453839063644,
-0.011645175516605377,
0.05284992232918739,
-0.07135644555091858,
-0.12084205448627472,
0.06088019907474518,
-0.012320931069552898,
0.0353381521999836,
0.08217741549015045,
-0.011678899638354778,
-0.09192442893981934,
-0.007959584705531597,
0.008723818697035313,
-0.01581670716404915,
0.03221224248409271,
0.01658502034842968,
0.03936890512704849,
-0.08233862370252609,
-0.05110799893736839,
-0.10361837595701218,
-0.06713957339525223,
-0.05020109564065933,
-0.026304762810468674,
-0.0317227840423584,
0.0011661781463772058,
-0.022616641595959663,
-0.008343051187694073,
0.06996507942676544,
0.06397351622581482,
-0.022278020158410072,
0.012378029525279999,
0.07132217288017273,
-0.010051839053630829,
-0.029400896281003952,
-0.014534806832671165,
-0.1251765638589859,
-0.030628396198153496,
0.09950833022594452,
0.04673289135098457,
-0.011767853051424026,
-0.041444726288318634,
0.008919097483158112,
0.06619123369455338,
0.14334408938884735,
0.05156220868229866,
-0.0584171786904335,
-0.005797989200800657,
0.004437262192368507,
-0.033513057976961136,
0.036457084119319916,
0.03860410675406456,
-0.11012721806764603,
0.14734642207622528,
-0.07232740521430969,
-0.003385708434507251,
-0.048305101692676544,
0.038209449499845505,
-0.027669109404087067,
2.5533597887012246e-33,
0.07002756744623184,
-0.012541765347123146,
0.022870037704706192,
0.07857266813516617,
0.029770830646157265,
-0.0706406831741333,
-0.04536261409521103,
-0.10599491745233536,
-0.054451216012239456,
-0.006796146277338266,
-0.05975671857595444,
0.007115199696272612,
0.0773625373840332,
-0.02101578190922737,
-0.002338091842830181,
0.012730025686323643,
0.026440171524882317,
-0.007650005165487528,
0.10480555146932602,
-0.03677402064204216,
0.027563923969864845,
-0.009096666239202023,
-0.020495083183050156,
0.08267141878604889,
0.0330868624150753,
-0.026460563763976097,
-0.02958536334335804,
-0.014798389747738838,
-0.03484981879591942,
-0.02250140719115734,
-0.059063538908958435,
0.08228307962417603,
0.022407375276088715,
-0.08693934231996536,
-0.02588968351483345,
-0.07360580563545227,
0.03196391463279724,
0.02289622649550438,
-0.02166748046875,
-0.16685354709625244,
-0.03513441979885101,
0.030833197757601738,
-0.009313367307186127,
0.03381282091140747,
-0.006975443102419376,
-0.056607116013765335,
0.10452800244092941,
-0.06690634042024612,
0.017072800546884537,
0.04725616052746773,
-0.03175094351172447,
-0.08530564606189728,
0.008899495005607605,
0.0051644425839185715,
0.007661407347768545,
-0.0007468538242392242,
0.04504958540201187,
0.021115567535161972,
0.02825477533042431,
0.052503399550914764,
0.09690162539482117,
0.03704769164323807,
-0.045035090297460556,
0.02306227944791317,
-0.03161013871431351,
0.016115862876176834,
-0.011928116902709007,
-0.005523983389139175,
0.02514476142823696,
-0.10034921020269394,
0.012085090391337872,
0.09264431148767471,
0.007730016019195318,
-0.03738931566476822,
0.013124775141477585,
0.053984496742486954,
-0.1458563506603241,
-0.1329682171344757,
0.028437446802854538,
-0.03814808279275894,
0.0009014935931190848,
-0.08382387459278107,
0.001541506382636726,
-0.01765347830951214,
-0.07282690703868866,
-0.011281472630798817,
0.006269344128668308,
-0.026993077248334885,
0.09468641877174377,
0.04208017885684967,
0.019673233851790428,
-0.1705748736858368,
0.03350888937711716,
-0.09151695668697357,
0.022068994119763374,
-2.628050332410488e-33,
0.013641351833939552,
0.05331407114863396,
0.040401358157396317,
-0.01831708662211895,
-0.018127482384443283,
-0.03501860424876213,
0.008931885473430157,
-0.0016284920275211334,
-0.04054673761129379,
0.0817243829369545,
0.023905741050839424,
-0.06885576993227005,
-0.01412220485508442,
-0.051259979605674744,
-0.000860848929733038,
-0.0197701845318079,
-0.09476835280656815,
-0.017260432243347168,
0.09372010827064514,
-0.10673419386148453,
0.0031121266074478626,
-0.016970280557870865,
-0.024332035332918167,
0.053070127964019775,
-0.043518226593732834,
0.08820567280054092,
-0.013669717125594616,
0.016007808968424797,
0.05665459856390953,
0.03205534443259239,
-0.021488189697265625,
0.029979459941387177,
-0.05067165940999985,
0.011024520732462406,
0.06090408191084862,
-0.04461643472313881,
-0.02111753262579441,
0.0398620180785656,
0.0013564955443143845,
-0.05326211825013161,
-0.05299268290400505,
-0.02583228051662445,
-0.05232338234782219,
-0.0012665141839534044,
0.01275422889739275,
0.06408213824033737,
-0.09350373595952988,
-0.01564582996070385,
-0.06754104793071747,
-0.04944244399666786,
-0.043003689497709274,
-0.024577181786298752,
0.012943319976329803,
-0.08572878688573837,
-0.007648975122720003,
0.013080538250505924,
0.009495400823652744,
0.13668878376483917,
0.08203829079866409,
-0.02168402075767517,
0.035706404596567154,
-0.06969854235649109,
0.03228888660669327,
-0.029525667428970337,
-0.06087683141231537,
-0.031310636550188065,
-0.07874234020709991,
0.04332919791340828,
0.07303734123706818,
0.02006230130791664,
-0.043834712356328964,
-0.006182558368891478,
-0.02162948250770569,
-0.04339146986603737,
-0.0010892419377341866,
-0.016399426385760307,
0.14849399030208588,
-0.02295326255261898,
-0.0017542903078719974,
0.033203013241291046,
-0.031846772879362106,
-0.0015007294714450836,
-0.03955034166574478,
-0.02623906172811985,
0.023663323372602463,
0.04815893620252609,
-0.033224716782569885,
-0.0003530351386871189,
-0.03832440450787544,
-0.008985340595245361,
0.022619010880589485,
-0.04462676867842674,
-0.03501743823289871,
-0.04842424765229225,
0.022988460958003998,
-4.3993338749714894e-8,
-0.029025686904788017,
-0.001730857533402741,
0.014799120835959911,
0.008308875374495983,
-0.03782983869314194,
-0.02614123374223709,
0.08918480575084686,
0.049645353108644485,
0.02269161306321621,
0.01178500335663557,
-0.0054018874652683735,
-0.06390363723039627,
0.0031316448003053665,
-0.056676145642995834,
0.00194713962264359,
0.05376293882727623,
0.021654721349477768,
-0.019572850316762924,
0.01991802453994751,
0.018095338717103004,
0.01875704899430275,
-0.05047021061182022,
-0.0009921137243509293,
0.029000576585531235,
-0.0001871432614279911,
-0.10053790360689163,
-0.06755439937114716,
-0.004392822273075581,
0.029837746173143387,
-0.0002796004118863493,
-0.04664815962314606,
0.0031892939005047083,
0.10679122060537338,
0.05826624855399132,
0.03871077671647072,
-0.03739997744560242,
0.03865516930818558,
0.01564842276275158,
-0.024485955014824867,
0.06940966844558716,
0.042129144072532654,
-0.024621453136205673,
0.0986524149775505,
0.018410557880997658,
-0.01798189990222454,
-0.005110592115670443,
-0.03893640264868736,
0.07658765465021133,
0.05788557603955269,
0.0028121634386479855,
0.010114060714840889,
-0.052102863788604736,
0.03496062010526657,
0.005122384522110224,
-0.07353438436985016,
-0.013016114011406898,
-0.08725685626268387,
0.010112953372299671,
0.05786001682281494,
0.045289937406778336,
0.0027118942234665155,
-0.03439081087708473,
-0.11455162614583969,
-0.03067363239824772
] |
1401.3682
|
Minglai Cai
|
Holger Boche, Minglai Cai, and Christian Deppe
|
Broadcast Classical-Quantum Capacity Region of Two-Phase Bidirectional
Relaying Channel
| null |
Quantum Information Processing: Volume 14, Issue 10 (2015), Page
3879-3897
|
10.1007/s11128-015-1065-2
| null |
cs.IT math.IT math.QA quant-ph
|
http://creativecommons.org/licenses/by/4.0/
|
We study a three-node quantum network which enables bidirectional
communication between two nodes with a half-duplex relay node. A
decode-and-forward protocol is used to perform the communication in two phases.
In the first phase, the messages of two nodes are transmitted to the relay
node. In the second phase, the relay node broadcasts a re-encoded composition
to the two nodes. We determine the capacity region of the broadcast phase.
|
[
{
"created": "Wed, 15 Jan 2014 17:29:23 GMT",
"version": "v1"
},
{
"created": "Tue, 21 Jan 2014 10:27:07 GMT",
"version": "v2"
},
{
"created": "Mon, 27 Jul 2015 13:02:18 GMT",
"version": "v3"
},
{
"created": "Mon, 28 Sep 2015 15:23:00 GMT",
"version": "v4"
}
] |
2015-09-29
|
[
[
"Boche",
"Holger",
""
],
[
"Cai",
"Minglai",
""
],
[
"Deppe",
"Christian",
""
]
] |
[
0.010165203362703323,
-0.010265116579830647,
-0.024529259651899338,
0.05726950988173485,
-0.10796266049146652,
0.056812405586242676,
-0.03136693686246872,
-0.09444797039031982,
0.009352515451610088,
0.013479243963956833,
-0.03516789898276329,
0.01702081598341465,
0.006646286230534315,
-0.0338733084499836,
0.02710781991481781,
0.03703126311302185,
0.08400900661945343,
0.016811901703476906,
0.005476507358253002,
-0.007919502444565296,
0.061439719051122665,
-0.0172542966902256,
0.01307695358991623,
0.026202354580163956,
0.061022501438856125,
-0.0028605537954717875,
-0.017547274008393288,
0.012807849794626236,
-0.003559444798156619,
0.017628654837608337,
0.03750550374388695,
-0.006625214591622353,
-0.04645666107535362,
-0.02299661561846733,
-0.03533988073468208,
-0.003717038780450821,
0.023766107857227325,
-0.0586647093296051,
0.009955640882253647,
0.02719506435096264,
0.07069651037454605,
0.047200240194797516,
-0.10614866763353348,
0.022098155692219734,
0.024218453094363213,
0.08772153407335281,
-0.05159240588545799,
0.1298263818025589,
0.02303062565624714,
-0.16161444783210754,
0.03521815687417984,
0.0146174943074584,
0.08426586538553238,
0.13005080819129944,
0.10147078335285187,
0.03326468542218208,
-0.05109260976314545,
0.04449065402150154,
-0.04933759942650795,
0.05843125283718109,
0.0011563735315576196,
-0.008111064322292805,
0.0013226300943642855,
0.01826965995132923,
0.08646323531866074,
-0.026488281786441803,
-0.11754825711250305,
0.05419908091425896,
-0.0690363347530365,
0.04971420392394066,
-0.016764119267463684,
-0.0960032045841217,
-0.02241949364542961,
-0.03234250843524933,
0.08265849947929382,
-0.08085893094539642,
0.034238435328006744,
0.04665413126349449,
-0.07305120676755905,
-0.0020125515293329954,
0.022191017866134644,
-0.10863588750362396,
-0.013266148045659065,
0.07486394047737122,
-0.02464301325380802,
-0.07164781540632248,
-0.05215352401137352,
0.031593866646289825,
-0.07985758036375046,
-0.04805063083767891,
-0.13387107849121094,
-0.034477271139621735,
0.02069350890815258,
0.006215457338839769,
0.0036979883443564177,
0.018893267959356308,
-0.03408271446824074,
0.014322920702397823,
-0.00450989231467247,
-0.019691558554768562,
0.05887490510940552,
-0.019981447607278824,
0.038916926831007004,
-0.07716602832078934,
-0.045893579721450806,
-0.0048951501958072186,
-0.0257438812404871,
0.04650012031197548,
0.01797805353999138,
0.03701397404074669,
0.011747925542294979,
-0.004091949202120304,
0.031628288328647614,
-0.07437591999769211,
-0.07685165852308273,
0.04544585198163986,
0.030460407957434654,
0.09226939082145691,
0.05387840047478676,
0.006347845774143934,
-0.06271831691265106,
-0.05333971977233887,
-0.01681443303823471,
0.014497696422040462,
0.015137692913413048,
-0.03691398352384567,
-0.041404858231544495,
-2.21920256060595e-33,
-0.025301514193415642,
0.02434157393872738,
-0.05260390415787697,
0.09871677309274673,
0.027308646589517593,
0.05731797218322754,
0.09444175660610199,
-0.054824672639369965,
-0.015573711134493351,
-0.07294896245002747,
0.01832597516477108,
-0.0010133074829354882,
0.03283224254846573,
0.01995035447180271,
-0.02211938612163067,
-0.033905625343322754,
-0.02036121115088463,
0.0007411802653223276,
0.008137938566505909,
0.003312960732728243,
0.09077281504869461,
0.013583608902990818,
-0.057349272072315216,
0.012720536440610886,
-0.002898873295634985,
-0.13877302408218384,
0.11417756229639053,
-0.12775494158267975,
-0.014930485747754574,
-0.02799341268837452,
-0.008109179325401783,
0.09018814563751221,
0.018787993118166924,
-0.05821295082569122,
0.009392909705638885,
0.009487331844866276,
0.03856629878282547,
-0.03600722923874855,
-0.023139100521802902,
-0.0038416062016040087,
0.006692573893815279,
-0.06295803189277649,
0.013951824977993965,
-0.07918637990951538,
0.007246512454003096,
-0.03268798440694809,
-0.000847839517518878,
-0.008495409041643143,
0.0002885574067477137,
-0.02892826683819294,
0.07339336723089218,
-0.05749838799238205,
-0.04502721130847931,
0.004894201643764973,
0.05068047344684601,
-0.03110680729150772,
0.03738380968570709,
0.0432865135371685,
-0.015909695997834206,
0.05400766432285309,
-0.050080690532922745,
-0.0007405161741189659,
-0.08169399201869965,
-0.009518309496343136,
-0.03178344666957855,
0.0512172132730484,
-0.08724015206098557,
0.022186432033777237,
0.023903608322143555,
0.024061311036348343,
-0.03387398645281792,
0.041958317160606384,
-0.0224177073687315,
-0.008737537078559399,
0.03923523798584938,
0.015325878746807575,
-0.022391729056835175,
-0.07749281823635101,
0.07578638195991516,
0.07511135190725327,
-0.06893860548734665,
-0.1086101233959198,
-0.0288314837962389,
0.1314963400363922,
0.02454773150384426,
-0.0889185294508934,
-0.07316277921199799,
0.012763101607561111,
-0.048733461648225784,
0.07921150326728821,
0.027328377589583397,
-0.0395420603454113,
0.04946180060505867,
0.04547902196645737,
0.01967194303870201,
2.6985546009451376e-34,
-0.05590306222438812,
0.09279567003250122,
-0.09964358061552048,
0.07165548950433731,
-0.001643352909013629,
-0.05393025651574135,
-0.04758370667695999,
-0.015126700513064861,
-0.024340583011507988,
0.06586243212223053,
0.02051296830177307,
0.014625953510403633,
0.08259502053260803,
0.0589962936937809,
-0.034425586462020874,
0.03375571221113205,
0.03744305297732353,
-0.025760507211089134,
0.02510869689285755,
-0.010711822658777237,
0.029542280361056328,
0.03495142236351967,
0.023507695645093918,
-0.011835727840662003,
-0.00318963173776865,
0.03628058359026909,
0.09250138700008392,
0.04167361184954643,
0.04105272889137268,
-0.0028938520699739456,
-0.007469750475138426,
-0.08050079643726349,
0.025481024757027626,
0.06542336940765381,
-0.03960184007883072,
0.05401549115777016,
0.039335012435913086,
0.020641202107071877,
-0.05617117881774902,
-0.06350374966859818,
0.011116021312773228,
-0.11316879093647003,
-0.06116093695163727,
0.07538822293281555,
0.05276685953140259,
-0.014917110092937946,
-0.04009110480546951,
-0.037815358489751816,
-0.06978663057088852,
0.09400522708892822,
-0.015024930238723755,
0.008589815348386765,
0.026007451117038727,
0.005474899895489216,
-0.043995145708322525,
-0.07809435576200485,
-0.020730726420879364,
0.1307373344898224,
0.08740305155515671,
0.07949679344892502,
0.045121289789676666,
0.012264813296496868,
0.028377341106534004,
0.020784279331564903,
0.018039315938949585,
-0.03180495649576187,
0.00790555588901043,
0.000489299010951072,
0.06554266065359116,
-0.013628958724439144,
-0.036566272377967834,
0.09629949927330017,
0.033386632800102234,
-0.04801474139094353,
0.0517459437251091,
0.05874258652329445,
-0.021500419825315475,
0.03205655887722969,
-0.002329205395653844,
0.04326263815164566,
-0.0765451192855835,
0.04403302073478699,
-0.05375615134835243,
0.023692661896348,
0.04600938782095909,
0.02039320021867752,
0.0036300241481512785,
0.028171679005026817,
-0.07614178210496902,
-0.01965360902249813,
-0.05037633329629898,
0.06554017961025238,
0.013910949230194092,
-0.0462772473692894,
0.010780108161270618,
-3.7172060984858035e-8,
-0.055834509432315826,
-0.003397218184545636,
-0.0456511490046978,
-0.06672223657369614,
-0.004218208137899637,
0.0024367840960621834,
0.07021424919366837,
0.012688124552369118,
-0.015301059000194073,
0.0275002121925354,
-0.05447952076792717,
-0.02647874318063259,
-0.05206574127078056,
-0.0021176498848944902,
0.0755806639790535,
0.001442081993445754,
0.0241062231361866,
-0.1755811721086502,
0.010944826528429985,
-0.028041483834385872,
-0.0060194553807377815,
-0.03009476698935032,
-0.0016302576987072825,
0.13166682422161102,
-0.04921551048755646,
-0.03279661759734154,
0.03436577320098877,
-0.013703573495149612,
-0.02510770969092846,
-0.015892814844846725,
-0.01889278180897236,
-0.022947199642658234,
0.013185062445700169,
0.11297298967838287,
-0.09471160173416138,
-0.014982221648097038,
-0.045120738446712494,
-0.022570062428712845,
0.018187446519732475,
0.045329783111810684,
-0.0038695030380040407,
0.0060005770064890385,
0.005900877993553877,
0.01915326714515686,
0.015425287187099457,
0.011356540024280548,
-0.005509524140506983,
0.03432095795869827,
0.04106508940458298,
-0.005154406651854515,
0.0259272251278162,
-0.030948074534535408,
0.00703900633379817,
-0.06013408675789833,
-0.03494361788034439,
0.06910862773656845,
-0.02434622123837471,
-0.0720130205154419,
0.005461278837174177,
0.05042922496795654,
0.006851010490208864,
0.044374946504831314,
-0.02957640029489994,
0.035938624292612076
] | null | null | null | null | null | null | null |
[
0.010165203362703323,
-0.010265116579830647,
-0.024529259651899338,
0.05726950988173485,
-0.10796266049146652,
0.056812405586242676,
-0.03136693686246872,
-0.09444797039031982,
0.009352515451610088,
0.013479243963956833,
-0.03516789898276329,
0.01702081598341465,
0.006646286230534315,
-0.0338733084499836,
0.02710781991481781,
0.03703126311302185,
0.08400900661945343,
0.016811901703476906,
0.005476507358253002,
-0.007919502444565296,
0.061439719051122665,
-0.0172542966902256,
0.01307695358991623,
0.026202354580163956,
0.061022501438856125,
-0.0028605537954717875,
-0.017547274008393288,
0.012807849794626236,
-0.003559444798156619,
0.017628654837608337,
0.03750550374388695,
-0.006625214591622353,
-0.04645666107535362,
-0.02299661561846733,
-0.03533988073468208,
-0.003717038780450821,
0.023766107857227325,
-0.0586647093296051,
0.009955640882253647,
0.02719506435096264,
0.07069651037454605,
0.047200240194797516,
-0.10614866763353348,
0.022098155692219734,
0.024218453094363213,
0.08772153407335281,
-0.05159240588545799,
0.1298263818025589,
0.02303062565624714,
-0.16161444783210754,
0.03521815687417984,
0.0146174943074584,
0.08426586538553238,
0.13005080819129944,
0.10147078335285187,
0.03326468542218208,
-0.05109260976314545,
0.04449065402150154,
-0.04933759942650795,
0.05843125283718109,
0.0011563735315576196,
-0.008111064322292805,
0.0013226300943642855,
0.01826965995132923,
0.08646323531866074,
-0.026488281786441803,
-0.11754825711250305,
0.05419908091425896,
-0.0690363347530365,
0.04971420392394066,
-0.016764119267463684,
-0.0960032045841217,
-0.02241949364542961,
-0.03234250843524933,
0.08265849947929382,
-0.08085893094539642,
0.034238435328006744,
0.04665413126349449,
-0.07305120676755905,
-0.0020125515293329954,
0.022191017866134644,
-0.10863588750362396,
-0.013266148045659065,
0.07486394047737122,
-0.02464301325380802,
-0.07164781540632248,
-0.05215352401137352,
0.031593866646289825,
-0.07985758036375046,
-0.04805063083767891,
-0.13387107849121094,
-0.034477271139621735,
0.02069350890815258,
0.006215457338839769,
0.0036979883443564177,
0.018893267959356308,
-0.03408271446824074,
0.014322920702397823,
-0.00450989231467247,
-0.019691558554768562,
0.05887490510940552,
-0.019981447607278824,
0.038916926831007004,
-0.07716602832078934,
-0.045893579721450806,
-0.0048951501958072186,
-0.0257438812404871,
0.04650012031197548,
0.01797805353999138,
0.03701397404074669,
0.011747925542294979,
-0.004091949202120304,
0.031628288328647614,
-0.07437591999769211,
-0.07685165852308273,
0.04544585198163986,
0.030460407957434654,
0.09226939082145691,
0.05387840047478676,
0.006347845774143934,
-0.06271831691265106,
-0.05333971977233887,
-0.01681443303823471,
0.014497696422040462,
0.015137692913413048,
-0.03691398352384567,
-0.041404858231544495,
-2.21920256060595e-33,
-0.025301514193415642,
0.02434157393872738,
-0.05260390415787697,
0.09871677309274673,
0.027308646589517593,
0.05731797218322754,
0.09444175660610199,
-0.054824672639369965,
-0.015573711134493351,
-0.07294896245002747,
0.01832597516477108,
-0.0010133074829354882,
0.03283224254846573,
0.01995035447180271,
-0.02211938612163067,
-0.033905625343322754,
-0.02036121115088463,
0.0007411802653223276,
0.008137938566505909,
0.003312960732728243,
0.09077281504869461,
0.013583608902990818,
-0.057349272072315216,
0.012720536440610886,
-0.002898873295634985,
-0.13877302408218384,
0.11417756229639053,
-0.12775494158267975,
-0.014930485747754574,
-0.02799341268837452,
-0.008109179325401783,
0.09018814563751221,
0.018787993118166924,
-0.05821295082569122,
0.009392909705638885,
0.009487331844866276,
0.03856629878282547,
-0.03600722923874855,
-0.023139100521802902,
-0.0038416062016040087,
0.006692573893815279,
-0.06295803189277649,
0.013951824977993965,
-0.07918637990951538,
0.007246512454003096,
-0.03268798440694809,
-0.000847839517518878,
-0.008495409041643143,
0.0002885574067477137,
-0.02892826683819294,
0.07339336723089218,
-0.05749838799238205,
-0.04502721130847931,
0.004894201643764973,
0.05068047344684601,
-0.03110680729150772,
0.03738380968570709,
0.0432865135371685,
-0.015909695997834206,
0.05400766432285309,
-0.050080690532922745,
-0.0007405161741189659,
-0.08169399201869965,
-0.009518309496343136,
-0.03178344666957855,
0.0512172132730484,
-0.08724015206098557,
0.022186432033777237,
0.023903608322143555,
0.024061311036348343,
-0.03387398645281792,
0.041958317160606384,
-0.0224177073687315,
-0.008737537078559399,
0.03923523798584938,
0.015325878746807575,
-0.022391729056835175,
-0.07749281823635101,
0.07578638195991516,
0.07511135190725327,
-0.06893860548734665,
-0.1086101233959198,
-0.0288314837962389,
0.1314963400363922,
0.02454773150384426,
-0.0889185294508934,
-0.07316277921199799,
0.012763101607561111,
-0.048733461648225784,
0.07921150326728821,
0.027328377589583397,
-0.0395420603454113,
0.04946180060505867,
0.04547902196645737,
0.01967194303870201,
2.6985546009451376e-34,
-0.05590306222438812,
0.09279567003250122,
-0.09964358061552048,
0.07165548950433731,
-0.001643352909013629,
-0.05393025651574135,
-0.04758370667695999,
-0.015126700513064861,
-0.024340583011507988,
0.06586243212223053,
0.02051296830177307,
0.014625953510403633,
0.08259502053260803,
0.0589962936937809,
-0.034425586462020874,
0.03375571221113205,
0.03744305297732353,
-0.025760507211089134,
0.02510869689285755,
-0.010711822658777237,
0.029542280361056328,
0.03495142236351967,
0.023507695645093918,
-0.011835727840662003,
-0.00318963173776865,
0.03628058359026909,
0.09250138700008392,
0.04167361184954643,
0.04105272889137268,
-0.0028938520699739456,
-0.007469750475138426,
-0.08050079643726349,
0.025481024757027626,
0.06542336940765381,
-0.03960184007883072,
0.05401549115777016,
0.039335012435913086,
0.020641202107071877,
-0.05617117881774902,
-0.06350374966859818,
0.011116021312773228,
-0.11316879093647003,
-0.06116093695163727,
0.07538822293281555,
0.05276685953140259,
-0.014917110092937946,
-0.04009110480546951,
-0.037815358489751816,
-0.06978663057088852,
0.09400522708892822,
-0.015024930238723755,
0.008589815348386765,
0.026007451117038727,
0.005474899895489216,
-0.043995145708322525,
-0.07809435576200485,
-0.020730726420879364,
0.1307373344898224,
0.08740305155515671,
0.07949679344892502,
0.045121289789676666,
0.012264813296496868,
0.028377341106534004,
0.020784279331564903,
0.018039315938949585,
-0.03180495649576187,
0.00790555588901043,
0.000489299010951072,
0.06554266065359116,
-0.013628958724439144,
-0.036566272377967834,
0.09629949927330017,
0.033386632800102234,
-0.04801474139094353,
0.0517459437251091,
0.05874258652329445,
-0.021500419825315475,
0.03205655887722969,
-0.002329205395653844,
0.04326263815164566,
-0.0765451192855835,
0.04403302073478699,
-0.05375615134835243,
0.023692661896348,
0.04600938782095909,
0.02039320021867752,
0.0036300241481512785,
0.028171679005026817,
-0.07614178210496902,
-0.01965360902249813,
-0.05037633329629898,
0.06554017961025238,
0.013910949230194092,
-0.0462772473692894,
0.010780108161270618,
-3.7172060984858035e-8,
-0.055834509432315826,
-0.003397218184545636,
-0.0456511490046978,
-0.06672223657369614,
-0.004218208137899637,
0.0024367840960621834,
0.07021424919366837,
0.012688124552369118,
-0.015301059000194073,
0.0275002121925354,
-0.05447952076792717,
-0.02647874318063259,
-0.05206574127078056,
-0.0021176498848944902,
0.0755806639790535,
0.001442081993445754,
0.0241062231361866,
-0.1755811721086502,
0.010944826528429985,
-0.028041483834385872,
-0.0060194553807377815,
-0.03009476698935032,
-0.0016302576987072825,
0.13166682422161102,
-0.04921551048755646,
-0.03279661759734154,
0.03436577320098877,
-0.013703573495149612,
-0.02510770969092846,
-0.015892814844846725,
-0.01889278180897236,
-0.022947199642658234,
0.013185062445700169,
0.11297298967838287,
-0.09471160173416138,
-0.014982221648097038,
-0.045120738446712494,
-0.022570062428712845,
0.018187446519732475,
0.045329783111810684,
-0.0038695030380040407,
0.0060005770064890385,
0.005900877993553877,
0.01915326714515686,
0.015425287187099457,
0.011356540024280548,
-0.005509524140506983,
0.03432095795869827,
0.04106508940458298,
-0.005154406651854515,
0.0259272251278162,
-0.030948074534535408,
0.00703900633379817,
-0.06013408675789833,
-0.03494361788034439,
0.06910862773656845,
-0.02434622123837471,
-0.0720130205154419,
0.005461278837174177,
0.05042922496795654,
0.006851010490208864,
0.044374946504831314,
-0.02957640029489994,
0.035938624292612076
] |
1401.3683
|
Vincenzo De Florio
|
Vincenzo De Florio and G. Deconinck
|
$\mathcal R\!\raise2pt\hbox{$\varepsilon$}\!\hbox{$\mathcal L$}$: A
Fault Tolerance Linguistic Structure for Distributed Applications
|
Proc. of the 9th IEEE Conf. and Workshop on Engineering of
Computer-Based Systems (ECBS-2002), Lund, Sweden, 8-11 April, 2002; pp. 51-58
| null | null | null |
cs.DC cs.SE
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The embedding of fault tolerance provisions into the application layer of a
programming language is a non-trivial task that has not found a satisfactory
solution yet. Such a solution is very important, and the lack of a simple,
coherent and effective structuring technique for fault tolerance has been
termed by researchers in this field as the "software bottleneck of system
development". The aim of this paper is to report on the current status of a
novel fault tolerance linguistic structure for distributed applications
characterized by soft real-time requirements. A compliant prototype
architecture is also described. The key aspect of this structure is that it
allows to decompose the target fault-tolerant application into three distinct
components, respectively responsible for (1) the functional service, (2) the
management of the fault tolerance provisions, and (3) the adaptation to the
current environmental conditions. The paper also briefly mentions a few case
studies and preliminary results obtained exercising the prototype.
|
[
{
"created": "Wed, 15 Jan 2014 17:31:52 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"De Florio",
"Vincenzo",
""
],
[
"Deconinck",
"G.",
""
]
] |
[
-0.003983818925917149,
-0.02948809415102005,
-0.01823239028453827,
-0.03679490089416504,
0.008517633192241192,
-0.07725870609283447,
0.05766603723168373,
0.08162837475538254,
-0.0651303380727768,
-0.039476413279771805,
-0.04609425738453865,
-0.06073769927024841,
0.1022038459777832,
-0.02110314927995205,
0.049238547682762146,
-0.03526686504483223,
0.07455223053693771,
-0.005113687366247177,
-0.017053434625267982,
-0.013539716601371765,
-0.020606450736522675,
0.08881136775016785,
-0.09211914241313934,
0.09303012490272522,
-0.09327146410942078,
0.04502187669277191,
-0.015015007928013802,
-0.04903285577893257,
-0.03556032478809357,
-0.005616672337055206,
-0.02738168090581894,
0.01578211598098278,
-0.012772924266755581,
0.024653751403093338,
0.04965606704354286,
0.029812267050147057,
-0.01939561776816845,
-0.04456750676035881,
-0.04323573783040047,
-0.057775817811489105,
-0.06734229624271393,
-0.0011467086151242256,
-0.03847483545541763,
-0.025710545480251312,
-0.06427725404500961,
-0.08229567855596542,
0.031696051359176636,
0.002804794581606984,
-0.061544470489025116,
-0.013632788322865963,
-0.047086771577596664,
-0.053035274147987366,
0.04024270176887512,
0.03469794988632202,
0.035145509988069534,
0.04250410571694374,
0.046299491077661514,
0.06060374155640602,
-0.0494106262922287,
0.0480588898062706,
0.013515046797692776,
-0.021575642749667168,
0.008051557466387749,
-0.007934908382594585,
0.0557553730905056,
0.045624081045389175,
-0.006158739794045687,
-0.013374925591051579,
0.019404219463467598,
0.011045646853744984,
-0.10178393125534058,
0.06289423257112503,
0.0031102211214601994,
0.013611582107841969,
-0.07670694589614868,
0.007224843371659517,
-0.018462324514985085,
-0.009607325308024883,
0.044104114174842834,
-0.02284594066441059,
-0.010639229789376259,
0.04658818989992142,
-0.05019119009375572,
0.03469216823577881,
0.05687901750206947,
0.008260272443294525,
0.05792800337076187,
0.021937601268291473,
0.06423861533403397,
0.028859397396445274,
0.0007552834576927125,
-0.054905347526073456,
0.1511077731847763,
0.009929114952683449,
-0.010796592570841312,
-0.004977304954081774,
0.0523066446185112,
-0.03718498349189758,
0.01952620968222618,
0.01051803957670927,
0.030408808961510658,
0.006173647474497557,
0.07440312951803207,
-0.09752795100212097,
0.010431778617203236,
-0.04642188921570778,
-0.006925164721906185,
0.003924903459846973,
-0.031935740262269974,
-0.07629596441984177,
-0.05677982419729233,
-0.018642297014594078,
0.04623394086956978,
-0.07188665866851807,
-0.02832145057618618,
0.009396588429808617,
-0.009313059039413929,
-0.05263747274875641,
0.02052728272974491,
0.030841758474707603,
0.022057071328163147,
0.04554988816380501,
0.017754200845956802,
-0.02955174259841442,
0.07992193102836609,
0.05138916149735451,
0.04011324793100357,
1.1457276196171017e-33,
0.008382245898246765,
0.0034237157087773085,
-0.10288303345441818,
-0.0635683611035347,
0.04058234021067619,
-0.09774776548147202,
-0.00802853237837553,
0.026046371087431908,
-0.07923396676778793,
-0.0945991724729538,
0.05653613805770874,
-0.018639296293258667,
-0.0023797645699232817,
-0.026494188234210014,
0.09742895513772964,
-0.05428953096270561,
0.01901952363550663,
0.07880448549985886,
0.0677507221698761,
-0.03908056765794754,
-0.022216537967324257,
-0.06511220335960388,
0.03243904933333397,
-0.032768364995718,
0.04613879695534706,
-0.00012828523176722229,
0.062063250690698624,
0.03660092502832413,
-0.03958148881793022,
-0.009513834491372108,
-0.00803123228251934,
-0.020576883107423782,
0.04742452874779701,
0.08272087574005127,
0.041437480598688126,
-0.06992080807685852,
-0.05452344939112663,
-0.038424983620643616,
0.0054948655888438225,
-0.007694088388234377,
-0.0368240587413311,
0.052740249782800674,
-0.019788647070527077,
0.02296035923063755,
0.0948416069149971,
0.00999824982136488,
0.011282773688435555,
0.020411202684044838,
-0.029046479612588882,
-0.06166916340589523,
0.07745438814163208,
0.07854915410280228,
0.07633274793624878,
0.06694474071264267,
0.04143330827355385,
-0.056939441710710526,
-0.024036893621087074,
-0.023002274334430695,
-0.013617903925478458,
0.07328526675701141,
-0.05269714444875717,
-0.07311055064201355,
0.01890442706644535,
-0.01803617924451828,
0.12577497959136963,
0.02335914969444275,
-0.007945037446916103,
-0.0023149626795202494,
0.050088658928871155,
0.031261712312698364,
-0.028414413332939148,
-0.061203472316265106,
0.002790528116747737,
0.06735660135746002,
-0.06413708627223969,
-0.01786644198000431,
0.0779569074511528,
-0.07762666046619415,
-0.042590901255607605,
-0.02570740133523941,
-0.1211387887597084,
0.03740953654050827,
-0.0036572443787008524,
0.051103316247463226,
-0.004128420725464821,
-0.04669662192463875,
0.024542350322008133,
0.07480304688215256,
-0.04291234537959099,
0.016213010996580124,
-0.01388662587851286,
-0.06645750254392624,
0.08727549016475677,
0.016057927161455154,
0.034642767161130905,
-7.714991666347375e-34,
-0.038484640419483185,
-0.043567392975091934,
-0.033760733902454376,
0.04917086288332939,
-0.008755112066864967,
-0.05497462674975395,
-0.06152060255408287,
-0.010475493036210537,
-0.037182778120040894,
0.069116972386837,
-0.0721585676074028,
-0.061001185327768326,
0.00521412817761302,
0.03663958981633186,
-0.005302201025187969,
-0.02068067342042923,
-0.011481648311018944,
-0.02162930928170681,
0.03033689223229885,
0.0731632336974144,
0.047534264624118805,
0.012907808646559715,
-0.05639747157692909,
-0.018814153969287872,
-0.028318580240011215,
0.019984571263194084,
-0.09890925139188766,
-0.01440929900854826,
-0.01987951248884201,
-0.0536319725215435,
0.013646484352648258,
0.016296187415719032,
-0.07864940166473389,
-0.05919588357210159,
0.08647185564041138,
-0.06677811592817307,
0.027404915541410446,
-0.0048509142361581326,
-0.009731953963637352,
-0.009684323333203793,
0.12939579784870148,
-0.05894555151462555,
-0.09012442827224731,
0.016724875196814537,
0.012268923223018646,
0.05321263149380684,
-0.05365729331970215,
-0.04482915624976158,
-0.06630989909172058,
-0.018748681992292404,
0.003257773583754897,
-0.09116421639919281,
0.04912102594971657,
0.006760471034795046,
0.09580068290233612,
-0.025166219100356102,
0.07765847444534302,
0.022974412888288498,
-0.04566435143351555,
0.04342767223715782,
0.0018577001756057143,
-0.12203072011470795,
0.11476639658212662,
-0.046022526919841766,
0.054804157465696335,
-0.008017261512577534,
0.039404235780239105,
0.04405968636274338,
-0.04975135996937752,
0.0463373102247715,
0.12469449639320374,
0.05690275505185127,
-0.0398019403219223,
0.03698403760790825,
-0.04270750284194946,
-0.07097996026277542,
-0.02051437273621559,
0.007787299808114767,
-0.03389618918299675,
0.04501337185502052,
0.006395258009433746,
0.061837464570999146,
0.03445425257086754,
0.09419180452823639,
-0.002692968351766467,
0.00038117027725093067,
-0.009872977621853352,
-0.034284625202417374,
0.10885971784591675,
0.0316232405602932,
-0.03735404461622238,
0.04818213731050491,
-0.08914892375469208,
0.07142319530248642,
-0.05624830350279808,
-5.349426146494807e-8,
0.010911090299487114,
0.03595186769962311,
-0.12183800339698792,
-0.0027700052596628666,
0.06830064207315445,
0.03596828877925873,
-0.033842362463474274,
-0.1114087775349617,
0.0010404791682958603,
0.06352227181196213,
-0.06897437572479248,
-0.0751659944653511,
0.034201622009277344,
-0.020176077261567116,
-0.021156154572963715,
0.032183676958084106,
-0.04065873846411705,
0.008471804670989513,
-0.049111805856227875,
0.05433033034205437,
0.0645914375782013,
0.06761832535266876,
-0.011728677898645401,
0.10273835062980652,
0.02179541066288948,
-0.07239837199449539,
0.11686742305755615,
0.0251883864402771,
0.07345309108495712,
0.020613860338926315,
0.03777395933866501,
0.03201793134212494,
0.05750032886862755,
0.0027899141423404217,
0.011519082821905613,
0.04980792477726936,
-0.005343753378838301,
0.020679522305727005,
-0.004639951512217522,
0.0081874905154109,
0.05053002014756203,
0.027216194197535515,
-0.0037283373530954123,
0.027503427118062973,
0.08077778667211533,
-0.07270689308643341,
-0.10311877727508545,
-0.02690257877111435,
0.019441580399870872,
-0.06248541548848152,
-0.04017075523734093,
0.02069537527859211,
0.01573788933455944,
0.09532962739467621,
-0.014366861432790756,
0.010870738886296749,
0.010871128179132938,
-0.052430134266614914,
0.03950060158967972,
0.08644288778305054,
0.005284351762384176,
0.09140485525131226,
0.06120999902486801,
-0.00018603431817609817
] | null | null | null | null | null | null | null |
[
-0.003983818925917149,
-0.02948809415102005,
-0.01823239028453827,
-0.03679490089416504,
0.008517633192241192,
-0.07725870609283447,
0.05766603723168373,
0.08162837475538254,
-0.0651303380727768,
-0.039476413279771805,
-0.04609425738453865,
-0.06073769927024841,
0.1022038459777832,
-0.02110314927995205,
0.049238547682762146,
-0.03526686504483223,
0.07455223053693771,
-0.005113687366247177,
-0.017053434625267982,
-0.013539716601371765,
-0.020606450736522675,
0.08881136775016785,
-0.09211914241313934,
0.09303012490272522,
-0.09327146410942078,
0.04502187669277191,
-0.015015007928013802,
-0.04903285577893257,
-0.03556032478809357,
-0.005616672337055206,
-0.02738168090581894,
0.01578211598098278,
-0.012772924266755581,
0.024653751403093338,
0.04965606704354286,
0.029812267050147057,
-0.01939561776816845,
-0.04456750676035881,
-0.04323573783040047,
-0.057775817811489105,
-0.06734229624271393,
-0.0011467086151242256,
-0.03847483545541763,
-0.025710545480251312,
-0.06427725404500961,
-0.08229567855596542,
0.031696051359176636,
0.002804794581606984,
-0.061544470489025116,
-0.013632788322865963,
-0.047086771577596664,
-0.053035274147987366,
0.04024270176887512,
0.03469794988632202,
0.035145509988069534,
0.04250410571694374,
0.046299491077661514,
0.06060374155640602,
-0.0494106262922287,
0.0480588898062706,
0.013515046797692776,
-0.021575642749667168,
0.008051557466387749,
-0.007934908382594585,
0.0557553730905056,
0.045624081045389175,
-0.006158739794045687,
-0.013374925591051579,
0.019404219463467598,
0.011045646853744984,
-0.10178393125534058,
0.06289423257112503,
0.0031102211214601994,
0.013611582107841969,
-0.07670694589614868,
0.007224843371659517,
-0.018462324514985085,
-0.009607325308024883,
0.044104114174842834,
-0.02284594066441059,
-0.010639229789376259,
0.04658818989992142,
-0.05019119009375572,
0.03469216823577881,
0.05687901750206947,
0.008260272443294525,
0.05792800337076187,
0.021937601268291473,
0.06423861533403397,
0.028859397396445274,
0.0007552834576927125,
-0.054905347526073456,
0.1511077731847763,
0.009929114952683449,
-0.010796592570841312,
-0.004977304954081774,
0.0523066446185112,
-0.03718498349189758,
0.01952620968222618,
0.01051803957670927,
0.030408808961510658,
0.006173647474497557,
0.07440312951803207,
-0.09752795100212097,
0.010431778617203236,
-0.04642188921570778,
-0.006925164721906185,
0.003924903459846973,
-0.031935740262269974,
-0.07629596441984177,
-0.05677982419729233,
-0.018642297014594078,
0.04623394086956978,
-0.07188665866851807,
-0.02832145057618618,
0.009396588429808617,
-0.009313059039413929,
-0.05263747274875641,
0.02052728272974491,
0.030841758474707603,
0.022057071328163147,
0.04554988816380501,
0.017754200845956802,
-0.02955174259841442,
0.07992193102836609,
0.05138916149735451,
0.04011324793100357,
1.1457276196171017e-33,
0.008382245898246765,
0.0034237157087773085,
-0.10288303345441818,
-0.0635683611035347,
0.04058234021067619,
-0.09774776548147202,
-0.00802853237837553,
0.026046371087431908,
-0.07923396676778793,
-0.0945991724729538,
0.05653613805770874,
-0.018639296293258667,
-0.0023797645699232817,
-0.026494188234210014,
0.09742895513772964,
-0.05428953096270561,
0.01901952363550663,
0.07880448549985886,
0.0677507221698761,
-0.03908056765794754,
-0.022216537967324257,
-0.06511220335960388,
0.03243904933333397,
-0.032768364995718,
0.04613879695534706,
-0.00012828523176722229,
0.062063250690698624,
0.03660092502832413,
-0.03958148881793022,
-0.009513834491372108,
-0.00803123228251934,
-0.020576883107423782,
0.04742452874779701,
0.08272087574005127,
0.041437480598688126,
-0.06992080807685852,
-0.05452344939112663,
-0.038424983620643616,
0.0054948655888438225,
-0.007694088388234377,
-0.0368240587413311,
0.052740249782800674,
-0.019788647070527077,
0.02296035923063755,
0.0948416069149971,
0.00999824982136488,
0.011282773688435555,
0.020411202684044838,
-0.029046479612588882,
-0.06166916340589523,
0.07745438814163208,
0.07854915410280228,
0.07633274793624878,
0.06694474071264267,
0.04143330827355385,
-0.056939441710710526,
-0.024036893621087074,
-0.023002274334430695,
-0.013617903925478458,
0.07328526675701141,
-0.05269714444875717,
-0.07311055064201355,
0.01890442706644535,
-0.01803617924451828,
0.12577497959136963,
0.02335914969444275,
-0.007945037446916103,
-0.0023149626795202494,
0.050088658928871155,
0.031261712312698364,
-0.028414413332939148,
-0.061203472316265106,
0.002790528116747737,
0.06735660135746002,
-0.06413708627223969,
-0.01786644198000431,
0.0779569074511528,
-0.07762666046619415,
-0.042590901255607605,
-0.02570740133523941,
-0.1211387887597084,
0.03740953654050827,
-0.0036572443787008524,
0.051103316247463226,
-0.004128420725464821,
-0.04669662192463875,
0.024542350322008133,
0.07480304688215256,
-0.04291234537959099,
0.016213010996580124,
-0.01388662587851286,
-0.06645750254392624,
0.08727549016475677,
0.016057927161455154,
0.034642767161130905,
-7.714991666347375e-34,
-0.038484640419483185,
-0.043567392975091934,
-0.033760733902454376,
0.04917086288332939,
-0.008755112066864967,
-0.05497462674975395,
-0.06152060255408287,
-0.010475493036210537,
-0.037182778120040894,
0.069116972386837,
-0.0721585676074028,
-0.061001185327768326,
0.00521412817761302,
0.03663958981633186,
-0.005302201025187969,
-0.02068067342042923,
-0.011481648311018944,
-0.02162930928170681,
0.03033689223229885,
0.0731632336974144,
0.047534264624118805,
0.012907808646559715,
-0.05639747157692909,
-0.018814153969287872,
-0.028318580240011215,
0.019984571263194084,
-0.09890925139188766,
-0.01440929900854826,
-0.01987951248884201,
-0.0536319725215435,
0.013646484352648258,
0.016296187415719032,
-0.07864940166473389,
-0.05919588357210159,
0.08647185564041138,
-0.06677811592817307,
0.027404915541410446,
-0.0048509142361581326,
-0.009731953963637352,
-0.009684323333203793,
0.12939579784870148,
-0.05894555151462555,
-0.09012442827224731,
0.016724875196814537,
0.012268923223018646,
0.05321263149380684,
-0.05365729331970215,
-0.04482915624976158,
-0.06630989909172058,
-0.018748681992292404,
0.003257773583754897,
-0.09116421639919281,
0.04912102594971657,
0.006760471034795046,
0.09580068290233612,
-0.025166219100356102,
0.07765847444534302,
0.022974412888288498,
-0.04566435143351555,
0.04342767223715782,
0.0018577001756057143,
-0.12203072011470795,
0.11476639658212662,
-0.046022526919841766,
0.054804157465696335,
-0.008017261512577534,
0.039404235780239105,
0.04405968636274338,
-0.04975135996937752,
0.0463373102247715,
0.12469449639320374,
0.05690275505185127,
-0.0398019403219223,
0.03698403760790825,
-0.04270750284194946,
-0.07097996026277542,
-0.02051437273621559,
0.007787299808114767,
-0.03389618918299675,
0.04501337185502052,
0.006395258009433746,
0.061837464570999146,
0.03445425257086754,
0.09419180452823639,
-0.002692968351766467,
0.00038117027725093067,
-0.009872977621853352,
-0.034284625202417374,
0.10885971784591675,
0.0316232405602932,
-0.03735404461622238,
0.04818213731050491,
-0.08914892375469208,
0.07142319530248642,
-0.05624830350279808,
-5.349426146494807e-8,
0.010911090299487114,
0.03595186769962311,
-0.12183800339698792,
-0.0027700052596628666,
0.06830064207315445,
0.03596828877925873,
-0.033842362463474274,
-0.1114087775349617,
0.0010404791682958603,
0.06352227181196213,
-0.06897437572479248,
-0.0751659944653511,
0.034201622009277344,
-0.020176077261567116,
-0.021156154572963715,
0.032183676958084106,
-0.04065873846411705,
0.008471804670989513,
-0.049111805856227875,
0.05433033034205437,
0.0645914375782013,
0.06761832535266876,
-0.011728677898645401,
0.10273835062980652,
0.02179541066288948,
-0.07239837199449539,
0.11686742305755615,
0.0251883864402771,
0.07345309108495712,
0.020613860338926315,
0.03777395933866501,
0.03201793134212494,
0.05750032886862755,
0.0027899141423404217,
0.011519082821905613,
0.04980792477726936,
-0.005343753378838301,
0.020679522305727005,
-0.004639951512217522,
0.0081874905154109,
0.05053002014756203,
0.027216194197535515,
-0.0037283373530954123,
0.027503427118062973,
0.08077778667211533,
-0.07270689308643341,
-0.10311877727508545,
-0.02690257877111435,
0.019441580399870872,
-0.06248541548848152,
-0.04017075523734093,
0.02069537527859211,
0.01573788933455944,
0.09532962739467621,
-0.014366861432790756,
0.010870738886296749,
0.010871128179132938,
-0.052430134266614914,
0.03950060158967972,
0.08644288778305054,
0.005284351762384176,
0.09140485525131226,
0.06120999902486801,
-0.00018603431817609817
] |
1401.3685
|
Ragesh Jaiswal
|
Ragesh Jaiswal, Mehul Kumar, Pulkit Yadav
|
Improved analysis of D2-sampling based PTAS for k-means and other
Clustering problems
|
arXiv admin note: substantial text overlap with arXiv:1201.4206
| null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We give an improved analysis of the simple $D^2$-sampling based PTAS for the
$k$-means clustering problem given by Jaiswal, Kumar, and Sen (Algorithmica,
2013). The improvement on the running time is from $O\left(nd \cdot
2^{\tilde{O}(k^2/\epsilon)}\right)$ to $O\left(nd \cdot
2^{\tilde{O}(k/\epsilon)}\right)$.
|
[
{
"created": "Wed, 15 Jan 2014 17:49:22 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Jaiswal",
"Ragesh",
""
],
[
"Kumar",
"Mehul",
""
],
[
"Yadav",
"Pulkit",
""
]
] |
[
-0.005406262818723917,
0.0012951402459293604,
0.05514589324593544,
0.0031159413047134876,
-0.009117724373936653,
-0.0030981646850705147,
0.0798957347869873,
-0.023145873099565506,
0.0719580128788948,
0.029812084510922432,
0.036721959710121155,
0.011261368170380592,
0.041410595178604126,
-0.008153034374117851,
-0.015081319026648998,
-0.08003083616495132,
0.05395805090665817,
-0.029845835641026497,
0.037029609084129333,
-0.02083452418446541,
0.0032535227946937084,
-0.03866718336939812,
0.08630968630313873,
0.0014010060112923384,
0.015212856233119965,
-0.009373191744089127,
0.07712708413600922,
-0.053151052445173264,
0.05811554193496704,
0.03187151625752449,
-0.052809592336416245,
0.042918745428323746,
0.011566149070858955,
-0.06109698861837387,
0.05355063080787659,
-0.003093480132520199,
0.06899411976337433,
0.03949364647269249,
-0.055380333214998245,
0.07377011328935623,
0.043805066496133804,
0.08285268396139145,
0.02576056867837906,
-0.008761565200984478,
-0.02328982949256897,
0.00865863636136055,
0.009670102037489414,
0.027595805004239082,
-0.041224922984838486,
0.011336193419992924,
0.03004828840494156,
0.017135489732027054,
-0.08647958934307098,
-0.05349590629339218,
0.020977752283215523,
-0.04223141446709633,
-0.01493759173899889,
0.06342406570911407,
0.10112698376178741,
0.033625438809394836,
0.07662371546030045,
-0.0442909300327301,
0.041077252477407455,
-0.009373835287988186,
-0.00727794598788023,
-0.02695123292505741,
0.08284993469715118,
0.03886338323354721,
0.030157798901200294,
-0.02842101640999317,
0.012294054962694645,
0.12470298260450363,
-0.010715902782976627,
0.05424092710018158,
0.027640029788017273,
0.019246524199843407,
-0.06221181899309158,
-0.10306097567081451,
-0.012003024108707905,
-0.06842415034770966,
0.008467629551887512,
-0.016635775566101074,
-0.0350647009909153,
0.00782869290560484,
-0.006914474070072174,
-0.0012132445117458701,
-0.037951454520225525,
-0.03820013254880905,
0.08449505269527435,
-0.06604769080877304,
-0.04902071878314018,
0.05576926842331886,
-0.04451490193605423,
-0.06309264153242111,
-0.04222572594881058,
-0.09214261174201965,
0.05513334274291992,
0.04465718939900398,
0.08543180674314499,
0.07695212215185165,
-0.04662400111556053,
0.0600019209086895,
-0.025459563359618187,
0.003912965767085552,
-0.0052182902581989765,
-0.005784559063613415,
0.039970964193344116,
-0.08191828429698944,
0.08092588931322098,
0.0535995177924633,
0.03319651633501053,
0.03031783550977707,
-0.030371617525815964,
0.06259665638208389,
-0.041079338639974594,
-0.06374652683734894,
0.10106238722801208,
-0.07330106198787689,
0.04849422350525856,
0.0023946845903992653,
-0.006074834149330854,
-0.033877771347761154,
-0.00380120100453496,
-0.001942001166753471,
0.11422421783208847,
0.028262564912438393,
0.01743573136627674,
-2.628282768051264e-34,
0.01742204837501049,
0.03550224378705025,
0.13231603801250458,
-0.0604555644094944,
-0.04569779336452484,
0.00016196871001739055,
-0.00869475957006216,
-0.09182198345661163,
0.02680809795856476,
-0.009709478355944157,
-0.00846006628125906,
-0.0006163319922052324,
0.009280232712626457,
-0.03151635080575943,
0.06290130317211151,
-0.051106225699186325,
0.10884316265583038,
0.06602302938699722,
-0.03479437902569771,
-0.06760354340076447,
0.06659801304340363,
0.005002254154533148,
0.022569190710783005,
0.022992314770817757,
-0.07506899535655975,
-0.005076764151453972,
0.014399144798517227,
-0.0583777129650116,
0.08538153022527695,
0.030784431844949722,
-0.055044740438461304,
-0.009872051887214184,
-0.01329654362052679,
0.02966001257300377,
-0.02594935894012451,
-0.00900979246944189,
0.04352258890867233,
-0.014075800776481628,
0.01781250163912773,
-0.04431575909256935,
-0.030641647055745125,
0.035472892224788666,
0.14174523949623108,
-0.12143639475107193,
-0.03065725788474083,
-0.03572433069348335,
0.042655281722545624,
-0.05221962928771973,
0.05445694923400879,
-0.014542044140398502,
-0.06732256710529327,
-0.08619887381792068,
-0.009306585416197777,
0.07919058203697205,
0.03868064284324646,
0.04133794084191322,
-0.005725727416574955,
-0.05295931175351143,
0.07793218642473221,
0.11037465929985046,
-0.013308174908161163,
-0.012402128428220749,
-0.056349534541368484,
-0.058669351041316986,
0.011187566444277763,
-0.014607698656618595,
0.015576731413602829,
0.02548901177942753,
0.020465221256017685,
0.055902112275362015,
-0.01431726012378931,
0.04186730086803436,
-0.08661407232284546,
0.005680186208337545,
0.027343720197677612,
-0.019008230417966843,
0.06331633776426315,
0.031454239040613174,
-0.10550680756568909,
-0.025905180722475052,
-0.05019926652312279,
-0.11428710073232651,
-0.05731245502829552,
-0.1055259257555008,
0.03366740420460701,
-0.055890895426273346,
-0.004946599714457989,
-0.047119151800870895,
-0.07907963544130325,
-0.042868975549936295,
-0.04427575692534447,
0.069817453622818,
-0.012528515420854092,
0.032531365752220154,
-0.041516415774822235,
-2.10112011230402e-33,
-0.018132640048861504,
0.048967525362968445,
0.02700064890086651,
0.04925563558936119,
0.044622622430324554,
-0.08550906926393509,
-0.08482704311609268,
0.07487332075834274,
0.010371062904596329,
-0.03851104900240898,
-0.07956572622060776,
-0.06455705314874649,
0.05585703253746033,
0.01361769624054432,
0.01481323316693306,
0.04777523875236511,
0.03768553212285042,
0.10003291070461273,
0.03275879845023155,
-0.0023020608350634575,
-0.013618449680507183,
-0.07604483515024185,
0.038262590765953064,
0.05606038123369217,
-0.016592642292380333,
0.0036384006962180138,
-0.05532746762037277,
0.022580338642001152,
-0.06742881238460541,
0.005874491296708584,
-0.025261403992772102,
-0.05281098186969757,
-0.07640445232391357,
0.020731991156935692,
-0.08892985433340073,
-0.04125351458787918,
0.005020660348236561,
0.019232310354709625,
-0.018706610426306725,
0.020560527220368385,
0.06126413121819496,
-0.013062503188848495,
-0.0257238931953907,
0.030863244086503983,
-0.0073074898682534695,
-0.06807324290275574,
0.045111916959285736,
-0.009619077667593956,
-0.06723284721374512,
-0.008286192081868649,
-0.038760289549827576,
-0.052539970725774765,
0.06417641043663025,
0.0593944676220417,
0.005232007708400488,
0.023450814187526703,
0.008902035653591156,
0.0712813064455986,
-0.017028331756591797,
0.012799382209777832,
0.052438680082559586,
-0.0850481316447258,
-0.07448150962591171,
0.08968266099691391,
-0.01110385823994875,
-0.06717538088560104,
0.04354758933186531,
-0.017824186012148857,
-0.05108723044395447,
0.09731826186180115,
-0.030652495101094246,
0.01857483945786953,
-0.04924410954117775,
0.013111462816596031,
-0.09824832528829575,
-0.02038862183690071,
0.05372563377022743,
-0.006244504824280739,
0.05495903640985489,
-0.03930886834859848,
0.012234085239470005,
0.031198376789689064,
0.002234299900010228,
-0.06622710078954697,
0.08434224128723145,
0.027974620461463928,
0.0445578508079052,
-0.017394181340932846,
0.0010773056419566274,
0.04178241267800331,
-0.029113812372088432,
-0.01648547872900963,
0.07574129104614258,
-0.013869929127395153,
-0.024922724813222885,
-4.9597502993492526e-8,
-0.08617168664932251,
-0.05000016465783119,
-0.0382547527551651,
-0.02663109079003334,
0.0722748190164566,
-0.04198554530739784,
-0.1143195778131485,
0.09921766817569733,
-0.06003834307193756,
-0.11482448875904083,
0.0894889384508133,
-0.05278856307268143,
-0.05111726373434067,
-0.016751499846577644,
-0.008351216092705727,
0.09971403330564499,
-0.04024830833077431,
0.0017609563656151295,
-0.027143938466906548,
0.0030317893251776695,
-0.061655886471271515,
0.020468415692448616,
0.014444943517446518,
0.005565389059484005,
-0.07691910862922668,
0.0320972204208374,
0.06277820467948914,
-0.0166894793510437,
-0.015097775496542454,
-0.023112915456295013,
-0.06767216324806213,
-0.051522351801395416,
-0.034051116555929184,
-0.007993297651410103,
-0.00225808285176754,
0.0007276551914401352,
-0.05680380016565323,
0.054016776382923126,
-0.07513643801212311,
-0.049105580896139145,
0.004889943171292543,
0.055959008634090424,
-0.0017995432717725635,
-0.041853055357933044,
0.08373600989580154,
0.0484117828309536,
0.006628401577472687,
0.033889710903167725,
0.012985248118638992,
-0.09404624253511429,
0.0027755144983530045,
-0.03951618820428848,
-0.05000057443976402,
-0.026687292382121086,
-0.02609870210289955,
0.010175432078540325,
-0.0629100576043129,
-0.04440296068787575,
0.1003643199801445,
-0.10012674331665039,
0.09177808463573456,
0.012403476983308792,
-0.0026040663942694664,
0.04236818477511406
] | null | null | null | null | null | null | null |
[
-0.005406262818723917,
0.0012951402459293604,
0.05514589324593544,
0.0031159413047134876,
-0.009117724373936653,
-0.0030981646850705147,
0.0798957347869873,
-0.023145873099565506,
0.0719580128788948,
0.029812084510922432,
0.036721959710121155,
0.011261368170380592,
0.041410595178604126,
-0.008153034374117851,
-0.015081319026648998,
-0.08003083616495132,
0.05395805090665817,
-0.029845835641026497,
0.037029609084129333,
-0.02083452418446541,
0.0032535227946937084,
-0.03866718336939812,
0.08630968630313873,
0.0014010060112923384,
0.015212856233119965,
-0.009373191744089127,
0.07712708413600922,
-0.053151052445173264,
0.05811554193496704,
0.03187151625752449,
-0.052809592336416245,
0.042918745428323746,
0.011566149070858955,
-0.06109698861837387,
0.05355063080787659,
-0.003093480132520199,
0.06899411976337433,
0.03949364647269249,
-0.055380333214998245,
0.07377011328935623,
0.043805066496133804,
0.08285268396139145,
0.02576056867837906,
-0.008761565200984478,
-0.02328982949256897,
0.00865863636136055,
0.009670102037489414,
0.027595805004239082,
-0.041224922984838486,
0.011336193419992924,
0.03004828840494156,
0.017135489732027054,
-0.08647958934307098,
-0.05349590629339218,
0.020977752283215523,
-0.04223141446709633,
-0.01493759173899889,
0.06342406570911407,
0.10112698376178741,
0.033625438809394836,
0.07662371546030045,
-0.0442909300327301,
0.041077252477407455,
-0.009373835287988186,
-0.00727794598788023,
-0.02695123292505741,
0.08284993469715118,
0.03886338323354721,
0.030157798901200294,
-0.02842101640999317,
0.012294054962694645,
0.12470298260450363,
-0.010715902782976627,
0.05424092710018158,
0.027640029788017273,
0.019246524199843407,
-0.06221181899309158,
-0.10306097567081451,
-0.012003024108707905,
-0.06842415034770966,
0.008467629551887512,
-0.016635775566101074,
-0.0350647009909153,
0.00782869290560484,
-0.006914474070072174,
-0.0012132445117458701,
-0.037951454520225525,
-0.03820013254880905,
0.08449505269527435,
-0.06604769080877304,
-0.04902071878314018,
0.05576926842331886,
-0.04451490193605423,
-0.06309264153242111,
-0.04222572594881058,
-0.09214261174201965,
0.05513334274291992,
0.04465718939900398,
0.08543180674314499,
0.07695212215185165,
-0.04662400111556053,
0.0600019209086895,
-0.025459563359618187,
0.003912965767085552,
-0.0052182902581989765,
-0.005784559063613415,
0.039970964193344116,
-0.08191828429698944,
0.08092588931322098,
0.0535995177924633,
0.03319651633501053,
0.03031783550977707,
-0.030371617525815964,
0.06259665638208389,
-0.041079338639974594,
-0.06374652683734894,
0.10106238722801208,
-0.07330106198787689,
0.04849422350525856,
0.0023946845903992653,
-0.006074834149330854,
-0.033877771347761154,
-0.00380120100453496,
-0.001942001166753471,
0.11422421783208847,
0.028262564912438393,
0.01743573136627674,
-2.628282768051264e-34,
0.01742204837501049,
0.03550224378705025,
0.13231603801250458,
-0.0604555644094944,
-0.04569779336452484,
0.00016196871001739055,
-0.00869475957006216,
-0.09182198345661163,
0.02680809795856476,
-0.009709478355944157,
-0.00846006628125906,
-0.0006163319922052324,
0.009280232712626457,
-0.03151635080575943,
0.06290130317211151,
-0.051106225699186325,
0.10884316265583038,
0.06602302938699722,
-0.03479437902569771,
-0.06760354340076447,
0.06659801304340363,
0.005002254154533148,
0.022569190710783005,
0.022992314770817757,
-0.07506899535655975,
-0.005076764151453972,
0.014399144798517227,
-0.0583777129650116,
0.08538153022527695,
0.030784431844949722,
-0.055044740438461304,
-0.009872051887214184,
-0.01329654362052679,
0.02966001257300377,
-0.02594935894012451,
-0.00900979246944189,
0.04352258890867233,
-0.014075800776481628,
0.01781250163912773,
-0.04431575909256935,
-0.030641647055745125,
0.035472892224788666,
0.14174523949623108,
-0.12143639475107193,
-0.03065725788474083,
-0.03572433069348335,
0.042655281722545624,
-0.05221962928771973,
0.05445694923400879,
-0.014542044140398502,
-0.06732256710529327,
-0.08619887381792068,
-0.009306585416197777,
0.07919058203697205,
0.03868064284324646,
0.04133794084191322,
-0.005725727416574955,
-0.05295931175351143,
0.07793218642473221,
0.11037465929985046,
-0.013308174908161163,
-0.012402128428220749,
-0.056349534541368484,
-0.058669351041316986,
0.011187566444277763,
-0.014607698656618595,
0.015576731413602829,
0.02548901177942753,
0.020465221256017685,
0.055902112275362015,
-0.01431726012378931,
0.04186730086803436,
-0.08661407232284546,
0.005680186208337545,
0.027343720197677612,
-0.019008230417966843,
0.06331633776426315,
0.031454239040613174,
-0.10550680756568909,
-0.025905180722475052,
-0.05019926652312279,
-0.11428710073232651,
-0.05731245502829552,
-0.1055259257555008,
0.03366740420460701,
-0.055890895426273346,
-0.004946599714457989,
-0.047119151800870895,
-0.07907963544130325,
-0.042868975549936295,
-0.04427575692534447,
0.069817453622818,
-0.012528515420854092,
0.032531365752220154,
-0.041516415774822235,
-2.10112011230402e-33,
-0.018132640048861504,
0.048967525362968445,
0.02700064890086651,
0.04925563558936119,
0.044622622430324554,
-0.08550906926393509,
-0.08482704311609268,
0.07487332075834274,
0.010371062904596329,
-0.03851104900240898,
-0.07956572622060776,
-0.06455705314874649,
0.05585703253746033,
0.01361769624054432,
0.01481323316693306,
0.04777523875236511,
0.03768553212285042,
0.10003291070461273,
0.03275879845023155,
-0.0023020608350634575,
-0.013618449680507183,
-0.07604483515024185,
0.038262590765953064,
0.05606038123369217,
-0.016592642292380333,
0.0036384006962180138,
-0.05532746762037277,
0.022580338642001152,
-0.06742881238460541,
0.005874491296708584,
-0.025261403992772102,
-0.05281098186969757,
-0.07640445232391357,
0.020731991156935692,
-0.08892985433340073,
-0.04125351458787918,
0.005020660348236561,
0.019232310354709625,
-0.018706610426306725,
0.020560527220368385,
0.06126413121819496,
-0.013062503188848495,
-0.0257238931953907,
0.030863244086503983,
-0.0073074898682534695,
-0.06807324290275574,
0.045111916959285736,
-0.009619077667593956,
-0.06723284721374512,
-0.008286192081868649,
-0.038760289549827576,
-0.052539970725774765,
0.06417641043663025,
0.0593944676220417,
0.005232007708400488,
0.023450814187526703,
0.008902035653591156,
0.0712813064455986,
-0.017028331756591797,
0.012799382209777832,
0.052438680082559586,
-0.0850481316447258,
-0.07448150962591171,
0.08968266099691391,
-0.01110385823994875,
-0.06717538088560104,
0.04354758933186531,
-0.017824186012148857,
-0.05108723044395447,
0.09731826186180115,
-0.030652495101094246,
0.01857483945786953,
-0.04924410954117775,
0.013111462816596031,
-0.09824832528829575,
-0.02038862183690071,
0.05372563377022743,
-0.006244504824280739,
0.05495903640985489,
-0.03930886834859848,
0.012234085239470005,
0.031198376789689064,
0.002234299900010228,
-0.06622710078954697,
0.08434224128723145,
0.027974620461463928,
0.0445578508079052,
-0.017394181340932846,
0.0010773056419566274,
0.04178241267800331,
-0.029113812372088432,
-0.01648547872900963,
0.07574129104614258,
-0.013869929127395153,
-0.024922724813222885,
-4.9597502993492526e-8,
-0.08617168664932251,
-0.05000016465783119,
-0.0382547527551651,
-0.02663109079003334,
0.0722748190164566,
-0.04198554530739784,
-0.1143195778131485,
0.09921766817569733,
-0.06003834307193756,
-0.11482448875904083,
0.0894889384508133,
-0.05278856307268143,
-0.05111726373434067,
-0.016751499846577644,
-0.008351216092705727,
0.09971403330564499,
-0.04024830833077431,
0.0017609563656151295,
-0.027143938466906548,
0.0030317893251776695,
-0.061655886471271515,
0.020468415692448616,
0.014444943517446518,
0.005565389059484005,
-0.07691910862922668,
0.0320972204208374,
0.06277820467948914,
-0.0166894793510437,
-0.015097775496542454,
-0.023112915456295013,
-0.06767216324806213,
-0.051522351801395416,
-0.034051116555929184,
-0.007993297651410103,
-0.00225808285176754,
0.0007276551914401352,
-0.05680380016565323,
0.054016776382923126,
-0.07513643801212311,
-0.049105580896139145,
0.004889943171292543,
0.055959008634090424,
-0.0017995432717725635,
-0.041853055357933044,
0.08373600989580154,
0.0484117828309536,
0.006628401577472687,
0.033889710903167725,
0.012985248118638992,
-0.09404624253511429,
0.0027755144983530045,
-0.03951618820428848,
-0.05000057443976402,
-0.026687292382121086,
-0.02609870210289955,
0.010175432078540325,
-0.0629100576043129,
-0.04440296068787575,
0.1003643199801445,
-0.10012674331665039,
0.09177808463573456,
0.012403476983308792,
-0.0026040663942694664,
0.04236818477511406
] |
1401.3687
|
Kyle Burke
|
Kyle Burke
|
$2^3$ Quantified Boolean Formula Games and Their Complexities
|
14 pages, 0 figures, for Integers 2013 Conference proceedings
| null | null | null |
cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Consider QBF, the Quantified Boolean Formula problem, as a combinatorial game
ruleset. The problem is rephrased as determining the winner of the game where
two opposing players take turns assigning values to boolean variables. In this
paper, three common variations of games are applied to create seven new games:
whether each player is restricted to where they may play, which values they may
set variables to, or the condition they are shooting for at the end of the
game. The complexity for determining which player can win is analyzed for all
games. Of the seven, two are trivially in P and the other five are
PSPACE-complete. These varying properties are common for combinatorial games;
reductions from these five hard games can simplify the process for showing the
PSPACE-hardness of other games.
|
[
{
"created": "Wed, 15 Jan 2014 17:55:42 GMT",
"version": "v1"
},
{
"created": "Mon, 29 Dec 2014 23:25:09 GMT",
"version": "v2"
}
] |
2014-12-31
|
[
[
"Burke",
"Kyle",
""
]
] |
[
0.006152105052024126,
0.0008683826890774071,
-0.046324677765369415,
-0.0819556936621666,
0.019143173471093178,
0.08200673013925552,
0.06417491286993027,
-0.027729690074920654,
-0.003194151446223259,
0.1184699758887291,
-0.08454106003046036,
-0.019423814490437508,
0.060649339109659195,
0.031236562877893448,
0.017672326415777206,
0.03698834404349327,
-0.017492055892944336,
-0.004914944991469383,
0.0013325393665581942,
-0.05200275406241417,
0.02308647893369198,
-0.1088469848036766,
-0.08001212030649185,
-0.052621353417634964,
-0.008745926432311535,
0.013518462888896465,
-0.02435656636953354,
0.047676101326942444,
-0.025968290865421295,
-0.016970869153738022,
-0.04281805828213692,
0.051305800676345825,
0.10031025111675262,
-0.021771404892206192,
0.024124212563037872,
0.027924738824367523,
-0.05926245078444481,
-0.04213424026966095,
-0.03043896146118641,
0.012140666134655476,
-0.06736614555120468,
-0.012812050059437752,
0.0081616947427392,
0.013028948567807674,
0.0028557544574141502,
0.09926285594701767,
-0.082118920981884,
0.0732233002781868,
-0.02963421493768692,
-0.08420880883932114,
-0.025272704660892487,
0.031679071485996246,
-0.031199267134070396,
-0.04407984018325806,
0.08965399116277695,
-0.06338932365179062,
-0.023840531706809998,
0.026816749945282936,
-0.0375555157661438,
-0.014912938699126244,
-0.005416464991867542,
-0.0794479176402092,
-0.04702044650912285,
0.021297646686434746,
0.04660637304186821,
0.022495754063129425,
-0.015231537632644176,
0.0009327769512310624,
-0.024148371070623398,
0.06032760813832283,
-0.0034087691456079483,
0.018774699419736862,
-0.09693450480699539,
0.03666343167424202,
0.023728132247924805,
0.056531865149736404,
0.023972252383828163,
-0.03185714781284332,
-0.02339465729892254,
0.0016103229718282819,
-0.07749633491039276,
-0.056237414479255676,
-0.059082046151161194,
0.019597426056861877,
0.030066099017858505,
-0.08567538857460022,
-0.05468197911977768,
-0.006942371372133493,
0.09871624410152435,
0.03879532963037491,
-0.07593812048435211,
0.03427630662918091,
0.11650291830301285,
0.07603669166564941,
0.004313989542424679,
0.02255238965153694,
-0.002143091056495905,
-0.020210547372698784,
0.02856845036149025,
0.05745411291718483,
-0.04183125123381615,
0.08086322247982025,
0.03457016125321388,
-0.03182569891214371,
0.13307251036167145,
0.09296084195375443,
0.027849357575178146,
-0.013721739873290062,
-0.07434312999248505,
-0.05304121971130371,
-0.0007604678394272923,
0.01662018708884716,
0.0406324677169323,
-0.003587166080251336,
-0.027293764054775238,
0.052000150084495544,
0.001174417557194829,
0.08134984225034714,
-0.026740942150354385,
-0.014294946566224098,
0.10878963768482208,
0.02936180680990219,
0.03116603009402752,
0.03683910518884659,
0.03253243491053581,
0.0017843995010480285,
-0.031786829233169556,
5.41067523321823e-33,
-0.0073423078283667564,
-0.017996108159422874,
0.051184479147195816,
0.0650695264339447,
0.015687216073274612,
-0.011974374763667583,
0.022153913974761963,
0.011536207981407642,
-0.00979697983711958,
0.057088080793619156,
-0.03668462485074997,
0.07921861857175827,
-0.019995862618088722,
0.007448289077728987,
0.16902701556682587,
0.01539058331400156,
-0.01889408379793167,
0.0030773384496569633,
-0.02555907890200615,
-0.06654804199934006,
0.06753595173358917,
-0.007233726792037487,
-0.0019857618026435375,
-0.012639760971069336,
0.006760478485375643,
-0.02553953416645527,
-0.01140734925866127,
-0.05751369521021843,
0.01334324013441801,
-0.03809256851673126,
-0.05445588752627373,
-0.03966023027896881,
-0.014860106632113457,
0.07079850882291794,
0.017987102270126343,
0.04627394676208496,
-0.03289775177836418,
-0.007066991180181503,
0.018267402425408363,
0.059143684804439545,
-0.06854615360498428,
-0.047176431864500046,
0.009275387972593307,
0.019505823031067848,
-0.0703253522515297,
-0.06267897039651871,
-0.05503558740019798,
-0.030808109790086746,
-0.08591245114803314,
0.05615288391709328,
0.016118858009576797,
-0.015888363122940063,
0.02893335372209549,
-0.033433981239795685,
0.0006063202163204551,
-0.06290777772665024,
0.0234722550958395,
-0.010681094601750374,
-0.05577593296766281,
0.10745465010404587,
0.05305402725934982,
-0.03647944703698158,
0.05665403977036476,
0.04766549542546272,
-0.038129135966300964,
0.08919385820627213,
-0.01569313183426857,
-0.046670135110616684,
0.10915771871805191,
-0.04817800968885422,
-0.038291435688734055,
0.0007245538872666657,
0.01897284761071205,
-0.050686269998550415,
0.10441681742668152,
-0.020059993490576744,
0.04386209696531296,
-0.045514412224292755,
-0.05328330025076866,
-0.1221979558467865,
-0.02536972612142563,
-0.03555808961391449,
-0.0290465597063303,
-0.02423861064016819,
-0.07496508955955505,
0.011475589126348495,
-0.018243636935949326,
-0.037453148514032364,
-0.0419885627925396,
-0.0459446907043457,
-0.06195122376084328,
-0.048547808080911636,
0.00731643196195364,
0.03182267025113106,
0.04050494357943535,
-6.056809213034717e-33,
-0.08487842977046967,
-0.08680947870016098,
-0.022184759378433228,
0.03243434056639671,
-0.0019535257015377283,
-0.03261672332882881,
-0.019708089530467987,
-0.05212743207812309,
0.029309531673789024,
-0.03462256118655205,
-0.06738360226154327,
0.0682293176651001,
0.0852128192782402,
-0.002156618982553482,
-0.07910510152578354,
-0.025095775723457336,
0.0445067398250103,
0.017594506964087486,
-0.02678307518362999,
0.041416965425014496,
0.06488566100597382,
0.06140409782528877,
-0.04647711291909218,
-0.08266802132129669,
0.03679169341921806,
0.04180308058857918,
-0.014083710499107838,
-0.07075750827789307,
0.03162847459316254,
0.09839489310979843,
0.013229171745479107,
-0.08629310131072998,
-0.08469600230455399,
-0.02464989386498928,
0.027738554403185844,
-0.06473313271999359,
0.05387381464242935,
0.09158223867416382,
-0.030631840229034424,
0.03623759374022484,
0.012865528464317322,
-0.08514837175607681,
-0.08595207333564758,
0.043930210173130035,
0.043461162596940994,
0.11027386784553528,
0.022849036380648613,
-0.06725124269723892,
0.03962978720664978,
-0.03730005770921707,
0.04379173368215561,
0.014141433872282505,
-0.011443567462265491,
0.03831453621387482,
-0.05743727833032608,
-0.0025411455426365137,
-0.08781936764717102,
-0.01691708341240883,
0.048730671405792236,
0.014480489306151867,
0.025697175413370132,
-0.00037997859180904925,
-0.05195748060941696,
0.09612943232059479,
0.021077655255794525,
0.018429378047585487,
-0.08382929116487503,
0.05170873552560806,
0.007725544739514589,
-0.05576663091778755,
-0.07462036609649658,
0.05347529426217079,
-0.05519961938261986,
0.0007399598835036159,
-0.04066159948706627,
0.12174133211374283,
0.001975263934582472,
0.07137353718280792,
0.018295476213097572,
0.08177890628576279,
-0.04226839914917946,
-0.0007011622074060142,
0.013403463177382946,
-0.012259085662662983,
-0.04466887190937996,
0.04027820751070976,
0.10348179191350937,
-0.020176533609628677,
-0.01454140804708004,
0.005722065456211567,
0.034018855541944504,
0.0927828848361969,
0.07788309454917908,
0.019889704883098602,
-0.04695648327469826,
-4.610057047216287e-8,
-0.01971791498363018,
-0.012002523988485336,
-0.03213995322585106,
0.000002850539431165089,
0.044969651848077774,
-0.00032488125725649297,
-0.01275485660880804,
0.004110194277018309,
-0.03197360783815384,
0.017925379797816277,
0.013139232993125916,
0.0948210209608078,
0.003678636159747839,
0.04764360561966896,
-0.0192292258143425,
0.01344185322523117,
-0.04090913012623787,
-0.024559861049056053,
-0.026930807158350945,
0.06280399858951569,
0.02512170746922493,
-0.041319865733385086,
-0.07988828420639038,
-0.014710705727338791,
-0.01631079986691475,
-0.014007341116666794,
-0.02152056060731411,
-0.059018075466156006,
0.02631021849811077,
0.07911566644906998,
0.09500235319137573,
0.01094409916549921,
0.0971134826540947,
-0.0024712441954761744,
0.0756557360291481,
0.08825556933879852,
-0.0759449228644371,
0.010121356695890427,
-0.06008288636803627,
-0.04489608854055405,
-0.08093858510255814,
-0.039851799607276917,
-0.10105060040950775,
0.01551210880279541,
0.027310507372021675,
-0.0752035453915596,
-0.016207387670874596,
-0.017965177074074745,
-0.04031780734658241,
-0.04664751887321472,
0.003780259983614087,
0.06031082570552826,
-0.043000560253858566,
-0.09520132839679718,
0.07558119297027588,
0.1051323264837265,
0.034977369010448456,
-0.0007551859598606825,
0.0591406412422657,
-0.012833132408559322,
-0.05996391922235489,
0.006674339063465595,
0.04133342579007149,
0.02456025220453739
] | null | null | null | null | null | null | null |
[
0.006152105052024126,
0.0008683826890774071,
-0.046324677765369415,
-0.0819556936621666,
0.019143173471093178,
0.08200673013925552,
0.06417491286993027,
-0.027729690074920654,
-0.003194151446223259,
0.1184699758887291,
-0.08454106003046036,
-0.019423814490437508,
0.060649339109659195,
0.031236562877893448,
0.017672326415777206,
0.03698834404349327,
-0.017492055892944336,
-0.004914944991469383,
0.0013325393665581942,
-0.05200275406241417,
0.02308647893369198,
-0.1088469848036766,
-0.08001212030649185,
-0.052621353417634964,
-0.008745926432311535,
0.013518462888896465,
-0.02435656636953354,
0.047676101326942444,
-0.025968290865421295,
-0.016970869153738022,
-0.04281805828213692,
0.051305800676345825,
0.10031025111675262,
-0.021771404892206192,
0.024124212563037872,
0.027924738824367523,
-0.05926245078444481,
-0.04213424026966095,
-0.03043896146118641,
0.012140666134655476,
-0.06736614555120468,
-0.012812050059437752,
0.0081616947427392,
0.013028948567807674,
0.0028557544574141502,
0.09926285594701767,
-0.082118920981884,
0.0732233002781868,
-0.02963421493768692,
-0.08420880883932114,
-0.025272704660892487,
0.031679071485996246,
-0.031199267134070396,
-0.04407984018325806,
0.08965399116277695,
-0.06338932365179062,
-0.023840531706809998,
0.026816749945282936,
-0.0375555157661438,
-0.014912938699126244,
-0.005416464991867542,
-0.0794479176402092,
-0.04702044650912285,
0.021297646686434746,
0.04660637304186821,
0.022495754063129425,
-0.015231537632644176,
0.0009327769512310624,
-0.024148371070623398,
0.06032760813832283,
-0.0034087691456079483,
0.018774699419736862,
-0.09693450480699539,
0.03666343167424202,
0.023728132247924805,
0.056531865149736404,
0.023972252383828163,
-0.03185714781284332,
-0.02339465729892254,
0.0016103229718282819,
-0.07749633491039276,
-0.056237414479255676,
-0.059082046151161194,
0.019597426056861877,
0.030066099017858505,
-0.08567538857460022,
-0.05468197911977768,
-0.006942371372133493,
0.09871624410152435,
0.03879532963037491,
-0.07593812048435211,
0.03427630662918091,
0.11650291830301285,
0.07603669166564941,
0.004313989542424679,
0.02255238965153694,
-0.002143091056495905,
-0.020210547372698784,
0.02856845036149025,
0.05745411291718483,
-0.04183125123381615,
0.08086322247982025,
0.03457016125321388,
-0.03182569891214371,
0.13307251036167145,
0.09296084195375443,
0.027849357575178146,
-0.013721739873290062,
-0.07434312999248505,
-0.05304121971130371,
-0.0007604678394272923,
0.01662018708884716,
0.0406324677169323,
-0.003587166080251336,
-0.027293764054775238,
0.052000150084495544,
0.001174417557194829,
0.08134984225034714,
-0.026740942150354385,
-0.014294946566224098,
0.10878963768482208,
0.02936180680990219,
0.03116603009402752,
0.03683910518884659,
0.03253243491053581,
0.0017843995010480285,
-0.031786829233169556,
5.41067523321823e-33,
-0.0073423078283667564,
-0.017996108159422874,
0.051184479147195816,
0.0650695264339447,
0.015687216073274612,
-0.011974374763667583,
0.022153913974761963,
0.011536207981407642,
-0.00979697983711958,
0.057088080793619156,
-0.03668462485074997,
0.07921861857175827,
-0.019995862618088722,
0.007448289077728987,
0.16902701556682587,
0.01539058331400156,
-0.01889408379793167,
0.0030773384496569633,
-0.02555907890200615,
-0.06654804199934006,
0.06753595173358917,
-0.007233726792037487,
-0.0019857618026435375,
-0.012639760971069336,
0.006760478485375643,
-0.02553953416645527,
-0.01140734925866127,
-0.05751369521021843,
0.01334324013441801,
-0.03809256851673126,
-0.05445588752627373,
-0.03966023027896881,
-0.014860106632113457,
0.07079850882291794,
0.017987102270126343,
0.04627394676208496,
-0.03289775177836418,
-0.007066991180181503,
0.018267402425408363,
0.059143684804439545,
-0.06854615360498428,
-0.047176431864500046,
0.009275387972593307,
0.019505823031067848,
-0.0703253522515297,
-0.06267897039651871,
-0.05503558740019798,
-0.030808109790086746,
-0.08591245114803314,
0.05615288391709328,
0.016118858009576797,
-0.015888363122940063,
0.02893335372209549,
-0.033433981239795685,
0.0006063202163204551,
-0.06290777772665024,
0.0234722550958395,
-0.010681094601750374,
-0.05577593296766281,
0.10745465010404587,
0.05305402725934982,
-0.03647944703698158,
0.05665403977036476,
0.04766549542546272,
-0.038129135966300964,
0.08919385820627213,
-0.01569313183426857,
-0.046670135110616684,
0.10915771871805191,
-0.04817800968885422,
-0.038291435688734055,
0.0007245538872666657,
0.01897284761071205,
-0.050686269998550415,
0.10441681742668152,
-0.020059993490576744,
0.04386209696531296,
-0.045514412224292755,
-0.05328330025076866,
-0.1221979558467865,
-0.02536972612142563,
-0.03555808961391449,
-0.0290465597063303,
-0.02423861064016819,
-0.07496508955955505,
0.011475589126348495,
-0.018243636935949326,
-0.037453148514032364,
-0.0419885627925396,
-0.0459446907043457,
-0.06195122376084328,
-0.048547808080911636,
0.00731643196195364,
0.03182267025113106,
0.04050494357943535,
-6.056809213034717e-33,
-0.08487842977046967,
-0.08680947870016098,
-0.022184759378433228,
0.03243434056639671,
-0.0019535257015377283,
-0.03261672332882881,
-0.019708089530467987,
-0.05212743207812309,
0.029309531673789024,
-0.03462256118655205,
-0.06738360226154327,
0.0682293176651001,
0.0852128192782402,
-0.002156618982553482,
-0.07910510152578354,
-0.025095775723457336,
0.0445067398250103,
0.017594506964087486,
-0.02678307518362999,
0.041416965425014496,
0.06488566100597382,
0.06140409782528877,
-0.04647711291909218,
-0.08266802132129669,
0.03679169341921806,
0.04180308058857918,
-0.014083710499107838,
-0.07075750827789307,
0.03162847459316254,
0.09839489310979843,
0.013229171745479107,
-0.08629310131072998,
-0.08469600230455399,
-0.02464989386498928,
0.027738554403185844,
-0.06473313271999359,
0.05387381464242935,
0.09158223867416382,
-0.030631840229034424,
0.03623759374022484,
0.012865528464317322,
-0.08514837175607681,
-0.08595207333564758,
0.043930210173130035,
0.043461162596940994,
0.11027386784553528,
0.022849036380648613,
-0.06725124269723892,
0.03962978720664978,
-0.03730005770921707,
0.04379173368215561,
0.014141433872282505,
-0.011443567462265491,
0.03831453621387482,
-0.05743727833032608,
-0.0025411455426365137,
-0.08781936764717102,
-0.01691708341240883,
0.048730671405792236,
0.014480489306151867,
0.025697175413370132,
-0.00037997859180904925,
-0.05195748060941696,
0.09612943232059479,
0.021077655255794525,
0.018429378047585487,
-0.08382929116487503,
0.05170873552560806,
0.007725544739514589,
-0.05576663091778755,
-0.07462036609649658,
0.05347529426217079,
-0.05519961938261986,
0.0007399598835036159,
-0.04066159948706627,
0.12174133211374283,
0.001975263934582472,
0.07137353718280792,
0.018295476213097572,
0.08177890628576279,
-0.04226839914917946,
-0.0007011622074060142,
0.013403463177382946,
-0.012259085662662983,
-0.04466887190937996,
0.04027820751070976,
0.10348179191350937,
-0.020176533609628677,
-0.01454140804708004,
0.005722065456211567,
0.034018855541944504,
0.0927828848361969,
0.07788309454917908,
0.019889704883098602,
-0.04695648327469826,
-4.610057047216287e-8,
-0.01971791498363018,
-0.012002523988485336,
-0.03213995322585106,
0.000002850539431165089,
0.044969651848077774,
-0.00032488125725649297,
-0.01275485660880804,
0.004110194277018309,
-0.03197360783815384,
0.017925379797816277,
0.013139232993125916,
0.0948210209608078,
0.003678636159747839,
0.04764360561966896,
-0.0192292258143425,
0.01344185322523117,
-0.04090913012623787,
-0.024559861049056053,
-0.026930807158350945,
0.06280399858951569,
0.02512170746922493,
-0.041319865733385086,
-0.07988828420639038,
-0.014710705727338791,
-0.01631079986691475,
-0.014007341116666794,
-0.02152056060731411,
-0.059018075466156006,
0.02631021849811077,
0.07911566644906998,
0.09500235319137573,
0.01094409916549921,
0.0971134826540947,
-0.0024712441954761744,
0.0756557360291481,
0.08825556933879852,
-0.0759449228644371,
0.010121356695890427,
-0.06008288636803627,
-0.04489608854055405,
-0.08093858510255814,
-0.039851799607276917,
-0.10105060040950775,
0.01551210880279541,
0.027310507372021675,
-0.0752035453915596,
-0.016207387670874596,
-0.017965177074074745,
-0.04031780734658241,
-0.04664751887321472,
0.003780259983614087,
0.06031082570552826,
-0.043000560253858566,
-0.09520132839679718,
0.07558119297027588,
0.1051323264837265,
0.034977369010448456,
-0.0007551859598606825,
0.0591406412422657,
-0.012833132408559322,
-0.05996391922235489,
0.006674339063465595,
0.04133342579007149,
0.02456025220453739
] |
1401.3688
|
Roman Kompaneets
|
Roman Kompaneets, Alexei V. Ivlev, Vladimir Nosenko, Gregor E. Morfill
|
Wakes in inhomogeneous plasmas
| null | null |
10.1103/PhysRevE.89.043108
| null |
physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The Debye shielding of a charge immersed in a flowing plasma is an old
classic problem in plasma physics. It has been given renewed attention in the
last two decades in view of experiments with complex plasmas, where charged
dust particles are often levitated in a region with strong ion flow. Efforts to
describe the shielding of the dust particles in such conditions have been
focused on the homogeneous plasma approximation, which ignores the substantial
inhomogeneity of the levitation region. We address the role of the plasma
inhomogeneity by rigorously calculating the point charge potential in the
collisionless Bohm sheath. We demonstrate that the inhomogeneity can
dramatically modify the wake, making it non-oscillatory and weaker.
|
[
{
"created": "Wed, 15 Jan 2014 17:57:10 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Kompaneets",
"Roman",
""
],
[
"Ivlev",
"Alexei V.",
""
],
[
"Nosenko",
"Vladimir",
""
],
[
"Morfill",
"Gregor E.",
""
]
] |
[
-0.08675501495599747,
0.07008390128612518,
0.057648155838251114,
0.01642768830060959,
0.07361820340156555,
-0.03382505849003792,
0.03363926708698273,
-0.007175675127655268,
-0.0013231077464297414,
0.00887963455170393,
-0.03724214807152748,
-0.12749309837818146,
0.00024199631297960877,
-0.00596007052809,
-0.007205692585557699,
-0.09033693373203278,
0.046704065054655075,
-0.041209056973457336,
0.02789599448442459,
0.03507978469133377,
0.007294045761227608,
-0.0015369317261502147,
0.01109862420707941,
0.019508592784404755,
0.10101831704378128,
-0.026294348761439323,
0.06936133652925491,
-0.05550568923354149,
-0.06271622329950333,
-0.04801669344305992,
0.05591043084859848,
0.018134571611881256,
-0.09159021079540253,
0.033072877675294876,
-0.0323832668364048,
0.03637951985001564,
0.008517083711922169,
0.057682592421770096,
-0.06491880863904953,
0.044841181486845016,
0.012932832352817059,
0.0416158102452755,
-0.024011731147766113,
-0.03880954533815384,
0.06954921782016754,
-0.044933658093214035,
0.09458929300308228,
0.00935793574899435,
0.04372303932905197,
0.08538952469825745,
-0.04723713919520378,
0.011272238567471504,
-0.012221175245940685,
0.04571714252233505,
0.004704594612121582,
0.03148292750120163,
0.04919875040650368,
0.04821009188890457,
0.02927129715681076,
-0.017966238781809807,
-0.034442320466041565,
0.013304132036864758,
0.06141027435660362,
0.006521281320601702,
0.04695851728320122,
-0.08940807729959488,
0.009861160069704056,
0.07143256813287735,
0.029732469469308853,
0.029106101021170616,
0.000005278495791571913,
0.037332192063331604,
-0.07937237620353699,
-0.06514392048120499,
0.04835564270615578,
-0.014330186881124973,
-0.1326361894607544,
0.002803625538945198,
0.025887759402394295,
-0.01991187036037445,
-0.02611846663057804,
-0.019123515114188194,
-0.0648653581738472,
-0.03894524648785591,
-0.07609426230192184,
0.013400905765593052,
-0.009456135332584381,
-0.0865207314491272,
0.02510686405003071,
-0.024311333894729614,
0.04662813991308212,
-0.03721752017736435,
-0.06526344269514084,
-0.011940062046051025,
-0.004849078133702278,
-0.010137921199202538,
0.02680876851081848,
0.03657529503107071,
0.05320250988006592,
0.02194037102162838,
0.03464599698781967,
-0.0712755024433136,
-0.01842525415122509,
0.12040188908576965,
0.015034032054245472,
0.023774946108460426,
0.148980051279068,
-0.04266071692109108,
-0.127511128783226,
0.07798702269792557,
0.13626255095005035,
-0.036858588457107544,
-0.010169444605708122,
-0.05541258305311203,
0.054610468447208405,
0.07602816820144653,
0.03943493217229843,
0.033099573105573654,
-0.0255927424877882,
-0.015277468599379063,
0.011122244410216808,
0.00754431402310729,
-0.00475228950381279,
-0.0053084674291312695,
0.02081744372844696,
0.0762103721499443,
0.05894548073410988,
1.3689935779370982e-33,
0.1087184026837349,
0.02782880887389183,
0.02401878871023655,
0.024882294237613678,
-0.018295668065547943,
-0.09655355662107468,
0.015537886880338192,
0.15877899527549744,
-0.019953837618231773,
0.03802589327096939,
-0.08036370575428009,
0.043885499238967896,
0.03470684960484505,
-0.03855154290795326,
0.009332144632935524,
-0.04859856888651848,
-0.05030620098114014,
-0.024096695706248283,
-0.022857172414660454,
0.04064101353287697,
0.022238457575440407,
0.029281683266162872,
-0.0072084940038621426,
-0.05863185226917267,
-0.01923351176083088,
0.023863958194851875,
-0.012681747786700726,
-0.0039757913909852505,
-0.07206699997186661,
0.04247313737869263,
0.05692535638809204,
-0.01370495930314064,
0.027233904227614403,
0.061291299760341644,
-0.09125535935163498,
0.05067593976855278,
-0.1262049674987793,
-0.011360946111381054,
-0.0015189859550446272,
-0.04867091029882431,
-0.04586724936962128,
-0.008448710665106773,
-0.041981734335422516,
-0.04183276370167732,
0.004841997288167477,
0.018242254853248596,
0.07235393673181534,
-0.060489386320114136,
0.018341295421123505,
-0.0074510578997433186,
0.046153757721185684,
0.020130155608057976,
0.03342761471867561,
0.05090678483247757,
0.07376464456319809,
0.03348791226744652,
0.03323950991034508,
-0.04868302866816521,
-0.018675506114959717,
0.024351773783564568,
0.08145494759082794,
0.02198087051510811,
-0.006972772069275379,
-0.019895389676094055,
-0.04035886749625206,
0.019042452797293663,
0.0030405789148062468,
0.039027899503707886,
-0.020472709089517593,
-0.11430631577968597,
-0.027765648439526558,
0.0016455900622531772,
-0.01365218497812748,
0.007179573178291321,
-0.03310953080654144,
0.048208240419626236,
0.0033215072471648455,
0.06091733276844025,
0.0511200875043869,
-0.08820507675409317,
0.030173752456903458,
-0.07723049074411392,
0.0012992018600925803,
0.01595921628177166,
-0.03615869954228401,
0.012003771960735321,
0.047999873757362366,
0.054066941142082214,
-0.09854648262262344,
-0.033940184861421585,
-0.005249945446848869,
0.03130028396844864,
0.07121064513921738,
-0.06305470317602158,
-0.004292229190468788,
-4.0309931055542955e-33,
0.04871499538421631,
-0.015433057211339474,
-0.041445519775152206,
-0.00969146378338337,
-0.05949893593788147,
0.09074998646974564,
0.007117613684386015,
0.052845753729343414,
-0.1171271950006485,
-0.021788211539387703,
-0.06336955726146698,
0.036394812166690826,
-0.07657989114522934,
0.007943677715957165,
0.037344615906476974,
-0.06947445124387741,
-0.038188718259334564,
0.052345022559165955,
-0.01947370544075966,
-0.06191686540842056,
-0.008908678777515888,
-0.005041202995926142,
0.10451249778270721,
-0.08004122972488403,
0.026193618774414062,
-0.04812253266572952,
0.07647619396448135,
0.01933053694665432,
0.010802132077515125,
0.06753061711788177,
-0.05654449388384819,
-0.014522061683237553,
-0.0363653190433979,
0.040573254227638245,
-0.011468262411653996,
-0.013852586038410664,
-0.004988003056496382,
0.004478756804019213,
-0.014716610312461853,
-0.12142670899629593,
-0.07111997902393341,
-0.00904182530939579,
0.008470223285257816,
0.012348613701760769,
-0.00432340195402503,
0.02214360609650612,
-0.08537422120571136,
0.018713517114520073,
0.05707753077149391,
-0.008417470380663872,
-0.02957756072282791,
-0.03077208809554577,
0.015102515928447247,
0.03445783257484436,
-0.10355622321367264,
0.07719716429710388,
0.04879368841648102,
0.053479213267564774,
0.03296868875622749,
-0.09006058424711227,
-0.09988826513290405,
-0.02634669840335846,
0.06195858120918274,
-0.03969472274184227,
0.016472097486257553,
-0.008460397832095623,
-0.09495057165622711,
0.0927329808473587,
0.002888267394155264,
-0.07744458317756653,
0.06739373505115509,
-0.05532258749008179,
0.014706454239785671,
-0.035892028361558914,
-0.04985935986042023,
0.059256069362163544,
0.09517662972211838,
-0.07518719881772995,
-0.03177633136510849,
-0.012268812395632267,
0.0007500934298150241,
0.01017992477864027,
-0.03683147579431534,
-0.020260542631149292,
0.01354854553937912,
-0.06266674399375916,
-0.023494910448789597,
-0.100955069065094,
-0.022350363433361053,
0.052620869129896164,
0.021918341517448425,
-0.0002987046027556062,
0.012863799929618835,
-0.04498014971613884,
0.03147401288151741,
-4.4447915570344776e-8,
0.07078756392002106,
0.0023159130942076445,
0.02402770332992077,
0.04274475947022438,
-0.003066553035750985,
0.04581176117062569,
-0.009360911324620247,
-0.05554962903261185,
-0.03818432241678238,
-0.017842473462224007,
0.016673946753144264,
0.04288393259048462,
0.07126739621162415,
0.019792627543210983,
-0.024692310020327568,
0.04032117500901222,
-0.10561853647232056,
-0.009929303079843521,
-0.08115890622138977,
-0.009428861550986767,
0.007942579686641693,
0.07445508986711502,
-0.0709381029009819,
0.003053068183362484,
-0.009668270125985146,
0.1061205193400383,
-0.016488946974277496,
-0.06265716254711151,
0.020397081971168518,
-0.05052139237523079,
-0.05882207676768303,
-0.009573305025696754,
0.008840387687087059,
0.007297657895833254,
-0.05650615692138672,
0.027947288006544113,
-0.052464500069618225,
0.05313726142048836,
-0.01337056141346693,
-0.04660278931260109,
-0.05293083190917969,
-0.049966853111982346,
0.061234522610902786,
-0.03643723577260971,
0.061749737709760666,
0.0878022238612175,
-0.07385274022817612,
0.03150371462106705,
-0.0729161947965622,
0.06894249469041824,
-0.06568224728107452,
0.015197891741991043,
0.0014804451493546367,
0.007331716362386942,
-0.06948890537023544,
-0.018532156944274902,
-0.08125266432762146,
-0.03192799538373947,
0.052953656762838364,
-0.011118847876787186,
0.1156558245420456,
-0.029668938368558884,
-0.015490163117647171,
0.026749329641461372
] | null | null | null | null | null | null | null |
[
-0.08675501495599747,
0.07008390128612518,
0.057648155838251114,
0.01642768830060959,
0.07361820340156555,
-0.03382505849003792,
0.03363926708698273,
-0.007175675127655268,
-0.0013231077464297414,
0.00887963455170393,
-0.03724214807152748,
-0.12749309837818146,
0.00024199631297960877,
-0.00596007052809,
-0.007205692585557699,
-0.09033693373203278,
0.046704065054655075,
-0.041209056973457336,
0.02789599448442459,
0.03507978469133377,
0.007294045761227608,
-0.0015369317261502147,
0.01109862420707941,
0.019508592784404755,
0.10101831704378128,
-0.026294348761439323,
0.06936133652925491,
-0.05550568923354149,
-0.06271622329950333,
-0.04801669344305992,
0.05591043084859848,
0.018134571611881256,
-0.09159021079540253,
0.033072877675294876,
-0.0323832668364048,
0.03637951985001564,
0.008517083711922169,
0.057682592421770096,
-0.06491880863904953,
0.044841181486845016,
0.012932832352817059,
0.0416158102452755,
-0.024011731147766113,
-0.03880954533815384,
0.06954921782016754,
-0.044933658093214035,
0.09458929300308228,
0.00935793574899435,
0.04372303932905197,
0.08538952469825745,
-0.04723713919520378,
0.011272238567471504,
-0.012221175245940685,
0.04571714252233505,
0.004704594612121582,
0.03148292750120163,
0.04919875040650368,
0.04821009188890457,
0.02927129715681076,
-0.017966238781809807,
-0.034442320466041565,
0.013304132036864758,
0.06141027435660362,
0.006521281320601702,
0.04695851728320122,
-0.08940807729959488,
0.009861160069704056,
0.07143256813287735,
0.029732469469308853,
0.029106101021170616,
0.000005278495791571913,
0.037332192063331604,
-0.07937237620353699,
-0.06514392048120499,
0.04835564270615578,
-0.014330186881124973,
-0.1326361894607544,
0.002803625538945198,
0.025887759402394295,
-0.01991187036037445,
-0.02611846663057804,
-0.019123515114188194,
-0.0648653581738472,
-0.03894524648785591,
-0.07609426230192184,
0.013400905765593052,
-0.009456135332584381,
-0.0865207314491272,
0.02510686405003071,
-0.024311333894729614,
0.04662813991308212,
-0.03721752017736435,
-0.06526344269514084,
-0.011940062046051025,
-0.004849078133702278,
-0.010137921199202538,
0.02680876851081848,
0.03657529503107071,
0.05320250988006592,
0.02194037102162838,
0.03464599698781967,
-0.0712755024433136,
-0.01842525415122509,
0.12040188908576965,
0.015034032054245472,
0.023774946108460426,
0.148980051279068,
-0.04266071692109108,
-0.127511128783226,
0.07798702269792557,
0.13626255095005035,
-0.036858588457107544,
-0.010169444605708122,
-0.05541258305311203,
0.054610468447208405,
0.07602816820144653,
0.03943493217229843,
0.033099573105573654,
-0.0255927424877882,
-0.015277468599379063,
0.011122244410216808,
0.00754431402310729,
-0.00475228950381279,
-0.0053084674291312695,
0.02081744372844696,
0.0762103721499443,
0.05894548073410988,
1.3689935779370982e-33,
0.1087184026837349,
0.02782880887389183,
0.02401878871023655,
0.024882294237613678,
-0.018295668065547943,
-0.09655355662107468,
0.015537886880338192,
0.15877899527549744,
-0.019953837618231773,
0.03802589327096939,
-0.08036370575428009,
0.043885499238967896,
0.03470684960484505,
-0.03855154290795326,
0.009332144632935524,
-0.04859856888651848,
-0.05030620098114014,
-0.024096695706248283,
-0.022857172414660454,
0.04064101353287697,
0.022238457575440407,
0.029281683266162872,
-0.0072084940038621426,
-0.05863185226917267,
-0.01923351176083088,
0.023863958194851875,
-0.012681747786700726,
-0.0039757913909852505,
-0.07206699997186661,
0.04247313737869263,
0.05692535638809204,
-0.01370495930314064,
0.027233904227614403,
0.061291299760341644,
-0.09125535935163498,
0.05067593976855278,
-0.1262049674987793,
-0.011360946111381054,
-0.0015189859550446272,
-0.04867091029882431,
-0.04586724936962128,
-0.008448710665106773,
-0.041981734335422516,
-0.04183276370167732,
0.004841997288167477,
0.018242254853248596,
0.07235393673181534,
-0.060489386320114136,
0.018341295421123505,
-0.0074510578997433186,
0.046153757721185684,
0.020130155608057976,
0.03342761471867561,
0.05090678483247757,
0.07376464456319809,
0.03348791226744652,
0.03323950991034508,
-0.04868302866816521,
-0.018675506114959717,
0.024351773783564568,
0.08145494759082794,
0.02198087051510811,
-0.006972772069275379,
-0.019895389676094055,
-0.04035886749625206,
0.019042452797293663,
0.0030405789148062468,
0.039027899503707886,
-0.020472709089517593,
-0.11430631577968597,
-0.027765648439526558,
0.0016455900622531772,
-0.01365218497812748,
0.007179573178291321,
-0.03310953080654144,
0.048208240419626236,
0.0033215072471648455,
0.06091733276844025,
0.0511200875043869,
-0.08820507675409317,
0.030173752456903458,
-0.07723049074411392,
0.0012992018600925803,
0.01595921628177166,
-0.03615869954228401,
0.012003771960735321,
0.047999873757362366,
0.054066941142082214,
-0.09854648262262344,
-0.033940184861421585,
-0.005249945446848869,
0.03130028396844864,
0.07121064513921738,
-0.06305470317602158,
-0.004292229190468788,
-4.0309931055542955e-33,
0.04871499538421631,
-0.015433057211339474,
-0.041445519775152206,
-0.00969146378338337,
-0.05949893593788147,
0.09074998646974564,
0.007117613684386015,
0.052845753729343414,
-0.1171271950006485,
-0.021788211539387703,
-0.06336955726146698,
0.036394812166690826,
-0.07657989114522934,
0.007943677715957165,
0.037344615906476974,
-0.06947445124387741,
-0.038188718259334564,
0.052345022559165955,
-0.01947370544075966,
-0.06191686540842056,
-0.008908678777515888,
-0.005041202995926142,
0.10451249778270721,
-0.08004122972488403,
0.026193618774414062,
-0.04812253266572952,
0.07647619396448135,
0.01933053694665432,
0.010802132077515125,
0.06753061711788177,
-0.05654449388384819,
-0.014522061683237553,
-0.0363653190433979,
0.040573254227638245,
-0.011468262411653996,
-0.013852586038410664,
-0.004988003056496382,
0.004478756804019213,
-0.014716610312461853,
-0.12142670899629593,
-0.07111997902393341,
-0.00904182530939579,
0.008470223285257816,
0.012348613701760769,
-0.00432340195402503,
0.02214360609650612,
-0.08537422120571136,
0.018713517114520073,
0.05707753077149391,
-0.008417470380663872,
-0.02957756072282791,
-0.03077208809554577,
0.015102515928447247,
0.03445783257484436,
-0.10355622321367264,
0.07719716429710388,
0.04879368841648102,
0.053479213267564774,
0.03296868875622749,
-0.09006058424711227,
-0.09988826513290405,
-0.02634669840335846,
0.06195858120918274,
-0.03969472274184227,
0.016472097486257553,
-0.008460397832095623,
-0.09495057165622711,
0.0927329808473587,
0.002888267394155264,
-0.07744458317756653,
0.06739373505115509,
-0.05532258749008179,
0.014706454239785671,
-0.035892028361558914,
-0.04985935986042023,
0.059256069362163544,
0.09517662972211838,
-0.07518719881772995,
-0.03177633136510849,
-0.012268812395632267,
0.0007500934298150241,
0.01017992477864027,
-0.03683147579431534,
-0.020260542631149292,
0.01354854553937912,
-0.06266674399375916,
-0.023494910448789597,
-0.100955069065094,
-0.022350363433361053,
0.052620869129896164,
0.021918341517448425,
-0.0002987046027556062,
0.012863799929618835,
-0.04498014971613884,
0.03147401288151741,
-4.4447915570344776e-8,
0.07078756392002106,
0.0023159130942076445,
0.02402770332992077,
0.04274475947022438,
-0.003066553035750985,
0.04581176117062569,
-0.009360911324620247,
-0.05554962903261185,
-0.03818432241678238,
-0.017842473462224007,
0.016673946753144264,
0.04288393259048462,
0.07126739621162415,
0.019792627543210983,
-0.024692310020327568,
0.04032117500901222,
-0.10561853647232056,
-0.009929303079843521,
-0.08115890622138977,
-0.009428861550986767,
0.007942579686641693,
0.07445508986711502,
-0.0709381029009819,
0.003053068183362484,
-0.009668270125985146,
0.1061205193400383,
-0.016488946974277496,
-0.06265716254711151,
0.020397081971168518,
-0.05052139237523079,
-0.05882207676768303,
-0.009573305025696754,
0.008840387687087059,
0.007297657895833254,
-0.05650615692138672,
0.027947288006544113,
-0.052464500069618225,
0.05313726142048836,
-0.01337056141346693,
-0.04660278931260109,
-0.05293083190917969,
-0.049966853111982346,
0.061234522610902786,
-0.03643723577260971,
0.061749737709760666,
0.0878022238612175,
-0.07385274022817612,
0.03150371462106705,
-0.0729161947965622,
0.06894249469041824,
-0.06568224728107452,
0.015197891741991043,
0.0014804451493546367,
0.007331716362386942,
-0.06948890537023544,
-0.018532156944274902,
-0.08125266432762146,
-0.03192799538373947,
0.052953656762838364,
-0.011118847876787186,
0.1156558245420456,
-0.029668938368558884,
-0.015490163117647171,
0.026749329641461372
] |
1401.3690
|
Christian Stump
|
Chris Berg and Viviane Pons and Travis Scrimshaw and Jessica Striker
and Christian Stump
|
FindStat - the combinatorial statistics database
|
2 pages, project description
| null | null | null |
math.CO cs.DB
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The FindStat project at www.FindStat.org provides an online platform for
mathematicians, particularly for combinatorialists, to gather information about
combinatorial statistics and their relations. This outline provides an overview
over the project.
|
[
{
"created": "Wed, 15 Jan 2014 18:04:36 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Berg",
"Chris",
""
],
[
"Pons",
"Viviane",
""
],
[
"Scrimshaw",
"Travis",
""
],
[
"Striker",
"Jessica",
""
],
[
"Stump",
"Christian",
""
]
] |
[
-0.016607066616415977,
-0.060632411390542984,
-0.040930699557065964,
0.005274909548461437,
-0.03325900807976723,
0.03201279044151306,
0.014047903008759022,
0.033169038593769073,
0.014967362396419048,
0.06709308177232742,
-0.01723557524383068,
-0.008181853219866753,
0.058516763150691986,
-0.006045890506356955,
-0.03323929384350777,
0.0801297202706337,
0.037612855434417725,
0.002280696528032422,
0.006175079848617315,
-0.11524026095867157,
-0.034932591021060944,
-0.05969688668847084,
0.046304501593112946,
-0.036754462867975235,
0.01708621345460415,
-0.035788726061582565,
-0.006868643686175346,
-0.034380678087472916,
-0.021916819736361504,
0.018562600016593933,
-0.1157584860920906,
0.11668095737695694,
0.06452625244855881,
-0.034568335860967636,
0.011121457442641258,
-0.050750117748975754,
0.0073450058698654175,
-0.027229512110352516,
0.049213800579309464,
0.04392595589160919,
-0.02142694965004921,
0.05921725928783417,
0.05439459905028343,
0.02868887409567833,
0.008120416663587093,
0.03790890425443649,
-0.08511152863502502,
0.025084471330046654,
-0.05254195258021355,
-0.0005809522117488086,
-0.06966021656990051,
0.05824577435851097,
-0.017424406483769417,
0.03870190680027008,
0.05192907527089119,
-0.07811352610588074,
0.017904123291373253,
-0.13091535866260529,
-0.008195954374969006,
0.0664527416229248,
0.08487357199192047,
-0.07942891865968704,
-0.060715451836586,
-0.07590971142053604,
-0.001954919658601284,
0.06884339451789856,
0.046647243201732635,
0.07673124223947525,
0.038778673857450485,
-0.029075294733047485,
-0.030209844931960106,
0.053609054535627365,
-0.1095021516084671,
0.08848650753498077,
0.08468189835548401,
0.035678938031196594,
-0.021438786759972572,
-0.03458503261208534,
-0.0004265704483259469,
-0.10607322305440903,
-0.09253203868865967,
-0.07029484957456589,
0.016385836526751518,
0.06824541091918945,
0.07401534914970398,
-0.05742316320538521,
-0.017098350450396538,
0.09681513905525208,
0.04206733778119087,
0.00854392722249031,
-0.12662214040756226,
0.01950005255639553,
0.0603683739900589,
0.007825731299817562,
-0.09546466171741486,
0.03460770472884178,
-0.03336803615093231,
0.05731550231575966,
0.08840975910425186,
0.04560474678874016,
-0.0699058473110199,
-0.013810225762426853,
0.08259294927120209,
-0.049796972423791885,
-0.10068158805370331,
0.009095411747694016,
-0.008944612927734852,
0.06407703459262848,
0.010325146839022636,
-0.07860250025987625,
-0.0026979083195328712,
-0.03713914006948471,
-0.010378995910286903,
0.09234065562486649,
-0.020016025751829147,
-0.034022700041532516,
-0.04291311278939247,
0.02759646251797676,
0.008077352307736874,
0.017893746495246887,
0.06760764122009277,
0.0263739675283432,
0.012836571782827377,
0.03650777414441109,
0.05308672413229942,
0.03890109807252884,
-0.07629843801259995,
-2.1119015995529683e-33,
0.07208576053380966,
-0.025475099682807922,
0.1260707825422287,
0.06661712378263474,
0.0172965619713068,
-0.038006290793418884,
-0.022359618917107582,
-0.030853167176246643,
0.007855652831494808,
0.021142175421118736,
0.007162823341786861,
0.07851575314998627,
0.016634946689009666,
0.031055498868227005,
0.015864873304963112,
-0.04945409297943115,
0.033278826624155045,
0.0454598069190979,
-0.03165076673030853,
-0.051306549459695816,
0.06888511031866074,
0.008407180197536945,
0.0015841504791751504,
0.047313887625932693,
0.05190691351890564,
0.04307243227958679,
-0.05699433386325836,
-0.058360591530799866,
0.026689570397138596,
0.023153692483901978,
0.01482395175844431,
0.029612135142087936,
-0.021752798929810524,
0.041850946843624115,
0.02597033604979515,
-0.05017946660518646,
-0.012942354194819927,
-0.0014140367275103927,
0.013238842599093914,
-0.002403185935690999,
-0.056546807289123535,
-0.004596808459609747,
0.04986201599240303,
0.028228476643562317,
-0.07651196420192719,
-0.03635711222887039,
0.005314176436513662,
-0.03265231102705002,
0.10169894993305206,
0.02683797851204872,
-0.0756954550743103,
-0.021498944610357285,
0.0285443477332592,
0.07596853375434875,
-0.03459866717457771,
0.026990793645381927,
-0.04526008293032646,
0.021061282604932785,
0.0017620414728298783,
0.03876585140824318,
-0.02480287291109562,
0.0041672233492136,
0.005301808472722769,
-0.0866738110780716,
0.01992698758840561,
0.06362315267324448,
-0.025508129969239235,
-0.00014813378220424056,
0.1064816489815712,
0.06657646596431732,
0.010725019499659538,
0.026216544210910797,
0.03959106653928757,
0.013658547773957253,
-0.008820537477731705,
0.09419167041778564,
-0.011488820426166058,
-0.05127641186118126,
-0.08101814985275269,
-0.02057325653731823,
-0.008890744298696518,
-0.05325385928153992,
0.0332041010260582,
-0.12763923406600952,
-0.02541792020201683,
0.001848741783760488,
0.008055171929299831,
-0.03715056553483009,
-0.010424797423183918,
-0.0008025032002478838,
0.04236345738172531,
0.01333849597722292,
-0.043219488114118576,
0.0033242020290344954,
-0.056934718042612076,
-5.669604404445228e-34,
-0.1274692565202713,
0.015084669925272465,
0.07787018269300461,
-0.04399264231324196,
0.0567903034389019,
0.01914406195282936,
-0.053235575556755066,
-0.07097316533327103,
0.09963605552911758,
-0.0720689445734024,
-0.0408279187977314,
0.023557022213935852,
0.024318786337971687,
0.011878816410899162,
-0.06697186827659607,
-0.005100748036056757,
-0.0313236266374588,
0.0025125404354184866,
-0.018489405512809753,
-0.009482678025960922,
-0.05921076983213425,
0.004470256622880697,
-0.005461765918880701,
-0.05390673875808716,
0.008631398901343346,
0.02207670733332634,
0.006198791787028313,
-0.0851711630821228,
0.05169590562582016,
0.02464352361857891,
0.0014489605091512203,
-0.05532790720462799,
-0.07306796312332153,
0.017861394211649895,
-0.008579056710004807,
-0.029023660346865654,
0.035938553512096405,
0.09404918551445007,
0.05378932133316994,
-0.009239804930984974,
0.031253281980752945,
-0.04815174639225006,
0.03317958489060402,
-0.006577117368578911,
0.005834138486534357,
0.0733662024140358,
-0.11727381497621536,
0.04261638596653938,
-0.027190664783120155,
-0.09119144827127457,
0.03325197845697403,
0.10976721346378326,
-0.02732851915061474,
-0.021128090098500252,
0.04647175967693329,
0.010189861059188843,
-0.0722309872508049,
0.015394608490169048,
0.009583650156855583,
0.04161104932427406,
-0.08798693865537643,
-0.050286781042814255,
-0.022974038496613503,
0.04811520501971245,
-0.02246248535811901,
-0.1360214352607727,
-0.07284361869096756,
-0.07768753170967102,
-0.04034651070833206,
0.03972954675555229,
0.02523796446621418,
0.03437245637178421,
-0.039405662566423416,
-0.018186058849096298,
-0.0632871687412262,
-0.036989424377679825,
-0.0632859542965889,
0.00912020355463028,
0.00873118732124567,
0.040095940232276917,
-0.006280978675931692,
-0.03347284346818924,
0.03549019992351532,
-0.0377095527946949,
0.03855382278561592,
-0.018246613442897797,
0.13072437047958374,
0.00795731507241726,
0.04467223584651947,
-0.044991880655288696,
-0.06375324726104736,
-0.015344889834523201,
0.020725522190332413,
-0.012100344523787498,
0.02603607438504696,
-3.071454557357356e-8,
0.056522343307733536,
-0.0005308795953169465,
-0.01994761824607849,
-0.014463141560554504,
0.0901983454823494,
0.07906696945428848,
-0.022810712456703186,
0.12196528911590576,
-0.1034996435046196,
0.06436220556497574,
0.03774891048669815,
-0.05607287213206291,
0.01343473233282566,
-0.0110671017318964,
-0.015008516609668732,
-0.02902332693338394,
0.05016079172492027,
0.003448701463639736,
0.031695056706666946,
0.020856516435742378,
-0.00023340586631093174,
0.029046669602394104,
0.03758475184440613,
0.029928795993328094,
0.0009927949868142605,
-0.009143865667283535,
-0.02088950201869011,
-0.057861730456352234,
-0.02351588010787964,
0.0016590745653957129,
0.022318197414278984,
-0.002644985681399703,
0.044976335018873215,
-0.07994521409273148,
0.05879870057106018,
0.07600854337215424,
-0.09922636300325394,
-0.05867692455649376,
-0.02547040767967701,
-0.09071416407823563,
0.01200822088867426,
-0.01594122126698494,
-0.04588974267244339,
0.09272071719169617,
0.10442115366458893,
-0.010700452141463757,
-0.025369081646203995,
0.01830785907804966,
-0.06528278440237045,
-0.03469866141676903,
-0.04337708652019501,
-0.03285149484872818,
-0.004758017137646675,
-0.028770139440894127,
-0.0020145531743764877,
0.04694496840238571,
-0.009729739278554916,
-0.02175847254693508,
0.13500387966632843,
0.018536992371082306,
-0.0028318329714238644,
0.015283915214240551,
-0.05176946148276329,
0.03362924978137016
] | null | null | null | null | null | null | null |
[
-0.016607066616415977,
-0.060632411390542984,
-0.040930699557065964,
0.005274909548461437,
-0.03325900807976723,
0.03201279044151306,
0.014047903008759022,
0.033169038593769073,
0.014967362396419048,
0.06709308177232742,
-0.01723557524383068,
-0.008181853219866753,
0.058516763150691986,
-0.006045890506356955,
-0.03323929384350777,
0.0801297202706337,
0.037612855434417725,
0.002280696528032422,
0.006175079848617315,
-0.11524026095867157,
-0.034932591021060944,
-0.05969688668847084,
0.046304501593112946,
-0.036754462867975235,
0.01708621345460415,
-0.035788726061582565,
-0.006868643686175346,
-0.034380678087472916,
-0.021916819736361504,
0.018562600016593933,
-0.1157584860920906,
0.11668095737695694,
0.06452625244855881,
-0.034568335860967636,
0.011121457442641258,
-0.050750117748975754,
0.0073450058698654175,
-0.027229512110352516,
0.049213800579309464,
0.04392595589160919,
-0.02142694965004921,
0.05921725928783417,
0.05439459905028343,
0.02868887409567833,
0.008120416663587093,
0.03790890425443649,
-0.08511152863502502,
0.025084471330046654,
-0.05254195258021355,
-0.0005809522117488086,
-0.06966021656990051,
0.05824577435851097,
-0.017424406483769417,
0.03870190680027008,
0.05192907527089119,
-0.07811352610588074,
0.017904123291373253,
-0.13091535866260529,
-0.008195954374969006,
0.0664527416229248,
0.08487357199192047,
-0.07942891865968704,
-0.060715451836586,
-0.07590971142053604,
-0.001954919658601284,
0.06884339451789856,
0.046647243201732635,
0.07673124223947525,
0.038778673857450485,
-0.029075294733047485,
-0.030209844931960106,
0.053609054535627365,
-0.1095021516084671,
0.08848650753498077,
0.08468189835548401,
0.035678938031196594,
-0.021438786759972572,
-0.03458503261208534,
-0.0004265704483259469,
-0.10607322305440903,
-0.09253203868865967,
-0.07029484957456589,
0.016385836526751518,
0.06824541091918945,
0.07401534914970398,
-0.05742316320538521,
-0.017098350450396538,
0.09681513905525208,
0.04206733778119087,
0.00854392722249031,
-0.12662214040756226,
0.01950005255639553,
0.0603683739900589,
0.007825731299817562,
-0.09546466171741486,
0.03460770472884178,
-0.03336803615093231,
0.05731550231575966,
0.08840975910425186,
0.04560474678874016,
-0.0699058473110199,
-0.013810225762426853,
0.08259294927120209,
-0.049796972423791885,
-0.10068158805370331,
0.009095411747694016,
-0.008944612927734852,
0.06407703459262848,
0.010325146839022636,
-0.07860250025987625,
-0.0026979083195328712,
-0.03713914006948471,
-0.010378995910286903,
0.09234065562486649,
-0.020016025751829147,
-0.034022700041532516,
-0.04291311278939247,
0.02759646251797676,
0.008077352307736874,
0.017893746495246887,
0.06760764122009277,
0.0263739675283432,
0.012836571782827377,
0.03650777414441109,
0.05308672413229942,
0.03890109807252884,
-0.07629843801259995,
-2.1119015995529683e-33,
0.07208576053380966,
-0.025475099682807922,
0.1260707825422287,
0.06661712378263474,
0.0172965619713068,
-0.038006290793418884,
-0.022359618917107582,
-0.030853167176246643,
0.007855652831494808,
0.021142175421118736,
0.007162823341786861,
0.07851575314998627,
0.016634946689009666,
0.031055498868227005,
0.015864873304963112,
-0.04945409297943115,
0.033278826624155045,
0.0454598069190979,
-0.03165076673030853,
-0.051306549459695816,
0.06888511031866074,
0.008407180197536945,
0.0015841504791751504,
0.047313887625932693,
0.05190691351890564,
0.04307243227958679,
-0.05699433386325836,
-0.058360591530799866,
0.026689570397138596,
0.023153692483901978,
0.01482395175844431,
0.029612135142087936,
-0.021752798929810524,
0.041850946843624115,
0.02597033604979515,
-0.05017946660518646,
-0.012942354194819927,
-0.0014140367275103927,
0.013238842599093914,
-0.002403185935690999,
-0.056546807289123535,
-0.004596808459609747,
0.04986201599240303,
0.028228476643562317,
-0.07651196420192719,
-0.03635711222887039,
0.005314176436513662,
-0.03265231102705002,
0.10169894993305206,
0.02683797851204872,
-0.0756954550743103,
-0.021498944610357285,
0.0285443477332592,
0.07596853375434875,
-0.03459866717457771,
0.026990793645381927,
-0.04526008293032646,
0.021061282604932785,
0.0017620414728298783,
0.03876585140824318,
-0.02480287291109562,
0.0041672233492136,
0.005301808472722769,
-0.0866738110780716,
0.01992698758840561,
0.06362315267324448,
-0.025508129969239235,
-0.00014813378220424056,
0.1064816489815712,
0.06657646596431732,
0.010725019499659538,
0.026216544210910797,
0.03959106653928757,
0.013658547773957253,
-0.008820537477731705,
0.09419167041778564,
-0.011488820426166058,
-0.05127641186118126,
-0.08101814985275269,
-0.02057325653731823,
-0.008890744298696518,
-0.05325385928153992,
0.0332041010260582,
-0.12763923406600952,
-0.02541792020201683,
0.001848741783760488,
0.008055171929299831,
-0.03715056553483009,
-0.010424797423183918,
-0.0008025032002478838,
0.04236345738172531,
0.01333849597722292,
-0.043219488114118576,
0.0033242020290344954,
-0.056934718042612076,
-5.669604404445228e-34,
-0.1274692565202713,
0.015084669925272465,
0.07787018269300461,
-0.04399264231324196,
0.0567903034389019,
0.01914406195282936,
-0.053235575556755066,
-0.07097316533327103,
0.09963605552911758,
-0.0720689445734024,
-0.0408279187977314,
0.023557022213935852,
0.024318786337971687,
0.011878816410899162,
-0.06697186827659607,
-0.005100748036056757,
-0.0313236266374588,
0.0025125404354184866,
-0.018489405512809753,
-0.009482678025960922,
-0.05921076983213425,
0.004470256622880697,
-0.005461765918880701,
-0.05390673875808716,
0.008631398901343346,
0.02207670733332634,
0.006198791787028313,
-0.0851711630821228,
0.05169590562582016,
0.02464352361857891,
0.0014489605091512203,
-0.05532790720462799,
-0.07306796312332153,
0.017861394211649895,
-0.008579056710004807,
-0.029023660346865654,
0.035938553512096405,
0.09404918551445007,
0.05378932133316994,
-0.009239804930984974,
0.031253281980752945,
-0.04815174639225006,
0.03317958489060402,
-0.006577117368578911,
0.005834138486534357,
0.0733662024140358,
-0.11727381497621536,
0.04261638596653938,
-0.027190664783120155,
-0.09119144827127457,
0.03325197845697403,
0.10976721346378326,
-0.02732851915061474,
-0.021128090098500252,
0.04647175967693329,
0.010189861059188843,
-0.0722309872508049,
0.015394608490169048,
0.009583650156855583,
0.04161104932427406,
-0.08798693865537643,
-0.050286781042814255,
-0.022974038496613503,
0.04811520501971245,
-0.02246248535811901,
-0.1360214352607727,
-0.07284361869096756,
-0.07768753170967102,
-0.04034651070833206,
0.03972954675555229,
0.02523796446621418,
0.03437245637178421,
-0.039405662566423416,
-0.018186058849096298,
-0.0632871687412262,
-0.036989424377679825,
-0.0632859542965889,
0.00912020355463028,
0.00873118732124567,
0.040095940232276917,
-0.006280978675931692,
-0.03347284346818924,
0.03549019992351532,
-0.0377095527946949,
0.03855382278561592,
-0.018246613442897797,
0.13072437047958374,
0.00795731507241726,
0.04467223584651947,
-0.044991880655288696,
-0.06375324726104736,
-0.015344889834523201,
0.020725522190332413,
-0.012100344523787498,
0.02603607438504696,
-3.071454557357356e-8,
0.056522343307733536,
-0.0005308795953169465,
-0.01994761824607849,
-0.014463141560554504,
0.0901983454823494,
0.07906696945428848,
-0.022810712456703186,
0.12196528911590576,
-0.1034996435046196,
0.06436220556497574,
0.03774891048669815,
-0.05607287213206291,
0.01343473233282566,
-0.0110671017318964,
-0.015008516609668732,
-0.02902332693338394,
0.05016079172492027,
0.003448701463639736,
0.031695056706666946,
0.020856516435742378,
-0.00023340586631093174,
0.029046669602394104,
0.03758475184440613,
0.029928795993328094,
0.0009927949868142605,
-0.009143865667283535,
-0.02088950201869011,
-0.057861730456352234,
-0.02351588010787964,
0.0016590745653957129,
0.022318197414278984,
-0.002644985681399703,
0.044976335018873215,
-0.07994521409273148,
0.05879870057106018,
0.07600854337215424,
-0.09922636300325394,
-0.05867692455649376,
-0.02547040767967701,
-0.09071416407823563,
0.01200822088867426,
-0.01594122126698494,
-0.04588974267244339,
0.09272071719169617,
0.10442115366458893,
-0.010700452141463757,
-0.025369081646203995,
0.01830785907804966,
-0.06528278440237045,
-0.03469866141676903,
-0.04337708652019501,
-0.03285149484872818,
-0.004758017137646675,
-0.028770139440894127,
-0.0020145531743764877,
0.04694496840238571,
-0.009729739278554916,
-0.02175847254693508,
0.13500387966632843,
0.018536992371082306,
-0.0028318329714238644,
0.015283915214240551,
-0.05176946148276329,
0.03362924978137016
] |
1401.3700
|
Matanya Horowitz
|
Matanya B. Horowitz, Nikolai Matni, Joel W. Burdick
|
Convex Relaxations of SE(2) and SE(3) for Visual Pose Estimation
|
ICRA 2014 Preprint
| null | null | null |
cs.CV
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper proposes a new method for rigid body pose estimation based on
spectrahedral representations of the tautological orbitopes of $SE(2)$ and
$SE(3)$. The approach can use dense point cloud data from stereo vision or an
RGB-D sensor (such as the Microsoft Kinect), as well as visual appearance data.
The method is a convex relaxation of the classical pose estimation problem, and
is based on explicit linear matrix inequality (LMI) representations for the
convex hulls of $SE(2)$ and $SE(3)$. Given these representations, the relaxed
pose estimation problem can be framed as a robust least squares problem with
the optimization variable constrained to these convex sets. Although this
formulation is a relaxation of the original problem, numerical experiments
indicate that it is indeed exact - i.e. its solution is a member of $SE(2)$ or
$SE(3)$ - in many interesting settings. We additionally show that this method
is guaranteed to be exact for a large class of pose estimation problems.
|
[
{
"created": "Wed, 15 Jan 2014 18:54:17 GMT",
"version": "v1"
},
{
"created": "Sun, 6 Apr 2014 17:57:31 GMT",
"version": "v2"
}
] |
2014-04-08
|
[
[
"Horowitz",
"Matanya B.",
""
],
[
"Matni",
"Nikolai",
""
],
[
"Burdick",
"Joel W.",
""
]
] |
[
0.03251856938004494,
0.0037596747279167175,
0.025205476209521294,
-0.08619669824838638,
0.019833000376820564,
0.05279974639415741,
0.06333716213703156,
-0.04539196565747261,
-0.0032701098825782537,
0.03650616854429245,
-0.010264859534800053,
-0.028879055753350258,
0.03643254563212395,
-0.02546965889632702,
-0.04392155632376671,
-0.006586408708244562,
0.18274696171283722,
-0.002065293025225401,
-0.03261028602719307,
0.10979209095239639,
-0.03753277659416199,
0.0076843868009746075,
-0.0369165800511837,
0.010994995012879372,
0.02617805264890194,
0.013829752802848816,
0.06196630373597145,
-0.06026128679513931,
-0.036957379430532455,
0.008896660059690475,
-0.015068375505506992,
-0.028526706621050835,
-0.007491980213671923,
-0.050660390406847,
0.01749158836901188,
0.021806783974170685,
-0.027558229863643646,
-0.02787209302186966,
-0.04571075364947319,
0.02732962742447853,
-0.03445006161928177,
0.0685584619641304,
-0.00893012247979641,
0.023728273808956146,
0.10010482370853424,
0.07187879085540771,
0.03863617405295372,
-0.075443334877491,
0.02528153359889984,
-0.03833478316664696,
-0.045707788318395615,
-0.012675482779741287,
0.024198414757847786,
-0.04124388098716736,
-0.0993269756436348,
-0.08988389372825623,
-0.054838426411151886,
-0.03548850119113922,
0.11045697331428528,
0.004657930228859186,
0.08112037926912308,
-0.07001296430826187,
0.06862351298332214,
0.04336445406079292,
-0.010700098238885403,
-0.003236574586480856,
0.03281836956739426,
-0.042071107774972916,
-0.011410149745643139,
0.07258155196905136,
-0.08746910840272903,
0.022457439452409744,
0.017392857000231743,
-0.03911159560084343,
0.017981959506869316,
-0.032754965126514435,
0.09593835473060608,
-0.10437188297510147,
0.0025502790231257677,
-0.037180788815021515,
0.05507101118564606,
-0.010096531361341476,
-0.024304458871483803,
0.03678655996918678,
0.01148616150021553,
0.055928703397512436,
-0.055640995502471924,
0.07153303921222687,
0.0010564019903540611,
-0.0285627618432045,
-0.030491359531879425,
-0.05950814113020897,
-0.004053396638482809,
-0.022391820326447487,
0.0009673103340901434,
-0.02710501104593277,
0.03584442287683487,
0.04373406991362572,
0.06991148740053177,
0.06726344674825668,
-0.020913174375891685,
0.10259953886270523,
0.06370504945516586,
0.025938313454389572,
-0.000253989826887846,
0.0235716812312603,
-0.0171088557690382,
-0.019732337445020676,
0.04382919892668724,
-0.12489216774702072,
0.047345198690891266,
-0.08258334547281265,
0.021180177107453346,
0.04251836985349655,
-0.03758176043629646,
-0.03894004598259926,
0.09017231315374374,
0.03283872455358505,
0.024846315383911133,
-0.048670388758182526,
0.05585913732647896,
-0.0879073366522789,
0.11565176397562027,
0.02133232355117798,
0.031351376324892044,
0.03467017412185669,
-0.07020982354879379,
1.8480705250475447e-33,
-0.02808719500899315,
0.07205910235643387,
0.06904257833957672,
-0.02033877745270729,
0.033921562135219574,
-0.011593074537813663,
-0.010239789262413979,
-0.007099791429936886,
0.024079712107777596,
0.057754382491111755,
-0.03325860947370529,
-0.13624201714992523,
0.07524769753217697,
0.008433875627815723,
0.02840414270758629,
0.011783207766711712,
-0.041233692318201065,
0.02675335481762886,
-0.08650509268045425,
-0.03005414456129074,
-0.02391609363257885,
-0.045461393892765045,
-0.011603958904743195,
-0.020153071731328964,
-0.06713028252124786,
0.01969071477651596,
0.09513124078512192,
0.005214722361415625,
-0.010513507761061192,
-0.02453792095184326,
0.0036214354913681746,
-0.03848598524928093,
0.00581334438174963,
0.049722861498594284,
0.08634515851736069,
-0.019117815420031548,
0.024959621950984,
-0.017629265785217285,
0.02044173702597618,
0.009248664602637291,
0.03501645848155022,
0.11937180906534195,
-0.02750350907444954,
-0.03071698360145092,
-0.026583608239889145,
-0.020300554111599922,
0.00703361164778471,
0.13070476055145264,
-0.0010767626808956265,
-0.03696632757782936,
-0.029967864975333214,
0.018594421446323395,
0.010687342844903469,
-0.03665373474359512,
-0.012429053895175457,
-0.04326578602194786,
-0.08675352483987808,
-0.03801507130265236,
0.034205880016088486,
0.02177850529551506,
-0.04183592274785042,
-0.08471529930830002,
0.04521004483103752,
-0.1086491197347641,
0.042924344539642334,
0.03664528951048851,
-0.029080284759402275,
-0.012015772052109241,
0.083589568734169,
0.07352382689714432,
-0.02709191106259823,
-0.015488915145397186,
0.025282856076955795,
-0.04484926536679268,
0.09404898434877396,
0.027926448732614517,
-0.046616844832897186,
-0.025292420759797096,
-0.030781099572777748,
0.08335475623607635,
-0.070582814514637,
0.0977962464094162,
0.005362917669117451,
-0.04898195341229439,
-0.09670069813728333,
-0.045112453401088715,
0.015256867744028568,
-0.0261923149228096,
-0.0048072449862957,
-0.002060194266960025,
-0.0793052539229393,
-0.057728685438632965,
-0.0764337033033371,
-0.019672395661473274,
0.00009818464604904875,
-8.382205933293952e-34,
0.012728864327073097,
-0.012752453796565533,
-0.03895919770002365,
-0.015688665211200714,
0.014704270288348198,
-0.15659520030021667,
0.003859829856082797,
0.002367402194067836,
-0.026460517197847366,
-0.02855176292359829,
0.01613796129822731,
0.017620019614696503,
-0.013116327114403248,
0.03688985854387283,
0.06065277382731438,
0.07899152487516403,
-0.0569257028400898,
0.0117726381868124,
-0.044885553419589996,
-0.010935056023299694,
0.009250127710402012,
-0.031501103192567825,
0.05139649659395218,
0.0974724069237709,
0.0031054108403623104,
0.1073615625500679,
0.016943898051977158,
0.07050656527280807,
0.01113271526992321,
0.019439926370978355,
-0.033465731889009476,
-0.04735692963004112,
-0.05835987627506256,
0.04105834290385246,
-0.050657689571380615,
0.04919270798563957,
-0.08839940279722214,
0.032509371638298035,
-0.02655177190899849,
0.0441804975271225,
-0.02040204033255577,
0.02399909868836403,
-0.04680324345827103,
0.018779531121253967,
0.03963712602853775,
0.011938614770770073,
0.04915192350745201,
0.07363373786211014,
-0.04165559262037277,
0.007980743423104286,
-0.06536926329135895,
0.013422315008938313,
-0.02906876988708973,
0.03374728187918663,
0.08004944771528244,
-0.05095275864005089,
-0.09026730060577393,
-0.015908528119325638,
0.050112903118133545,
-0.03728625923395157,
-0.03392252326011658,
-0.023047620430588722,
-0.046792592853307724,
0.14091277122497559,
0.031431518495082855,
0.04729398339986801,
0.01757608726620674,
-0.022619329392910004,
-0.050701919943094254,
0.07693595439195633,
-0.04233439639210701,
-0.11795590817928314,
0.0007709169876761734,
0.038813598453998566,
-0.007262235973030329,
-0.06515797227621078,
0.023211494088172913,
0.05542445555329323,
0.06163158267736435,
0.030328067019581795,
0.02450629137456417,
-0.0749179795384407,
0.12154476344585419,
0.05369575321674347,
0.027263399213552475,
0.03051125630736351,
-0.03229057788848877,
0.026718182489275932,
-0.013221574015915394,
0.013564364053308964,
-0.07222269475460052,
-0.0005225369823165238,
0.025226984173059464,
0.03537316247820854,
-0.0025104759261012077,
-4.807872500123267e-8,
-0.06717133522033691,
0.020078079774975777,
0.015827041119337082,
-0.030889715999364853,
-0.03281285986304283,
-0.001014213659800589,
0.00392824737355113,
-0.0024643412325531244,
-0.04481854662299156,
-0.0478396974503994,
0.029139824211597443,
-0.06955385953187943,
0.026956764981150627,
-0.043718427419662476,
-0.04006420448422432,
0.0354662649333477,
-0.004870105534791946,
0.06940833479166031,
-0.03051753155887127,
0.017043637111783028,
-0.029560528695583344,
0.042827315628528595,
-0.015233917161822319,
0.011047436855733395,
0.03651896119117737,
0.01579161360859871,
-0.05621505528688431,
0.0173336174339056,
0.08933909237384796,
0.03405751287937164,
-0.027348456904292107,
0.030557233840227127,
0.08834966272115707,
-0.023218264803290367,
0.0010383825283497572,
-0.03803457319736481,
-0.07850320637226105,
-0.04159151762723923,
-0.018917489796876907,
-0.01678904891014099,
-0.05164097622036934,
0.11612582206726074,
-0.0057152812369167805,
-0.02231735736131668,
0.1246020644903183,
0.14689816534519196,
0.07751858234405518,
-0.005262315273284912,
-0.0743110179901123,
-0.008077360689640045,
-0.0052793556824326515,
-0.05276339128613472,
-0.0016762729501351714,
0.10525066405534744,
-0.038633786141872406,
-0.013045016676187515,
0.02492651343345642,
-0.04989103600382805,
0.06201725825667381,
-0.015285288915038109,
-0.04211945831775665,
0.025053132325410843,
-0.041006479412317276,
-0.03287708759307861
] | null | null | null | null | null | null | null |
[
0.03251856938004494,
0.0037596747279167175,
0.025205476209521294,
-0.08619669824838638,
0.019833000376820564,
0.05279974639415741,
0.06333716213703156,
-0.04539196565747261,
-0.0032701098825782537,
0.03650616854429245,
-0.010264859534800053,
-0.028879055753350258,
0.03643254563212395,
-0.02546965889632702,
-0.04392155632376671,
-0.006586408708244562,
0.18274696171283722,
-0.002065293025225401,
-0.03261028602719307,
0.10979209095239639,
-0.03753277659416199,
0.0076843868009746075,
-0.0369165800511837,
0.010994995012879372,
0.02617805264890194,
0.013829752802848816,
0.06196630373597145,
-0.06026128679513931,
-0.036957379430532455,
0.008896660059690475,
-0.015068375505506992,
-0.028526706621050835,
-0.007491980213671923,
-0.050660390406847,
0.01749158836901188,
0.021806783974170685,
-0.027558229863643646,
-0.02787209302186966,
-0.04571075364947319,
0.02732962742447853,
-0.03445006161928177,
0.0685584619641304,
-0.00893012247979641,
0.023728273808956146,
0.10010482370853424,
0.07187879085540771,
0.03863617405295372,
-0.075443334877491,
0.02528153359889984,
-0.03833478316664696,
-0.045707788318395615,
-0.012675482779741287,
0.024198414757847786,
-0.04124388098716736,
-0.0993269756436348,
-0.08988389372825623,
-0.054838426411151886,
-0.03548850119113922,
0.11045697331428528,
0.004657930228859186,
0.08112037926912308,
-0.07001296430826187,
0.06862351298332214,
0.04336445406079292,
-0.010700098238885403,
-0.003236574586480856,
0.03281836956739426,
-0.042071107774972916,
-0.011410149745643139,
0.07258155196905136,
-0.08746910840272903,
0.022457439452409744,
0.017392857000231743,
-0.03911159560084343,
0.017981959506869316,
-0.032754965126514435,
0.09593835473060608,
-0.10437188297510147,
0.0025502790231257677,
-0.037180788815021515,
0.05507101118564606,
-0.010096531361341476,
-0.024304458871483803,
0.03678655996918678,
0.01148616150021553,
0.055928703397512436,
-0.055640995502471924,
0.07153303921222687,
0.0010564019903540611,
-0.0285627618432045,
-0.030491359531879425,
-0.05950814113020897,
-0.004053396638482809,
-0.022391820326447487,
0.0009673103340901434,
-0.02710501104593277,
0.03584442287683487,
0.04373406991362572,
0.06991148740053177,
0.06726344674825668,
-0.020913174375891685,
0.10259953886270523,
0.06370504945516586,
0.025938313454389572,
-0.000253989826887846,
0.0235716812312603,
-0.0171088557690382,
-0.019732337445020676,
0.04382919892668724,
-0.12489216774702072,
0.047345198690891266,
-0.08258334547281265,
0.021180177107453346,
0.04251836985349655,
-0.03758176043629646,
-0.03894004598259926,
0.09017231315374374,
0.03283872455358505,
0.024846315383911133,
-0.048670388758182526,
0.05585913732647896,
-0.0879073366522789,
0.11565176397562027,
0.02133232355117798,
0.031351376324892044,
0.03467017412185669,
-0.07020982354879379,
1.8480705250475447e-33,
-0.02808719500899315,
0.07205910235643387,
0.06904257833957672,
-0.02033877745270729,
0.033921562135219574,
-0.011593074537813663,
-0.010239789262413979,
-0.007099791429936886,
0.024079712107777596,
0.057754382491111755,
-0.03325860947370529,
-0.13624201714992523,
0.07524769753217697,
0.008433875627815723,
0.02840414270758629,
0.011783207766711712,
-0.041233692318201065,
0.02675335481762886,
-0.08650509268045425,
-0.03005414456129074,
-0.02391609363257885,
-0.045461393892765045,
-0.011603958904743195,
-0.020153071731328964,
-0.06713028252124786,
0.01969071477651596,
0.09513124078512192,
0.005214722361415625,
-0.010513507761061192,
-0.02453792095184326,
0.0036214354913681746,
-0.03848598524928093,
0.00581334438174963,
0.049722861498594284,
0.08634515851736069,
-0.019117815420031548,
0.024959621950984,
-0.017629265785217285,
0.02044173702597618,
0.009248664602637291,
0.03501645848155022,
0.11937180906534195,
-0.02750350907444954,
-0.03071698360145092,
-0.026583608239889145,
-0.020300554111599922,
0.00703361164778471,
0.13070476055145264,
-0.0010767626808956265,
-0.03696632757782936,
-0.029967864975333214,
0.018594421446323395,
0.010687342844903469,
-0.03665373474359512,
-0.012429053895175457,
-0.04326578602194786,
-0.08675352483987808,
-0.03801507130265236,
0.034205880016088486,
0.02177850529551506,
-0.04183592274785042,
-0.08471529930830002,
0.04521004483103752,
-0.1086491197347641,
0.042924344539642334,
0.03664528951048851,
-0.029080284759402275,
-0.012015772052109241,
0.083589568734169,
0.07352382689714432,
-0.02709191106259823,
-0.015488915145397186,
0.025282856076955795,
-0.04484926536679268,
0.09404898434877396,
0.027926448732614517,
-0.046616844832897186,
-0.025292420759797096,
-0.030781099572777748,
0.08335475623607635,
-0.070582814514637,
0.0977962464094162,
0.005362917669117451,
-0.04898195341229439,
-0.09670069813728333,
-0.045112453401088715,
0.015256867744028568,
-0.0261923149228096,
-0.0048072449862957,
-0.002060194266960025,
-0.0793052539229393,
-0.057728685438632965,
-0.0764337033033371,
-0.019672395661473274,
0.00009818464604904875,
-8.382205933293952e-34,
0.012728864327073097,
-0.012752453796565533,
-0.03895919770002365,
-0.015688665211200714,
0.014704270288348198,
-0.15659520030021667,
0.003859829856082797,
0.002367402194067836,
-0.026460517197847366,
-0.02855176292359829,
0.01613796129822731,
0.017620019614696503,
-0.013116327114403248,
0.03688985854387283,
0.06065277382731438,
0.07899152487516403,
-0.0569257028400898,
0.0117726381868124,
-0.044885553419589996,
-0.010935056023299694,
0.009250127710402012,
-0.031501103192567825,
0.05139649659395218,
0.0974724069237709,
0.0031054108403623104,
0.1073615625500679,
0.016943898051977158,
0.07050656527280807,
0.01113271526992321,
0.019439926370978355,
-0.033465731889009476,
-0.04735692963004112,
-0.05835987627506256,
0.04105834290385246,
-0.050657689571380615,
0.04919270798563957,
-0.08839940279722214,
0.032509371638298035,
-0.02655177190899849,
0.0441804975271225,
-0.02040204033255577,
0.02399909868836403,
-0.04680324345827103,
0.018779531121253967,
0.03963712602853775,
0.011938614770770073,
0.04915192350745201,
0.07363373786211014,
-0.04165559262037277,
0.007980743423104286,
-0.06536926329135895,
0.013422315008938313,
-0.02906876988708973,
0.03374728187918663,
0.08004944771528244,
-0.05095275864005089,
-0.09026730060577393,
-0.015908528119325638,
0.050112903118133545,
-0.03728625923395157,
-0.03392252326011658,
-0.023047620430588722,
-0.046792592853307724,
0.14091277122497559,
0.031431518495082855,
0.04729398339986801,
0.01757608726620674,
-0.022619329392910004,
-0.050701919943094254,
0.07693595439195633,
-0.04233439639210701,
-0.11795590817928314,
0.0007709169876761734,
0.038813598453998566,
-0.007262235973030329,
-0.06515797227621078,
0.023211494088172913,
0.05542445555329323,
0.06163158267736435,
0.030328067019581795,
0.02450629137456417,
-0.0749179795384407,
0.12154476344585419,
0.05369575321674347,
0.027263399213552475,
0.03051125630736351,
-0.03229057788848877,
0.026718182489275932,
-0.013221574015915394,
0.013564364053308964,
-0.07222269475460052,
-0.0005225369823165238,
0.025226984173059464,
0.03537316247820854,
-0.0025104759261012077,
-4.807872500123267e-8,
-0.06717133522033691,
0.020078079774975777,
0.015827041119337082,
-0.030889715999364853,
-0.03281285986304283,
-0.001014213659800589,
0.00392824737355113,
-0.0024643412325531244,
-0.04481854662299156,
-0.0478396974503994,
0.029139824211597443,
-0.06955385953187943,
0.026956764981150627,
-0.043718427419662476,
-0.04006420448422432,
0.0354662649333477,
-0.004870105534791946,
0.06940833479166031,
-0.03051753155887127,
0.017043637111783028,
-0.029560528695583344,
0.042827315628528595,
-0.015233917161822319,
0.011047436855733395,
0.03651896119117737,
0.01579161360859871,
-0.05621505528688431,
0.0173336174339056,
0.08933909237384796,
0.03405751287937164,
-0.027348456904292107,
0.030557233840227127,
0.08834966272115707,
-0.023218264803290367,
0.0010383825283497572,
-0.03803457319736481,
-0.07850320637226105,
-0.04159151762723923,
-0.018917489796876907,
-0.01678904891014099,
-0.05164097622036934,
0.11612582206726074,
-0.0057152812369167805,
-0.02231735736131668,
0.1246020644903183,
0.14689816534519196,
0.07751858234405518,
-0.005262315273284912,
-0.0743110179901123,
-0.008077360689640045,
-0.0052793556824326515,
-0.05276339128613472,
-0.0016762729501351714,
0.10525066405534744,
-0.038633786141872406,
-0.013045016676187515,
0.02492651343345642,
-0.04989103600382805,
0.06201725825667381,
-0.015285288915038109,
-0.04211945831775665,
0.025053132325410843,
-0.041006479412317276,
-0.03287708759307861
] |
1401.3709
|
Antonino Di Piazza
|
Norman Neitz, Naveen Kumar, Felix Mackenroth, Karen Z. Hatsagortsyan,
Christoph H. Keitel, and Antonino Di Piazza
|
Novel aspects of radiation reaction in the classical and the quantum
regime
|
13 pages, 3 figures, Proceedings of the LPHYS'13 Workshop
| null |
10.1088/1742-6596/497/1/012015
| null |
hep-ph physics.plasm-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This work is dedicated to the study of radiation reaction signatures in the
framework of classical and quantum electrodynamics. Since there has been no
distinct experimental validation of radiation reaction and its underlying
equations so far and its impact is expected to be substantial for the
construction of new experimental devices, e.g., quantum x-free electron lasers,
a profound understanding of radiation reaction effects is of special interest.
Here, we describe how the inclusion of quantum radiation reaction effects
changes the dynamics of ultra-relativistic electron beams colliding with
intense laser pulses significantly. Thereafter, the angular distribution of
emitted radiation is demonstrated to be strongly altered in the quantum
framework, if in addition to single photon emission also higher order photon
emissions are considered. Furthermore, stimulated Raman scattering of an
ultra-intense laser pulse in plasmas is examined and forward Raman scattering
is found to be significantly increased by the inclusion of radiation reaction
effects in the classical regime. The numerical simulations in this work show
the feasibility of an experimental verification of the predicted effects with
presently available lasers and electron accelerators.
|
[
{
"created": "Mon, 13 Jan 2014 15:29:01 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Neitz",
"Norman",
""
],
[
"Kumar",
"Naveen",
""
],
[
"Mackenroth",
"Felix",
""
],
[
"Hatsagortsyan",
"Karen Z.",
""
],
[
"Keitel",
"Christoph H.",
""
],
[
"Di Piazza",
"Antonino",
""
]
] |
[
-0.046104855835437775,
-0.036034464836120605,
0.008176896721124649,
0.06804994493722916,
0.0003350908518768847,
0.03266827389597893,
-0.03732455521821976,
-0.016785547137260437,
0.011443325318396091,
-0.082614466547966,
0.061101771891117096,
-0.06583970040082932,
0.021441593766212463,
-0.0325128510594368,
0.0407738983631134,
0.025610970333218575,
0.013675534166395664,
0.0049718995578587055,
0.003279034048318863,
0.006404343992471695,
-0.013011723756790161,
-0.08672170341014862,
0.06141430512070656,
-0.01543787308037281,
0.06040244176983833,
-0.028924670070409775,
0.06044137850403786,
-0.024734115228056908,
-0.04925317317247391,
0.06493213772773743,
0.1332608461380005,
-0.012018678709864616,
-0.12165132910013199,
0.06664497405290604,
-0.00039242891944013536,
-0.01526703778654337,
0.07173841446638107,
-0.08648134768009186,
-0.07352466136217117,
-0.036966994404792786,
0.015338038094341755,
-0.013218721374869347,
-0.06097041070461273,
0.002151735592633486,
0.07746150344610214,
-0.012882295064628124,
0.09573443979024887,
-0.06639186292886734,
-0.05328087881207466,
0.0018726733978837729,
0.0435262992978096,
0.001946349162608385,
-0.02238304354250431,
-0.04479138180613518,
0.03221548721194267,
-0.016503185033798218,
0.00020413508173078299,
-0.057196810841560364,
0.01414983905851841,
0.0016169494483619928,
-0.03760071098804474,
-0.007470938842743635,
-0.034477077424526215,
0.028302950784564018,
0.02362848073244095,
-0.007921240292489529,
-0.0567532479763031,
0.008819472044706345,
-0.02799157425761223,
0.07879305630922318,
-0.06356216967105865,
-0.026488354429602623,
-0.01110129989683628,
-0.04079148918390274,
-0.05251091718673706,
-0.06066844239830971,
-0.015665655955672264,
0.07602325826883316,
-0.05931255221366882,
0.005432277452200651,
0.039054036140441895,
-0.06264302879571915,
-0.06885086745023727,
0.01741158775985241,
-0.03659862279891968,
0.04583685100078583,
0.01584295742213726,
0.05792676657438278,
-0.05495443567633629,
0.0003806839813478291,
0.01815691776573658,
-0.07130913436412811,
0.041089460253715515,
-0.012098015286028385,
0.038068968802690506,
0.044999416917562485,
0.08134816586971283,
-0.06528542935848236,
0.024480678141117096,
-0.019046157598495483,
0.01026697363704443,
-0.022388489916920662,
0.018666844815015793,
0.052965160459280014,
-0.05448714643716812,
0.0028506480157375336,
0.002239621477201581,
0.09157232195138931,
-0.10539652407169342,
-0.024567710235714912,
0.07581109553575516,
-0.10473456978797913,
-0.06101158261299133,
-0.03403998911380768,
-0.0014822612283751369,
0.07187683880329132,
-0.024352705106139183,
-0.048703648149967194,
-0.016894351691007614,
-0.07028577476739883,
-0.07757186144590378,
0.010735150426626205,
0.051939986646175385,
0.010489455424249172,
0.04361564666032791,
0.021435530856251717,
-0.11152741312980652,
1.2426053436916474e-33,
0.04309350624680519,
0.08379220962524414,
-0.05983339995145798,
-0.06363175064325333,
0.09876193106174469,
0.017475664615631104,
0.1468195766210556,
0.025921795517206192,
-0.07134991139173508,
-0.04989018663764,
-0.002602284075692296,
0.011895831674337387,
0.10369034111499786,
-0.05052856355905533,
-0.017249975353479385,
0.014579415321350098,
0.013316893018782139,
0.0779360756278038,
-0.012033459730446339,
0.059056248515844345,
-0.012476532720029354,
-0.009916589595377445,
-0.010241154581308365,
0.07845199108123779,
-0.10528858751058578,
0.027674179524183273,
-0.07192545384168625,
0.05133352801203728,
-0.042064119130373,
-0.017318282276391983,
-0.04960592836141586,
0.13356439769268036,
0.022558176890015602,
-0.0008948451722972095,
0.046603862196207047,
0.02796182595193386,
-0.061424724757671356,
0.013410659506917,
0.02216426283121109,
0.0060263024643063545,
-0.02464097924530506,
-0.00885250698775053,
-0.037125471979379654,
-0.03276796638965607,
0.024526288732886314,
0.006487798877060413,
-0.08481937646865845,
-0.0279618501663208,
0.03731000795960426,
-0.01652105338871479,
-0.002444849582388997,
0.011589809320867062,
0.015378780663013458,
-0.023429421707987785,
0.03215545788407326,
0.009245333261787891,
0.0430234931409359,
0.06582793593406677,
-0.024054719135165215,
-0.03764640539884567,
0.006520361173897982,
-0.01713658683001995,
0.019320374354720116,
0.0033855040092021227,
-0.0693601742386818,
0.04765991494059563,
-0.011908494867384434,
0.004123328719288111,
0.02016797475516796,
0.06669445335865021,
-0.02040243148803711,
0.09762571007013321,
0.066514752805233,
-0.026028871536254883,
0.12494715303182602,
0.05671723186969757,
-0.017792748287320137,
0.13997550308704376,
0.019190123304724693,
0.051756709814071655,
0.02591601386666298,
-0.02491607517004013,
0.03659955784678459,
-0.032725170254707336,
0.04746779426932335,
-0.0206039696931839,
-0.09841707348823547,
0.014043716713786125,
-0.030837006866931915,
0.031676940619945526,
0.0113147534430027,
-0.009237272664904594,
-0.0173761285841465,
-0.05603210628032684,
-0.05832367017865181,
-3.179755932670459e-33,
0.03904347121715546,
0.05774770304560661,
0.0062282271683216095,
0.007686328142881393,
0.022008532658219337,
0.05249651148915291,
-0.056586503982543945,
0.0009513011900708079,
0.021152276545763016,
-0.025653624907135963,
0.046394217759370804,
0.019709086045622826,
-0.035071857273578644,
-0.00008169971988536417,
-0.022117815911769867,
-0.03539912775158882,
0.0031394625548273325,
0.0023087214212864637,
0.03571883961558342,
-0.05340973660349846,
0.04298313707113266,
0.012582235969603062,
0.05159960687160492,
-0.00650436244904995,
0.07354868203401566,
-0.048528850078582764,
0.10077406466007233,
-0.08854060620069504,
-0.006540283095091581,
-0.062345147132873535,
-0.036395326256752014,
-0.0756206065416336,
-0.06724522262811661,
0.02978832647204399,
0.04104703292250633,
-0.01661052741110325,
0.011735891923308372,
0.041167180985212326,
0.05216400697827339,
-0.08808040618896484,
0.0467047356069088,
0.0009808472823351622,
0.004625266417860985,
0.06338949501514435,
0.05965045839548111,
0.008230755105614662,
-0.06329137831926346,
-0.025594618171453476,
-0.009671872481703758,
-0.009542574174702168,
-0.061789363622665405,
0.00814965832978487,
0.05319295451045036,
0.02259412221610546,
-0.04873025044798851,
0.02221956104040146,
0.08652178943157196,
0.015258102677762508,
0.07677168399095535,
0.007864006794989109,
-0.07931062579154968,
-0.00010788807412609458,
0.05268161743879318,
-0.004376687575131655,
-0.03826684132218361,
-0.05101237818598747,
-0.07007592916488647,
0.04257462918758392,
0.042519453912973404,
-0.08615648746490479,
0.014163094572722912,
-0.07861830294132233,
-0.027553724125027657,
0.05695868656039238,
-0.06840073317289352,
-0.01211740355938673,
0.052550822496414185,
-0.07044311612844467,
-0.006250578910112381,
-0.013468611985445023,
0.0015660622157156467,
0.08120237290859222,
-0.010807187296450138,
-0.07033444941043854,
0.05319662019610405,
0.025592301040887833,
-0.0187115166336298,
0.01707768812775612,
-0.005358107388019562,
-0.09519932419061661,
0.036357276141643524,
0.026212304830551147,
0.06893271207809448,
-0.08321772515773773,
0.08099381625652313,
-4.9950294567224773e-8,
-0.013857525773346424,
0.0022591007873415947,
-0.04583221301436424,
0.07908143103122711,
0.11103086918592453,
0.04014148190617561,
-0.047543950378894806,
-0.022312473505735397,
0.015404016710817814,
-0.054382357746362686,
-0.004656318109482527,
-0.025141671299934387,
-0.041956327855587006,
0.053919848054647446,
-0.04996154457330704,
0.014582721516489983,
0.03248024359345436,
-0.11585764586925507,
-0.0066681839525699615,
0.04846055433154106,
-0.02895660512149334,
-0.0004420188197400421,
0.08388470858335495,
0.007708277087658644,
-0.04059517756104469,
-0.016755102202296257,
0.000499031157232821,
0.013524431735277176,
-0.04089827090501785,
-0.02084282785654068,
-0.03295079991221428,
-0.09600414335727692,
0.00019739169511012733,
0.03747861087322235,
-0.061456818133592606,
-0.05175825580954552,
-0.04394034668803215,
-0.017486633732914925,
0.04771126061677933,
-0.0000015357614984168322,
-0.033812232315540314,
0.0020452565513551235,
0.03233702853322029,
0.0594562403857708,
-0.0039709219709038734,
0.13548623025417328,
-0.041794270277023315,
-0.10250739753246307,
-0.013652436435222626,
0.08331979066133499,
0.005804163869470358,
-0.0235349889844656,
0.036504559218883514,
-0.12600387632846832,
-0.06412656605243683,
0.0652167797088623,
0.0329490527510643,
-0.01197943463921547,
0.09254460781812668,
-0.02091485634446144,
0.18350261449813843,
-0.03723548725247383,
0.03335242345929146,
0.07766351103782654
] | null | null | null | null | null | null | null |
[
-0.046104855835437775,
-0.036034464836120605,
0.008176896721124649,
0.06804994493722916,
0.0003350908518768847,
0.03266827389597893,
-0.03732455521821976,
-0.016785547137260437,
0.011443325318396091,
-0.082614466547966,
0.061101771891117096,
-0.06583970040082932,
0.021441593766212463,
-0.0325128510594368,
0.0407738983631134,
0.025610970333218575,
0.013675534166395664,
0.0049718995578587055,
0.003279034048318863,
0.006404343992471695,
-0.013011723756790161,
-0.08672170341014862,
0.06141430512070656,
-0.01543787308037281,
0.06040244176983833,
-0.028924670070409775,
0.06044137850403786,
-0.024734115228056908,
-0.04925317317247391,
0.06493213772773743,
0.1332608461380005,
-0.012018678709864616,
-0.12165132910013199,
0.06664497405290604,
-0.00039242891944013536,
-0.01526703778654337,
0.07173841446638107,
-0.08648134768009186,
-0.07352466136217117,
-0.036966994404792786,
0.015338038094341755,
-0.013218721374869347,
-0.06097041070461273,
0.002151735592633486,
0.07746150344610214,
-0.012882295064628124,
0.09573443979024887,
-0.06639186292886734,
-0.05328087881207466,
0.0018726733978837729,
0.0435262992978096,
0.001946349162608385,
-0.02238304354250431,
-0.04479138180613518,
0.03221548721194267,
-0.016503185033798218,
0.00020413508173078299,
-0.057196810841560364,
0.01414983905851841,
0.0016169494483619928,
-0.03760071098804474,
-0.007470938842743635,
-0.034477077424526215,
0.028302950784564018,
0.02362848073244095,
-0.007921240292489529,
-0.0567532479763031,
0.008819472044706345,
-0.02799157425761223,
0.07879305630922318,
-0.06356216967105865,
-0.026488354429602623,
-0.01110129989683628,
-0.04079148918390274,
-0.05251091718673706,
-0.06066844239830971,
-0.015665655955672264,
0.07602325826883316,
-0.05931255221366882,
0.005432277452200651,
0.039054036140441895,
-0.06264302879571915,
-0.06885086745023727,
0.01741158775985241,
-0.03659862279891968,
0.04583685100078583,
0.01584295742213726,
0.05792676657438278,
-0.05495443567633629,
0.0003806839813478291,
0.01815691776573658,
-0.07130913436412811,
0.041089460253715515,
-0.012098015286028385,
0.038068968802690506,
0.044999416917562485,
0.08134816586971283,
-0.06528542935848236,
0.024480678141117096,
-0.019046157598495483,
0.01026697363704443,
-0.022388489916920662,
0.018666844815015793,
0.052965160459280014,
-0.05448714643716812,
0.0028506480157375336,
0.002239621477201581,
0.09157232195138931,
-0.10539652407169342,
-0.024567710235714912,
0.07581109553575516,
-0.10473456978797913,
-0.06101158261299133,
-0.03403998911380768,
-0.0014822612283751369,
0.07187683880329132,
-0.024352705106139183,
-0.048703648149967194,
-0.016894351691007614,
-0.07028577476739883,
-0.07757186144590378,
0.010735150426626205,
0.051939986646175385,
0.010489455424249172,
0.04361564666032791,
0.021435530856251717,
-0.11152741312980652,
1.2426053436916474e-33,
0.04309350624680519,
0.08379220962524414,
-0.05983339995145798,
-0.06363175064325333,
0.09876193106174469,
0.017475664615631104,
0.1468195766210556,
0.025921795517206192,
-0.07134991139173508,
-0.04989018663764,
-0.002602284075692296,
0.011895831674337387,
0.10369034111499786,
-0.05052856355905533,
-0.017249975353479385,
0.014579415321350098,
0.013316893018782139,
0.0779360756278038,
-0.012033459730446339,
0.059056248515844345,
-0.012476532720029354,
-0.009916589595377445,
-0.010241154581308365,
0.07845199108123779,
-0.10528858751058578,
0.027674179524183273,
-0.07192545384168625,
0.05133352801203728,
-0.042064119130373,
-0.017318282276391983,
-0.04960592836141586,
0.13356439769268036,
0.022558176890015602,
-0.0008948451722972095,
0.046603862196207047,
0.02796182595193386,
-0.061424724757671356,
0.013410659506917,
0.02216426283121109,
0.0060263024643063545,
-0.02464097924530506,
-0.00885250698775053,
-0.037125471979379654,
-0.03276796638965607,
0.024526288732886314,
0.006487798877060413,
-0.08481937646865845,
-0.0279618501663208,
0.03731000795960426,
-0.01652105338871479,
-0.002444849582388997,
0.011589809320867062,
0.015378780663013458,
-0.023429421707987785,
0.03215545788407326,
0.009245333261787891,
0.0430234931409359,
0.06582793593406677,
-0.024054719135165215,
-0.03764640539884567,
0.006520361173897982,
-0.01713658683001995,
0.019320374354720116,
0.0033855040092021227,
-0.0693601742386818,
0.04765991494059563,
-0.011908494867384434,
0.004123328719288111,
0.02016797475516796,
0.06669445335865021,
-0.02040243148803711,
0.09762571007013321,
0.066514752805233,
-0.026028871536254883,
0.12494715303182602,
0.05671723186969757,
-0.017792748287320137,
0.13997550308704376,
0.019190123304724693,
0.051756709814071655,
0.02591601386666298,
-0.02491607517004013,
0.03659955784678459,
-0.032725170254707336,
0.04746779426932335,
-0.0206039696931839,
-0.09841707348823547,
0.014043716713786125,
-0.030837006866931915,
0.031676940619945526,
0.0113147534430027,
-0.009237272664904594,
-0.0173761285841465,
-0.05603210628032684,
-0.05832367017865181,
-3.179755932670459e-33,
0.03904347121715546,
0.05774770304560661,
0.0062282271683216095,
0.007686328142881393,
0.022008532658219337,
0.05249651148915291,
-0.056586503982543945,
0.0009513011900708079,
0.021152276545763016,
-0.025653624907135963,
0.046394217759370804,
0.019709086045622826,
-0.035071857273578644,
-0.00008169971988536417,
-0.022117815911769867,
-0.03539912775158882,
0.0031394625548273325,
0.0023087214212864637,
0.03571883961558342,
-0.05340973660349846,
0.04298313707113266,
0.012582235969603062,
0.05159960687160492,
-0.00650436244904995,
0.07354868203401566,
-0.048528850078582764,
0.10077406466007233,
-0.08854060620069504,
-0.006540283095091581,
-0.062345147132873535,
-0.036395326256752014,
-0.0756206065416336,
-0.06724522262811661,
0.02978832647204399,
0.04104703292250633,
-0.01661052741110325,
0.011735891923308372,
0.041167180985212326,
0.05216400697827339,
-0.08808040618896484,
0.0467047356069088,
0.0009808472823351622,
0.004625266417860985,
0.06338949501514435,
0.05965045839548111,
0.008230755105614662,
-0.06329137831926346,
-0.025594618171453476,
-0.009671872481703758,
-0.009542574174702168,
-0.061789363622665405,
0.00814965832978487,
0.05319295451045036,
0.02259412221610546,
-0.04873025044798851,
0.02221956104040146,
0.08652178943157196,
0.015258102677762508,
0.07677168399095535,
0.007864006794989109,
-0.07931062579154968,
-0.00010788807412609458,
0.05268161743879318,
-0.004376687575131655,
-0.03826684132218361,
-0.05101237818598747,
-0.07007592916488647,
0.04257462918758392,
0.042519453912973404,
-0.08615648746490479,
0.014163094572722912,
-0.07861830294132233,
-0.027553724125027657,
0.05695868656039238,
-0.06840073317289352,
-0.01211740355938673,
0.052550822496414185,
-0.07044311612844467,
-0.006250578910112381,
-0.013468611985445023,
0.0015660622157156467,
0.08120237290859222,
-0.010807187296450138,
-0.07033444941043854,
0.05319662019610405,
0.025592301040887833,
-0.0187115166336298,
0.01707768812775612,
-0.005358107388019562,
-0.09519932419061661,
0.036357276141643524,
0.026212304830551147,
0.06893271207809448,
-0.08321772515773773,
0.08099381625652313,
-4.9950294567224773e-8,
-0.013857525773346424,
0.0022591007873415947,
-0.04583221301436424,
0.07908143103122711,
0.11103086918592453,
0.04014148190617561,
-0.047543950378894806,
-0.022312473505735397,
0.015404016710817814,
-0.054382357746362686,
-0.004656318109482527,
-0.025141671299934387,
-0.041956327855587006,
0.053919848054647446,
-0.04996154457330704,
0.014582721516489983,
0.03248024359345436,
-0.11585764586925507,
-0.0066681839525699615,
0.04846055433154106,
-0.02895660512149334,
-0.0004420188197400421,
0.08388470858335495,
0.007708277087658644,
-0.04059517756104469,
-0.016755102202296257,
0.000499031157232821,
0.013524431735277176,
-0.04089827090501785,
-0.02084282785654068,
-0.03295079991221428,
-0.09600414335727692,
0.00019739169511012733,
0.03747861087322235,
-0.061456818133592606,
-0.05175825580954552,
-0.04394034668803215,
-0.017486633732914925,
0.04771126061677933,
-0.0000015357614984168322,
-0.033812232315540314,
0.0020452565513551235,
0.03233702853322029,
0.0594562403857708,
-0.0039709219709038734,
0.13548623025417328,
-0.041794270277023315,
-0.10250739753246307,
-0.013652436435222626,
0.08331979066133499,
0.005804163869470358,
-0.0235349889844656,
0.036504559218883514,
-0.12600387632846832,
-0.06412656605243683,
0.0652167797088623,
0.0329490527510643,
-0.01197943463921547,
0.09254460781812668,
-0.02091485634446144,
0.18350261449813843,
-0.03723548725247383,
0.03335242345929146,
0.07766351103782654
] |
1401.3714
|
Rafael Mendes de Oliveira
|
Zeev Dvir, Rafael Oliveira, Amir Shpilka
|
Testing Equivalence of Polynomials under Shifts
| null | null | null | null |
cs.CC
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Two polynomials $f, g \in \mathbb{F}[x_1, \ldots, x_n]$ are called
shift-equivalent if there exists a vector $(a_1, \ldots, a_n) \in \mathbb{F}^n$
such that the polynomial identity $f(x_1+a_1, \ldots, x_n+a_n) \equiv
g(x_1,\ldots,x_n)$ holds. Our main result is a new randomized algorithm that
tests whether two given polynomials are shift equivalent. Our algorithm runs in
time polynomial in the circuit size of the polynomials, to which it is given
black box access. This complements a previous work of Grigoriev (Theoretical
Computer Science, 1997) who gave a deterministic algorithm running in time
$n^{O(d)}$ for degree $d$ polynomials.
Our algorithm uses randomness only to solve instances of the Polynomial
Identity Testing (PIT) problem. Hence, if one could de-randomize PIT (a
long-standing open problem in complexity) a de-randomization of our algorithm
would follow. This establishes an equivalence between de-randomizing
shift-equivalence testing and de-randomizing PIT (both in the black-box and the
white-box setting). For certain restricted models, such as Read Once Branching
Programs, we already obtain a deterministic algorithm using existing PIT
results.
|
[
{
"created": "Wed, 15 Jan 2014 19:29:48 GMT",
"version": "v1"
},
{
"created": "Wed, 19 Feb 2014 05:03:55 GMT",
"version": "v2"
}
] |
2014-02-20
|
[
[
"Dvir",
"Zeev",
""
],
[
"Oliveira",
"Rafael",
""
],
[
"Shpilka",
"Amir",
""
]
] |
[
-0.16270816326141357,
0.010913134552538395,
-0.005969662219285965,
0.044426411390304565,
0.04823822155594826,
-0.07859137654304504,
0.04318946599960327,
-0.08518241345882416,
0.02818351797759533,
-0.05299907550215721,
-0.049181364476680756,
-0.00016615318600088358,
-0.01971161924302578,
-0.0405755378305912,
-0.016247037798166275,
-0.029368193820118904,
-0.007974057458341122,
0.06744787096977234,
0.05648055300116539,
0.03433533012866974,
-0.03781010955572128,
-0.08934471756219864,
-0.09203172475099564,
-0.007413421291857958,
0.01879434660077095,
-0.0607774518430233,
0.0002843015536200255,
0.003742292756214738,
-0.04057283326983452,
-0.008362135849893093,
0.07555390149354935,
0.07458365708589554,
0.049496233463287354,
-0.006116798613220453,
-0.01621132344007492,
0.08186675608158112,
-0.013104875572025776,
0.0534759946167469,
0.05703255906701088,
0.029158975929021835,
0.0030975996050983667,
0.024773702025413513,
0.011020418256521225,
0.028654901310801506,
-0.028306040912866592,
-0.0007802812033332884,
0.01724298670887947,
0.01885245181620121,
-0.0580868162214756,
-0.04154662415385246,
0.022447722032666206,
0.05702437460422516,
-0.04675370082259178,
0.05715746805071831,
-0.03183678537607193,
-0.12108831852674484,
0.06689812988042831,
-0.0011247755028307438,
-0.04850669577717781,
0.021817931905388832,
0.010751640424132347,
-0.03398151323199272,
-0.001180178951472044,
0.003952322527766228,
0.006504499353468418,
0.03387046232819557,
0.08882977813482285,
-0.017222898080945015,
0.009279487654566765,
0.09288281947374344,
0.003767815651372075,
0.09214429557323456,
-0.05788697302341461,
0.027136480435729027,
0.014820946380496025,
0.04518866911530495,
-0.03354949504137039,
-0.027151642367243767,
-0.060966745018959045,
-0.007897485978901386,
0.030842408537864685,
-0.015581837855279446,
0.04750252887606621,
-0.056327641010284424,
0.015485183335840702,
-0.018224896863102913,
-0.0386979803442955,
0.035256899893283844,
0.04834827780723572,
-0.05467003583908081,
-0.06610502302646637,
0.05041510984301567,
-0.03750896081328392,
0.0424932986497879,
0.0636688843369484,
-0.023006407544016838,
0.04352296516299248,
0.023989856243133545,
0.07196532934904099,
0.0837135836482048,
-0.026291880756616592,
0.02297249063849449,
-0.011540877632796764,
-0.07333163917064667,
0.06092626601457596,
0.050216153264045715,
0.00038761465111747384,
-0.03310685232281685,
-0.01339674461632967,
-0.08773407340049744,
0.047693151980638504,
0.006081694737076759,
0.05186488479375839,
0.09234397113323212,
-0.0038942729588598013,
0.019859028980135918,
-0.0492565743625164,
0.02936013974249363,
0.013556708581745625,
0.038410719484090805,
0.009650323539972305,
0.03541035205125809,
-0.002759886672720313,
0.012519218027591705,
0.013528910465538502,
0.061313558369874954,
-0.015053867362439632,
2.5751799025883633e-33,
0.02711581438779831,
0.017282091081142426,
0.013430016115307808,
-0.01259430218487978,
0.09972894936800003,
0.060682669281959534,
0.0560268759727478,
0.05054823309183121,
-0.010892331600189209,
0.053213123232126236,
-0.03272417560219765,
0.09907443076372147,
0.02060380019247532,
-0.0507015585899353,
0.08496390283107758,
0.04603134095668793,
-0.008063123561441898,
0.00584522495046258,
0.066623255610466,
-0.05414571613073349,
0.11949504166841507,
-0.06114041805267334,
-0.05829866975545883,
-0.030759774148464203,
-0.005386014934629202,
-0.036523979157209396,
0.009128570556640625,
-0.028787797316908836,
0.04603822901844978,
-0.006774967536330223,
-0.09569527208805084,
0.035892780870199203,
0.008072308264672756,
0.0733647495508194,
0.054244495928287506,
-0.02273263782262802,
0.039396997541189194,
-0.04485200718045235,
-0.08228708803653717,
-0.0604306124150753,
0.0023127971217036247,
-0.024572180584073067,
0.04013817384839058,
-0.06806053221225739,
-0.04051988571882248,
-0.09605630487203598,
-0.07116399705410004,
0.012969269417226315,
-0.009971280582249165,
0.021585697308182716,
0.07328524440526962,
-0.007981627248227596,
-0.08985082060098648,
-0.0653563141822815,
-0.043326396495103836,
-0.003110193181782961,
0.010043643414974213,
0.04531324654817581,
0.058761775493621826,
0.17878051102161407,
-0.05467117205262184,
-0.03238065540790558,
-0.055789437144994736,
-0.030637124553322792,
-0.023594550788402557,
0.05309895798563957,
-0.0690256804227829,
-0.11691274493932724,
0.020838899537920952,
0.053692132234573364,
0.020525403320789337,
-0.015779240056872368,
-0.08284933120012283,
-0.03677233308553696,
0.03914118558168411,
0.011869299225509167,
0.03145713731646538,
-0.02100096456706524,
-0.0048208655789494514,
-0.05376264452934265,
-0.045302361249923706,
0.05364261567592621,
0.020612744614481926,
-0.040752679109573364,
-0.057179681956768036,
-0.0702100619673729,
-0.043138835579156876,
-0.01534866914153099,
-0.0785304456949234,
-0.07148353010416031,
-0.06487985700368881,
0.029070008546113968,
0.0009967873338609934,
0.01568644493818283,
0.09255014359951019,
-3.959453621389205e-33,
-0.09474017471075058,
-0.09070301055908203,
0.045828886330127716,
0.105903260409832,
0.03780291974544525,
0.004891859367489815,
-0.0218151044100523,
-0.08726979792118073,
0.038127437233924866,
-0.048696789890527725,
-0.033488690853118896,
0.01457261759787798,
0.020136676728725433,
0.049630820751190186,
-0.032579485327005386,
0.007675827015191317,
0.04742524027824402,
0.06594927608966827,
-0.03219980373978615,
0.037639036774635315,
0.06710587441921234,
0.1423468142747879,
-0.039502620697021484,
-0.03345499187707901,
0.005564006045460701,
-0.0011425999691709876,
0.008581526577472687,
0.022596266120672226,
0.026874510571360588,
0.040966443717479706,
-0.039207566529512405,
0.025557518005371094,
-0.055208392441272736,
0.04588333144783974,
0.0651136040687561,
0.04028739780187607,
-0.004745960235595703,
0.0009577320888638496,
0.007009877823293209,
0.05968852713704109,
-0.010609718970954418,
-0.003218672703951597,
0.01215475331991911,
-0.007709428668022156,
0.09708308428525925,
0.017906809225678444,
-0.08320426195859909,
0.04160632565617561,
0.07761717587709427,
0.0370691679418087,
0.021384721621870995,
-0.0014677421422675252,
-0.0333632230758667,
0.028637632727622986,
-0.04213143512606621,
0.01065437588840723,
-0.08665910363197327,
0.07362685352563858,
0.0011820299550890923,
0.016935547813773155,
0.026632416993379593,
-0.004458624869585037,
-0.017985085025429726,
0.028406213968992233,
0.008935840800404549,
-0.04016590863466263,
-0.01497154962271452,
-0.059077512472867966,
0.035225145518779755,
0.0405464731156826,
0.061913106590509415,
-0.05296964943408966,
-0.07406184822320938,
0.022903598845005035,
-0.08096177130937576,
-0.037363726645708084,
0.07490144670009613,
-0.00730186328291893,
-0.07077137380838394,
-0.005562752019613981,
0.02286410704255104,
-0.03569253534078598,
0.034506071358919144,
-0.028809357434511185,
-0.08099200576543808,
0.048364292830228806,
0.0712185949087143,
-0.05315230414271355,
0.06511358171701431,
-0.05964094027876854,
-0.06065468490123749,
0.047902751713991165,
-0.0050096893683075905,
-0.05695321783423424,
0.012586471624672413,
-4.84196540639914e-8,
0.04002474993467331,
-0.004982832353562117,
-0.07653053104877472,
0.022130204364657402,
0.0732274278998375,
-0.0682319924235344,
-0.014581874012947083,
-0.034757956862449646,
-0.03352254256606102,
-0.11426807940006256,
0.05932169407606125,
0.04192725569009781,
0.01912583038210869,
0.02748391218483448,
-0.018580835312604904,
0.04784665256738663,
-0.0557946041226387,
-0.05507523566484451,
-0.016990533098578453,
0.003227043431252241,
-0.10993293672800064,
0.013492495752871037,
0.0038346967194229364,
0.01082529965788126,
-0.11097363382577896,
-0.06399179995059967,
0.08647234737873077,
-0.07830851525068283,
0.14197897911071777,
0.09948909282684326,
-0.0421583466231823,
0.011563955806195736,
0.050264615565538406,
0.021170634776353836,
0.053168002516031265,
0.05063818767666817,
-0.03686648607254028,
0.04313766956329346,
0.0074183400720357895,
0.0006312545738182962,
-0.005023902282118797,
-0.02041122131049633,
-0.03630664572119713,
-0.03279980272054672,
-0.03642195835709572,
-0.0779472067952156,
0.03009871020913124,
-0.05064721032977104,
-0.11098285764455795,
0.06777874380350113,
0.04748118296265602,
0.024214645847678185,
-0.043484583497047424,
-0.03803199529647827,
-0.013805949129164219,
0.0873798280954361,
-0.05571087822318077,
-0.11023879796266556,
0.029430478811264038,
0.011348617263138294,
-0.013693416491150856,
-0.03835951164364815,
0.028322814032435417,
-0.00452029425650835
] | null | null | null | null | null | null | null |
[
-0.16270816326141357,
0.010913134552538395,
-0.005969662219285965,
0.044426411390304565,
0.04823822155594826,
-0.07859137654304504,
0.04318946599960327,
-0.08518241345882416,
0.02818351797759533,
-0.05299907550215721,
-0.049181364476680756,
-0.00016615318600088358,
-0.01971161924302578,
-0.0405755378305912,
-0.016247037798166275,
-0.029368193820118904,
-0.007974057458341122,
0.06744787096977234,
0.05648055300116539,
0.03433533012866974,
-0.03781010955572128,
-0.08934471756219864,
-0.09203172475099564,
-0.007413421291857958,
0.01879434660077095,
-0.0607774518430233,
0.0002843015536200255,
0.003742292756214738,
-0.04057283326983452,
-0.008362135849893093,
0.07555390149354935,
0.07458365708589554,
0.049496233463287354,
-0.006116798613220453,
-0.01621132344007492,
0.08186675608158112,
-0.013104875572025776,
0.0534759946167469,
0.05703255906701088,
0.029158975929021835,
0.0030975996050983667,
0.024773702025413513,
0.011020418256521225,
0.028654901310801506,
-0.028306040912866592,
-0.0007802812033332884,
0.01724298670887947,
0.01885245181620121,
-0.0580868162214756,
-0.04154662415385246,
0.022447722032666206,
0.05702437460422516,
-0.04675370082259178,
0.05715746805071831,
-0.03183678537607193,
-0.12108831852674484,
0.06689812988042831,
-0.0011247755028307438,
-0.04850669577717781,
0.021817931905388832,
0.010751640424132347,
-0.03398151323199272,
-0.001180178951472044,
0.003952322527766228,
0.006504499353468418,
0.03387046232819557,
0.08882977813482285,
-0.017222898080945015,
0.009279487654566765,
0.09288281947374344,
0.003767815651372075,
0.09214429557323456,
-0.05788697302341461,
0.027136480435729027,
0.014820946380496025,
0.04518866911530495,
-0.03354949504137039,
-0.027151642367243767,
-0.060966745018959045,
-0.007897485978901386,
0.030842408537864685,
-0.015581837855279446,
0.04750252887606621,
-0.056327641010284424,
0.015485183335840702,
-0.018224896863102913,
-0.0386979803442955,
0.035256899893283844,
0.04834827780723572,
-0.05467003583908081,
-0.06610502302646637,
0.05041510984301567,
-0.03750896081328392,
0.0424932986497879,
0.0636688843369484,
-0.023006407544016838,
0.04352296516299248,
0.023989856243133545,
0.07196532934904099,
0.0837135836482048,
-0.026291880756616592,
0.02297249063849449,
-0.011540877632796764,
-0.07333163917064667,
0.06092626601457596,
0.050216153264045715,
0.00038761465111747384,
-0.03310685232281685,
-0.01339674461632967,
-0.08773407340049744,
0.047693151980638504,
0.006081694737076759,
0.05186488479375839,
0.09234397113323212,
-0.0038942729588598013,
0.019859028980135918,
-0.0492565743625164,
0.02936013974249363,
0.013556708581745625,
0.038410719484090805,
0.009650323539972305,
0.03541035205125809,
-0.002759886672720313,
0.012519218027591705,
0.013528910465538502,
0.061313558369874954,
-0.015053867362439632,
2.5751799025883633e-33,
0.02711581438779831,
0.017282091081142426,
0.013430016115307808,
-0.01259430218487978,
0.09972894936800003,
0.060682669281959534,
0.0560268759727478,
0.05054823309183121,
-0.010892331600189209,
0.053213123232126236,
-0.03272417560219765,
0.09907443076372147,
0.02060380019247532,
-0.0507015585899353,
0.08496390283107758,
0.04603134095668793,
-0.008063123561441898,
0.00584522495046258,
0.066623255610466,
-0.05414571613073349,
0.11949504166841507,
-0.06114041805267334,
-0.05829866975545883,
-0.030759774148464203,
-0.005386014934629202,
-0.036523979157209396,
0.009128570556640625,
-0.028787797316908836,
0.04603822901844978,
-0.006774967536330223,
-0.09569527208805084,
0.035892780870199203,
0.008072308264672756,
0.0733647495508194,
0.054244495928287506,
-0.02273263782262802,
0.039396997541189194,
-0.04485200718045235,
-0.08228708803653717,
-0.0604306124150753,
0.0023127971217036247,
-0.024572180584073067,
0.04013817384839058,
-0.06806053221225739,
-0.04051988571882248,
-0.09605630487203598,
-0.07116399705410004,
0.012969269417226315,
-0.009971280582249165,
0.021585697308182716,
0.07328524440526962,
-0.007981627248227596,
-0.08985082060098648,
-0.0653563141822815,
-0.043326396495103836,
-0.003110193181782961,
0.010043643414974213,
0.04531324654817581,
0.058761775493621826,
0.17878051102161407,
-0.05467117205262184,
-0.03238065540790558,
-0.055789437144994736,
-0.030637124553322792,
-0.023594550788402557,
0.05309895798563957,
-0.0690256804227829,
-0.11691274493932724,
0.020838899537920952,
0.053692132234573364,
0.020525403320789337,
-0.015779240056872368,
-0.08284933120012283,
-0.03677233308553696,
0.03914118558168411,
0.011869299225509167,
0.03145713731646538,
-0.02100096456706524,
-0.0048208655789494514,
-0.05376264452934265,
-0.045302361249923706,
0.05364261567592621,
0.020612744614481926,
-0.040752679109573364,
-0.057179681956768036,
-0.0702100619673729,
-0.043138835579156876,
-0.01534866914153099,
-0.0785304456949234,
-0.07148353010416031,
-0.06487985700368881,
0.029070008546113968,
0.0009967873338609934,
0.01568644493818283,
0.09255014359951019,
-3.959453621389205e-33,
-0.09474017471075058,
-0.09070301055908203,
0.045828886330127716,
0.105903260409832,
0.03780291974544525,
0.004891859367489815,
-0.0218151044100523,
-0.08726979792118073,
0.038127437233924866,
-0.048696789890527725,
-0.033488690853118896,
0.01457261759787798,
0.020136676728725433,
0.049630820751190186,
-0.032579485327005386,
0.007675827015191317,
0.04742524027824402,
0.06594927608966827,
-0.03219980373978615,
0.037639036774635315,
0.06710587441921234,
0.1423468142747879,
-0.039502620697021484,
-0.03345499187707901,
0.005564006045460701,
-0.0011425999691709876,
0.008581526577472687,
0.022596266120672226,
0.026874510571360588,
0.040966443717479706,
-0.039207566529512405,
0.025557518005371094,
-0.055208392441272736,
0.04588333144783974,
0.0651136040687561,
0.04028739780187607,
-0.004745960235595703,
0.0009577320888638496,
0.007009877823293209,
0.05968852713704109,
-0.010609718970954418,
-0.003218672703951597,
0.01215475331991911,
-0.007709428668022156,
0.09708308428525925,
0.017906809225678444,
-0.08320426195859909,
0.04160632565617561,
0.07761717587709427,
0.0370691679418087,
0.021384721621870995,
-0.0014677421422675252,
-0.0333632230758667,
0.028637632727622986,
-0.04213143512606621,
0.01065437588840723,
-0.08665910363197327,
0.07362685352563858,
0.0011820299550890923,
0.016935547813773155,
0.026632416993379593,
-0.004458624869585037,
-0.017985085025429726,
0.028406213968992233,
0.008935840800404549,
-0.04016590863466263,
-0.01497154962271452,
-0.059077512472867966,
0.035225145518779755,
0.0405464731156826,
0.061913106590509415,
-0.05296964943408966,
-0.07406184822320938,
0.022903598845005035,
-0.08096177130937576,
-0.037363726645708084,
0.07490144670009613,
-0.00730186328291893,
-0.07077137380838394,
-0.005562752019613981,
0.02286410704255104,
-0.03569253534078598,
0.034506071358919144,
-0.028809357434511185,
-0.08099200576543808,
0.048364292830228806,
0.0712185949087143,
-0.05315230414271355,
0.06511358171701431,
-0.05964094027876854,
-0.06065468490123749,
0.047902751713991165,
-0.0050096893683075905,
-0.05695321783423424,
0.012586471624672413,
-4.84196540639914e-8,
0.04002474993467331,
-0.004982832353562117,
-0.07653053104877472,
0.022130204364657402,
0.0732274278998375,
-0.0682319924235344,
-0.014581874012947083,
-0.034757956862449646,
-0.03352254256606102,
-0.11426807940006256,
0.05932169407606125,
0.04192725569009781,
0.01912583038210869,
0.02748391218483448,
-0.018580835312604904,
0.04784665256738663,
-0.0557946041226387,
-0.05507523566484451,
-0.016990533098578453,
0.003227043431252241,
-0.10993293672800064,
0.013492495752871037,
0.0038346967194229364,
0.01082529965788126,
-0.11097363382577896,
-0.06399179995059967,
0.08647234737873077,
-0.07830851525068283,
0.14197897911071777,
0.09948909282684326,
-0.0421583466231823,
0.011563955806195736,
0.050264615565538406,
0.021170634776353836,
0.053168002516031265,
0.05063818767666817,
-0.03686648607254028,
0.04313766956329346,
0.0074183400720357895,
0.0006312545738182962,
-0.005023902282118797,
-0.02041122131049633,
-0.03630664572119713,
-0.03279980272054672,
-0.03642195835709572,
-0.0779472067952156,
0.03009871020913124,
-0.05064721032977104,
-0.11098285764455795,
0.06777874380350113,
0.04748118296265602,
0.024214645847678185,
-0.043484583497047424,
-0.03803199529647827,
-0.013805949129164219,
0.0873798280954361,
-0.05571087822318077,
-0.11023879796266556,
0.029430478811264038,
0.011348617263138294,
-0.013693416491150856,
-0.03835951164364815,
0.028322814032435417,
-0.00452029425650835
] |
1401.3717
|
Igor Vladimirov
|
Igor G. Vladimirov and Ian R. Petersen
|
Physical Realizability and Mean Square Performance of Translation
Invariant Networks of Interacting Linear Quantum Stochastic Systems
|
18 pages, 7 figures, submitted to MTNS 2014 on 29 November 2013
| null | null | null |
cs.SY math.PR quant-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper is concerned with translation invariant networks of linear quantum
stochastic systems with nearest neighbour interaction mediated by boson fields.
The systems are associated with sites of a one-dimensional chain or a
multidimensional lattice and are governed by coupled linear quantum stochastic
differential equations (QSDEs). Such interconnections of open quantum systems
are relevant, for example, to the phonon theory of crystalline solids, atom
trapping in optical lattices and quantum metamaterials. In order to represent a
large-scale open quantum harmonic oscillator, the coefficients of the coupled
QSDEs must satisfy certain physical realizability conditions. These are
established in the form of matrix algebraic equations for the parameters of an
individual building block of the network and its interaction with the
neighbours and external fields. We also discuss the computation of mean square
performance functionals with block Toeplitz weighting matrices for such systems
in the thermodynamic limit per site for unboundedly increasing fragments of the
lattice.
|
[
{
"created": "Wed, 15 Jan 2014 19:42:19 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Vladimirov",
"Igor G.",
""
],
[
"Petersen",
"Ian R.",
""
]
] |
[
-0.014224422164261341,
0.03662804141640663,
-0.048020534217357635,
-0.004763210657984018,
-0.04005174711346626,
0.0725632905960083,
0.006811867002397776,
0.003346801269799471,
0.03632635250687599,
-0.08224327117204666,
0.00818399153649807,
0.019153565168380737,
-0.009620429947972298,
-0.007237400393933058,
0.006159740965813398,
0.037591591477394104,
0.0026305741630494595,
0.013853815384209156,
-0.028889182955026627,
0.0632687583565712,
0.016299763694405556,
0.015069611370563507,
0.031121278181672096,
-0.020803706720471382,
0.037269990891218185,
-0.021258190274238586,
0.028949467465281487,
0.032335493713617325,
-0.01171791460365057,
0.01810048520565033,
0.04964681714773178,
-0.03790159896016121,
-0.05389285832643509,
-0.04876319691538811,
0.0505378432571888,
0.02446753904223442,
0.028350193053483963,
-0.03283749148249626,
-0.0367618054151535,
-0.022298354655504227,
0.08216456323862076,
0.09866329282522202,
-0.04112183302640915,
0.05141149088740349,
0.02258019708096981,
-0.08312927931547165,
0.07654336839914322,
-0.05439111590385437,
-0.06104407459497452,
-0.11118260025978088,
-0.0485348254442215,
0.08938933163881302,
-0.01411230769008398,
0.06696560233831406,
0.08987677842378616,
-0.007494760677218437,
0.015593044459819794,
-0.0034336464013904333,
-0.02593846246600151,
-0.08473630994558334,
0.03595089912414551,
0.006069673225283623,
-0.016974709928035736,
-0.007358931470662355,
0.07518452405929565,
0.04638572409749031,
-0.04423364996910095,
0.05449843406677246,
-0.032072290778160095,
-0.010827511548995972,
0.003034475026652217,
-0.040516652166843414,
-0.0051541258580982685,
0.03292415291070938,
0.10463297367095947,
-0.020609229803085327,
-0.06395398825407028,
0.04861529916524887,
-0.060887303203344345,
-0.005457150749862194,
-0.01414485089480877,
-0.051378101110458374,
-0.012115003541111946,
-0.06110692396759987,
-0.033629436045885086,
-0.028770212084054947,
-0.02304820716381073,
0.017651846632361412,
0.0359143428504467,
-0.037612590938806534,
-0.013044584542512894,
-0.031060010194778442,
0.0006848574266768992,
-0.09237699210643768,
0.00911911390721798,
-0.03139515221118927,
0.06514313817024231,
-0.03839893639087677,
0.0369863286614418,
0.07246088236570358,
0.07552644610404968,
-0.09193079173564911,
0.04394799843430519,
0.05345162749290466,
-0.013662434183061123,
0.05367456376552582,
0.08214902132749557,
0.05193719267845154,
-0.03530699759721756,
-0.023609653115272522,
0.07440947741270065,
-0.06837917119264603,
0.012414838187396526,
0.03005816973745823,
-0.11244124174118042,
-0.01320650801062584,
0.0795460045337677,
0.011482419446110725,
0.030405059456825256,
-0.03743866831064224,
-0.002611443866044283,
0.00794560182839632,
-0.029065676033496857,
-0.031489621847867966,
-0.005405321251600981,
0.0013600242091342807,
-0.08570767194032669,
2.1038806873185293e-33,
0.05326154828071594,
0.049775511026382446,
0.05418708175420761,
-0.030207505449652672,
0.0979960709810257,
-0.1520315408706665,
0.04091653600335121,
-0.05612538009881973,
0.005900486372411251,
0.010578883811831474,
0.013277276419103146,
0.017304321750998497,
-0.006823273375630379,
-0.023883182555437088,
0.025116709992289543,
-0.0008555304957553744,
0.006228671409189701,
-0.049650248140096664,
0.06555486470460892,
0.016035614535212517,
0.10721579939126968,
-0.09260405600070953,
-0.045302700251340866,
0.09979306161403656,
-0.04789179936051369,
-0.05056995898485184,
0.06879206001758575,
-0.015117887407541275,
-0.0035273211542516947,
-0.005156739614903927,
0.05626578629016876,
0.061913229525089264,
0.01342521607875824,
-0.013039728626608849,
0.074702188372612,
-0.009965987876057625,
0.016912147402763367,
0.01781347207725048,
0.03844665363430977,
-0.17960664629936218,
0.01594841293990612,
-0.054674796760082245,
-0.01607162319123745,
0.05019499734044075,
0.006774143781512976,
-0.03654772415757179,
0.04614752531051636,
0.05023457109928131,
-0.04892212525010109,
-0.06790175288915634,
0.01952023059129715,
-0.06437431275844574,
-0.05197077989578247,
0.1186925619840622,
0.09283489733934402,
0.005008617881685495,
0.03430336341261864,
-0.017633002251386642,
0.019969787448644638,
0.080748051404953,
0.02553359605371952,
-0.06727982312440872,
0.051030948758125305,
0.003934740088880062,
0.021551210433244705,
0.009327833540737629,
-0.05493961274623871,
-0.020029935985803604,
0.05727076530456543,
-0.024100739508867264,
-0.020758088678121567,
0.01592116244137287,
0.0031391552183777094,
-0.03531572222709656,
0.02509624883532524,
0.01665911078453064,
-0.00829389225691557,
-0.1554311215877533,
-0.04715800657868385,
0.03585810959339142,
-0.03848665580153465,
-0.04261219501495361,
-0.0770711898803711,
0.04283042252063751,
-0.09671291708946228,
-0.07350924611091614,
-0.04317709803581238,
-0.07952429354190826,
-0.04633224382996559,
0.065253846347332,
-0.012091508135199547,
-0.11615961045026779,
0.04615427181124687,
0.018120314925909042,
-0.03213825076818466,
-3.9694802208597344e-33,
-0.015471871010959148,
0.00227141659706831,
0.1079028770327568,
-0.06416887789964676,
0.041923779994249344,
-0.03773404657840729,
-0.02098727971315384,
0.007749688811600208,
0.05422111600637436,
0.01064254716038704,
-0.006367119960486889,
0.018946481868624687,
-0.013095725327730179,
0.015696432441473007,
-0.002045247470960021,
0.043410297483205795,
0.08493194729089737,
-0.028586452826857567,
0.04227467626333237,
-0.009250987321138382,
-0.07550568878650665,
0.03499690815806389,
0.0654851496219635,
0.002496680011972785,
-0.016281764954328537,
0.028658108785748482,
0.07181698828935623,
0.03810160979628563,
-0.057029008865356445,
0.026653511449694633,
-0.0229655671864748,
-0.06977660208940506,
-0.05517066642642021,
0.0662526860833168,
-0.0776301696896553,
0.12971486151218414,
0.032477572560310364,
-0.023074248805642128,
0.010158831253647804,
0.010107236914336681,
-0.02895716205239296,
-0.10406187176704407,
-0.07429701834917068,
-0.029088681563735008,
0.05269461125135422,
0.030377861112356186,
-0.08711592853069305,
-0.005302689503878355,
-0.07449322193861008,
-0.010695661418139935,
0.0258944109082222,
0.11594720929861069,
-0.041955042630434036,
-0.04280991107225418,
-0.07646509259939194,
0.010432946495711803,
-0.035255350172519684,
0.0467897467315197,
0.06308861821889877,
-0.01931394450366497,
-0.001216041506268084,
-0.08230016380548477,
0.03871620073914528,
0.0319213792681694,
0.003817419521510601,
-0.05994106084108353,
-0.0688302293419838,
-0.06370960921049118,
0.08747944235801697,
0.024479102343320847,
-0.08273790776729584,
-0.01824907399713993,
0.020321939140558243,
0.052094198763370514,
0.08716925233602524,
-0.053288329392671585,
0.03488004207611084,
-0.04188736528158188,
0.030471378937363625,
-0.032656800001859665,
-0.06580623239278793,
0.0596398189663887,
-0.03465650975704193,
-0.09972003847360611,
-0.012055305764079094,
-0.02352261357009411,
0.0307453740388155,
0.016304180026054382,
0.006254438776522875,
0.0013390949461609125,
0.04745679721236229,
0.0009326580329798162,
0.052693575620651245,
-0.05021036043763161,
-0.0486384741961956,
-4.592020630411753e-8,
-0.01647278480231762,
0.0034069002140313387,
0.005800980143249035,
-0.0028165921103209257,
0.04657401144504547,
0.027784334495663643,
0.03738759830594063,
-0.01554284431040287,
0.054786212742328644,
0.010720953345298767,
0.0284922793507576,
-0.05801317095756531,
-0.03818010166287422,
-0.06838062405586243,
-0.06606527417898178,
0.05970262736082077,
-0.05132199451327324,
0.009350988082587719,
-0.0274672731757164,
-0.08721981942653656,
0.0067349933087825775,
0.05392559617757797,
0.006807140540331602,
0.12044285982847214,
-0.058134932070970535,
-0.040432099252939224,
-0.09161676466464996,
-0.05162275582551956,
0.06157410517334938,
0.07629148662090302,
0.05340782552957535,
-0.01769706979393959,
0.09135329723358154,
0.10500367730855942,
-0.030599992722272873,
-0.034238871186971664,
-0.022526582702994347,
0.011750608682632446,
-0.004464505240321159,
0.02305789478123188,
0.03873148187994957,
0.020822884514927864,
0.011102902702987194,
0.047562941908836365,
0.019179731607437134,
0.0486585907638073,
-0.0451124832034111,
0.13138510286808014,
0.07359664887189865,
0.0720522403717041,
0.016162794083356857,
-0.014251606538891792,
-0.03429729864001274,
-0.048944249749183655,
-0.06978610903024673,
-0.06146248057484627,
-0.0011733209248632193,
-0.006070109084248543,
0.042485158890485764,
0.04440557584166527,
-0.024474920704960823,
-0.033863186836242676,
-0.018743345513939857,
0.010258589871227741
] | null | null | null | null | null | null | null |
[
-0.014224422164261341,
0.03662804141640663,
-0.048020534217357635,
-0.004763210657984018,
-0.04005174711346626,
0.0725632905960083,
0.006811867002397776,
0.003346801269799471,
0.03632635250687599,
-0.08224327117204666,
0.00818399153649807,
0.019153565168380737,
-0.009620429947972298,
-0.007237400393933058,
0.006159740965813398,
0.037591591477394104,
0.0026305741630494595,
0.013853815384209156,
-0.028889182955026627,
0.0632687583565712,
0.016299763694405556,
0.015069611370563507,
0.031121278181672096,
-0.020803706720471382,
0.037269990891218185,
-0.021258190274238586,
0.028949467465281487,
0.032335493713617325,
-0.01171791460365057,
0.01810048520565033,
0.04964681714773178,
-0.03790159896016121,
-0.05389285832643509,
-0.04876319691538811,
0.0505378432571888,
0.02446753904223442,
0.028350193053483963,
-0.03283749148249626,
-0.0367618054151535,
-0.022298354655504227,
0.08216456323862076,
0.09866329282522202,
-0.04112183302640915,
0.05141149088740349,
0.02258019708096981,
-0.08312927931547165,
0.07654336839914322,
-0.05439111590385437,
-0.06104407459497452,
-0.11118260025978088,
-0.0485348254442215,
0.08938933163881302,
-0.01411230769008398,
0.06696560233831406,
0.08987677842378616,
-0.007494760677218437,
0.015593044459819794,
-0.0034336464013904333,
-0.02593846246600151,
-0.08473630994558334,
0.03595089912414551,
0.006069673225283623,
-0.016974709928035736,
-0.007358931470662355,
0.07518452405929565,
0.04638572409749031,
-0.04423364996910095,
0.05449843406677246,
-0.032072290778160095,
-0.010827511548995972,
0.003034475026652217,
-0.040516652166843414,
-0.0051541258580982685,
0.03292415291070938,
0.10463297367095947,
-0.020609229803085327,
-0.06395398825407028,
0.04861529916524887,
-0.060887303203344345,
-0.005457150749862194,
-0.01414485089480877,
-0.051378101110458374,
-0.012115003541111946,
-0.06110692396759987,
-0.033629436045885086,
-0.028770212084054947,
-0.02304820716381073,
0.017651846632361412,
0.0359143428504467,
-0.037612590938806534,
-0.013044584542512894,
-0.031060010194778442,
0.0006848574266768992,
-0.09237699210643768,
0.00911911390721798,
-0.03139515221118927,
0.06514313817024231,
-0.03839893639087677,
0.0369863286614418,
0.07246088236570358,
0.07552644610404968,
-0.09193079173564911,
0.04394799843430519,
0.05345162749290466,
-0.013662434183061123,
0.05367456376552582,
0.08214902132749557,
0.05193719267845154,
-0.03530699759721756,
-0.023609653115272522,
0.07440947741270065,
-0.06837917119264603,
0.012414838187396526,
0.03005816973745823,
-0.11244124174118042,
-0.01320650801062584,
0.0795460045337677,
0.011482419446110725,
0.030405059456825256,
-0.03743866831064224,
-0.002611443866044283,
0.00794560182839632,
-0.029065676033496857,
-0.031489621847867966,
-0.005405321251600981,
0.0013600242091342807,
-0.08570767194032669,
2.1038806873185293e-33,
0.05326154828071594,
0.049775511026382446,
0.05418708175420761,
-0.030207505449652672,
0.0979960709810257,
-0.1520315408706665,
0.04091653600335121,
-0.05612538009881973,
0.005900486372411251,
0.010578883811831474,
0.013277276419103146,
0.017304321750998497,
-0.006823273375630379,
-0.023883182555437088,
0.025116709992289543,
-0.0008555304957553744,
0.006228671409189701,
-0.049650248140096664,
0.06555486470460892,
0.016035614535212517,
0.10721579939126968,
-0.09260405600070953,
-0.045302700251340866,
0.09979306161403656,
-0.04789179936051369,
-0.05056995898485184,
0.06879206001758575,
-0.015117887407541275,
-0.0035273211542516947,
-0.005156739614903927,
0.05626578629016876,
0.061913229525089264,
0.01342521607875824,
-0.013039728626608849,
0.074702188372612,
-0.009965987876057625,
0.016912147402763367,
0.01781347207725048,
0.03844665363430977,
-0.17960664629936218,
0.01594841293990612,
-0.054674796760082245,
-0.01607162319123745,
0.05019499734044075,
0.006774143781512976,
-0.03654772415757179,
0.04614752531051636,
0.05023457109928131,
-0.04892212525010109,
-0.06790175288915634,
0.01952023059129715,
-0.06437431275844574,
-0.05197077989578247,
0.1186925619840622,
0.09283489733934402,
0.005008617881685495,
0.03430336341261864,
-0.017633002251386642,
0.019969787448644638,
0.080748051404953,
0.02553359605371952,
-0.06727982312440872,
0.051030948758125305,
0.003934740088880062,
0.021551210433244705,
0.009327833540737629,
-0.05493961274623871,
-0.020029935985803604,
0.05727076530456543,
-0.024100739508867264,
-0.020758088678121567,
0.01592116244137287,
0.0031391552183777094,
-0.03531572222709656,
0.02509624883532524,
0.01665911078453064,
-0.00829389225691557,
-0.1554311215877533,
-0.04715800657868385,
0.03585810959339142,
-0.03848665580153465,
-0.04261219501495361,
-0.0770711898803711,
0.04283042252063751,
-0.09671291708946228,
-0.07350924611091614,
-0.04317709803581238,
-0.07952429354190826,
-0.04633224382996559,
0.065253846347332,
-0.012091508135199547,
-0.11615961045026779,
0.04615427181124687,
0.018120314925909042,
-0.03213825076818466,
-3.9694802208597344e-33,
-0.015471871010959148,
0.00227141659706831,
0.1079028770327568,
-0.06416887789964676,
0.041923779994249344,
-0.03773404657840729,
-0.02098727971315384,
0.007749688811600208,
0.05422111600637436,
0.01064254716038704,
-0.006367119960486889,
0.018946481868624687,
-0.013095725327730179,
0.015696432441473007,
-0.002045247470960021,
0.043410297483205795,
0.08493194729089737,
-0.028586452826857567,
0.04227467626333237,
-0.009250987321138382,
-0.07550568878650665,
0.03499690815806389,
0.0654851496219635,
0.002496680011972785,
-0.016281764954328537,
0.028658108785748482,
0.07181698828935623,
0.03810160979628563,
-0.057029008865356445,
0.026653511449694633,
-0.0229655671864748,
-0.06977660208940506,
-0.05517066642642021,
0.0662526860833168,
-0.0776301696896553,
0.12971486151218414,
0.032477572560310364,
-0.023074248805642128,
0.010158831253647804,
0.010107236914336681,
-0.02895716205239296,
-0.10406187176704407,
-0.07429701834917068,
-0.029088681563735008,
0.05269461125135422,
0.030377861112356186,
-0.08711592853069305,
-0.005302689503878355,
-0.07449322193861008,
-0.010695661418139935,
0.0258944109082222,
0.11594720929861069,
-0.041955042630434036,
-0.04280991107225418,
-0.07646509259939194,
0.010432946495711803,
-0.035255350172519684,
0.0467897467315197,
0.06308861821889877,
-0.01931394450366497,
-0.001216041506268084,
-0.08230016380548477,
0.03871620073914528,
0.0319213792681694,
0.003817419521510601,
-0.05994106084108353,
-0.0688302293419838,
-0.06370960921049118,
0.08747944235801697,
0.024479102343320847,
-0.08273790776729584,
-0.01824907399713993,
0.020321939140558243,
0.052094198763370514,
0.08716925233602524,
-0.053288329392671585,
0.03488004207611084,
-0.04188736528158188,
0.030471378937363625,
-0.032656800001859665,
-0.06580623239278793,
0.0596398189663887,
-0.03465650975704193,
-0.09972003847360611,
-0.012055305764079094,
-0.02352261357009411,
0.0307453740388155,
0.016304180026054382,
0.006254438776522875,
0.0013390949461609125,
0.04745679721236229,
0.0009326580329798162,
0.052693575620651245,
-0.05021036043763161,
-0.0486384741961956,
-4.592020630411753e-8,
-0.01647278480231762,
0.0034069002140313387,
0.005800980143249035,
-0.0028165921103209257,
0.04657401144504547,
0.027784334495663643,
0.03738759830594063,
-0.01554284431040287,
0.054786212742328644,
0.010720953345298767,
0.0284922793507576,
-0.05801317095756531,
-0.03818010166287422,
-0.06838062405586243,
-0.06606527417898178,
0.05970262736082077,
-0.05132199451327324,
0.009350988082587719,
-0.0274672731757164,
-0.08721981942653656,
0.0067349933087825775,
0.05392559617757797,
0.006807140540331602,
0.12044285982847214,
-0.058134932070970535,
-0.040432099252939224,
-0.09161676466464996,
-0.05162275582551956,
0.06157410517334938,
0.07629148662090302,
0.05340782552957535,
-0.01769706979393959,
0.09135329723358154,
0.10500367730855942,
-0.030599992722272873,
-0.034238871186971664,
-0.022526582702994347,
0.011750608682632446,
-0.004464505240321159,
0.02305789478123188,
0.03873148187994957,
0.020822884514927864,
0.011102902702987194,
0.047562941908836365,
0.019179731607437134,
0.0486585907638073,
-0.0451124832034111,
0.13138510286808014,
0.07359664887189865,
0.0720522403717041,
0.016162794083356857,
-0.014251606538891792,
-0.03429729864001274,
-0.048944249749183655,
-0.06978610903024673,
-0.06146248057484627,
-0.0011733209248632193,
-0.006070109084248543,
0.042485158890485764,
0.04440557584166527,
-0.024474920704960823,
-0.033863186836242676,
-0.018743345513939857,
0.010258589871227741
] |
1401.3718
|
Seung Ki Baek
|
Seung Ki Baek and Beom Jun Kim
|
Surname statistics - Crossing the boundary between disciplines
|
3 pages
|
Physics of Life Reviews, 10, 420 (2013)
|
10.1016/j.plrev.2013.07.029
| null |
physics.soc-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Regarding "Surname distribution in population genetics and in statistical
physics" by Rossi, we add comments on the following two points: One is a
difference in his renormalization-group formulation from the traditional one in
statistical physics despite apparent similarity. The other is the potential
importance of the entropy maximization principle under constraints governing
the evolution of surname statistics.
|
[
{
"created": "Sat, 11 Jan 2014 03:35:20 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Baek",
"Seung Ki",
""
],
[
"Kim",
"Beom Jun",
""
]
] |
[
-0.07897667586803436,
-0.05063062533736229,
0.03368273004889488,
0.039419420063495636,
-0.0260641910135746,
0.003366531804203987,
0.016338882967829704,
0.016282569617033005,
0.07905465364456177,
0.014866000972688198,
0.09403640776872635,
0.016601039096713066,
0.017909938469529152,
-0.03260428085923195,
-0.05657332018017769,
-0.00423985393717885,
-0.04603949189186096,
0.04350196197628975,
-0.0764814019203186,
-0.01688798889517784,
-0.028585758060216904,
0.017271965742111206,
0.029503919184207916,
-0.045674920082092285,
0.07300101965665817,
-0.05251915752887726,
-0.017362330108880997,
0.04476174712181091,
0.06181856617331505,
-0.007039010990411043,
0.019738154485821724,
0.05909270793199539,
0.1022406816482544,
0.07830144464969635,
-0.03346869349479675,
-0.03985308110713959,
-0.0664292648434639,
0.06189632788300514,
-0.05276002362370491,
0.06050132215023041,
0.059061307460069656,
0.027865640819072723,
0.0567295141518116,
0.013437979854643345,
-0.014266401529312134,
0.0737539678812027,
0.02304132655262947,
0.031829673796892166,
-0.035288870334625244,
0.08524461835622787,
-0.07175307720899582,
-0.0016141623491421342,
0.03626986965537071,
0.025175556540489197,
-0.007926126010715961,
0.004187759477645159,
-0.005270649679005146,
-0.03726281225681305,
-0.09494456648826599,
-0.02381020411849022,
-0.016241632401943207,
0.04380401596426964,
-0.11633314937353134,
-0.033729296177625656,
0.07807694375514984,
-0.018873831257224083,
0.11263119429349899,
0.033851929008960724,
0.06478814035654068,
0.027629343792796135,
0.062271829694509506,
0.05893683433532715,
-0.10231155902147293,
0.1212669312953949,
-0.018620235845446587,
0.0012760433601215482,
-0.09319944679737091,
0.0400126650929451,
-0.06604595482349396,
-0.07870553433895111,
0.033213596791028976,
-0.05269757658243179,
0.014933154918253422,
-0.0771135613322258,
-0.0074214208871126175,
0.06925153732299805,
-0.03977761045098305,
-0.035800982266664505,
-0.04097174108028412,
-0.02736617624759674,
-0.08247766643762589,
-0.034830428659915924,
0.06729160249233246,
0.0006315097562037408,
-0.02349705435335636,
0.00676781265065074,
0.04616932570934296,
0.05935608968138695,
0.031416770070791245,
0.014785020612180233,
-0.055027078837156296,
-0.03891266882419586,
0.03953618183732033,
0.06410248577594757,
-0.009436259977519512,
-0.10105859488248825,
-0.03974795341491699,
-0.02617483213543892,
0.0009107116493396461,
0.00883243978023529,
0.04065140709280968,
0.012656627222895622,
-0.043046653270721436,
0.04491519555449486,
-0.05966572463512421,
-0.1208367571234703,
0.001607399433851242,
0.039801619946956635,
-0.04072350263595581,
-0.01584458351135254,
0.010567179881036282,
0.045048005878925323,
-0.0716535672545433,
-0.01712762750685215,
-0.024276116862893105,
0.094546377658844,
0.0005146597395651042,
2.446258110674906e-33,
0.02439841255545616,
-0.005365012679249048,
0.01304101012647152,
0.07866421341896057,
0.022284124046564102,
0.06518936902284622,
-0.08701042830944061,
-0.02670792117714882,
-0.04283254221081734,
-0.03288440406322479,
-0.02374703250825405,
0.030093586072325706,
0.08950512111186981,
-0.04032383859157562,
-0.0456358976662159,
0.07286546379327774,
-0.030423814430832863,
0.08425585925579071,
-0.05261341854929924,
0.04917057976126671,
0.08425500988960266,
0.09317944198846817,
-0.013665302656590939,
0.011220058426260948,
-0.03175359219312668,
0.010532141663134098,
-0.0032469667494297028,
-0.016552111133933067,
0.009426764212548733,
0.018307307735085487,
-0.03615868464112282,
0.02008574828505516,
-0.04998883232474327,
-0.036501239985227585,
0.057918731123209,
-0.011394952423870564,
0.0491827130317688,
-0.0977986752986908,
-0.05669431760907173,
0.07558990269899368,
-0.030391361564397812,
0.02290377952158451,
0.017936231568455696,
-0.019937047734856606,
-0.07361918687820435,
-0.01616915687918663,
0.08264246582984924,
0.005084701348096132,
0.06631068885326385,
-0.023683207109570503,
-0.0683622732758522,
-0.048434123396873474,
0.034477200359106064,
0.046610310673713684,
0.04031360521912575,
-0.014878389425575733,
0.016558650881052017,
0.06435824930667877,
-0.07604463398456573,
0.01161032821983099,
-0.02938225120306015,
-0.001008648774586618,
0.06154363229870796,
0.01191407535225153,
0.09605095535516739,
-0.07974684238433838,
0.008351237513124943,
0.028226831927895546,
0.11003436893224716,
0.014213524758815765,
0.09691569209098816,
-0.02268090285360813,
-0.08805958926677704,
-0.006030379794538021,
0.06766237318515778,
0.05841765180230141,
0.041297294199466705,
-0.00012131679977755994,
-0.05833418294787407,
-0.0029180117417126894,
-0.05771825090050697,
-0.0023364450316876173,
-0.009439608082175255,
-0.06078653410077095,
-0.06475119292736053,
0.04185536503791809,
0.05570244416594505,
-0.0016826024511829019,
-0.10589728504419327,
0.0019054021686315536,
0.07856856286525726,
-0.04622042924165726,
0.08064356446266174,
0.020031055435538292,
-0.048999033868312836,
-3.463695123743644e-33,
-0.16612853109836578,
-0.062492650002241135,
0.020412545651197433,
-0.00611801166087389,
-0.0049660163931548595,
-0.06210331991314888,
-0.008994942530989647,
-0.015346433967351913,
0.0031300117261707783,
-0.09348420053720474,
0.03327767550945282,
-0.05346711352467537,
0.07249525189399719,
-0.051171813160181046,
0.04266046732664108,
0.011939018964767456,
0.03349702060222626,
0.04005654156208038,
-0.009686890989542007,
-0.028107168152928352,
0.009380757808685303,
-0.0313023217022419,
-0.08026337623596191,
-0.06391479820013046,
0.012067754752933979,
-0.03730180114507675,
-0.031442511826753616,
0.06435523927211761,
-0.0056284465827047825,
0.04258851334452629,
-0.06618739664554596,
0.026431895792484283,
-0.07061560451984406,
-0.03957714885473251,
-0.0559907965362072,
-0.013513953424990177,
0.04332534968852997,
0.13136562705039978,
0.01529865711927414,
-0.006301651243120432,
-0.08344805240631104,
0.09739317744970322,
0.030795564875006676,
-0.07413621991872787,
0.05766649916768074,
0.02443801425397396,
-0.026081731542944908,
-0.06294289231300354,
0.06819607317447662,
-0.007656850852072239,
0.05667247995734215,
0.029470711946487427,
-0.0497814379632473,
0.05956188961863518,
-0.06771562993526459,
-0.015107226558029652,
0.01246970146894455,
0.02795472927391529,
-0.0036357606295496225,
0.047330304980278015,
-0.059617575258016586,
-0.009512335993349552,
0.00035812531132251024,
0.06863883137702942,
-0.09442654997110367,
-0.039554767310619354,
-0.043844982981681824,
-0.0003304588026367128,
0.06984404474496841,
-0.13197989761829376,
-0.03396955877542496,
-0.11118755489587784,
0.03287442773580551,
0.04912946745753288,
-0.04889146238565445,
0.05192340537905693,
0.07924267649650574,
0.019518226385116577,
0.01690080761909485,
-0.027800116688013077,
-0.05089683458209038,
0.026812123134732246,
-0.008088803850114346,
0.023762138560414314,
0.0069894432090222836,
-0.07699049264192581,
0.07980550080537796,
-0.01420650165528059,
0.07236304134130478,
-0.044598277658224106,
0.06009383499622345,
-0.09046989679336548,
0.009337430819869041,
-0.031077934429049492,
-0.050698403269052505,
-3.786827917906521e-8,
0.07015446573495865,
-0.03629453852772713,
0.006823938339948654,
-0.004448598716408014,
0.06039006635546684,
0.04024972766637802,
0.029768770560622215,
0.0985950380563736,
-0.03982922062277794,
0.10043850541114807,
-0.001786860404536128,
0.08027295023202896,
-0.0019221785478293896,
-0.028957422822713852,
0.049018170684576035,
0.027246441692113876,
-0.0409357063472271,
0.05121782794594765,
-0.03430634364485741,
0.007215244695544243,
0.01721384935081005,
-0.04521531984210014,
0.007018187083303928,
-0.011099255643785,
-0.016099441796541214,
0.04790431633591652,
0.0300848800688982,
-0.040063563734292984,
0.01582142524421215,
-0.05232648178935051,
-0.05565978214144707,
-0.007211312185972929,
-0.01907907985150814,
0.0656966120004654,
-0.0025482764467597008,
0.023720528930425644,
-0.06199921295046806,
0.0003976505540776998,
0.010562155395746231,
-0.01191223505884409,
0.035275500267744064,
-0.11034080386161804,
0.030285194516181946,
0.08654776215553284,
0.08255289494991302,
-0.03194115683436394,
0.03281198441982269,
0.040994249284267426,
0.01922348514199257,
0.028075942769646645,
0.022046701982617378,
-0.027925128117203712,
-0.026395052671432495,
-0.06408276408910751,
-0.012340351939201355,
-0.009877532720565796,
0.0032593512441962957,
0.00759788416326046,
0.008021015673875809,
-0.04251925274729729,
0.013599222525954247,
0.009699282236397266,
0.008982906118035316,
-0.06063162907958031
] | null | null | null | null | null | null | null |
[
-0.07897667586803436,
-0.05063062533736229,
0.03368273004889488,
0.039419420063495636,
-0.0260641910135746,
0.003366531804203987,
0.016338882967829704,
0.016282569617033005,
0.07905465364456177,
0.014866000972688198,
0.09403640776872635,
0.016601039096713066,
0.017909938469529152,
-0.03260428085923195,
-0.05657332018017769,
-0.00423985393717885,
-0.04603949189186096,
0.04350196197628975,
-0.0764814019203186,
-0.01688798889517784,
-0.028585758060216904,
0.017271965742111206,
0.029503919184207916,
-0.045674920082092285,
0.07300101965665817,
-0.05251915752887726,
-0.017362330108880997,
0.04476174712181091,
0.06181856617331505,
-0.007039010990411043,
0.019738154485821724,
0.05909270793199539,
0.1022406816482544,
0.07830144464969635,
-0.03346869349479675,
-0.03985308110713959,
-0.0664292648434639,
0.06189632788300514,
-0.05276002362370491,
0.06050132215023041,
0.059061307460069656,
0.027865640819072723,
0.0567295141518116,
0.013437979854643345,
-0.014266401529312134,
0.0737539678812027,
0.02304132655262947,
0.031829673796892166,
-0.035288870334625244,
0.08524461835622787,
-0.07175307720899582,
-0.0016141623491421342,
0.03626986965537071,
0.025175556540489197,
-0.007926126010715961,
0.004187759477645159,
-0.005270649679005146,
-0.03726281225681305,
-0.09494456648826599,
-0.02381020411849022,
-0.016241632401943207,
0.04380401596426964,
-0.11633314937353134,
-0.033729296177625656,
0.07807694375514984,
-0.018873831257224083,
0.11263119429349899,
0.033851929008960724,
0.06478814035654068,
0.027629343792796135,
0.062271829694509506,
0.05893683433532715,
-0.10231155902147293,
0.1212669312953949,
-0.018620235845446587,
0.0012760433601215482,
-0.09319944679737091,
0.0400126650929451,
-0.06604595482349396,
-0.07870553433895111,
0.033213596791028976,
-0.05269757658243179,
0.014933154918253422,
-0.0771135613322258,
-0.0074214208871126175,
0.06925153732299805,
-0.03977761045098305,
-0.035800982266664505,
-0.04097174108028412,
-0.02736617624759674,
-0.08247766643762589,
-0.034830428659915924,
0.06729160249233246,
0.0006315097562037408,
-0.02349705435335636,
0.00676781265065074,
0.04616932570934296,
0.05935608968138695,
0.031416770070791245,
0.014785020612180233,
-0.055027078837156296,
-0.03891266882419586,
0.03953618183732033,
0.06410248577594757,
-0.009436259977519512,
-0.10105859488248825,
-0.03974795341491699,
-0.02617483213543892,
0.0009107116493396461,
0.00883243978023529,
0.04065140709280968,
0.012656627222895622,
-0.043046653270721436,
0.04491519555449486,
-0.05966572463512421,
-0.1208367571234703,
0.001607399433851242,
0.039801619946956635,
-0.04072350263595581,
-0.01584458351135254,
0.010567179881036282,
0.045048005878925323,
-0.0716535672545433,
-0.01712762750685215,
-0.024276116862893105,
0.094546377658844,
0.0005146597395651042,
2.446258110674906e-33,
0.02439841255545616,
-0.005365012679249048,
0.01304101012647152,
0.07866421341896057,
0.022284124046564102,
0.06518936902284622,
-0.08701042830944061,
-0.02670792117714882,
-0.04283254221081734,
-0.03288440406322479,
-0.02374703250825405,
0.030093586072325706,
0.08950512111186981,
-0.04032383859157562,
-0.0456358976662159,
0.07286546379327774,
-0.030423814430832863,
0.08425585925579071,
-0.05261341854929924,
0.04917057976126671,
0.08425500988960266,
0.09317944198846817,
-0.013665302656590939,
0.011220058426260948,
-0.03175359219312668,
0.010532141663134098,
-0.0032469667494297028,
-0.016552111133933067,
0.009426764212548733,
0.018307307735085487,
-0.03615868464112282,
0.02008574828505516,
-0.04998883232474327,
-0.036501239985227585,
0.057918731123209,
-0.011394952423870564,
0.0491827130317688,
-0.0977986752986908,
-0.05669431760907173,
0.07558990269899368,
-0.030391361564397812,
0.02290377952158451,
0.017936231568455696,
-0.019937047734856606,
-0.07361918687820435,
-0.01616915687918663,
0.08264246582984924,
0.005084701348096132,
0.06631068885326385,
-0.023683207109570503,
-0.0683622732758522,
-0.048434123396873474,
0.034477200359106064,
0.046610310673713684,
0.04031360521912575,
-0.014878389425575733,
0.016558650881052017,
0.06435824930667877,
-0.07604463398456573,
0.01161032821983099,
-0.02938225120306015,
-0.001008648774586618,
0.06154363229870796,
0.01191407535225153,
0.09605095535516739,
-0.07974684238433838,
0.008351237513124943,
0.028226831927895546,
0.11003436893224716,
0.014213524758815765,
0.09691569209098816,
-0.02268090285360813,
-0.08805958926677704,
-0.006030379794538021,
0.06766237318515778,
0.05841765180230141,
0.041297294199466705,
-0.00012131679977755994,
-0.05833418294787407,
-0.0029180117417126894,
-0.05771825090050697,
-0.0023364450316876173,
-0.009439608082175255,
-0.06078653410077095,
-0.06475119292736053,
0.04185536503791809,
0.05570244416594505,
-0.0016826024511829019,
-0.10589728504419327,
0.0019054021686315536,
0.07856856286525726,
-0.04622042924165726,
0.08064356446266174,
0.020031055435538292,
-0.048999033868312836,
-3.463695123743644e-33,
-0.16612853109836578,
-0.062492650002241135,
0.020412545651197433,
-0.00611801166087389,
-0.0049660163931548595,
-0.06210331991314888,
-0.008994942530989647,
-0.015346433967351913,
0.0031300117261707783,
-0.09348420053720474,
0.03327767550945282,
-0.05346711352467537,
0.07249525189399719,
-0.051171813160181046,
0.04266046732664108,
0.011939018964767456,
0.03349702060222626,
0.04005654156208038,
-0.009686890989542007,
-0.028107168152928352,
0.009380757808685303,
-0.0313023217022419,
-0.08026337623596191,
-0.06391479820013046,
0.012067754752933979,
-0.03730180114507675,
-0.031442511826753616,
0.06435523927211761,
-0.0056284465827047825,
0.04258851334452629,
-0.06618739664554596,
0.026431895792484283,
-0.07061560451984406,
-0.03957714885473251,
-0.0559907965362072,
-0.013513953424990177,
0.04332534968852997,
0.13136562705039978,
0.01529865711927414,
-0.006301651243120432,
-0.08344805240631104,
0.09739317744970322,
0.030795564875006676,
-0.07413621991872787,
0.05766649916768074,
0.02443801425397396,
-0.026081731542944908,
-0.06294289231300354,
0.06819607317447662,
-0.007656850852072239,
0.05667247995734215,
0.029470711946487427,
-0.0497814379632473,
0.05956188961863518,
-0.06771562993526459,
-0.015107226558029652,
0.01246970146894455,
0.02795472927391529,
-0.0036357606295496225,
0.047330304980278015,
-0.059617575258016586,
-0.009512335993349552,
0.00035812531132251024,
0.06863883137702942,
-0.09442654997110367,
-0.039554767310619354,
-0.043844982981681824,
-0.0003304588026367128,
0.06984404474496841,
-0.13197989761829376,
-0.03396955877542496,
-0.11118755489587784,
0.03287442773580551,
0.04912946745753288,
-0.04889146238565445,
0.05192340537905693,
0.07924267649650574,
0.019518226385116577,
0.01690080761909485,
-0.027800116688013077,
-0.05089683458209038,
0.026812123134732246,
-0.008088803850114346,
0.023762138560414314,
0.0069894432090222836,
-0.07699049264192581,
0.07980550080537796,
-0.01420650165528059,
0.07236304134130478,
-0.044598277658224106,
0.06009383499622345,
-0.09046989679336548,
0.009337430819869041,
-0.031077934429049492,
-0.050698403269052505,
-3.786827917906521e-8,
0.07015446573495865,
-0.03629453852772713,
0.006823938339948654,
-0.004448598716408014,
0.06039006635546684,
0.04024972766637802,
0.029768770560622215,
0.0985950380563736,
-0.03982922062277794,
0.10043850541114807,
-0.001786860404536128,
0.08027295023202896,
-0.0019221785478293896,
-0.028957422822713852,
0.049018170684576035,
0.027246441692113876,
-0.0409357063472271,
0.05121782794594765,
-0.03430634364485741,
0.007215244695544243,
0.01721384935081005,
-0.04521531984210014,
0.007018187083303928,
-0.011099255643785,
-0.016099441796541214,
0.04790431633591652,
0.0300848800688982,
-0.040063563734292984,
0.01582142524421215,
-0.05232648178935051,
-0.05565978214144707,
-0.007211312185972929,
-0.01907907985150814,
0.0656966120004654,
-0.0025482764467597008,
0.023720528930425644,
-0.06199921295046806,
0.0003976505540776998,
0.010562155395746231,
-0.01191223505884409,
0.035275500267744064,
-0.11034080386161804,
0.030285194516181946,
0.08654776215553284,
0.08255289494991302,
-0.03194115683436394,
0.03281198441982269,
0.040994249284267426,
0.01922348514199257,
0.028075942769646645,
0.022046701982617378,
-0.027925128117203712,
-0.026395052671432495,
-0.06408276408910751,
-0.012340351939201355,
-0.009877532720565796,
0.0032593512441962957,
0.00759788416326046,
0.008021015673875809,
-0.04251925274729729,
0.013599222525954247,
0.009699282236397266,
0.008982906118035316,
-0.06063162907958031
] |
1401.3720
|
Vahagn Gharibyan
|
Vahagn Gharibyan
|
Accelerator experiments check general relativity
|
A note is added about the applied approximation of high energy,
gravitationally sterile electrons
| null | null |
DESY 14-003
|
physics.gen-ph gr-qc hep-ex
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The deflection of gamma-rays in Earth's gravitational field is tested in
laser Compton scattering at high energy accelerators. Within a formalism
connecting the bending angle to the photon's momentum it follows that detected
gamma-ray spectra are inconsistent with a deflection magnitude of 2.78 nrad,
predicted by Einstein's gravity theory. Moreover, preliminary results for 13-28
GeV photons from two different laboratories show opposite - away from the beam
line - deflection, amounting to 33.8-0.8 prad. These conclusions, however, are
applicable only for gravitationally sterile high energy electrons. Much more
subtle effects are expected if the gravitational deflection of the electrons is
taken into account.
|
[
{
"created": "Mon, 13 Jan 2014 23:32:08 GMT",
"version": "v1"
},
{
"created": "Sat, 12 Jul 2014 07:57:40 GMT",
"version": "v2"
},
{
"created": "Tue, 28 Jun 2022 18:02:27 GMT",
"version": "v3"
}
] |
2022-06-30
|
[
[
"Gharibyan",
"Vahagn",
""
]
] |
[
-0.08474931120872498,
-0.0401160828769207,
0.0022045867517590523,
0.024886760860681534,
-0.019113393500447273,
-0.05810939148068428,
0.09121497720479965,
0.015106391161680222,
-0.04119284823536873,
-0.08025750517845154,
0.04487060010433197,
-0.01831263117492199,
-0.014202672056853771,
-0.008979234844446182,
-0.003908370155841112,
-0.04612889885902405,
0.06441716104745865,
-0.0672246441245079,
-0.04613647609949112,
0.06937351077795029,
-0.0006927140057086945,
-0.03317061811685562,
-0.00012637993495445698,
0.03602936491370201,
0.030109645798802376,
-0.03026677668094635,
0.016434699296951294,
-0.06444965302944183,
-0.07669257372617722,
-0.0012026851763948798,
0.03113977424800396,
-0.03308812901377678,
-0.0849950835108757,
0.08808779716491699,
0.0020508579909801483,
0.07903371006250381,
0.03235660493373871,
-0.04394909739494324,
-0.004575399681925774,
0.01723550260066986,
-0.03797003999352455,
-0.026118963956832886,
-0.004977744538336992,
0.023388119414448738,
0.0942540392279625,
-0.053282976150512695,
0.04257719963788986,
-0.10283760726451874,
-0.08360558748245239,
0.04429242014884949,
0.0861460268497467,
-0.009214313700795174,
0.0063165524043142796,
0.004846259020268917,
0.02522047981619835,
0.02635324001312256,
-0.04870966821908951,
-0.066929891705513,
0.015907451510429382,
0.07516080141067505,
-0.020054932683706284,
-0.04630090668797493,
-0.05759819597005844,
0.04066884145140648,
-0.015069393441081047,
-0.033808838576078415,
0.04300850257277489,
-0.06144274026155472,
-0.026793617755174637,
0.03275937959551811,
0.007708386983722448,
0.003168802009895444,
-0.12503653764724731,
-0.054197993129491806,
-0.04477071762084961,
0.01958916150033474,
0.03430813550949097,
0.07222853600978851,
0.0472448505461216,
-0.06011665612459183,
-0.021809320896863937,
-0.04291074350476265,
-0.03449736535549164,
0.06812994927167892,
-0.011032559908926487,
-0.0102117620408535,
0.04948718100786209,
0.07599417865276337,
-0.003536868840456009,
0.02144242636859417,
0.06022945046424866,
0.0028934564907103777,
0.03148540481925011,
0.03218746557831764,
-0.02695433981716633,
0.07180710881948471,
-0.04216737300157547,
-0.17079079151153564,
-0.032561589032411575,
0.005152064375579357,
0.032997678965330124,
0.07440733164548874,
-0.022274386137723923,
0.133802130818367,
-0.07434249669313431,
0.04044128581881523,
-0.0034269702155143023,
0.10016404837369919,
-0.1020263060927391,
0.025601405650377274,
0.09439008682966232,
0.036619726568460464,
0.01788743957877159,
-0.020003633573651314,
-0.017801528796553612,
0.07142002135515213,
0.031989336013793945,
0.019568447023630142,
-0.06719443202018738,
-0.029241865500807762,
-0.05878034606575966,
0.04024213179945946,
0.04997701197862625,
0.03772399574518204,
0.037560753524303436,
-0.0038401754572987556,
-0.05427083373069763,
3.1173750188662125e-33,
0.04927504062652588,
0.02401389554142952,
-0.009969854727387428,
-0.06471559405326843,
0.007962362840771675,
0.02106262929737568,
-0.03488893061876297,
0.09575001895427704,
-0.008276627399027348,
-0.013149471022188663,
-0.033955372869968414,
-0.0024076877161860466,
0.0764511451125145,
-0.043816279619932175,
-0.05575304850935936,
0.07062085717916489,
0.015035450458526611,
0.0515621118247509,
-0.002106182975694537,
0.08325943350791931,
-0.05306456610560417,
0.006053579971194267,
0.053198933601379395,
-0.026991352438926697,
0.004457585047930479,
0.01807756908237934,
-0.1036859080195427,
0.013638702221214771,
0.006120904348790646,
0.004917333833873272,
0.03251008689403534,
0.023165449500083923,
0.04604140669107437,
0.08275489509105682,
-0.09971153736114502,
0.0524168536067009,
-0.06226128339767456,
-0.0015886941691860557,
0.0012364487629383802,
0.04473666101694107,
0.04166775941848755,
0.09953973442316055,
-0.0021376830991357565,
-0.04293329641222954,
0.05136563256382942,
0.03855852410197258,
0.0515650138258934,
-0.05878511816263199,
-0.011171268299221992,
0.0323711521923542,
0.03365901857614517,
0.040926236659288406,
-0.04230746999382973,
0.0004166688595432788,
0.05058993399143219,
0.058686647564172745,
0.022370731458067894,
0.07985593378543854,
0.008284017443656921,
-0.031212080270051956,
0.05253472551703453,
0.04037988558411598,
0.06076695770025253,
0.0336635522544384,
-0.017978720366954803,
-0.058455418795347214,
-0.05691806972026825,
-0.005803933832794428,
-0.09090802818536758,
0.01432744413614273,
-0.0871332511305809,
0.0352034829556942,
0.08718636631965637,
-0.062015730887651443,
0.07124857604503632,
-0.057696472853422165,
-0.06516234576702118,
0.01598224602639675,
0.021798832342028618,
0.07460063695907593,
-0.01908145472407341,
-0.05287957936525345,
0.05399644002318382,
-0.08108393847942352,
-0.02298925817012787,
0.077201247215271,
-0.025161094963550568,
-0.03978892043232918,
-0.03300093486905098,
-0.013079795055091381,
0.009537807665765285,
0.00894071627408266,
-0.02955607697367668,
-0.09893309324979782,
-0.049288876354694366,
-3.291947317564846e-33,
-0.03844073787331581,
-0.0005139817367307842,
-0.02201097458600998,
0.07871554046869278,
0.040118444710969925,
0.04680432379245758,
-0.02241193689405918,
-0.01665743626654148,
-0.029697010293602943,
-0.0334281362593174,
0.04203363135457039,
0.11357921361923218,
-0.07051374018192291,
-0.009947276674211025,
0.023798024281859398,
-0.05517278239130974,
-0.003359400201588869,
0.015524952672421932,
-0.048562921583652496,
0.013143077492713928,
0.12784412503242493,
-0.0038673346862196922,
0.05863741785287857,
-0.0038519026711583138,
0.054181057959795,
-0.03352166339755058,
0.03521306812763214,
-0.08041347563266754,
0.06916869431734085,
-0.06911724805831909,
0.0009086618083529174,
0.04245799034833908,
-0.04597320780158043,
-0.041096899658441544,
0.03181328997015953,
-0.020420318469405174,
-0.016897069290280342,
0.045697908848524094,
0.030004078522324562,
-0.04096975922584534,
-0.050929680466651917,
0.15331824123859406,
0.011300924234092236,
-0.017138171941041946,
-0.018257666379213333,
0.02300659567117691,
0.03924533352255821,
0.022206638008356094,
-0.0419689305126667,
-0.0005240696482360363,
-0.10872385650873184,
-0.04886089265346527,
-0.0301546361297369,
0.1235252171754837,
-0.03806078061461449,
0.005801685620099306,
0.03875366598367691,
0.001725833280943334,
-0.035556863993406296,
-0.0001257017720490694,
-0.05056382715702057,
0.05912679806351662,
0.04984602704644203,
-0.04318132624030113,
-0.03954075649380684,
0.04296505078673363,
-0.02475876733660698,
0.12730391323566437,
-0.0001525455736555159,
-0.012128917500376701,
0.004606022033840418,
-0.12468501925468445,
-0.05541551485657692,
-0.010011103004217148,
-0.0624990276992321,
0.06105876713991165,
0.09820739179849625,
-0.05709124729037285,
0.010775548405945301,
-0.02967830002307892,
0.057169802486896515,
0.10298775136470795,
0.012903253547847271,
-0.04082776606082916,
0.0664958730340004,
-0.032454367727041245,
-0.06378335505723953,
0.0038759810850024223,
-0.0001319046423304826,
-0.0020640401635318995,
-0.04504811391234398,
-0.054782379418611526,
0.09779644012451172,
-0.09262049198150635,
0.03277569264173508,
-4.374959772235343e-8,
-0.020985856652259827,
0.03185632452368736,
-0.045398175716400146,
0.06453355401754379,
0.017677024006843567,
0.05127660930156708,
-0.04258514568209648,
0.034979578107595444,
0.025182267650961876,
-0.0801539272069931,
0.013198207132518291,
-0.010463865473866463,
-0.0060768527910113335,
0.033680953085422516,
-0.013457476161420345,
0.042946454137563705,
0.0020602294243872166,
-0.059828806668519974,
-0.02823246456682682,
0.0672166645526886,
0.017510315403342247,
-0.04052557051181793,
0.03375692665576935,
0.020386764779686928,
-0.04705103859305382,
0.04049896448850632,
-0.02089068852365017,
-0.007447957992553711,
-0.07644075900316238,
-0.02332649566233158,
0.004474312532693148,
-0.020257562398910522,
0.0247206948697567,
-0.0068633719347417355,
-0.06026454642415047,
-0.04418245702981949,
-0.0010296849068254232,
0.02094237133860588,
0.08763998001813889,
0.0650036484003067,
0.01976134441792965,
-0.05448807030916214,
0.03154541924595833,
0.015640703961253166,
-0.051688071340322495,
0.04521903768181801,
-0.03055361658334732,
-0.09466537088155746,
0.002373418305069208,
0.11101095378398895,
-0.014023234136402607,
0.015774020925164223,
-0.03395329788327217,
-0.1362321525812149,
-0.014068490825593472,
0.024550694972276688,
0.017349034547805786,
-0.0760933980345726,
0.02535029873251915,
-0.03724861517548561,
0.05740056931972504,
-0.06986593455076218,
0.015123795717954636,
-0.0068057323805987835
] | null | null | null | null | null | null | null |
[
-0.08474931120872498,
-0.0401160828769207,
0.0022045867517590523,
0.024886760860681534,
-0.019113393500447273,
-0.05810939148068428,
0.09121497720479965,
0.015106391161680222,
-0.04119284823536873,
-0.08025750517845154,
0.04487060010433197,
-0.01831263117492199,
-0.014202672056853771,
-0.008979234844446182,
-0.003908370155841112,
-0.04612889885902405,
0.06441716104745865,
-0.0672246441245079,
-0.04613647609949112,
0.06937351077795029,
-0.0006927140057086945,
-0.03317061811685562,
-0.00012637993495445698,
0.03602936491370201,
0.030109645798802376,
-0.03026677668094635,
0.016434699296951294,
-0.06444965302944183,
-0.07669257372617722,
-0.0012026851763948798,
0.03113977424800396,
-0.03308812901377678,
-0.0849950835108757,
0.08808779716491699,
0.0020508579909801483,
0.07903371006250381,
0.03235660493373871,
-0.04394909739494324,
-0.004575399681925774,
0.01723550260066986,
-0.03797003999352455,
-0.026118963956832886,
-0.004977744538336992,
0.023388119414448738,
0.0942540392279625,
-0.053282976150512695,
0.04257719963788986,
-0.10283760726451874,
-0.08360558748245239,
0.04429242014884949,
0.0861460268497467,
-0.009214313700795174,
0.0063165524043142796,
0.004846259020268917,
0.02522047981619835,
0.02635324001312256,
-0.04870966821908951,
-0.066929891705513,
0.015907451510429382,
0.07516080141067505,
-0.020054932683706284,
-0.04630090668797493,
-0.05759819597005844,
0.04066884145140648,
-0.015069393441081047,
-0.033808838576078415,
0.04300850257277489,
-0.06144274026155472,
-0.026793617755174637,
0.03275937959551811,
0.007708386983722448,
0.003168802009895444,
-0.12503653764724731,
-0.054197993129491806,
-0.04477071762084961,
0.01958916150033474,
0.03430813550949097,
0.07222853600978851,
0.0472448505461216,
-0.06011665612459183,
-0.021809320896863937,
-0.04291074350476265,
-0.03449736535549164,
0.06812994927167892,
-0.011032559908926487,
-0.0102117620408535,
0.04948718100786209,
0.07599417865276337,
-0.003536868840456009,
0.02144242636859417,
0.06022945046424866,
0.0028934564907103777,
0.03148540481925011,
0.03218746557831764,
-0.02695433981716633,
0.07180710881948471,
-0.04216737300157547,
-0.17079079151153564,
-0.032561589032411575,
0.005152064375579357,
0.032997678965330124,
0.07440733164548874,
-0.022274386137723923,
0.133802130818367,
-0.07434249669313431,
0.04044128581881523,
-0.0034269702155143023,
0.10016404837369919,
-0.1020263060927391,
0.025601405650377274,
0.09439008682966232,
0.036619726568460464,
0.01788743957877159,
-0.020003633573651314,
-0.017801528796553612,
0.07142002135515213,
0.031989336013793945,
0.019568447023630142,
-0.06719443202018738,
-0.029241865500807762,
-0.05878034606575966,
0.04024213179945946,
0.04997701197862625,
0.03772399574518204,
0.037560753524303436,
-0.0038401754572987556,
-0.05427083373069763,
3.1173750188662125e-33,
0.04927504062652588,
0.02401389554142952,
-0.009969854727387428,
-0.06471559405326843,
0.007962362840771675,
0.02106262929737568,
-0.03488893061876297,
0.09575001895427704,
-0.008276627399027348,
-0.013149471022188663,
-0.033955372869968414,
-0.0024076877161860466,
0.0764511451125145,
-0.043816279619932175,
-0.05575304850935936,
0.07062085717916489,
0.015035450458526611,
0.0515621118247509,
-0.002106182975694537,
0.08325943350791931,
-0.05306456610560417,
0.006053579971194267,
0.053198933601379395,
-0.026991352438926697,
0.004457585047930479,
0.01807756908237934,
-0.1036859080195427,
0.013638702221214771,
0.006120904348790646,
0.004917333833873272,
0.03251008689403534,
0.023165449500083923,
0.04604140669107437,
0.08275489509105682,
-0.09971153736114502,
0.0524168536067009,
-0.06226128339767456,
-0.0015886941691860557,
0.0012364487629383802,
0.04473666101694107,
0.04166775941848755,
0.09953973442316055,
-0.0021376830991357565,
-0.04293329641222954,
0.05136563256382942,
0.03855852410197258,
0.0515650138258934,
-0.05878511816263199,
-0.011171268299221992,
0.0323711521923542,
0.03365901857614517,
0.040926236659288406,
-0.04230746999382973,
0.0004166688595432788,
0.05058993399143219,
0.058686647564172745,
0.022370731458067894,
0.07985593378543854,
0.008284017443656921,
-0.031212080270051956,
0.05253472551703453,
0.04037988558411598,
0.06076695770025253,
0.0336635522544384,
-0.017978720366954803,
-0.058455418795347214,
-0.05691806972026825,
-0.005803933832794428,
-0.09090802818536758,
0.01432744413614273,
-0.0871332511305809,
0.0352034829556942,
0.08718636631965637,
-0.062015730887651443,
0.07124857604503632,
-0.057696472853422165,
-0.06516234576702118,
0.01598224602639675,
0.021798832342028618,
0.07460063695907593,
-0.01908145472407341,
-0.05287957936525345,
0.05399644002318382,
-0.08108393847942352,
-0.02298925817012787,
0.077201247215271,
-0.025161094963550568,
-0.03978892043232918,
-0.03300093486905098,
-0.013079795055091381,
0.009537807665765285,
0.00894071627408266,
-0.02955607697367668,
-0.09893309324979782,
-0.049288876354694366,
-3.291947317564846e-33,
-0.03844073787331581,
-0.0005139817367307842,
-0.02201097458600998,
0.07871554046869278,
0.040118444710969925,
0.04680432379245758,
-0.02241193689405918,
-0.01665743626654148,
-0.029697010293602943,
-0.0334281362593174,
0.04203363135457039,
0.11357921361923218,
-0.07051374018192291,
-0.009947276674211025,
0.023798024281859398,
-0.05517278239130974,
-0.003359400201588869,
0.015524952672421932,
-0.048562921583652496,
0.013143077492713928,
0.12784412503242493,
-0.0038673346862196922,
0.05863741785287857,
-0.0038519026711583138,
0.054181057959795,
-0.03352166339755058,
0.03521306812763214,
-0.08041347563266754,
0.06916869431734085,
-0.06911724805831909,
0.0009086618083529174,
0.04245799034833908,
-0.04597320780158043,
-0.041096899658441544,
0.03181328997015953,
-0.020420318469405174,
-0.016897069290280342,
0.045697908848524094,
0.030004078522324562,
-0.04096975922584534,
-0.050929680466651917,
0.15331824123859406,
0.011300924234092236,
-0.017138171941041946,
-0.018257666379213333,
0.02300659567117691,
0.03924533352255821,
0.022206638008356094,
-0.0419689305126667,
-0.0005240696482360363,
-0.10872385650873184,
-0.04886089265346527,
-0.0301546361297369,
0.1235252171754837,
-0.03806078061461449,
0.005801685620099306,
0.03875366598367691,
0.001725833280943334,
-0.035556863993406296,
-0.0001257017720490694,
-0.05056382715702057,
0.05912679806351662,
0.04984602704644203,
-0.04318132624030113,
-0.03954075649380684,
0.04296505078673363,
-0.02475876733660698,
0.12730391323566437,
-0.0001525455736555159,
-0.012128917500376701,
0.004606022033840418,
-0.12468501925468445,
-0.05541551485657692,
-0.010011103004217148,
-0.0624990276992321,
0.06105876713991165,
0.09820739179849625,
-0.05709124729037285,
0.010775548405945301,
-0.02967830002307892,
0.057169802486896515,
0.10298775136470795,
0.012903253547847271,
-0.04082776606082916,
0.0664958730340004,
-0.032454367727041245,
-0.06378335505723953,
0.0038759810850024223,
-0.0001319046423304826,
-0.0020640401635318995,
-0.04504811391234398,
-0.054782379418611526,
0.09779644012451172,
-0.09262049198150635,
0.03277569264173508,
-4.374959772235343e-8,
-0.020985856652259827,
0.03185632452368736,
-0.045398175716400146,
0.06453355401754379,
0.017677024006843567,
0.05127660930156708,
-0.04258514568209648,
0.034979578107595444,
0.025182267650961876,
-0.0801539272069931,
0.013198207132518291,
-0.010463865473866463,
-0.0060768527910113335,
0.033680953085422516,
-0.013457476161420345,
0.042946454137563705,
0.0020602294243872166,
-0.059828806668519974,
-0.02823246456682682,
0.0672166645526886,
0.017510315403342247,
-0.04052557051181793,
0.03375692665576935,
0.020386764779686928,
-0.04705103859305382,
0.04049896448850632,
-0.02089068852365017,
-0.007447957992553711,
-0.07644075900316238,
-0.02332649566233158,
0.004474312532693148,
-0.020257562398910522,
0.0247206948697567,
-0.0068633719347417355,
-0.06026454642415047,
-0.04418245702981949,
-0.0010296849068254232,
0.02094237133860588,
0.08763998001813889,
0.0650036484003067,
0.01976134441792965,
-0.05448807030916214,
0.03154541924595833,
0.015640703961253166,
-0.051688071340322495,
0.04521903768181801,
-0.03055361658334732,
-0.09466537088155746,
0.002373418305069208,
0.11101095378398895,
-0.014023234136402607,
0.015774020925164223,
-0.03395329788327217,
-0.1362321525812149,
-0.014068490825593472,
0.024550694972276688,
0.017349034547805786,
-0.0760933980345726,
0.02535029873251915,
-0.03724861517548561,
0.05740056931972504,
-0.06986593455076218,
0.015123795717954636,
-0.0068057323805987835
] |
1401.3733
|
Ed Bennett
|
Ed Bennett, Luigi Del Debbio, Kirk Jordan, Biagio Lucini, Agostino
Patella, Claudio Pica, Antonio Rago
|
BSMBench: a flexible and scalable supercomputer benchmark from
computational particle physics
|
6 pages, 5 figures; version as presented at High Performance
Computing and Simulation, HPCS 2016
|
2016 International Conference on High Performance Computing &
Simulation (HPCS), Innsbruck, Austria, 2016, pp. 834-839
|
10.1109/HPCSim.2016.7568421
|
CP3-Origins-2014-001 DNRF90 & DIAS-2014-1
|
cs.DC hep-lat
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Lattice Quantum ChromoDynamics (QCD), and by extension its parent field,
Lattice Gauge Theory (LGT), make up a significant fraction of supercomputing
cycles worldwide. As such, it would be irresponsible not to evaluate machines'
suitability for such applications. To this end, a benchmark has been developed
to assess the performance of LGT applications on modern HPC platforms. Distinct
from previous QCD-based benchmarks, this allows probing the behaviour of a
variety of theories, which allows varying the ratio of demands between on-node
computations and inter-node communications. The results of testing this
benchmark on various recent HPC platforms are presented, and directions for
future development are discussed.
|
[
{
"created": "Wed, 15 Jan 2014 20:33:38 GMT",
"version": "v1"
},
{
"created": "Thu, 22 Sep 2016 12:27:22 GMT",
"version": "v2"
}
] |
2016-09-23
|
[
[
"Bennett",
"Ed",
""
],
[
"Del Debbio",
"Luigi",
""
],
[
"Jordan",
"Kirk",
""
],
[
"Lucini",
"Biagio",
""
],
[
"Patella",
"Agostino",
""
],
[
"Pica",
"Claudio",
""
],
[
"Rago",
"Antonio",
""
]
] |
[
-0.12617431581020355,
-0.033969275653362274,
-0.010006326250731945,
0.03527665138244629,
0.0044178105890750885,
-0.02192031964659691,
-0.10697217285633087,
-0.020847482606768608,
-0.025378458201885223,
-0.057421259582042694,
-0.07688729465007782,
-0.008435512892901897,
-0.08025605231523514,
-0.006602609064429998,
-0.011156264692544937,
0.016633547842502594,
0.13534611463546753,
-0.007810118608176708,
0.03883549943566322,
-0.0874536857008934,
-0.09359137713909149,
-0.07920436561107635,
0.018112728372216225,
-0.03511550650000572,
0.09928032010793686,
-0.030718116089701653,
-0.0798720121383667,
0.03375544026494026,
0.06438668072223663,
0.02853812649846077,
-0.020144473761320114,
-0.007602623663842678,
-0.0765385851264,
0.10552667081356049,
-0.03203095495700836,
0.030187372118234634,
0.05217260122299194,
-0.1735396832227707,
-0.014925837516784668,
-0.024288533255457878,
0.06387699395418167,
0.028556210920214653,
-0.05717091262340546,
0.03685486316680908,
0.07243773341178894,
0.018681073561310768,
0.01995999366044998,
-0.024318814277648926,
-0.08590678870677948,
-0.09043823182582855,
-0.016644757241010666,
-0.041684798896312714,
0.021990057080984116,
0.03285752981901169,
-0.0695299580693245,
0.020039835944771767,
0.03398706763982773,
-0.027589179575443268,
0.09131532162427902,
0.005268160719424486,
-0.06939033418893814,
-0.01981404423713684,
-0.019806643947958946,
0.03234551101922989,
0.06332731992006302,
0.030296145007014275,
0.07025773078203201,
0.07897965610027313,
0.09733696281909943,
-0.04326662793755531,
0.044556450098752975,
0.016309376806020737,
-0.025543348863720894,
0.05016753077507019,
0.01216539554297924,
0.018228942528367043,
0.008532246574759483,
-0.05570514127612114,
-0.04618767276406288,
-0.030968917533755302,
-0.03127845376729965,
0.02532918006181717,
-0.04544082656502724,
0.008620895445346832,
0.03334446996450424,
-0.051199205219745636,
-0.07673484086990356,
0.06300114840269089,
-0.02079118601977825,
-0.0480826310813427,
0.08104009926319122,
0.024948470294475555,
-0.023771919310092926,
0.009904257021844387,
-0.01788720302283764,
0.09631801396608353,
0.09437981992959976,
-0.0014458999503403902,
-0.0477580651640892,
-0.01265713106840849,
0.046168431639671326,
0.025041909888386726,
-0.00013203895650804043,
-0.018165824934840202,
0.0363195464015007,
0.030913064256310463,
0.05055581405758858,
0.06497561186552048,
-0.032814111560583115,
-0.046610038727521896,
0.011630382388830185,
0.019688483327627182,
-0.016347425058484077,
-0.03863938897848129,
-0.054516471922397614,
-0.027802888303995132,
-0.004461820237338543,
0.0373927466571331,
-0.04596096649765968,
0.0594278909265995,
-0.05112048238515854,
-0.05053117498755455,
-0.02759426459670067,
0.021789731457829475,
-0.04016523063182831,
0.013343757949769497,
-0.1764298528432846,
1.3067610702946431e-33,
0.027179626747965813,
0.026210885494947433,
0.0253970418125391,
0.039704300463199615,
0.02465563453733921,
-0.002976474119350314,
-0.014749068766832352,
-0.02292698621749878,
-0.043385572731494904,
0.042216408997774124,
-0.05000666156411171,
-0.004884572699666023,
-0.004362320061773062,
-0.09512626379728317,
0.07209357619285583,
-0.04144234210252762,
-0.09514141827821732,
-0.023376937955617905,
0.03979768976569176,
0.044574838131666183,
0.05539299175143242,
-0.07085681706666946,
-0.012352660298347473,
0.0026913504116237164,
0.037008773535490036,
-0.010442037135362625,
0.007284521125257015,
-0.010897836647927761,
0.005475057754665613,
0.04979143664240837,
-0.01691794954240322,
0.078712597489357,
-0.014049269258975983,
0.07283032685518265,
-0.009526358917355537,
-0.02199990674853325,
-0.05585953965783119,
-0.06015276536345482,
0.033756185322999954,
-0.06332298368215561,
0.005989371798932552,
-0.015289897099137306,
0.007964848540723324,
-0.0759146586060524,
-0.03480328246951103,
-0.06715064495801926,
0.015028107911348343,
-0.0032420482020825148,
-0.034424759447574615,
-0.04472852870821953,
0.02860981598496437,
0.0038285094778984785,
-0.03623206168413162,
0.06229456886649132,
0.08507899194955826,
-0.009358136914670467,
0.04436555504798889,
0.020588355138897896,
0.04894125834107399,
0.19146326184272766,
-0.004528510384261608,
-0.000030438468456850387,
-0.02495831809937954,
0.047980841249227524,
-0.0357535146176815,
-0.029486985877156258,
-0.0636783242225647,
0.02441304735839367,
-0.043844763189554214,
0.0656849592924118,
-0.013969271443784237,
-0.03241613879799843,
0.025899849832057953,
-0.029355475679039955,
0.1510397344827652,
-0.05688700079917908,
0.004360792227089405,
-0.12458156049251556,
-0.051964230835437775,
-0.008434966206550598,
-0.06651292741298676,
0.025681059807538986,
-0.03246638923883438,
0.04118816554546356,
0.053424034267663956,
-0.08192506432533264,
-0.04268662631511688,
0.008719926699995995,
-0.07603242993354797,
-0.012410886585712433,
0.00628021452575922,
-0.05201104283332825,
0.1558852195739746,
-0.030664315447211266,
-0.07736910134553909,
-2.127296902128894e-33,
-0.05649065971374512,
0.03437504544854164,
0.011897631920874119,
0.06120450794696808,
0.026961760595440865,
-0.09271624684333801,
-0.002035575918853283,
-0.05650648847222328,
0.020482713356614113,
0.10453616082668304,
0.08555126190185547,
-0.00444435840472579,
-0.026314618065953255,
0.06842612475156784,
0.034196801483631134,
0.02549777925014496,
-0.041966985911130905,
-0.11737961322069168,
0.05230634659528732,
0.026314830407500267,
-0.005183258093893528,
-0.009584283456206322,
0.06898955255746841,
-0.012115650810301304,
-0.0009075446869246662,
0.03330980986356735,
-0.039589773863554,
-0.08112598210573196,
0.04359325021505356,
-0.031541064381599426,
0.00869244895875454,
0.051261838525533676,
-0.03977949544787407,
0.06559249758720398,
0.050420209765434265,
0.005889536812901497,
0.05308360978960991,
0.010743964463472366,
0.041735246777534485,
-0.0007591827306896448,
0.09948962926864624,
0.02138683572411537,
-0.05909077450633049,
-0.058857787400484085,
0.02174762636423111,
0.11131694912910461,
-0.021887093782424927,
0.010259004309773445,
0.004261076916009188,
-0.0189908929169178,
0.018370823934674263,
0.04161704704165459,
0.008826092816889286,
0.06102790683507919,
-0.009726112708449364,
-0.033373210579156876,
-0.05342814698815346,
0.09743286669254303,
-0.014179003424942493,
-0.04309447482228279,
0.02237522415816784,
-0.029307885095477104,
0.00314599322155118,
0.03424663096666336,
-0.0014453099574893713,
-0.025863882154226303,
0.06058916077017784,
0.05358761176466942,
0.0011523470748215914,
-0.014133247546851635,
-0.008295243605971336,
0.015133606269955635,
-0.011268128640949726,
0.027521295472979546,
-0.0454021692276001,
-0.013845404610037804,
0.04737090691924095,
-0.040654368698596954,
0.040523383766412735,
-0.006407615263015032,
-0.010907039977610111,
0.08609966933727264,
-0.04043005034327507,
-0.08911167830228806,
0.0266911331564188,
-0.013470218516886234,
-0.009893936105072498,
0.0638921782374382,
-0.010816711001098156,
-0.02827891893684864,
0.020802542567253113,
0.002673895563930273,
0.0384686253964901,
0.02299952320754528,
0.020359421148896217,
-4.293994848580951e-8,
0.007107799872756004,
0.031996484845876694,
0.000237183558056131,
-0.05154919996857643,
0.020502056926488876,
-0.03340812772512436,
0.019784340634942055,
0.03708549961447716,
0.0009217525948770344,
0.08736102283000946,
0.08645031601190567,
-0.07798565924167633,
-0.03077329322695732,
-0.057990558445453644,
0.07474329322576523,
0.047521915286779404,
-0.012614858336746693,
-0.01271264348179102,
-0.001548177213408053,
-0.008250288665294647,
0.07817787677049637,
0.07789460569620132,
0.015345053747296333,
0.08177421241998672,
-0.0684206485748291,
-0.06629433482885361,
-0.007870958186686039,
-0.004263779614120722,
-0.012148183770477772,
-0.049939580261707306,
-0.035449180752038956,
-0.02403627522289753,
0.05038319155573845,
0.04519845172762871,
0.05496934801340103,
0.01815086603164673,
-0.02283811755478382,
0.011147533543407917,
0.10405299067497253,
0.08706527948379517,
0.01589169353246689,
-0.009984288364648819,
-0.11142859607934952,
0.0208138395100832,
0.010865649208426476,
-0.00004791502942680381,
0.0010146270506083965,
0.009097895585000515,
-0.030601700767874718,
0.10842815786600113,
0.0266252513974905,
-0.02455120161175728,
0.004951871931552887,
-0.1002483144402504,
-0.02635991759598255,
0.03029440902173519,
-0.05307956784963608,
-0.07159033417701721,
-0.009030054323375225,
-0.00332451774738729,
0.0241574477404356,
-0.005256066098809242,
-0.06488445401191711,
0.0014501847326755524
] | null | null | null | null | null | null | null |
[
-0.12617431581020355,
-0.033969275653362274,
-0.010006326250731945,
0.03527665138244629,
0.0044178105890750885,
-0.02192031964659691,
-0.10697217285633087,
-0.020847482606768608,
-0.025378458201885223,
-0.057421259582042694,
-0.07688729465007782,
-0.008435512892901897,
-0.08025605231523514,
-0.006602609064429998,
-0.011156264692544937,
0.016633547842502594,
0.13534611463546753,
-0.007810118608176708,
0.03883549943566322,
-0.0874536857008934,
-0.09359137713909149,
-0.07920436561107635,
0.018112728372216225,
-0.03511550650000572,
0.09928032010793686,
-0.030718116089701653,
-0.0798720121383667,
0.03375544026494026,
0.06438668072223663,
0.02853812649846077,
-0.020144473761320114,
-0.007602623663842678,
-0.0765385851264,
0.10552667081356049,
-0.03203095495700836,
0.030187372118234634,
0.05217260122299194,
-0.1735396832227707,
-0.014925837516784668,
-0.024288533255457878,
0.06387699395418167,
0.028556210920214653,
-0.05717091262340546,
0.03685486316680908,
0.07243773341178894,
0.018681073561310768,
0.01995999366044998,
-0.024318814277648926,
-0.08590678870677948,
-0.09043823182582855,
-0.016644757241010666,
-0.041684798896312714,
0.021990057080984116,
0.03285752981901169,
-0.0695299580693245,
0.020039835944771767,
0.03398706763982773,
-0.027589179575443268,
0.09131532162427902,
0.005268160719424486,
-0.06939033418893814,
-0.01981404423713684,
-0.019806643947958946,
0.03234551101922989,
0.06332731992006302,
0.030296145007014275,
0.07025773078203201,
0.07897965610027313,
0.09733696281909943,
-0.04326662793755531,
0.044556450098752975,
0.016309376806020737,
-0.025543348863720894,
0.05016753077507019,
0.01216539554297924,
0.018228942528367043,
0.008532246574759483,
-0.05570514127612114,
-0.04618767276406288,
-0.030968917533755302,
-0.03127845376729965,
0.02532918006181717,
-0.04544082656502724,
0.008620895445346832,
0.03334446996450424,
-0.051199205219745636,
-0.07673484086990356,
0.06300114840269089,
-0.02079118601977825,
-0.0480826310813427,
0.08104009926319122,
0.024948470294475555,
-0.023771919310092926,
0.009904257021844387,
-0.01788720302283764,
0.09631801396608353,
0.09437981992959976,
-0.0014458999503403902,
-0.0477580651640892,
-0.01265713106840849,
0.046168431639671326,
0.025041909888386726,
-0.00013203895650804043,
-0.018165824934840202,
0.0363195464015007,
0.030913064256310463,
0.05055581405758858,
0.06497561186552048,
-0.032814111560583115,
-0.046610038727521896,
0.011630382388830185,
0.019688483327627182,
-0.016347425058484077,
-0.03863938897848129,
-0.054516471922397614,
-0.027802888303995132,
-0.004461820237338543,
0.0373927466571331,
-0.04596096649765968,
0.0594278909265995,
-0.05112048238515854,
-0.05053117498755455,
-0.02759426459670067,
0.021789731457829475,
-0.04016523063182831,
0.013343757949769497,
-0.1764298528432846,
1.3067610702946431e-33,
0.027179626747965813,
0.026210885494947433,
0.0253970418125391,
0.039704300463199615,
0.02465563453733921,
-0.002976474119350314,
-0.014749068766832352,
-0.02292698621749878,
-0.043385572731494904,
0.042216408997774124,
-0.05000666156411171,
-0.004884572699666023,
-0.004362320061773062,
-0.09512626379728317,
0.07209357619285583,
-0.04144234210252762,
-0.09514141827821732,
-0.023376937955617905,
0.03979768976569176,
0.044574838131666183,
0.05539299175143242,
-0.07085681706666946,
-0.012352660298347473,
0.0026913504116237164,
0.037008773535490036,
-0.010442037135362625,
0.007284521125257015,
-0.010897836647927761,
0.005475057754665613,
0.04979143664240837,
-0.01691794954240322,
0.078712597489357,
-0.014049269258975983,
0.07283032685518265,
-0.009526358917355537,
-0.02199990674853325,
-0.05585953965783119,
-0.06015276536345482,
0.033756185322999954,
-0.06332298368215561,
0.005989371798932552,
-0.015289897099137306,
0.007964848540723324,
-0.0759146586060524,
-0.03480328246951103,
-0.06715064495801926,
0.015028107911348343,
-0.0032420482020825148,
-0.034424759447574615,
-0.04472852870821953,
0.02860981598496437,
0.0038285094778984785,
-0.03623206168413162,
0.06229456886649132,
0.08507899194955826,
-0.009358136914670467,
0.04436555504798889,
0.020588355138897896,
0.04894125834107399,
0.19146326184272766,
-0.004528510384261608,
-0.000030438468456850387,
-0.02495831809937954,
0.047980841249227524,
-0.0357535146176815,
-0.029486985877156258,
-0.0636783242225647,
0.02441304735839367,
-0.043844763189554214,
0.0656849592924118,
-0.013969271443784237,
-0.03241613879799843,
0.025899849832057953,
-0.029355475679039955,
0.1510397344827652,
-0.05688700079917908,
0.004360792227089405,
-0.12458156049251556,
-0.051964230835437775,
-0.008434966206550598,
-0.06651292741298676,
0.025681059807538986,
-0.03246638923883438,
0.04118816554546356,
0.053424034267663956,
-0.08192506432533264,
-0.04268662631511688,
0.008719926699995995,
-0.07603242993354797,
-0.012410886585712433,
0.00628021452575922,
-0.05201104283332825,
0.1558852195739746,
-0.030664315447211266,
-0.07736910134553909,
-2.127296902128894e-33,
-0.05649065971374512,
0.03437504544854164,
0.011897631920874119,
0.06120450794696808,
0.026961760595440865,
-0.09271624684333801,
-0.002035575918853283,
-0.05650648847222328,
0.020482713356614113,
0.10453616082668304,
0.08555126190185547,
-0.00444435840472579,
-0.026314618065953255,
0.06842612475156784,
0.034196801483631134,
0.02549777925014496,
-0.041966985911130905,
-0.11737961322069168,
0.05230634659528732,
0.026314830407500267,
-0.005183258093893528,
-0.009584283456206322,
0.06898955255746841,
-0.012115650810301304,
-0.0009075446869246662,
0.03330980986356735,
-0.039589773863554,
-0.08112598210573196,
0.04359325021505356,
-0.031541064381599426,
0.00869244895875454,
0.051261838525533676,
-0.03977949544787407,
0.06559249758720398,
0.050420209765434265,
0.005889536812901497,
0.05308360978960991,
0.010743964463472366,
0.041735246777534485,
-0.0007591827306896448,
0.09948962926864624,
0.02138683572411537,
-0.05909077450633049,
-0.058857787400484085,
0.02174762636423111,
0.11131694912910461,
-0.021887093782424927,
0.010259004309773445,
0.004261076916009188,
-0.0189908929169178,
0.018370823934674263,
0.04161704704165459,
0.008826092816889286,
0.06102790683507919,
-0.009726112708449364,
-0.033373210579156876,
-0.05342814698815346,
0.09743286669254303,
-0.014179003424942493,
-0.04309447482228279,
0.02237522415816784,
-0.029307885095477104,
0.00314599322155118,
0.03424663096666336,
-0.0014453099574893713,
-0.025863882154226303,
0.06058916077017784,
0.05358761176466942,
0.0011523470748215914,
-0.014133247546851635,
-0.008295243605971336,
0.015133606269955635,
-0.011268128640949726,
0.027521295472979546,
-0.0454021692276001,
-0.013845404610037804,
0.04737090691924095,
-0.040654368698596954,
0.040523383766412735,
-0.006407615263015032,
-0.010907039977610111,
0.08609966933727264,
-0.04043005034327507,
-0.08911167830228806,
0.0266911331564188,
-0.013470218516886234,
-0.009893936105072498,
0.0638921782374382,
-0.010816711001098156,
-0.02827891893684864,
0.020802542567253113,
0.002673895563930273,
0.0384686253964901,
0.02299952320754528,
0.020359421148896217,
-4.293994848580951e-8,
0.007107799872756004,
0.031996484845876694,
0.000237183558056131,
-0.05154919996857643,
0.020502056926488876,
-0.03340812772512436,
0.019784340634942055,
0.03708549961447716,
0.0009217525948770344,
0.08736102283000946,
0.08645031601190567,
-0.07798565924167633,
-0.03077329322695732,
-0.057990558445453644,
0.07474329322576523,
0.047521915286779404,
-0.012614858336746693,
-0.01271264348179102,
-0.001548177213408053,
-0.008250288665294647,
0.07817787677049637,
0.07789460569620132,
0.015345053747296333,
0.08177421241998672,
-0.0684206485748291,
-0.06629433482885361,
-0.007870958186686039,
-0.004263779614120722,
-0.012148183770477772,
-0.049939580261707306,
-0.035449180752038956,
-0.02403627522289753,
0.05038319155573845,
0.04519845172762871,
0.05496934801340103,
0.01815086603164673,
-0.02283811755478382,
0.011147533543407917,
0.10405299067497253,
0.08706527948379517,
0.01589169353246689,
-0.009984288364648819,
-0.11142859607934952,
0.0208138395100832,
0.010865649208426476,
-0.00004791502942680381,
0.0010146270506083965,
0.009097895585000515,
-0.030601700767874718,
0.10842815786600113,
0.0266252513974905,
-0.02455120161175728,
0.004951871931552887,
-0.1002483144402504,
-0.02635991759598255,
0.03029440902173519,
-0.05307956784963608,
-0.07159033417701721,
-0.009030054323375225,
-0.00332451774738729,
0.0241574477404356,
-0.005256066098809242,
-0.06488445401191711,
0.0014501847326755524
] |
1401.3734
|
Heinrich P\"as
|
Torsten Heinrich, Benjamin Knopp and Heinrich P\"as
|
Entropy, biological evolution and the psychological arrow of time
|
12 pages, 5 figures. Version accepted for publication in Journal of
Modern Physics
| null | null | null |
physics.gen-ph astro-ph.CO q-bio.OT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We argue that in Universes where future and past differ only by the entropy
content a psychological arrow of time pointing in the direction of entropy
increase can arise from natural selection in biological evolution. We show that
this effect can be demonstrated in very simple toy computer simulations of
evolution in an entropy increasing or decreasing environment.
|
[
{
"created": "Mon, 13 Jan 2014 22:18:58 GMT",
"version": "v1"
},
{
"created": "Mon, 30 Nov 2015 16:34:53 GMT",
"version": "v2"
}
] |
2015-12-01
|
[
[
"Heinrich",
"Torsten",
""
],
[
"Knopp",
"Benjamin",
""
],
[
"Päs",
"Heinrich",
""
]
] |
[
-0.04896961897611618,
0.015935158357024193,
0.05137433111667633,
0.0204890426248312,
0.057313911616802216,
0.0010733474045991898,
-0.029355281963944435,
-0.04875757172703743,
0.09361445158720016,
0.017935799434781075,
-0.007066801190376282,
-0.053830474615097046,
-0.006048382725566626,
0.04444921016693115,
-0.021129347383975983,
-0.04915424436330795,
-0.06154489144682884,
0.027252526953816414,
0.023450950160622597,
0.006541918963193893,
-0.020124873146414757,
-0.0029730084352195263,
0.014912908896803856,
0.00467961048707366,
-0.06100405007600784,
-0.06166507303714752,
0.042204033583402634,
0.08789381384849548,
0.006406704895198345,
-0.006473046727478504,
0.008771875873208046,
0.04213890805840492,
-0.01676691137254238,
0.011129621416330338,
-0.07538440078496933,
-0.026802953332662582,
-0.05499213561415672,
0.00694885803386569,
0.003809473244473338,
0.03442724049091339,
-0.0031624820549041033,
0.015389959327876568,
-0.039336130023002625,
0.06718622893095016,
0.013684475794434547,
0.009168838150799274,
-0.037542372941970825,
-0.06039042770862579,
-0.03342648968100548,
-0.04111560806632042,
-0.1246173158288002,
0.01930535025894642,
0.031872186809778214,
-0.053204864263534546,
0.01820260100066662,
0.09390942007303238,
0.059827785938978195,
0.007413865998387337,
-0.039908260107040405,
-0.1313408464193344,
0.04977750405669212,
-0.025330932810902596,
-0.07054904103279114,
0.014872610569000244,
0.09666499495506287,
0.031391724944114685,
0.0030838665552437305,
0.03654353320598602,
0.02227848209440708,
-0.005929861217737198,
-0.04560671001672745,
0.045222971588373184,
-0.012262088246643543,
-0.024998364970088005,
0.07470311224460602,
0.027148203924298286,
-0.005882433615624905,
0.05820659548044205,
0.0024209071416407824,
-0.023588594049215317,
-0.016225580126047134,
-0.016630245372653008,
-0.017075205221772194,
0.05701064690947533,
-0.037382397800683975,
-0.09225887805223465,
-0.005292568821460009,
0.022255927324295044,
0.03765768185257912,
0.023311462253332138,
-0.03495440259575844,
-0.02557613141834736,
-0.01240624487400055,
0.030112694948911667,
0.0037279920652508736,
0.0618552602827549,
-0.00936910230666399,
-0.025480223819613457,
0.06190282106399536,
-0.0052192495204508305,
-0.05994700267910957,
-0.03011695295572281,
-0.052601542323827744,
0.14229507744312286,
0.11296097934246063,
-0.038506049662828445,
0.014947207644581795,
-0.03902268037199974,
0.029167266562581062,
-0.01593157649040222,
0.03870750218629837,
0.014282045885920525,
-0.0013458364410325885,
0.05339682847261429,
-0.013693839311599731,
-0.05137999728322029,
-0.015444952994585037,
0.044518399983644485,
-0.08477361500263214,
0.02892456017434597,
0.040189798921346664,
0.008401407860219479,
-0.07638400793075562,
-0.07675566524267197,
-0.022275933995842934,
-0.011755479499697685,
-0.011791858822107315,
-1.9989261231923844e-33,
0.01698433794081211,
-0.1130392998456955,
0.004163064062595367,
-0.03009120747447014,
0.08653110265731812,
0.029070934280753136,
-0.0906221866607666,
-0.04519985243678093,
0.006731797009706497,
-0.0062978737987577915,
-0.09400343894958496,
0.05445752292871475,
-0.02539164386689663,
0.05666312947869301,
-0.008709651418030262,
0.019521262496709824,
-0.13424481451511383,
0.08591140806674957,
0.08425084501504898,
-0.050649553537368774,
-0.03263084217905998,
0.013817593455314636,
-0.003045240417122841,
-0.14036867022514343,
0.026999033987522125,
0.026463380083441734,
-0.021312233060598373,
0.0003825720341410488,
-0.01988118886947632,
-0.015105037949979305,
-0.067752905189991,
0.03891173005104065,
-0.04092586413025856,
-0.05770488083362579,
0.021823836490511894,
0.054639868438243866,
0.020017700269818306,
-0.0011262270854786038,
-0.0061118267476558685,
0.0015438515692949295,
0.04488575831055641,
0.05617448315024376,
0.004078117664903402,
-0.07117505371570587,
0.00015928751963656396,
0.0020344399381428957,
0.0559021532535553,
-0.039201851934194565,
-0.0794772356748581,
0.020397353917360306,
-0.015219724737107754,
-0.07619666308164597,
0.04430888965725899,
-0.06593240052461624,
0.029340017586946487,
-0.016768602654337883,
-0.003653640393167734,
0.05396933853626251,
-0.055981624871492386,
0.03556659817695618,
0.0014276121510192752,
-0.0037089039105921984,
0.0735931321978569,
-0.05142263323068619,
0.026277966797351837,
-0.01847241073846817,
0.0358399972319603,
-0.0485493540763855,
0.10520025342702866,
0.020453467965126038,
0.005608848761767149,
-0.0078073530457913876,
-0.0816807672381401,
-0.015004422515630722,
0.0002889727766159922,
-0.04995371773838997,
0.057725388556718826,
0.014103209599852562,
-0.042654842138290405,
-0.04087772220373154,
-0.02739384025335312,
-0.0818747878074646,
-0.050028275698423386,
-0.033993080258369446,
0.04854171723127365,
0.042264919728040695,
0.02577509917318821,
-0.036979664117097855,
-0.08499544113874435,
-0.023637091740965843,
-0.022800743579864502,
-0.023627743124961853,
0.15177780389785767,
0.06074066087603569,
-0.024707097560167313,
-2.3706841094926024e-33,
-0.11100467294454575,
-0.09430581331253052,
-0.024990413337945938,
0.011537219397723675,
-0.022089321166276932,
0.0111716128885746,
-0.023878702893853188,
-0.003492662450298667,
-0.08750283718109131,
-0.05947043001651764,
0.0833694338798523,
0.054466474801301956,
0.08762820810079575,
-0.009236574172973633,
0.010291137732565403,
-0.0012399308616295457,
0.012754787690937519,
0.05728573352098465,
0.02112738974392414,
-0.08233567327260971,
0.010508333332836628,
0.028064927086234093,
-0.0777268037199974,
-0.03621885925531387,
0.005830766633152962,
0.027397876605391502,
0.06282636523246765,
0.10743144154548645,
-0.04396990314126015,
-0.020397882908582687,
-0.08737494051456451,
0.0073847719468176365,
-0.02113015577197075,
0.05545946583151817,
0.057326242327690125,
0.03445536643266678,
0.04254589602351189,
0.016113663092255592,
0.020017720758914948,
-0.017118047922849655,
-0.06304045766592026,
0.052256036549806595,
-0.006429596338421106,
-0.016168035566806793,
0.044024787843227386,
-0.029655708000063896,
-0.00470805075019598,
0.02008405514061451,
0.11582089960575104,
0.09418021887540817,
0.09534387290477753,
-0.0028006481006741524,
0.012054070830345154,
-0.05053360015153885,
-0.12708048522472382,
-0.0035355871077626944,
0.024683570489287376,
-0.0005417761858552694,
0.09122109413146973,
0.11667276173830032,
-0.0907677635550499,
-0.007663656957447529,
0.08534597605466843,
-0.01928395964205265,
-0.059324633330106735,
0.0031868512742221355,
-0.0045882961712777615,
0.02791866660118103,
0.015955118462443352,
-0.0559968538582325,
0.08098843693733215,
0.04255108907818794,
-0.052162960171699524,
0.000864945468492806,
0.05133110284805298,
0.03655008226633072,
0.05010036379098892,
0.07883353531360626,
0.012047877535223961,
-0.008193086832761765,
-0.0743195191025734,
0.07001814246177673,
0.05626837536692619,
-0.026626616716384888,
-0.06093732640147209,
-0.06390839070081711,
-0.05570973828434944,
-0.01776074804365635,
0.03147784620523453,
-0.03217261657118797,
-0.014392958953976631,
-0.039709847420454025,
-0.017499445006251335,
-0.030453205108642578,
-0.049331821501255035,
-3.191016872960972e-8,
0.05532844737172127,
0.042376335710287094,
0.10388535261154175,
0.0843110978603363,
0.0451396144926548,
0.05584338679909706,
-0.013851255178451538,
0.038754284381866455,
-0.06415652483701706,
-0.05820060893893242,
0.129594624042511,
0.16467265784740448,
0.0464155413210392,
0.09797410666942596,
0.09880544245243073,
0.05120021104812622,
-0.03586578741669655,
-0.05757034197449684,
-0.024778589606285095,
-0.03864995390176773,
-0.015050329267978668,
0.004669935442507267,
0.02314518392086029,
0.016908947378396988,
-0.0578373558819294,
-0.033495184034109116,
-0.10036508738994598,
-0.0006987647502683103,
0.02162446454167366,
0.013416752219200134,
0.011585226282477379,
0.021168049424886703,
-0.02581014856696129,
0.008353127166628838,
-0.020752672106027603,
-0.056777071207761765,
-0.06394734978675842,
-0.04939844459295273,
0.003721995744854212,
-0.02780868299305439,
0.03760850429534912,
-0.02822020836174488,
-0.045791640877723694,
-0.008686724118888378,
-0.042962606996297836,
-0.10727257281541824,
0.013370665721595287,
-0.029026849195361137,
-0.03421971574425697,
0.04182203486561775,
0.051323361694812775,
0.014863102696835995,
-0.0635753720998764,
-0.0755695253610611,
0.10677572339773178,
-0.03426703065633774,
-0.028218379244208336,
-0.03878673166036606,
-0.002296996768563986,
0.0604756698012352,
0.025224994868040085,
0.046141617000103,
-0.022192154079675674,
-0.04296112060546875
] | null | null | null | null | null | null | null |
[
-0.04896961897611618,
0.015935158357024193,
0.05137433111667633,
0.0204890426248312,
0.057313911616802216,
0.0010733474045991898,
-0.029355281963944435,
-0.04875757172703743,
0.09361445158720016,
0.017935799434781075,
-0.007066801190376282,
-0.053830474615097046,
-0.006048382725566626,
0.04444921016693115,
-0.021129347383975983,
-0.04915424436330795,
-0.06154489144682884,
0.027252526953816414,
0.023450950160622597,
0.006541918963193893,
-0.020124873146414757,
-0.0029730084352195263,
0.014912908896803856,
0.00467961048707366,
-0.06100405007600784,
-0.06166507303714752,
0.042204033583402634,
0.08789381384849548,
0.006406704895198345,
-0.006473046727478504,
0.008771875873208046,
0.04213890805840492,
-0.01676691137254238,
0.011129621416330338,
-0.07538440078496933,
-0.026802953332662582,
-0.05499213561415672,
0.00694885803386569,
0.003809473244473338,
0.03442724049091339,
-0.0031624820549041033,
0.015389959327876568,
-0.039336130023002625,
0.06718622893095016,
0.013684475794434547,
0.009168838150799274,
-0.037542372941970825,
-0.06039042770862579,
-0.03342648968100548,
-0.04111560806632042,
-0.1246173158288002,
0.01930535025894642,
0.031872186809778214,
-0.053204864263534546,
0.01820260100066662,
0.09390942007303238,
0.059827785938978195,
0.007413865998387337,
-0.039908260107040405,
-0.1313408464193344,
0.04977750405669212,
-0.025330932810902596,
-0.07054904103279114,
0.014872610569000244,
0.09666499495506287,
0.031391724944114685,
0.0030838665552437305,
0.03654353320598602,
0.02227848209440708,
-0.005929861217737198,
-0.04560671001672745,
0.045222971588373184,
-0.012262088246643543,
-0.024998364970088005,
0.07470311224460602,
0.027148203924298286,
-0.005882433615624905,
0.05820659548044205,
0.0024209071416407824,
-0.023588594049215317,
-0.016225580126047134,
-0.016630245372653008,
-0.017075205221772194,
0.05701064690947533,
-0.037382397800683975,
-0.09225887805223465,
-0.005292568821460009,
0.022255927324295044,
0.03765768185257912,
0.023311462253332138,
-0.03495440259575844,
-0.02557613141834736,
-0.01240624487400055,
0.030112694948911667,
0.0037279920652508736,
0.0618552602827549,
-0.00936910230666399,
-0.025480223819613457,
0.06190282106399536,
-0.0052192495204508305,
-0.05994700267910957,
-0.03011695295572281,
-0.052601542323827744,
0.14229507744312286,
0.11296097934246063,
-0.038506049662828445,
0.014947207644581795,
-0.03902268037199974,
0.029167266562581062,
-0.01593157649040222,
0.03870750218629837,
0.014282045885920525,
-0.0013458364410325885,
0.05339682847261429,
-0.013693839311599731,
-0.05137999728322029,
-0.015444952994585037,
0.044518399983644485,
-0.08477361500263214,
0.02892456017434597,
0.040189798921346664,
0.008401407860219479,
-0.07638400793075562,
-0.07675566524267197,
-0.022275933995842934,
-0.011755479499697685,
-0.011791858822107315,
-1.9989261231923844e-33,
0.01698433794081211,
-0.1130392998456955,
0.004163064062595367,
-0.03009120747447014,
0.08653110265731812,
0.029070934280753136,
-0.0906221866607666,
-0.04519985243678093,
0.006731797009706497,
-0.0062978737987577915,
-0.09400343894958496,
0.05445752292871475,
-0.02539164386689663,
0.05666312947869301,
-0.008709651418030262,
0.019521262496709824,
-0.13424481451511383,
0.08591140806674957,
0.08425084501504898,
-0.050649553537368774,
-0.03263084217905998,
0.013817593455314636,
-0.003045240417122841,
-0.14036867022514343,
0.026999033987522125,
0.026463380083441734,
-0.021312233060598373,
0.0003825720341410488,
-0.01988118886947632,
-0.015105037949979305,
-0.067752905189991,
0.03891173005104065,
-0.04092586413025856,
-0.05770488083362579,
0.021823836490511894,
0.054639868438243866,
0.020017700269818306,
-0.0011262270854786038,
-0.0061118267476558685,
0.0015438515692949295,
0.04488575831055641,
0.05617448315024376,
0.004078117664903402,
-0.07117505371570587,
0.00015928751963656396,
0.0020344399381428957,
0.0559021532535553,
-0.039201851934194565,
-0.0794772356748581,
0.020397353917360306,
-0.015219724737107754,
-0.07619666308164597,
0.04430888965725899,
-0.06593240052461624,
0.029340017586946487,
-0.016768602654337883,
-0.003653640393167734,
0.05396933853626251,
-0.055981624871492386,
0.03556659817695618,
0.0014276121510192752,
-0.0037089039105921984,
0.0735931321978569,
-0.05142263323068619,
0.026277966797351837,
-0.01847241073846817,
0.0358399972319603,
-0.0485493540763855,
0.10520025342702866,
0.020453467965126038,
0.005608848761767149,
-0.0078073530457913876,
-0.0816807672381401,
-0.015004422515630722,
0.0002889727766159922,
-0.04995371773838997,
0.057725388556718826,
0.014103209599852562,
-0.042654842138290405,
-0.04087772220373154,
-0.02739384025335312,
-0.0818747878074646,
-0.050028275698423386,
-0.033993080258369446,
0.04854171723127365,
0.042264919728040695,
0.02577509917318821,
-0.036979664117097855,
-0.08499544113874435,
-0.023637091740965843,
-0.022800743579864502,
-0.023627743124961853,
0.15177780389785767,
0.06074066087603569,
-0.024707097560167313,
-2.3706841094926024e-33,
-0.11100467294454575,
-0.09430581331253052,
-0.024990413337945938,
0.011537219397723675,
-0.022089321166276932,
0.0111716128885746,
-0.023878702893853188,
-0.003492662450298667,
-0.08750283718109131,
-0.05947043001651764,
0.0833694338798523,
0.054466474801301956,
0.08762820810079575,
-0.009236574172973633,
0.010291137732565403,
-0.0012399308616295457,
0.012754787690937519,
0.05728573352098465,
0.02112738974392414,
-0.08233567327260971,
0.010508333332836628,
0.028064927086234093,
-0.0777268037199974,
-0.03621885925531387,
0.005830766633152962,
0.027397876605391502,
0.06282636523246765,
0.10743144154548645,
-0.04396990314126015,
-0.020397882908582687,
-0.08737494051456451,
0.0073847719468176365,
-0.02113015577197075,
0.05545946583151817,
0.057326242327690125,
0.03445536643266678,
0.04254589602351189,
0.016113663092255592,
0.020017720758914948,
-0.017118047922849655,
-0.06304045766592026,
0.052256036549806595,
-0.006429596338421106,
-0.016168035566806793,
0.044024787843227386,
-0.029655708000063896,
-0.00470805075019598,
0.02008405514061451,
0.11582089960575104,
0.09418021887540817,
0.09534387290477753,
-0.0028006481006741524,
0.012054070830345154,
-0.05053360015153885,
-0.12708048522472382,
-0.0035355871077626944,
0.024683570489287376,
-0.0005417761858552694,
0.09122109413146973,
0.11667276173830032,
-0.0907677635550499,
-0.007663656957447529,
0.08534597605466843,
-0.01928395964205265,
-0.059324633330106735,
0.0031868512742221355,
-0.0045882961712777615,
0.02791866660118103,
0.015955118462443352,
-0.0559968538582325,
0.08098843693733215,
0.04255108907818794,
-0.052162960171699524,
0.000864945468492806,
0.05133110284805298,
0.03655008226633072,
0.05010036379098892,
0.07883353531360626,
0.012047877535223961,
-0.008193086832761765,
-0.0743195191025734,
0.07001814246177673,
0.05626837536692619,
-0.026626616716384888,
-0.06093732640147209,
-0.06390839070081711,
-0.05570973828434944,
-0.01776074804365635,
0.03147784620523453,
-0.03217261657118797,
-0.014392958953976631,
-0.039709847420454025,
-0.017499445006251335,
-0.030453205108642578,
-0.049331821501255035,
-3.191016872960972e-8,
0.05532844737172127,
0.042376335710287094,
0.10388535261154175,
0.0843110978603363,
0.0451396144926548,
0.05584338679909706,
-0.013851255178451538,
0.038754284381866455,
-0.06415652483701706,
-0.05820060893893242,
0.129594624042511,
0.16467265784740448,
0.0464155413210392,
0.09797410666942596,
0.09880544245243073,
0.05120021104812622,
-0.03586578741669655,
-0.05757034197449684,
-0.024778589606285095,
-0.03864995390176773,
-0.015050329267978668,
0.004669935442507267,
0.02314518392086029,
0.016908947378396988,
-0.0578373558819294,
-0.033495184034109116,
-0.10036508738994598,
-0.0006987647502683103,
0.02162446454167366,
0.013416752219200134,
0.011585226282477379,
0.021168049424886703,
-0.02581014856696129,
0.008353127166628838,
-0.020752672106027603,
-0.056777071207761765,
-0.06394734978675842,
-0.04939844459295273,
0.003721995744854212,
-0.02780868299305439,
0.03760850429534912,
-0.02822020836174488,
-0.045791640877723694,
-0.008686724118888378,
-0.042962606996297836,
-0.10727257281541824,
0.013370665721595287,
-0.029026849195361137,
-0.03421971574425697,
0.04182203486561775,
0.051323361694812775,
0.014863102696835995,
-0.0635753720998764,
-0.0755695253610611,
0.10677572339773178,
-0.03426703065633774,
-0.028218379244208336,
-0.03878673166036606,
-0.002296996768563986,
0.0604756698012352,
0.025224994868040085,
0.046141617000103,
-0.022192154079675674,
-0.04296112060546875
] |
1401.3737
|
Tobias Glasmachers
|
Tobias Glasmachers and \"Ur\"un Dogan
|
Coordinate Descent with Online Adaptation of Coordinate Frequencies
| null | null | null | null |
stat.ML cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Coordinate descent (CD) algorithms have become the method of choice for
solving a number of optimization problems in machine learning. They are
particularly popular for training linear models, including linear support
vector machine classification, LASSO regression, and logistic regression.
We consider general CD with non-uniform selection of coordinates. Instead of
fixing selection frequencies beforehand we propose an online adaptation
mechanism for this important parameter, called the adaptive coordinate
frequencies (ACF) method. This mechanism removes the need to estimate optimal
coordinate frequencies beforehand, and it automatically reacts to changing
requirements during an optimization run.
We demonstrate the usefulness of our ACF-CD approach for a variety of
optimization problems arising in machine learning contexts. Our algorithm
offers significant speed-ups over state-of-the-art training methods.
|
[
{
"created": "Wed, 15 Jan 2014 20:50:00 GMT",
"version": "v1"
}
] |
2014-01-16
|
[
[
"Glasmachers",
"Tobias",
""
],
[
"Dogan",
"Ürün",
""
]
] |
[
-0.037611473351716995,
-0.06977719813585281,
-0.03515803441405296,
0.014215836301445961,
0.07254119217395782,
0.03729669377207756,
-0.01728719286620617,
-0.05726229026913643,
-0.07087743282318115,
-0.01606152206659317,
-0.06127326190471649,
0.04417017474770546,
-0.024201011285185814,
0.027049243450164795,
0.024882787838578224,
-0.03844882547855377,
0.08244580030441284,
0.06494221091270447,
-0.03452920541167259,
-0.044574953615665436,
-0.03617596998810768,
0.06760730594396591,
0.007397592533379793,
-0.012095186859369278,
0.051936689764261246,
-0.09352613985538483,
0.04860246554017067,
0.026501057669520378,
-0.029746441170573235,
0.024573519825935364,
-0.010244911536574364,
0.011911106295883656,
0.011773202568292618,
-0.016198674216866493,
-0.0827631726861,
-0.030683448538184166,
-0.03211943432688713,
0.0384100116789341,
0.007474454119801521,
0.04513784870505333,
-0.005496209487318993,
-0.020566657185554504,
0.030458055436611176,
0.06289023905992508,
0.018461303785443306,
0.08203388005495071,
0.007582135032862425,
-0.014037043787539005,
0.04312806949019432,
0.01819167099893093,
-0.03993915021419525,
-0.05337033048272133,
-0.0926593467593193,
0.058604639023542404,
-0.08942488580942154,
0.014238307252526283,
0.08966400474309921,
0.006750276777893305,
0.09838317334651947,
0.013830022886395454,
-0.026474663987755775,
-0.08399645239114761,
-0.018177613615989685,
0.05218876898288727,
-0.030864952132105827,
-0.03601514548063278,
0.029858358204364777,
0.028838757425546646,
-0.040305957198143005,
0.04826422780752182,
-0.07201313227415085,
0.0638437494635582,
-0.08776195347309113,
0.04764818400144577,
0.07492571324110031,
0.06422880291938782,
0.030938314273953438,
-0.0487789623439312,
0.04490109905600548,
0.034458957612514496,
-0.03014221228659153,
0.09618163853883743,
0.06504149734973907,
-0.028899429365992546,
0.13156487047672272,
-0.0491749607026577,
-0.015353141352534294,
-0.01011564675718546,
0.09638411551713943,
-0.019029002636671066,
0.07247966527938843,
0.004743026103824377,
0.018388209864497185,
0.0021239446941763163,
-0.12140096724033356,
0.014263289980590343,
0.04456433653831482,
-0.048899319022893906,
0.03015822358429432,
0.0830429419875145,
-0.04102473333477974,
0.06037329137325287,
-0.03366396203637123,
0.042967990040779114,
-0.023780589923262596,
-0.05882507562637329,
0.0166760366410017,
0.07599661499261856,
0.036096617579460144,
-0.09327852725982666,
0.04189189895987511,
0.06430721282958984,
-0.019856730476021767,
-0.024537116289138794,
-0.014240394346415997,
-0.01730050891637802,
0.013671567663550377,
-0.00655217282474041,
0.008621130138635635,
0.02487868070602417,
-0.029326817020773888,
-0.0018313893815502524,
0.0027011751662939787,
0.02915780618786812,
0.00620053056627512,
0.0033504581078886986,
-0.13670757412910461,
1.732305086313681e-33,
0.0022407008800655603,
0.04531276971101761,
0.10359536111354828,
-0.11547136306762695,
-0.01851556822657585,
-0.028009483590722084,
-0.0033701343927532434,
0.03795595094561577,
0.03187577798962593,
0.06402792781591415,
-0.020896071568131447,
-0.025043116882443428,
0.01961566135287285,
0.06880081444978714,
0.08838101476430893,
-0.027522508054971695,
-0.022060362622141838,
0.09699957817792892,
0.014971505850553513,
-0.04376955330371857,
0.04487179219722748,
-0.08056598901748657,
0.016003871336579323,
-0.032572001218795776,
-0.028479255735874176,
0.015473912470042706,
0.02046448178589344,
0.05456218495965004,
-0.08611361682415009,
0.008789447136223316,
-0.02762693352997303,
0.029159974306821823,
-0.010364945977926254,
0.06000683456659317,
0.06493182480335236,
-0.06402768939733505,
-0.030662961304187775,
0.04654145985841751,
0.007069288287311792,
0.04376010224223137,
-0.006541587878018618,
0.01650599204003811,
0.031900204718112946,
-0.05810292810201645,
-0.053108613938093185,
-0.01826244592666626,
0.02505686692893505,
-0.0030848162714391947,
-0.002279359847307205,
-0.02164437435567379,
-0.05138107389211655,
0.05305461212992668,
-0.03223603591322899,
-0.008575060404837132,
-0.0028215160127729177,
0.05625399574637413,
-0.021953128278255463,
-0.04468022659420967,
-0.0004917524638585746,
-0.0460498109459877,
0.014088468626141548,
0.012616976164281368,
0.034419797360897064,
-0.008799275383353233,
-0.005968422628939152,
-0.05671351030468941,
0.03822222724556923,
-0.07588261365890503,
0.012378020212054253,
0.01240143459290266,
0.03775911405682564,
0.022399958223104477,
0.01177969016134739,
-0.04620829597115517,
0.03796776756644249,
-0.01159143541008234,
0.08150763809680939,
0.008089130744338036,
-0.06136777997016907,
-0.03457912802696228,
0.008206574246287346,
0.08637296408414841,
-0.0443095862865448,
-0.05943572148680687,
-0.007327917963266373,
-0.06571445614099503,
0.011187923140823841,
-0.03209085762500763,
-0.020676156505942345,
-0.10258422046899796,
-0.09543637931346893,
-0.013133920729160309,
-0.05632384493947029,
-0.046670448035001755,
0.03896797448396683,
-1.873126921819291e-33,
0.00046982805361039937,
-0.067506805062294,
0.03179249167442322,
-0.009643380530178547,
-0.015726367011666298,
-0.035791538655757904,
-0.030032457783818245,
0.014725481159985065,
-0.02518736943602562,
-0.05467601865530014,
-0.036470502614974976,
-0.06232719123363495,
-0.02953113615512848,
0.005760577041655779,
0.008455689065158367,
0.045873090624809265,
-0.13748514652252197,
0.05636775121092796,
-0.04911350458860397,
0.04866321012377739,
0.023422081023454666,
0.01317412219941616,
-0.014721006155014038,
-0.02230122499167919,
0.009257985278964043,
-0.07785988599061966,
0.03663602098822594,
0.0785629078745842,
-0.01983324997127056,
-0.03658735752105713,
-0.12546147406101227,
-0.019719751551747322,
-0.07540873438119888,
0.017547251656651497,
0.02750178426504135,
0.10144461691379547,
-0.0872936099767685,
0.008659446612000465,
-0.009137677028775215,
0.1626356542110443,
0.07344147562980652,
0.024754879996180534,
-0.006450277753174305,
-0.02580435946583748,
0.0040895286947488785,
0.003997811581939459,
-0.010158573277294636,
-0.007202690467238426,
0.03665491193532944,
0.018367214128375053,
-0.0008554536616429687,
0.01763637736439705,
-0.0592922605574131,
0.019283447414636612,
0.0035766824148595333,
0.009558888152241707,
-0.019501978531479836,
-0.014094477519392967,
0.07956121116876602,
-0.052690569311380386,
-0.03677639737725258,
0.011944998987019062,
-0.016231102868914604,
0.04880472645163536,
0.0629885345697403,
-0.022650739178061485,
0.02329571172595024,
0.047458648681640625,
-0.005673808977007866,
0.055544931441545486,
0.027300896123051643,
-0.024985546246170998,
0.02168581262230873,
-0.021684810519218445,
-0.08900632709264755,
-0.07016250491142273,
-0.0011578128905966878,
-0.028796065598726273,
-0.14103607833385468,
-0.02477695420384407,
0.08563023805618286,
-0.024783805012702942,
0.03398407995700836,
0.11049152910709381,
0.05738753825426102,
0.16195888817310333,
0.04764731973409653,
0.03975779935717583,
0.062049947679042816,
-0.06266815960407257,
-0.03972369804978371,
0.03512953221797943,
0.028534770011901855,
0.05374469980597496,
-0.016914816573262215,
-4.1414672580231127e-8,
-0.09387131035327911,
0.02043679729104042,
-0.018972497433423996,
0.005704894661903381,
0.055956341326236725,
0.010284370742738247,
-0.005691425409168005,
0.043889667838811874,
-0.0945528969168663,
-0.01021338440477848,
0.032166969031095505,
-0.004049193114042282,
0.11679060012102127,
0.06316492706537247,
-0.02598564326763153,
0.020511331036686897,
-0.011524575762450695,
0.06581546366214752,
-0.0008224822813645005,
-0.01011008583009243,
-0.07403631508350372,
0.09096934646368027,
0.07696083933115005,
-0.0048415083438158035,
0.055090248584747314,
-0.08982940018177032,
0.04458633065223694,
0.07874220609664917,
0.10913751274347305,
0.007609541993588209,
-0.05027436465024948,
0.002925678389146924,
0.04418395459651947,
0.005754145327955484,
0.04589134827256203,
0.030720433220267296,
-0.028834853321313858,
-0.04984144866466522,
-0.0808740183711052,
-0.04838001728057861,
-0.06720630079507828,
0.021701162680983543,
-0.0845043808221817,
0.010255110450088978,
0.07122752815485,
0.007553700357675552,
0.07197315245866776,
-0.008983402512967587,
-0.0357181541621685,
-0.023576851934194565,
0.02287120930850506,
0.04640379548072815,
-0.0031481508631259203,
0.031041067093610764,
0.13571316003799438,
-0.0023701749742031097,
-0.002998551120981574,
-0.05663646012544632,
0.020531954243779182,
0.09864582121372223,
-0.10497952252626419,
-0.05063850060105324,
-0.030024290084838867,
-0.06616025418043137
] | null | null | null | null | null | null | null |
[
-0.037611473351716995,
-0.06977719813585281,
-0.03515803441405296,
0.014215836301445961,
0.07254119217395782,
0.03729669377207756,
-0.01728719286620617,
-0.05726229026913643,
-0.07087743282318115,
-0.01606152206659317,
-0.06127326190471649,
0.04417017474770546,
-0.024201011285185814,
0.027049243450164795,
0.024882787838578224,
-0.03844882547855377,
0.08244580030441284,
0.06494221091270447,
-0.03452920541167259,
-0.044574953615665436,
-0.03617596998810768,
0.06760730594396591,
0.007397592533379793,
-0.012095186859369278,
0.051936689764261246,
-0.09352613985538483,
0.04860246554017067,
0.026501057669520378,
-0.029746441170573235,
0.024573519825935364,
-0.010244911536574364,
0.011911106295883656,
0.011773202568292618,
-0.016198674216866493,
-0.0827631726861,
-0.030683448538184166,
-0.03211943432688713,
0.0384100116789341,
0.007474454119801521,
0.04513784870505333,
-0.005496209487318993,
-0.020566657185554504,
0.030458055436611176,
0.06289023905992508,
0.018461303785443306,
0.08203388005495071,
0.007582135032862425,
-0.014037043787539005,
0.04312806949019432,
0.01819167099893093,
-0.03993915021419525,
-0.05337033048272133,
-0.0926593467593193,
0.058604639023542404,
-0.08942488580942154,
0.014238307252526283,
0.08966400474309921,
0.006750276777893305,
0.09838317334651947,
0.013830022886395454,
-0.026474663987755775,
-0.08399645239114761,
-0.018177613615989685,
0.05218876898288727,
-0.030864952132105827,
-0.03601514548063278,
0.029858358204364777,
0.028838757425546646,
-0.040305957198143005,
0.04826422780752182,
-0.07201313227415085,
0.0638437494635582,
-0.08776195347309113,
0.04764818400144577,
0.07492571324110031,
0.06422880291938782,
0.030938314273953438,
-0.0487789623439312,
0.04490109905600548,
0.034458957612514496,
-0.03014221228659153,
0.09618163853883743,
0.06504149734973907,
-0.028899429365992546,
0.13156487047672272,
-0.0491749607026577,
-0.015353141352534294,
-0.01011564675718546,
0.09638411551713943,
-0.019029002636671066,
0.07247966527938843,
0.004743026103824377,
0.018388209864497185,
0.0021239446941763163,
-0.12140096724033356,
0.014263289980590343,
0.04456433653831482,
-0.048899319022893906,
0.03015822358429432,
0.0830429419875145,
-0.04102473333477974,
0.06037329137325287,
-0.03366396203637123,
0.042967990040779114,
-0.023780589923262596,
-0.05882507562637329,
0.0166760366410017,
0.07599661499261856,
0.036096617579460144,
-0.09327852725982666,
0.04189189895987511,
0.06430721282958984,
-0.019856730476021767,
-0.024537116289138794,
-0.014240394346415997,
-0.01730050891637802,
0.013671567663550377,
-0.00655217282474041,
0.008621130138635635,
0.02487868070602417,
-0.029326817020773888,
-0.0018313893815502524,
0.0027011751662939787,
0.02915780618786812,
0.00620053056627512,
0.0033504581078886986,
-0.13670757412910461,
1.732305086313681e-33,
0.0022407008800655603,
0.04531276971101761,
0.10359536111354828,
-0.11547136306762695,
-0.01851556822657585,
-0.028009483590722084,
-0.0033701343927532434,
0.03795595094561577,
0.03187577798962593,
0.06402792781591415,
-0.020896071568131447,
-0.025043116882443428,
0.01961566135287285,
0.06880081444978714,
0.08838101476430893,
-0.027522508054971695,
-0.022060362622141838,
0.09699957817792892,
0.014971505850553513,
-0.04376955330371857,
0.04487179219722748,
-0.08056598901748657,
0.016003871336579323,
-0.032572001218795776,
-0.028479255735874176,
0.015473912470042706,
0.02046448178589344,
0.05456218495965004,
-0.08611361682415009,
0.008789447136223316,
-0.02762693352997303,
0.029159974306821823,
-0.010364945977926254,
0.06000683456659317,
0.06493182480335236,
-0.06402768939733505,
-0.030662961304187775,
0.04654145985841751,
0.007069288287311792,
0.04376010224223137,
-0.006541587878018618,
0.01650599204003811,
0.031900204718112946,
-0.05810292810201645,
-0.053108613938093185,
-0.01826244592666626,
0.02505686692893505,
-0.0030848162714391947,
-0.002279359847307205,
-0.02164437435567379,
-0.05138107389211655,
0.05305461212992668,
-0.03223603591322899,
-0.008575060404837132,
-0.0028215160127729177,
0.05625399574637413,
-0.021953128278255463,
-0.04468022659420967,
-0.0004917524638585746,
-0.0460498109459877,
0.014088468626141548,
0.012616976164281368,
0.034419797360897064,
-0.008799275383353233,
-0.005968422628939152,
-0.05671351030468941,
0.03822222724556923,
-0.07588261365890503,
0.012378020212054253,
0.01240143459290266,
0.03775911405682564,
0.022399958223104477,
0.01177969016134739,
-0.04620829597115517,
0.03796776756644249,
-0.01159143541008234,
0.08150763809680939,
0.008089130744338036,
-0.06136777997016907,
-0.03457912802696228,
0.008206574246287346,
0.08637296408414841,
-0.0443095862865448,
-0.05943572148680687,
-0.007327917963266373,
-0.06571445614099503,
0.011187923140823841,
-0.03209085762500763,
-0.020676156505942345,
-0.10258422046899796,
-0.09543637931346893,
-0.013133920729160309,
-0.05632384493947029,
-0.046670448035001755,
0.03896797448396683,
-1.873126921819291e-33,
0.00046982805361039937,
-0.067506805062294,
0.03179249167442322,
-0.009643380530178547,
-0.015726367011666298,
-0.035791538655757904,
-0.030032457783818245,
0.014725481159985065,
-0.02518736943602562,
-0.05467601865530014,
-0.036470502614974976,
-0.06232719123363495,
-0.02953113615512848,
0.005760577041655779,
0.008455689065158367,
0.045873090624809265,
-0.13748514652252197,
0.05636775121092796,
-0.04911350458860397,
0.04866321012377739,
0.023422081023454666,
0.01317412219941616,
-0.014721006155014038,
-0.02230122499167919,
0.009257985278964043,
-0.07785988599061966,
0.03663602098822594,
0.0785629078745842,
-0.01983324997127056,
-0.03658735752105713,
-0.12546147406101227,
-0.019719751551747322,
-0.07540873438119888,
0.017547251656651497,
0.02750178426504135,
0.10144461691379547,
-0.0872936099767685,
0.008659446612000465,
-0.009137677028775215,
0.1626356542110443,
0.07344147562980652,
0.024754879996180534,
-0.006450277753174305,
-0.02580435946583748,
0.0040895286947488785,
0.003997811581939459,
-0.010158573277294636,
-0.007202690467238426,
0.03665491193532944,
0.018367214128375053,
-0.0008554536616429687,
0.01763637736439705,
-0.0592922605574131,
0.019283447414636612,
0.0035766824148595333,
0.009558888152241707,
-0.019501978531479836,
-0.014094477519392967,
0.07956121116876602,
-0.052690569311380386,
-0.03677639737725258,
0.011944998987019062,
-0.016231102868914604,
0.04880472645163536,
0.0629885345697403,
-0.022650739178061485,
0.02329571172595024,
0.047458648681640625,
-0.005673808977007866,
0.055544931441545486,
0.027300896123051643,
-0.024985546246170998,
0.02168581262230873,
-0.021684810519218445,
-0.08900632709264755,
-0.07016250491142273,
-0.0011578128905966878,
-0.028796065598726273,
-0.14103607833385468,
-0.02477695420384407,
0.08563023805618286,
-0.024783805012702942,
0.03398407995700836,
0.11049152910709381,
0.05738753825426102,
0.16195888817310333,
0.04764731973409653,
0.03975779935717583,
0.062049947679042816,
-0.06266815960407257,
-0.03972369804978371,
0.03512953221797943,
0.028534770011901855,
0.05374469980597496,
-0.016914816573262215,
-4.1414672580231127e-8,
-0.09387131035327911,
0.02043679729104042,
-0.018972497433423996,
0.005704894661903381,
0.055956341326236725,
0.010284370742738247,
-0.005691425409168005,
0.043889667838811874,
-0.0945528969168663,
-0.01021338440477848,
0.032166969031095505,
-0.004049193114042282,
0.11679060012102127,
0.06316492706537247,
-0.02598564326763153,
0.020511331036686897,
-0.011524575762450695,
0.06581546366214752,
-0.0008224822813645005,
-0.01011008583009243,
-0.07403631508350372,
0.09096934646368027,
0.07696083933115005,
-0.0048415083438158035,
0.055090248584747314,
-0.08982940018177032,
0.04458633065223694,
0.07874220609664917,
0.10913751274347305,
0.007609541993588209,
-0.05027436465024948,
0.002925678389146924,
0.04418395459651947,
0.005754145327955484,
0.04589134827256203,
0.030720433220267296,
-0.028834853321313858,
-0.04984144866466522,
-0.0808740183711052,
-0.04838001728057861,
-0.06720630079507828,
0.021701162680983543,
-0.0845043808221817,
0.010255110450088978,
0.07122752815485,
0.007553700357675552,
0.07197315245866776,
-0.008983402512967587,
-0.0357181541621685,
-0.023576851934194565,
0.02287120930850506,
0.04640379548072815,
-0.0031481508631259203,
0.031041067093610764,
0.13571316003799438,
-0.0023701749742031097,
-0.002998551120981574,
-0.05663646012544632,
0.020531954243779182,
0.09864582121372223,
-0.10497952252626419,
-0.05063850060105324,
-0.030024290084838867,
-0.06616025418043137
] |
1401.3758
|
Luk\'a\v{s} Vok\v{r}\'inek
|
Luk\'a\v{s} Vok\v{r}\'inek
|
Decidability of the extension problem for maps into odd-dimensional
spheres
|
6 pages
| null | null | null |
math.AT cs.CG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In a recent paper, it was shown that the problem of existence of a continuous
map $X \to Y$ extending a given map $A \to Y$ defined on a subspace $A
\subseteq X$ is undecidable, even for $Y$ an even-dimensional sphere. In the
present paper, we prove that the same problem for $Y$ an odd-dimensional sphere
is decidable. More generally, the same holds for any $d$-connected target space
$Y$ whose homotopy groups $\pi_k Y$ are finite for $k>2d$.
|
[
{
"created": "Wed, 15 Jan 2014 21:11:58 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Vokřínek",
"Lukáš",
""
]
] |
[
-0.016803022474050522,
0.022961556911468506,
-0.01887468621134758,
0.02811782993376255,
0.04576046019792557,
0.06207962706685066,
0.04562833532691002,
-0.09054330736398697,
-0.026804281398653984,
0.03498665243387222,
0.06918370723724365,
0.11432173103094101,
-0.04831508547067642,
-0.02882816083729267,
-0.01787138730287552,
-0.051767200231552124,
-0.02982533536851406,
0.02259591594338417,
-0.0181854460388422,
-0.0481046587228775,
0.03220188617706299,
0.017298273742198944,
0.06102786213159561,
0.03492123633623123,
-0.029648467898368835,
0.0036145620979368687,
-0.0334627628326416,
-0.029521483927965164,
-0.02658139355480671,
-0.013401229865849018,
-0.009499531239271164,
0.003392597893252969,
-0.10369019955396652,
0.0017119061667472124,
0.05235437676310539,
0.029685109853744507,
0.0433930978178978,
0.0031608103308826685,
-0.035024162381887436,
0.004894630052149296,
0.04041808843612671,
0.03186127915978432,
-0.00733086746186018,
-0.012169591151177883,
-0.07795406877994537,
-0.005730404052883387,
-0.06916968524456024,
-0.00476403022184968,
-0.1250043511390686,
0.0007999014342203736,
-0.01319805532693863,
-0.03464716300368309,
-0.031336285173892975,
-0.009190771728754044,
0.01603369601070881,
-0.050140976905822754,
-0.03457430377602577,
0.010565842501819134,
0.047484658658504486,
-0.050079185515642166,
0.020036807283759117,
0.0332014262676239,
0.029950344935059547,
-0.05766405165195465,
-0.02427498996257782,
-0.04516841098666191,
-0.05125197395682335,
0.04069962725043297,
-0.00343684246763587,
0.07674155384302139,
0.06862816959619522,
-0.036128826439380646,
-0.05833348259329796,
-0.01056972611695528,
-0.01651533506810665,
0.018651794642210007,
-0.10160055011510849,
0.039588116109371185,
0.0065856254659593105,
-0.012566043063998222,
0.011686434969305992,
-0.07127325981855392,
-0.009314464405179024,
0.09323540329933167,
0.005046233534812927,
0.0440586693584919,
-0.08646997809410095,
0.026360591873526573,
-0.01343135442584753,
0.0596451461315155,
-0.004186573904007673,
-0.011311395093798637,
0.07828617841005325,
0.032594211399555206,
0.009579233825206757,
-0.14371490478515625,
-0.040996748954057693,
0.017504427582025528,
0.014695516787469387,
-0.038552653044462204,
-0.0332198403775692,
0.0035609544720500708,
0.03071291744709015,
-0.08822361379861832,
0.015631720423698425,
-0.0018819891847670078,
-0.0440249890089035,
-0.12000595778226852,
0.010130083188414574,
-0.062003135681152344,
-0.07299577444791794,
-0.09971679002046585,
-0.05570244789123535,
0.01818557269871235,
-0.0028594955801963806,
-0.06470874696969986,
0.013180344365537167,
-0.0036952700465917587,
0.06272303313016891,
-0.019138164818286896,
0.026503348723053932,
0.01266944594681263,
0.06888595968484879,
0.04465225338935852,
-0.01662343740463257,
0.0011589089408516884,
-0.061973653733730316,
-1.7145108569071164e-33,
-0.014467583037912846,
-0.00679584639146924,
-0.06716269999742508,
0.044855326414108276,
0.010781028307974339,
0.004992418922483921,
0.013463854789733887,
0.09340520948171616,
-0.018393686041235924,
0.027558090165257454,
-0.06976824998855591,
0.02800963632762432,
-0.04832056164741516,
0.03570833429694176,
0.09613796323537827,
0.010940345004200935,
0.08865413069725037,
0.031476497650146484,
-0.11234251409769058,
-0.015787441283464432,
0.025975368916988373,
0.0647711232304573,
-0.03696564584970474,
-0.06691756099462509,
0.059495650231838226,
-0.049041442573070526,
-0.10399461537599564,
-0.05235879868268967,
0.03056727908551693,
0.026812683790922165,
-0.061873260885477066,
-0.028636734932661057,
0.06299278140068054,
0.11634902656078339,
0.0026339031755924225,
0.016285886988043785,
-0.032112542539834976,
0.014633078128099442,
-0.10098220407962799,
-0.0013350575463846326,
-0.006610513664782047,
-0.02113972418010235,
0.000036684861697722226,
0.02946399338543415,
0.03048754297196865,
-0.01867149956524372,
0.014833389781415462,
0.034313756972551346,
-0.018203217536211014,
-0.002080074278637767,
0.012431260198354721,
0.03398924693465233,
-0.15210112929344177,
-0.0894026830792427,
-0.03847411274909973,
-0.06231990456581116,
-0.061227403581142426,
0.04065452888607979,
0.0935729518532753,
0.11792141199111938,
-0.02532569132745266,
0.03368682414293289,
-0.024890853092074394,
-0.01942087896168232,
-0.019244056195020676,
0.03184952586889267,
0.025041135028004646,
-0.05734460428357124,
-0.011271411553025246,
-0.031587038189172745,
-0.06807707250118256,
-0.0060349078848958015,
0.02515352889895439,
-0.03184929117560387,
0.031781114637851715,
-0.11254706978797913,
-0.027257412672042847,
-0.033733874559402466,
-0.029177112504839897,
-0.042545024305582047,
0.06820625066757202,
-0.10872713476419449,
-0.012741941027343273,
-0.05564045161008835,
0.026552673429250717,
-0.009748815558850765,
-0.031171731650829315,
-0.01240712869912386,
-0.006787448655813932,
0.02265641838312149,
-0.007826855406165123,
0.03060971572995186,
0.007599698845297098,
0.03025759942829609,
0.0476326048374176,
-1.494215868723327e-33,
-0.018842412158846855,
-0.08638787269592285,
0.0004336225101724267,
0.07987561821937561,
0.030731668695807457,
0.04460727795958519,
0.006087406538426876,
0.004260810557752848,
-0.030123790726065636,
-0.046274106949567795,
-0.10742459446191788,
-0.029280994087457657,
0.06594376266002655,
0.10586591064929962,
-0.02650992013514042,
-0.053008392453193665,
-0.042057592421770096,
-0.05745139718055725,
0.006959788501262665,
0.08656615018844604,
0.003452925244346261,
-0.04410567507147789,
0.05450420081615448,
0.03163684532046318,
0.07974282652139664,
0.0583893284201622,
-0.04114922881126404,
0.01646641083061695,
0.03993334621191025,
0.08020053058862686,
0.033808011561632156,
-0.1035112515091896,
-0.0817747637629509,
-0.019403230398893356,
-0.018137022852897644,
-0.056003257632255554,
-0.002825772389769554,
0.10276114195585251,
-0.0768011063337326,
0.05727853626012802,
0.006827529985457659,
-0.0467413105070591,
-0.04064115509390831,
0.07718179374933243,
0.07625856250524521,
-0.005581595469266176,
0.04918490722775459,
0.042900200933218,
-0.0498335026204586,
0.0517575778067112,
-0.026539938524365425,
-0.0036383222322911024,
0.11364870518445969,
0.04685811698436737,
0.050245482474565506,
0.10197041183710098,
-0.04451886937022209,
0.0318833626806736,
0.02304471842944622,
-0.03164071589708328,
0.05602698773145676,
-0.11077504605054855,
0.04741113260388374,
0.09151485562324524,
0.12605039775371552,
-0.02876238152384758,
0.0072799320332705975,
0.06560589373111725,
-0.08662647753953934,
0.0618450753390789,
0.004828463774174452,
-0.008294053375720978,
-0.0465654693543911,
-0.02011723630130291,
0.03504042699933052,
0.002066489541903138,
0.017679685726761818,
-0.007881452329456806,
-0.0030869210604578257,
0.01629037968814373,
-0.05637393519282341,
0.018059654161334038,
-0.009458734653890133,
0.013662233017385006,
0.07265964895486832,
-0.04314640164375305,
-0.020312605425715446,
0.028508806601166725,
-0.07191906869411469,
-0.052751459181308746,
0.09121711552143097,
-0.06112159788608551,
-0.06347599625587463,
0.10257729887962341,
-0.02207684889435768,
-4.13942480292917e-8,
-0.07825940102338791,
0.0022477793972939253,
-0.033139944076538086,
-0.0187273770570755,
0.08779073506593704,
-0.10255101323127747,
0.07488703727722168,
0.028386607766151428,
0.02789630927145481,
-0.010233945213258266,
-0.005106288939714432,
0.042500901967287064,
0.006070250645279884,
0.015293954871594906,
-0.07239668816328049,
0.008680258877575397,
-0.01346712838858366,
0.040099404752254486,
0.059192802757024765,
0.06345149874687195,
-0.0342092290520668,
-0.004662772174924612,
-0.014916829764842987,
0.033511850982904434,
-0.09421887993812561,
0.026146674528717995,
-0.004930383060127497,
-0.0265613105148077,
-0.011777571402490139,
-0.0005785780376754701,
-0.005735292565077543,
0.011978394351899624,
0.10372594743967056,
0.10430290549993515,
-0.04392030090093613,
-0.02230355143547058,
-0.03303459286689758,
-0.02436845377087593,
-0.061235614120960236,
-0.0618366040289402,
0.009319236502051353,
0.10059163719415665,
0.00892920047044754,
0.009905043058097363,
0.08239230513572693,
-0.00754549540579319,
0.15223993360996246,
-0.0049254801124334335,
-0.04838549345731735,
0.0957150086760521,
0.001848871004767716,
0.038438934832811356,
0.00453643873333931,
0.011124262586236,
-0.0011806461261585355,
0.0477125383913517,
0.01475705299526453,
-0.007791345007717609,
-0.06323438882827759,
0.010812769643962383,
-0.021107017993927002,
-0.009270423091948032,
0.04458990320563316,
0.018814414739608765
] | null | null | null | null | null | null | null |
[
-0.016803022474050522,
0.022961556911468506,
-0.01887468621134758,
0.02811782993376255,
0.04576046019792557,
0.06207962706685066,
0.04562833532691002,
-0.09054330736398697,
-0.026804281398653984,
0.03498665243387222,
0.06918370723724365,
0.11432173103094101,
-0.04831508547067642,
-0.02882816083729267,
-0.01787138730287552,
-0.051767200231552124,
-0.02982533536851406,
0.02259591594338417,
-0.0181854460388422,
-0.0481046587228775,
0.03220188617706299,
0.017298273742198944,
0.06102786213159561,
0.03492123633623123,
-0.029648467898368835,
0.0036145620979368687,
-0.0334627628326416,
-0.029521483927965164,
-0.02658139355480671,
-0.013401229865849018,
-0.009499531239271164,
0.003392597893252969,
-0.10369019955396652,
0.0017119061667472124,
0.05235437676310539,
0.029685109853744507,
0.0433930978178978,
0.0031608103308826685,
-0.035024162381887436,
0.004894630052149296,
0.04041808843612671,
0.03186127915978432,
-0.00733086746186018,
-0.012169591151177883,
-0.07795406877994537,
-0.005730404052883387,
-0.06916968524456024,
-0.00476403022184968,
-0.1250043511390686,
0.0007999014342203736,
-0.01319805532693863,
-0.03464716300368309,
-0.031336285173892975,
-0.009190771728754044,
0.01603369601070881,
-0.050140976905822754,
-0.03457430377602577,
0.010565842501819134,
0.047484658658504486,
-0.050079185515642166,
0.020036807283759117,
0.0332014262676239,
0.029950344935059547,
-0.05766405165195465,
-0.02427498996257782,
-0.04516841098666191,
-0.05125197395682335,
0.04069962725043297,
-0.00343684246763587,
0.07674155384302139,
0.06862816959619522,
-0.036128826439380646,
-0.05833348259329796,
-0.01056972611695528,
-0.01651533506810665,
0.018651794642210007,
-0.10160055011510849,
0.039588116109371185,
0.0065856254659593105,
-0.012566043063998222,
0.011686434969305992,
-0.07127325981855392,
-0.009314464405179024,
0.09323540329933167,
0.005046233534812927,
0.0440586693584919,
-0.08646997809410095,
0.026360591873526573,
-0.01343135442584753,
0.0596451461315155,
-0.004186573904007673,
-0.011311395093798637,
0.07828617841005325,
0.032594211399555206,
0.009579233825206757,
-0.14371490478515625,
-0.040996748954057693,
0.017504427582025528,
0.014695516787469387,
-0.038552653044462204,
-0.0332198403775692,
0.0035609544720500708,
0.03071291744709015,
-0.08822361379861832,
0.015631720423698425,
-0.0018819891847670078,
-0.0440249890089035,
-0.12000595778226852,
0.010130083188414574,
-0.062003135681152344,
-0.07299577444791794,
-0.09971679002046585,
-0.05570244789123535,
0.01818557269871235,
-0.0028594955801963806,
-0.06470874696969986,
0.013180344365537167,
-0.0036952700465917587,
0.06272303313016891,
-0.019138164818286896,
0.026503348723053932,
0.01266944594681263,
0.06888595968484879,
0.04465225338935852,
-0.01662343740463257,
0.0011589089408516884,
-0.061973653733730316,
-1.7145108569071164e-33,
-0.014467583037912846,
-0.00679584639146924,
-0.06716269999742508,
0.044855326414108276,
0.010781028307974339,
0.004992418922483921,
0.013463854789733887,
0.09340520948171616,
-0.018393686041235924,
0.027558090165257454,
-0.06976824998855591,
0.02800963632762432,
-0.04832056164741516,
0.03570833429694176,
0.09613796323537827,
0.010940345004200935,
0.08865413069725037,
0.031476497650146484,
-0.11234251409769058,
-0.015787441283464432,
0.025975368916988373,
0.0647711232304573,
-0.03696564584970474,
-0.06691756099462509,
0.059495650231838226,
-0.049041442573070526,
-0.10399461537599564,
-0.05235879868268967,
0.03056727908551693,
0.026812683790922165,
-0.061873260885477066,
-0.028636734932661057,
0.06299278140068054,
0.11634902656078339,
0.0026339031755924225,
0.016285886988043785,
-0.032112542539834976,
0.014633078128099442,
-0.10098220407962799,
-0.0013350575463846326,
-0.006610513664782047,
-0.02113972418010235,
0.000036684861697722226,
0.02946399338543415,
0.03048754297196865,
-0.01867149956524372,
0.014833389781415462,
0.034313756972551346,
-0.018203217536211014,
-0.002080074278637767,
0.012431260198354721,
0.03398924693465233,
-0.15210112929344177,
-0.0894026830792427,
-0.03847411274909973,
-0.06231990456581116,
-0.061227403581142426,
0.04065452888607979,
0.0935729518532753,
0.11792141199111938,
-0.02532569132745266,
0.03368682414293289,
-0.024890853092074394,
-0.01942087896168232,
-0.019244056195020676,
0.03184952586889267,
0.025041135028004646,
-0.05734460428357124,
-0.011271411553025246,
-0.031587038189172745,
-0.06807707250118256,
-0.0060349078848958015,
0.02515352889895439,
-0.03184929117560387,
0.031781114637851715,
-0.11254706978797913,
-0.027257412672042847,
-0.033733874559402466,
-0.029177112504839897,
-0.042545024305582047,
0.06820625066757202,
-0.10872713476419449,
-0.012741941027343273,
-0.05564045161008835,
0.026552673429250717,
-0.009748815558850765,
-0.031171731650829315,
-0.01240712869912386,
-0.006787448655813932,
0.02265641838312149,
-0.007826855406165123,
0.03060971572995186,
0.007599698845297098,
0.03025759942829609,
0.0476326048374176,
-1.494215868723327e-33,
-0.018842412158846855,
-0.08638787269592285,
0.0004336225101724267,
0.07987561821937561,
0.030731668695807457,
0.04460727795958519,
0.006087406538426876,
0.004260810557752848,
-0.030123790726065636,
-0.046274106949567795,
-0.10742459446191788,
-0.029280994087457657,
0.06594376266002655,
0.10586591064929962,
-0.02650992013514042,
-0.053008392453193665,
-0.042057592421770096,
-0.05745139718055725,
0.006959788501262665,
0.08656615018844604,
0.003452925244346261,
-0.04410567507147789,
0.05450420081615448,
0.03163684532046318,
0.07974282652139664,
0.0583893284201622,
-0.04114922881126404,
0.01646641083061695,
0.03993334621191025,
0.08020053058862686,
0.033808011561632156,
-0.1035112515091896,
-0.0817747637629509,
-0.019403230398893356,
-0.018137022852897644,
-0.056003257632255554,
-0.002825772389769554,
0.10276114195585251,
-0.0768011063337326,
0.05727853626012802,
0.006827529985457659,
-0.0467413105070591,
-0.04064115509390831,
0.07718179374933243,
0.07625856250524521,
-0.005581595469266176,
0.04918490722775459,
0.042900200933218,
-0.0498335026204586,
0.0517575778067112,
-0.026539938524365425,
-0.0036383222322911024,
0.11364870518445969,
0.04685811698436737,
0.050245482474565506,
0.10197041183710098,
-0.04451886937022209,
0.0318833626806736,
0.02304471842944622,
-0.03164071589708328,
0.05602698773145676,
-0.11077504605054855,
0.04741113260388374,
0.09151485562324524,
0.12605039775371552,
-0.02876238152384758,
0.0072799320332705975,
0.06560589373111725,
-0.08662647753953934,
0.0618450753390789,
0.004828463774174452,
-0.008294053375720978,
-0.0465654693543911,
-0.02011723630130291,
0.03504042699933052,
0.002066489541903138,
0.017679685726761818,
-0.007881452329456806,
-0.0030869210604578257,
0.01629037968814373,
-0.05637393519282341,
0.018059654161334038,
-0.009458734653890133,
0.013662233017385006,
0.07265964895486832,
-0.04314640164375305,
-0.020312605425715446,
0.028508806601166725,
-0.07191906869411469,
-0.052751459181308746,
0.09121711552143097,
-0.06112159788608551,
-0.06347599625587463,
0.10257729887962341,
-0.02207684889435768,
-4.13942480292917e-8,
-0.07825940102338791,
0.0022477793972939253,
-0.033139944076538086,
-0.0187273770570755,
0.08779073506593704,
-0.10255101323127747,
0.07488703727722168,
0.028386607766151428,
0.02789630927145481,
-0.010233945213258266,
-0.005106288939714432,
0.042500901967287064,
0.006070250645279884,
0.015293954871594906,
-0.07239668816328049,
0.008680258877575397,
-0.01346712838858366,
0.040099404752254486,
0.059192802757024765,
0.06345149874687195,
-0.0342092290520668,
-0.004662772174924612,
-0.014916829764842987,
0.033511850982904434,
-0.09421887993812561,
0.026146674528717995,
-0.004930383060127497,
-0.0265613105148077,
-0.011777571402490139,
-0.0005785780376754701,
-0.005735292565077543,
0.011978394351899624,
0.10372594743967056,
0.10430290549993515,
-0.04392030090093613,
-0.02230355143547058,
-0.03303459286689758,
-0.02436845377087593,
-0.061235614120960236,
-0.0618366040289402,
0.009319236502051353,
0.10059163719415665,
0.00892920047044754,
0.009905043058097363,
0.08239230513572693,
-0.00754549540579319,
0.15223993360996246,
-0.0049254801124334335,
-0.04838549345731735,
0.0957150086760521,
0.001848871004767716,
0.038438934832811356,
0.00453643873333931,
0.011124262586236,
-0.0011806461261585355,
0.0477125383913517,
0.01475705299526453,
-0.007791345007717609,
-0.06323438882827759,
0.010812769643962383,
-0.021107017993927002,
-0.009270423091948032,
0.04458990320563316,
0.018814414739608765
] |
1401.3760
|
Xiao Yang
|
Xiao Yang and Andrew R. Barron
|
Large Alphabet Compression and Predictive Distributions through
Poissonization and Tilting
| null | null | null | null |
cs.IT math.IT stat.ME
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper introduces a convenient strategy for coding and predicting
sequences of independent, identically distributed random variables generated
from a large alphabet of size $m$. In particular, the size of the sample is
allowed to be variable. The employment of a Poisson model and tilting method
simplifies the implementation and analysis through independence. The resulting
strategy is optimal within the class of distributions satisfying a moment
condition, and is close to optimal for the class of all i.i.d distributions on
strings of a given length. Moreover, the method can be used to code and predict
strings with a condition on the tail of the ordered counts. It can also be
applied to distributions in an envelope class.
|
[
{
"created": "Wed, 15 Jan 2014 21:18:56 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Yang",
"Xiao",
""
],
[
"Barron",
"Andrew R.",
""
]
] |
[
-0.08953303098678589,
-0.07264256477355957,
-0.04162771627306938,
-0.03783966228365898,
-0.07194813340902328,
0.03359035775065422,
0.011718709953129292,
-0.00419600261375308,
0.07340724766254425,
-0.021403919905424118,
0.07957600057125092,
0.09462746977806091,
0.10769019275903702,
-0.07106932997703552,
-0.004484972916543484,
-0.03190924599766731,
-0.014284899458289146,
-0.013458293862640858,
-0.007629439700394869,
-0.04438062012195587,
0.03235930576920509,
0.058462757617235184,
-0.0039559220895171165,
-0.02510407753288746,
0.017085930332541466,
0.002969616325572133,
0.012490886263549328,
0.03814319521188736,
0.010857290588319302,
-0.03084499016404152,
0.09533663094043732,
0.012147876434028149,
0.06086987257003784,
-0.0032402551732957363,
-0.00660144304856658,
-0.03428981453180313,
-0.12174961715936661,
-0.012821691110730171,
0.037311214953660965,
0.08225162327289581,
-0.04093484207987785,
0.028335247188806534,
0.06274630129337311,
-0.00703017134219408,
0.015750780701637268,
0.009990214370191097,
-0.0067959437146782875,
0.034411244094371796,
-0.07420512288808823,
0.012438219040632248,
-0.0045890118926763535,
0.03620586916804314,
-0.03826151043176651,
-0.005120059475302696,
0.005563793238252401,
-0.11771168559789658,
-0.01523386687040329,
-0.054232656955718994,
-0.04034058749675751,
0.05472024530172348,
-0.012294185347855091,
-0.037718214094638824,
-0.03588803857564926,
0.00973204430192709,
-0.06985241174697876,
0.004160752519965172,
0.07643592357635498,
0.0678919106721878,
-0.007994108833372593,
-0.05455370992422104,
-0.04721520096063614,
0.005616739857941866,
-0.1148683950304985,
0.18512913584709167,
0.03537934646010399,
0.015136751346290112,
0.030060002580285072,
-0.09764226526021957,
-0.00874376017600298,
-0.021285736933350563,
-0.10198723524808884,
-0.014214850962162018,
0.04822132736444473,
0.011570925824344158,
0.07649248838424683,
0.04249947890639305,
0.018740028142929077,
0.1464313268661499,
-0.05699034407734871,
0.049147382378578186,
-0.07412534952163696,
-0.027293197810649872,
0.1099812388420105,
0.024787532165646553,
-0.07601530104875565,
0.09109679609537125,
0.04066191241145134,
-0.048400912433862686,
0.009973203763365746,
0.08320296555757523,
0.011138551868498325,
0.0003984859213232994,
0.0428493432700634,
-0.026513848453760147,
0.0015564403729513288,
-0.0872545912861824,
0.06399119645357132,
-0.05771053209900856,
0.008603525348007679,
-0.09184203296899796,
-0.007047406397759914,
0.037385351955890656,
-0.001464918488636613,
-0.0000774365253164433,
-0.03044995106756687,
-0.08438416570425034,
0.012435393407940865,
0.10597780346870422,
-0.027513865381479263,
-0.000829304161015898,
0.021357621997594833,
-0.03623805567622185,
-0.04930388182401657,
-0.01681654155254364,
-0.06988134235143661,
0.026394883170723915,
0.06644612550735474,
-8.11377445144399e-34,
0.0052519505843520164,
0.016315624117851257,
0.0315997451543808,
0.009963249787688255,
0.028212664648890495,
0.001605413155630231,
-0.006524158176034689,
0.03679581731557846,
0.07186941802501678,
0.00023423536913469434,
-0.0018134324345737696,
0.026203449815511703,
0.037934914231300354,
0.04392091557383537,
-0.011735662817955017,
-0.040015000849962234,
0.06334789097309113,
0.08144891262054443,
0.001763011678121984,
-0.043600086122751236,
-0.02119104005396366,
-0.03414398059248924,
0.11944017559289932,
-0.06037842109799385,
-0.026347877457737923,
0.03145221993327141,
-0.028388377279043198,
-0.11071036756038666,
-0.02516745962202549,
0.029546651989221573,
-0.0029173963703215122,
-0.00215873122215271,
-0.0262631643563509,
-0.048787835985422134,
-0.01692371629178524,
-0.04852071404457092,
-0.009773503988981247,
-0.05591049790382385,
-0.060427047312259674,
0.05995519086718559,
-0.027588440105319023,
0.020704777911305428,
0.05284656211733818,
-0.02624090015888214,
-0.026318306103348732,
0.03972369059920311,
-0.016099611297249794,
0.02397781051695347,
0.00267257378436625,
-0.01766658015549183,
0.09559420496225357,
-0.04253458231687546,
-0.002350356662645936,
0.028550835326313972,
0.061458900570869446,
0.05207686126232147,
0.007914689369499683,
0.017485907301306725,
0.03387370705604553,
0.10492554306983948,
-0.10096920281648636,
0.05470855534076691,
0.052508484572172165,
0.04610282927751541,
0.11542455852031708,
-0.014686595648527145,
0.002768270205706358,
-0.042344946414232254,
0.04811086505651474,
-0.014351318590342999,
0.14038501679897308,
-0.05690106377005577,
-0.08475149422883987,
-0.02119101583957672,
-0.06734417378902435,
0.034298125654459,
0.04748222231864929,
-0.03590109571814537,
-0.03494301065802574,
-0.022909270599484444,
0.0254717655479908,
-0.0035173112992197275,
0.023823224008083344,
-0.047707438468933105,
0.007812380325049162,
0.037755269557237625,
0.017797285690903664,
-0.017744245007634163,
-0.04133407026529312,
0.00621286453679204,
-0.1191469058394432,
-0.005974689498543739,
-0.005867996718734503,
-0.03167518973350525,
0.08415689319372177,
-1.5254079786643811e-33,
-0.09862226992845535,
0.06629005819559097,
-0.008093776181340218,
-0.024735618382692337,
-0.0074921571649611,
-0.05069727823138237,
-0.04570363834500313,
0.07076344639062881,
-0.08288117498159409,
-0.004856513813138008,
-0.09193181991577148,
-0.014369882643222809,
0.0119422422721982,
-0.01451368723064661,
0.005491203628480434,
-0.010507115162909031,
0.028626231476664543,
0.06826954334974289,
-0.008390805684030056,
0.005860017612576485,
-0.0037906120996922255,
0.05334540829062462,
-0.06772340834140778,
0.010925019159913063,
0.028727518394589424,
0.014538094401359558,
-0.03174363821744919,
0.04605569690465927,
0.0029957720544189215,
-0.03636518493294716,
-0.027830282226204872,
-0.03884657844901085,
0.03434876352548599,
-0.033561546355485916,
-0.08517151325941086,
-0.0037094757426530123,
0.07026989758014679,
0.061855096369981766,
-0.04172130301594734,
0.07175872474908829,
0.0028463031630963087,
0.03234948590397835,
0.008060879074037075,
-0.028583209961652756,
-0.004182917065918446,
-0.06953895837068558,
-0.028912439942359924,
0.0482860766351223,
0.08436331897974014,
0.0626310408115387,
-0.049110297113657,
0.08091969788074493,
-0.04490120708942413,
0.017781242728233337,
-0.05141367018222809,
-0.01853136532008648,
-0.0648919865489006,
0.011828726157546043,
0.04377776384353638,
-0.0359685942530632,
-0.0777222216129303,
-0.007448772434145212,
0.04646025225520134,
0.008949453942477703,
0.023287266492843628,
-0.08377101272344589,
-0.025481505319476128,
-0.1162424087524414,
0.00487914402037859,
-0.0811547115445137,
0.04318905249238014,
0.012813059613108635,
-0.019080160185694695,
-0.027632666751742363,
-0.06126321852207184,
-0.0021911710500717163,
0.020134082064032555,
0.010588046163320541,
-0.01303951907902956,
0.029340628534555435,
-0.05481838062405586,
-0.0055965217761695385,
-0.0023992923088371754,
0.047969382256269455,
-0.017626672983169556,
0.04468094930052757,
0.09518031775951385,
-0.10751038789749146,
0.09333730489015579,
-0.03238527849316597,
-0.006810341030359268,
0.12903715670108795,
0.05216803029179573,
0.04299557954072952,
0.017784038558602333,
-4.634777539536117e-8,
0.015631644055247307,
-0.02301263064146042,
0.0018448764458298683,
0.0702020674943924,
0.08513350039720535,
0.0830969586968422,
-0.06377428770065308,
-0.019690964370965958,
-0.0014489206951111555,
-0.11419092118740082,
0.10331014543771744,
-0.024667758494615555,
-0.04600059241056442,
0.03075696900486946,
0.020737919956445694,
0.02926073968410492,
-0.03435806557536125,
0.000729502527974546,
-0.04546818509697914,
0.042761873453855515,
0.06275374442338943,
0.04778968170285225,
0.020093994215130806,
-0.008968605659902096,
-0.03772583603858948,
-0.03948880359530449,
0.02891608141362667,
-0.007398358546197414,
0.02393195778131485,
0.0320269800722599,
-0.010579202324151993,
0.02081826515495777,
-0.04752086102962494,
-0.07573431730270386,
-0.03742753341794014,
0.006037358194589615,
0.018026666715741158,
-0.06862824410200119,
0.00008508566679665819,
-0.07679914683103561,
0.05502745509147644,
-0.049069732427597046,
-0.051422324031591415,
0.024025732651352882,
0.09754913300275803,
-0.047321707010269165,
0.06263867765665054,
-0.0787707045674324,
0.04335101693868637,
-0.0326450876891613,
-0.05692450329661369,
-0.06794623285531998,
0.04287450388073921,
-0.02718835137784481,
0.059599898755550385,
0.10027457028627396,
-0.0233598705381155,
-0.03242160379886627,
0.004479612223803997,
0.005870955530554056,
0.007328384090214968,
-0.02105058915913105,
-0.04033876582980156,
-0.04715196415781975
] | null | null | null | null | null | null | null |
[
-0.08953303098678589,
-0.07264256477355957,
-0.04162771627306938,
-0.03783966228365898,
-0.07194813340902328,
0.03359035775065422,
0.011718709953129292,
-0.00419600261375308,
0.07340724766254425,
-0.021403919905424118,
0.07957600057125092,
0.09462746977806091,
0.10769019275903702,
-0.07106932997703552,
-0.004484972916543484,
-0.03190924599766731,
-0.014284899458289146,
-0.013458293862640858,
-0.007629439700394869,
-0.04438062012195587,
0.03235930576920509,
0.058462757617235184,
-0.0039559220895171165,
-0.02510407753288746,
0.017085930332541466,
0.002969616325572133,
0.012490886263549328,
0.03814319521188736,
0.010857290588319302,
-0.03084499016404152,
0.09533663094043732,
0.012147876434028149,
0.06086987257003784,
-0.0032402551732957363,
-0.00660144304856658,
-0.03428981453180313,
-0.12174961715936661,
-0.012821691110730171,
0.037311214953660965,
0.08225162327289581,
-0.04093484207987785,
0.028335247188806534,
0.06274630129337311,
-0.00703017134219408,
0.015750780701637268,
0.009990214370191097,
-0.0067959437146782875,
0.034411244094371796,
-0.07420512288808823,
0.012438219040632248,
-0.0045890118926763535,
0.03620586916804314,
-0.03826151043176651,
-0.005120059475302696,
0.005563793238252401,
-0.11771168559789658,
-0.01523386687040329,
-0.054232656955718994,
-0.04034058749675751,
0.05472024530172348,
-0.012294185347855091,
-0.037718214094638824,
-0.03588803857564926,
0.00973204430192709,
-0.06985241174697876,
0.004160752519965172,
0.07643592357635498,
0.0678919106721878,
-0.007994108833372593,
-0.05455370992422104,
-0.04721520096063614,
0.005616739857941866,
-0.1148683950304985,
0.18512913584709167,
0.03537934646010399,
0.015136751346290112,
0.030060002580285072,
-0.09764226526021957,
-0.00874376017600298,
-0.021285736933350563,
-0.10198723524808884,
-0.014214850962162018,
0.04822132736444473,
0.011570925824344158,
0.07649248838424683,
0.04249947890639305,
0.018740028142929077,
0.1464313268661499,
-0.05699034407734871,
0.049147382378578186,
-0.07412534952163696,
-0.027293197810649872,
0.1099812388420105,
0.024787532165646553,
-0.07601530104875565,
0.09109679609537125,
0.04066191241145134,
-0.048400912433862686,
0.009973203763365746,
0.08320296555757523,
0.011138551868498325,
0.0003984859213232994,
0.0428493432700634,
-0.026513848453760147,
0.0015564403729513288,
-0.0872545912861824,
0.06399119645357132,
-0.05771053209900856,
0.008603525348007679,
-0.09184203296899796,
-0.007047406397759914,
0.037385351955890656,
-0.001464918488636613,
-0.0000774365253164433,
-0.03044995106756687,
-0.08438416570425034,
0.012435393407940865,
0.10597780346870422,
-0.027513865381479263,
-0.000829304161015898,
0.021357621997594833,
-0.03623805567622185,
-0.04930388182401657,
-0.01681654155254364,
-0.06988134235143661,
0.026394883170723915,
0.06644612550735474,
-8.11377445144399e-34,
0.0052519505843520164,
0.016315624117851257,
0.0315997451543808,
0.009963249787688255,
0.028212664648890495,
0.001605413155630231,
-0.006524158176034689,
0.03679581731557846,
0.07186941802501678,
0.00023423536913469434,
-0.0018134324345737696,
0.026203449815511703,
0.037934914231300354,
0.04392091557383537,
-0.011735662817955017,
-0.040015000849962234,
0.06334789097309113,
0.08144891262054443,
0.001763011678121984,
-0.043600086122751236,
-0.02119104005396366,
-0.03414398059248924,
0.11944017559289932,
-0.06037842109799385,
-0.026347877457737923,
0.03145221993327141,
-0.028388377279043198,
-0.11071036756038666,
-0.02516745962202549,
0.029546651989221573,
-0.0029173963703215122,
-0.00215873122215271,
-0.0262631643563509,
-0.048787835985422134,
-0.01692371629178524,
-0.04852071404457092,
-0.009773503988981247,
-0.05591049790382385,
-0.060427047312259674,
0.05995519086718559,
-0.027588440105319023,
0.020704777911305428,
0.05284656211733818,
-0.02624090015888214,
-0.026318306103348732,
0.03972369059920311,
-0.016099611297249794,
0.02397781051695347,
0.00267257378436625,
-0.01766658015549183,
0.09559420496225357,
-0.04253458231687546,
-0.002350356662645936,
0.028550835326313972,
0.061458900570869446,
0.05207686126232147,
0.007914689369499683,
0.017485907301306725,
0.03387370705604553,
0.10492554306983948,
-0.10096920281648636,
0.05470855534076691,
0.052508484572172165,
0.04610282927751541,
0.11542455852031708,
-0.014686595648527145,
0.002768270205706358,
-0.042344946414232254,
0.04811086505651474,
-0.014351318590342999,
0.14038501679897308,
-0.05690106377005577,
-0.08475149422883987,
-0.02119101583957672,
-0.06734417378902435,
0.034298125654459,
0.04748222231864929,
-0.03590109571814537,
-0.03494301065802574,
-0.022909270599484444,
0.0254717655479908,
-0.0035173112992197275,
0.023823224008083344,
-0.047707438468933105,
0.007812380325049162,
0.037755269557237625,
0.017797285690903664,
-0.017744245007634163,
-0.04133407026529312,
0.00621286453679204,
-0.1191469058394432,
-0.005974689498543739,
-0.005867996718734503,
-0.03167518973350525,
0.08415689319372177,
-1.5254079786643811e-33,
-0.09862226992845535,
0.06629005819559097,
-0.008093776181340218,
-0.024735618382692337,
-0.0074921571649611,
-0.05069727823138237,
-0.04570363834500313,
0.07076344639062881,
-0.08288117498159409,
-0.004856513813138008,
-0.09193181991577148,
-0.014369882643222809,
0.0119422422721982,
-0.01451368723064661,
0.005491203628480434,
-0.010507115162909031,
0.028626231476664543,
0.06826954334974289,
-0.008390805684030056,
0.005860017612576485,
-0.0037906120996922255,
0.05334540829062462,
-0.06772340834140778,
0.010925019159913063,
0.028727518394589424,
0.014538094401359558,
-0.03174363821744919,
0.04605569690465927,
0.0029957720544189215,
-0.03636518493294716,
-0.027830282226204872,
-0.03884657844901085,
0.03434876352548599,
-0.033561546355485916,
-0.08517151325941086,
-0.0037094757426530123,
0.07026989758014679,
0.061855096369981766,
-0.04172130301594734,
0.07175872474908829,
0.0028463031630963087,
0.03234948590397835,
0.008060879074037075,
-0.028583209961652756,
-0.004182917065918446,
-0.06953895837068558,
-0.028912439942359924,
0.0482860766351223,
0.08436331897974014,
0.0626310408115387,
-0.049110297113657,
0.08091969788074493,
-0.04490120708942413,
0.017781242728233337,
-0.05141367018222809,
-0.01853136532008648,
-0.0648919865489006,
0.011828726157546043,
0.04377776384353638,
-0.0359685942530632,
-0.0777222216129303,
-0.007448772434145212,
0.04646025225520134,
0.008949453942477703,
0.023287266492843628,
-0.08377101272344589,
-0.025481505319476128,
-0.1162424087524414,
0.00487914402037859,
-0.0811547115445137,
0.04318905249238014,
0.012813059613108635,
-0.019080160185694695,
-0.027632666751742363,
-0.06126321852207184,
-0.0021911710500717163,
0.020134082064032555,
0.010588046163320541,
-0.01303951907902956,
0.029340628534555435,
-0.05481838062405586,
-0.0055965217761695385,
-0.0023992923088371754,
0.047969382256269455,
-0.017626672983169556,
0.04468094930052757,
0.09518031775951385,
-0.10751038789749146,
0.09333730489015579,
-0.03238527849316597,
-0.006810341030359268,
0.12903715670108795,
0.05216803029179573,
0.04299557954072952,
0.017784038558602333,
-4.634777539536117e-8,
0.015631644055247307,
-0.02301263064146042,
0.0018448764458298683,
0.0702020674943924,
0.08513350039720535,
0.0830969586968422,
-0.06377428770065308,
-0.019690964370965958,
-0.0014489206951111555,
-0.11419092118740082,
0.10331014543771744,
-0.024667758494615555,
-0.04600059241056442,
0.03075696900486946,
0.020737919956445694,
0.02926073968410492,
-0.03435806557536125,
0.000729502527974546,
-0.04546818509697914,
0.042761873453855515,
0.06275374442338943,
0.04778968170285225,
0.020093994215130806,
-0.008968605659902096,
-0.03772583603858948,
-0.03948880359530449,
0.02891608141362667,
-0.007398358546197414,
0.02393195778131485,
0.0320269800722599,
-0.010579202324151993,
0.02081826515495777,
-0.04752086102962494,
-0.07573431730270386,
-0.03742753341794014,
0.006037358194589615,
0.018026666715741158,
-0.06862824410200119,
0.00008508566679665819,
-0.07679914683103561,
0.05502745509147644,
-0.049069732427597046,
-0.051422324031591415,
0.024025732651352882,
0.09754913300275803,
-0.047321707010269165,
0.06263867765665054,
-0.0787707045674324,
0.04335101693868637,
-0.0326450876891613,
-0.05692450329661369,
-0.06794623285531998,
0.04287450388073921,
-0.02718835137784481,
0.059599898755550385,
0.10027457028627396,
-0.0233598705381155,
-0.03242160379886627,
0.004479612223803997,
0.005870955530554056,
0.007328384090214968,
-0.02105058915913105,
-0.04033876582980156,
-0.04715196415781975
] |
1401.3762
|
Andrew Ju
|
Andrew Ju, Patrick Healy
|
An Experimental Evaluation of List Coloring Algorithms
| null | null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The list coloring problem is a variant of vertex coloring where a vertex may
be colored only a color from a prescribed set. Several applications of vertex
coloring are more appropriately modelled as instances of list coloring and thus
we argue that it is an important problem to consider. Regardless of the
importance of list coloring, few published algorithms exist for it. In this
paper we review the only two existing ones we could find and propose an exact
branch and bound one. We conduct an experimental evaluation of the three
algorithms.
|
[
{
"created": "Wed, 15 Jan 2014 21:22:18 GMT",
"version": "v1"
},
{
"created": "Fri, 20 Jun 2014 23:07:41 GMT",
"version": "v2"
}
] |
2014-06-24
|
[
[
"Ju",
"Andrew",
""
],
[
"Healy",
"Patrick",
""
]
] |
[
-0.02201361022889614,
0.041985269635915756,
0.052296385169029236,
-0.04584910348057747,
0.05047652870416641,
0.03867918998003006,
0.062350355088710785,
-0.04253934696316719,
-0.04395539313554764,
0.04605729505419731,
-0.11045213788747787,
0.021126946434378624,
0.1240985170006752,
0.04969039559364319,
-0.014866097830235958,
0.07876044511795044,
0.024861181154847145,
0.06652991473674774,
0.0078527657315135,
-0.11469098925590515,
-0.024519260972738266,
-0.050370972603559494,
-0.05679631978273392,
-0.012014204636216164,
0.0007817871519364417,
-0.05121685937047005,
0.0645693764090538,
-0.09363946318626404,
0.031180664896965027,
-0.00957961194217205,
-0.038737066090106964,
-0.051522232592105865,
0.06791269034147263,
0.02264241687953472,
-0.032438281923532486,
-0.0920092910528183,
0.015440348535776138,
0.04250488430261612,
-0.043419014662504196,
0.08420280367136002,
-0.011506272479891777,
0.05677981302142143,
-0.009325473569333553,
-0.005933597218245268,
-0.01631457731127739,
0.10282132774591446,
0.03170572221279144,
0.07506585866212845,
-0.10670658946037292,
-0.09578197449445724,
-0.033503659069538116,
-0.05193113163113594,
-0.11604445427656174,
-0.05404162034392357,
-0.011477035470306873,
-0.026193739846348763,
0.030157923698425293,
-0.09625007957220078,
0.05175653100013733,
0.02553812600672245,
0.0034394857939332724,
-0.06058172509074211,
-0.03233981505036354,
0.008283418603241444,
-0.031002290546894073,
0.06196701154112816,
0.051737915724515915,
-0.023513754829764366,
0.009172003716230392,
0.004478366579860449,
0.059631720185279846,
0.0843222513794899,
-0.018792912364006042,
0.01928011327981949,
0.07415666431188583,
0.054196011275053024,
0.12513412535190582,
0.015936439856886864,
-0.09255210310220718,
-0.06158541142940521,
-0.041471101343631744,
-0.0704975575208664,
-0.00038024154491722584,
0.04085121676325798,
0.0517108328640461,
0.024120919406414032,
-0.09738080948591232,
0.010857760906219482,
0.004180683754384518,
0.05118231102824211,
-0.07063592225313187,
0.007065502926707268,
0.031818509101867676,
-0.031682685017585754,
-0.026201657950878143,
0.028079088777303696,
0.14898541569709778,
-0.021967129781842232,
0.04460721090435982,
-0.0019272611243650317,
-0.01265630777925253,
-0.023085495457053185,
0.057942621409893036,
-0.05467402562499046,
0.038016557693481445,
0.018334727734327316,
0.031657490879297256,
-0.029829738661646843,
-0.05886780843138695,
-0.07932887971401215,
0.05641018971800804,
0.010527405887842178,
-0.017193462699651718,
0.009538182057440281,
0.011371580883860588,
-0.023114405572414398,
-0.024968346580863,
-0.045676689594984055,
0.013939213939011097,
0.11331332474946976,
0.034584514796733856,
-0.06593062728643417,
0.04255741462111473,
0.005816134158521891,
-0.006788018625229597,
-0.00759066641330719,
-0.02265350893139839,
-2.4129396416558097e-33,
-0.0027693542651832104,
-0.031215272843837738,
0.0233637485653162,
-0.05504477769136429,
0.04880795255303383,
0.026250258088111877,
-0.0322222039103508,
-0.08107469230890274,
-0.0493987575173378,
-0.040640972554683685,
0.04708462581038475,
-0.04012991487979889,
0.00785072986036539,
0.04986526072025299,
0.05303526297211647,
-0.0036853752098977566,
0.05620533972978592,
0.02706667222082615,
-0.08941876143217087,
-0.04926695674657822,
-0.013177621178328991,
0.013078015297651291,
0.0442541129887104,
0.016627294942736626,
-0.00785316526889801,
0.009480109438300133,
-0.0015367659507319331,
0.011890972964465618,
0.06418680399656296,
-0.0032100605312734842,
-0.0767037570476532,
0.08245181292295456,
0.07283417135477066,
0.14125938713550568,
-0.070967897772789,
-0.021709175780415535,
-0.04923265054821968,
-0.04702547565102577,
0.045362964272499084,
0.011577283032238483,
0.009578357450664043,
0.08308615535497665,
0.01981392130255699,
0.024416685104370117,
0.034717708826065063,
-0.012434805743396282,
-0.012025725096464157,
-0.019117703661322594,
0.011557980440557003,
0.060343269258737564,
-0.018438389524817467,
0.05638475343585014,
-0.05061730742454529,
0.04054786637425423,
-0.034709665924310684,
-0.021880123764276505,
0.08872392773628235,
0.01993625797331333,
0.02811705693602562,
0.09275595843791962,
-0.047281499952077866,
0.0619974210858345,
-0.00231120060198009,
-0.029717324301600456,
-0.020343802869319916,
0.004560702946037054,
-0.03829652816057205,
-0.08324428647756577,
0.07830820977687836,
-0.05528077483177185,
0.002284146612510085,
0.04502832144498825,
0.01732637546956539,
-0.008958818390965462,
-0.04385228455066681,
-0.045115068554878235,
0.08698783814907074,
-0.08265551924705505,
-0.006418902892619371,
-0.060966990888118744,
-0.02812349610030651,
-0.06827510893344879,
-0.004173923749476671,
-0.023666927590966225,
-0.07735737413167953,
-0.06534630805253983,
0.00975881703197956,
0.04875165969133377,
-0.0791974738240242,
-0.07587040960788727,
-0.07767841964960098,
0.05008343607187271,
0.01227960642427206,
-0.026327593252062798,
0.05162631347775459,
-9.466059479210103e-34,
-0.026336297392845154,
0.03206803277134895,
0.01910463720560074,
0.09134198725223541,
0.06010794639587402,
-0.10161243379116058,
0.01967349275946617,
-0.025731191039085388,
0.03740260750055313,
0.03964681178331375,
0.0179147832095623,
0.06871288269758224,
-0.029887031763792038,
0.032076943665742874,
-0.06338673830032349,
0.00026987824821844697,
-0.00779940839856863,
0.08733769506216049,
-0.034865833818912506,
-0.020461101084947586,
-0.060618046671152115,
0.04632779583334923,
0.02596217207610607,
-0.0166656281799078,
-0.0339013896882534,
0.03925245627760887,
-0.06684650480747223,
0.0114546874538064,
-0.01795727014541626,
-0.013285577297210693,
0.005432192236185074,
0.0145363574847579,
-0.04221873730421066,
-0.01575915701687336,
0.03232374042272568,
-0.013609317131340504,
0.06457899510860443,
0.039081871509552,
0.015776418149471283,
0.10444401949644089,
0.07342731952667236,
-0.024823300540447235,
0.026674995198845863,
-0.013385375961661339,
0.02365676499903202,
-0.0018695816397666931,
-0.05528934672474861,
0.025104204192757607,
-0.025281872600317,
-0.06486371904611588,
-0.05215116962790489,
-0.045151446014642715,
0.04468690976500511,
0.03703528642654419,
0.08028783649206161,
-0.015514234080910683,
-0.02726851962506771,
0.09529639780521393,
0.023951375856995583,
0.09922672808170319,
-0.06636237353086472,
0.06621885299682617,
-0.03296590968966484,
0.02421553246676922,
0.0223526731133461,
-0.014133854769170284,
-0.04146286100149155,
-0.08496475964784622,
0.0039352974854409695,
0.019802920520305634,
0.04285718500614166,
0.025955354794859886,
-0.10310374200344086,
-0.021289780735969543,
0.000387566105928272,
-0.05665203183889389,
0.002274717204272747,
0.01567273959517479,
-0.05656242370605469,
0.06588704138994217,
-0.04753303527832031,
-0.01312436442822218,
0.0192450862377882,
-0.07717422395944595,
0.025235777720808983,
-0.026280857622623444,
0.04438963532447815,
0.017455654218792915,
0.05070595070719719,
-0.02564581297338009,
0.04835854470729828,
-0.015539303421974182,
0.0646984800696373,
-0.0454711839556694,
0.004859022796154022,
-3.5352819338640984e-8,
-0.09959705173969269,
-0.05051848664879799,
0.05309659242630005,
-0.02246280200779438,
0.10661917924880981,
-0.08279504626989365,
0.04905584827065468,
-0.003686776151880622,
-0.028310725465416908,
0.08839382231235504,
0.04854064807295799,
-0.030473949387669563,
0.011668619699776173,
0.05305493250489235,
0.020444676280021667,
0.009503178298473358,
0.031624890863895416,
-0.03860461711883545,
-0.010267340578138828,
0.024644840508699417,
-0.10230815410614014,
0.021037021651864052,
-0.033193860203027725,
0.011474832892417908,
-0.06964293122291565,
0.008005558513104916,
-0.038925714790821075,
-0.034755121916532516,
0.0052573103457689285,
0.09337909519672394,
-0.025484777987003326,
0.03956443816423416,
0.026051172986626625,
-0.06133269891142845,
0.032894644886255264,
0.010189689695835114,
-0.09355700016021729,
0.036463528871536255,
-0.10473104566335678,
-0.0181367676705122,
-0.052212927490472794,
0.03424689173698425,
-0.05219892039895058,
0.021216735243797302,
0.10257227718830109,
-0.050164900720119476,
-0.017857560887932777,
0.008205571211874485,
-0.07893896102905273,
0.004011841490864754,
-0.08799045532941818,
-0.014415502548217773,
-0.04705698788166046,
-0.10870770364999771,
-0.004281471949070692,
0.007696597836911678,
-0.0716194286942482,
-0.0010136142373085022,
0.12502452731132507,
-0.08744728565216064,
0.026243392378091812,
-0.010889274068176746,
0.0047137257643043995,
0.009212485514581203
] | null | null | null | null | null | null | null |
[
-0.02201361022889614,
0.041985269635915756,
0.052296385169029236,
-0.04584910348057747,
0.05047652870416641,
0.03867918998003006,
0.062350355088710785,
-0.04253934696316719,
-0.04395539313554764,
0.04605729505419731,
-0.11045213788747787,
0.021126946434378624,
0.1240985170006752,
0.04969039559364319,
-0.014866097830235958,
0.07876044511795044,
0.024861181154847145,
0.06652991473674774,
0.0078527657315135,
-0.11469098925590515,
-0.024519260972738266,
-0.050370972603559494,
-0.05679631978273392,
-0.012014204636216164,
0.0007817871519364417,
-0.05121685937047005,
0.0645693764090538,
-0.09363946318626404,
0.031180664896965027,
-0.00957961194217205,
-0.038737066090106964,
-0.051522232592105865,
0.06791269034147263,
0.02264241687953472,
-0.032438281923532486,
-0.0920092910528183,
0.015440348535776138,
0.04250488430261612,
-0.043419014662504196,
0.08420280367136002,
-0.011506272479891777,
0.05677981302142143,
-0.009325473569333553,
-0.005933597218245268,
-0.01631457731127739,
0.10282132774591446,
0.03170572221279144,
0.07506585866212845,
-0.10670658946037292,
-0.09578197449445724,
-0.033503659069538116,
-0.05193113163113594,
-0.11604445427656174,
-0.05404162034392357,
-0.011477035470306873,
-0.026193739846348763,
0.030157923698425293,
-0.09625007957220078,
0.05175653100013733,
0.02553812600672245,
0.0034394857939332724,
-0.06058172509074211,
-0.03233981505036354,
0.008283418603241444,
-0.031002290546894073,
0.06196701154112816,
0.051737915724515915,
-0.023513754829764366,
0.009172003716230392,
0.004478366579860449,
0.059631720185279846,
0.0843222513794899,
-0.018792912364006042,
0.01928011327981949,
0.07415666431188583,
0.054196011275053024,
0.12513412535190582,
0.015936439856886864,
-0.09255210310220718,
-0.06158541142940521,
-0.041471101343631744,
-0.0704975575208664,
-0.00038024154491722584,
0.04085121676325798,
0.0517108328640461,
0.024120919406414032,
-0.09738080948591232,
0.010857760906219482,
0.004180683754384518,
0.05118231102824211,
-0.07063592225313187,
0.007065502926707268,
0.031818509101867676,
-0.031682685017585754,
-0.026201657950878143,
0.028079088777303696,
0.14898541569709778,
-0.021967129781842232,
0.04460721090435982,
-0.0019272611243650317,
-0.01265630777925253,
-0.023085495457053185,
0.057942621409893036,
-0.05467402562499046,
0.038016557693481445,
0.018334727734327316,
0.031657490879297256,
-0.029829738661646843,
-0.05886780843138695,
-0.07932887971401215,
0.05641018971800804,
0.010527405887842178,
-0.017193462699651718,
0.009538182057440281,
0.011371580883860588,
-0.023114405572414398,
-0.024968346580863,
-0.045676689594984055,
0.013939213939011097,
0.11331332474946976,
0.034584514796733856,
-0.06593062728643417,
0.04255741462111473,
0.005816134158521891,
-0.006788018625229597,
-0.00759066641330719,
-0.02265350893139839,
-2.4129396416558097e-33,
-0.0027693542651832104,
-0.031215272843837738,
0.0233637485653162,
-0.05504477769136429,
0.04880795255303383,
0.026250258088111877,
-0.0322222039103508,
-0.08107469230890274,
-0.0493987575173378,
-0.040640972554683685,
0.04708462581038475,
-0.04012991487979889,
0.00785072986036539,
0.04986526072025299,
0.05303526297211647,
-0.0036853752098977566,
0.05620533972978592,
0.02706667222082615,
-0.08941876143217087,
-0.04926695674657822,
-0.013177621178328991,
0.013078015297651291,
0.0442541129887104,
0.016627294942736626,
-0.00785316526889801,
0.009480109438300133,
-0.0015367659507319331,
0.011890972964465618,
0.06418680399656296,
-0.0032100605312734842,
-0.0767037570476532,
0.08245181292295456,
0.07283417135477066,
0.14125938713550568,
-0.070967897772789,
-0.021709175780415535,
-0.04923265054821968,
-0.04702547565102577,
0.045362964272499084,
0.011577283032238483,
0.009578357450664043,
0.08308615535497665,
0.01981392130255699,
0.024416685104370117,
0.034717708826065063,
-0.012434805743396282,
-0.012025725096464157,
-0.019117703661322594,
0.011557980440557003,
0.060343269258737564,
-0.018438389524817467,
0.05638475343585014,
-0.05061730742454529,
0.04054786637425423,
-0.034709665924310684,
-0.021880123764276505,
0.08872392773628235,
0.01993625797331333,
0.02811705693602562,
0.09275595843791962,
-0.047281499952077866,
0.0619974210858345,
-0.00231120060198009,
-0.029717324301600456,
-0.020343802869319916,
0.004560702946037054,
-0.03829652816057205,
-0.08324428647756577,
0.07830820977687836,
-0.05528077483177185,
0.002284146612510085,
0.04502832144498825,
0.01732637546956539,
-0.008958818390965462,
-0.04385228455066681,
-0.045115068554878235,
0.08698783814907074,
-0.08265551924705505,
-0.006418902892619371,
-0.060966990888118744,
-0.02812349610030651,
-0.06827510893344879,
-0.004173923749476671,
-0.023666927590966225,
-0.07735737413167953,
-0.06534630805253983,
0.00975881703197956,
0.04875165969133377,
-0.0791974738240242,
-0.07587040960788727,
-0.07767841964960098,
0.05008343607187271,
0.01227960642427206,
-0.026327593252062798,
0.05162631347775459,
-9.466059479210103e-34,
-0.026336297392845154,
0.03206803277134895,
0.01910463720560074,
0.09134198725223541,
0.06010794639587402,
-0.10161243379116058,
0.01967349275946617,
-0.025731191039085388,
0.03740260750055313,
0.03964681178331375,
0.0179147832095623,
0.06871288269758224,
-0.029887031763792038,
0.032076943665742874,
-0.06338673830032349,
0.00026987824821844697,
-0.00779940839856863,
0.08733769506216049,
-0.034865833818912506,
-0.020461101084947586,
-0.060618046671152115,
0.04632779583334923,
0.02596217207610607,
-0.0166656281799078,
-0.0339013896882534,
0.03925245627760887,
-0.06684650480747223,
0.0114546874538064,
-0.01795727014541626,
-0.013285577297210693,
0.005432192236185074,
0.0145363574847579,
-0.04221873730421066,
-0.01575915701687336,
0.03232374042272568,
-0.013609317131340504,
0.06457899510860443,
0.039081871509552,
0.015776418149471283,
0.10444401949644089,
0.07342731952667236,
-0.024823300540447235,
0.026674995198845863,
-0.013385375961661339,
0.02365676499903202,
-0.0018695816397666931,
-0.05528934672474861,
0.025104204192757607,
-0.025281872600317,
-0.06486371904611588,
-0.05215116962790489,
-0.045151446014642715,
0.04468690976500511,
0.03703528642654419,
0.08028783649206161,
-0.015514234080910683,
-0.02726851962506771,
0.09529639780521393,
0.023951375856995583,
0.09922672808170319,
-0.06636237353086472,
0.06621885299682617,
-0.03296590968966484,
0.02421553246676922,
0.0223526731133461,
-0.014133854769170284,
-0.04146286100149155,
-0.08496475964784622,
0.0039352974854409695,
0.019802920520305634,
0.04285718500614166,
0.025955354794859886,
-0.10310374200344086,
-0.021289780735969543,
0.000387566105928272,
-0.05665203183889389,
0.002274717204272747,
0.01567273959517479,
-0.05656242370605469,
0.06588704138994217,
-0.04753303527832031,
-0.01312436442822218,
0.0192450862377882,
-0.07717422395944595,
0.025235777720808983,
-0.026280857622623444,
0.04438963532447815,
0.017455654218792915,
0.05070595070719719,
-0.02564581297338009,
0.04835854470729828,
-0.015539303421974182,
0.0646984800696373,
-0.0454711839556694,
0.004859022796154022,
-3.5352819338640984e-8,
-0.09959705173969269,
-0.05051848664879799,
0.05309659242630005,
-0.02246280200779438,
0.10661917924880981,
-0.08279504626989365,
0.04905584827065468,
-0.003686776151880622,
-0.028310725465416908,
0.08839382231235504,
0.04854064807295799,
-0.030473949387669563,
0.011668619699776173,
0.05305493250489235,
0.020444676280021667,
0.009503178298473358,
0.031624890863895416,
-0.03860461711883545,
-0.010267340578138828,
0.024644840508699417,
-0.10230815410614014,
0.021037021651864052,
-0.033193860203027725,
0.011474832892417908,
-0.06964293122291565,
0.008005558513104916,
-0.038925714790821075,
-0.034755121916532516,
0.0052573103457689285,
0.09337909519672394,
-0.025484777987003326,
0.03956443816423416,
0.026051172986626625,
-0.06133269891142845,
0.032894644886255264,
0.010189689695835114,
-0.09355700016021729,
0.036463528871536255,
-0.10473104566335678,
-0.0181367676705122,
-0.052212927490472794,
0.03424689173698425,
-0.05219892039895058,
0.021216735243797302,
0.10257227718830109,
-0.050164900720119476,
-0.017857560887932777,
0.008205571211874485,
-0.07893896102905273,
0.004011841490864754,
-0.08799045532941818,
-0.014415502548217773,
-0.04705698788166046,
-0.10870770364999771,
-0.004281471949070692,
0.007696597836911678,
-0.0716194286942482,
-0.0010136142373085022,
0.12502452731132507,
-0.08744728565216064,
0.026243392378091812,
-0.010889274068176746,
0.0047137257643043995,
0.009212485514581203
] |
1401.3766
|
Ugo Dal Lago
|
Raphaelle Crubille, Ugo Dal Lago
|
On Probabilistic Applicative Bisimulation and Call-by-Value
$\lambda$-Calculi (Long Version)
|
30 pages
| null | null | null |
cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Probabilistic applicative bisimulation is a recently introduced coinductive
methodology for program equivalence in a probabilistic, higher-order, setting.
In this paper, the technique is applied to a typed, call-by-value,
lambda-calculus. Surprisingly, the obtained relation coincides with context
equivalence, contrary to what happens when call-by-name evaluation is
considered. Even more surprisingly, full-abstraction only holds in a symmetric
setting.
|
[
{
"created": "Wed, 15 Jan 2014 21:43:39 GMT",
"version": "v1"
},
{
"created": "Wed, 29 Jan 2014 08:50:34 GMT",
"version": "v2"
}
] |
2014-01-30
|
[
[
"Crubille",
"Raphaelle",
""
],
[
"Lago",
"Ugo Dal",
""
]
] |
[
-0.026219746097922325,
0.043766289949417114,
-0.011063667014241219,
-0.11624789237976074,
-0.06224976107478142,
-0.07569124549627304,
0.13335612416267395,
0.061398401856422424,
-0.010553188621997833,
0.013173327781260014,
-0.03307619318366051,
-0.04056329280138016,
0.08472501486539841,
0.030459456145763397,
0.1188446655869484,
0.042793843895196915,
0.08802694082260132,
-0.04828863963484764,
-0.022601798176765442,
-0.008897568099200726,
-0.02188645303249359,
-0.021105775609612465,
-0.07687906920909882,
0.052788786590099335,
0.0240531787276268,
-0.06893213838338852,
-0.025955066084861755,
-0.020798280835151672,
0.08543138206005096,
0.05013585835695267,
-0.045079462230205536,
0.10052894055843353,
0.01915624551475048,
-0.033081453293561935,
0.018272941932082176,
0.06389956176280975,
-0.001385758980177343,
-0.04999895766377449,
0.007333672605454922,
0.0037375169340521097,
-0.03436842933297157,
0.00880109891295433,
-0.05401475727558136,
-0.0039319549687206745,
-0.02434791624546051,
-0.0081327548250556,
0.020783478394150734,
-0.01235402561724186,
-0.08144915848970413,
-0.049034055322408676,
-0.005281644873321056,
0.07267932593822479,
-0.08702455461025238,
-0.13068579137325287,
0.05694691464304924,
0.037545815110206604,
0.07174237072467804,
0.041687268763780594,
-0.04164446145296097,
-0.025020886212587357,
-0.09897240996360779,
-0.005670942831784487,
-0.05189170688390732,
0.06488242745399475,
0.028471602126955986,
0.01456907857209444,
0.038890011608600616,
-0.0197812020778656,
0.06314240396022797,
0.031011762097477913,
-0.06253286451101303,
-0.005094242747873068,
-0.005739734973758459,
0.035770416259765625,
-0.03327157720923424,
-0.044310372322797775,
0.06220914050936699,
-0.01575877144932747,
-0.05531545728445053,
-0.027144374325871468,
-0.04215715453028679,
-0.06328439712524414,
-0.02443758398294449,
0.012092185206711292,
0.060958199203014374,
-0.023768432438373566,
-0.0031728697940707207,
-0.06892893463373184,
0.08695253729820251,
0.0655706599354744,
-0.06298326700925827,
-0.007165940012782812,
0.03162224963307381,
0.0600992776453495,
0.036625079810619354,
0.000456854235380888,
0.02621900662779808,
-0.05793529376387596,
-0.00011178320710314438,
0.11324987560510635,
-0.053453583270311356,
0.02512001059949398,
0.009633614681661129,
-0.1444276124238968,
0.04127202928066254,
-0.025951292365789413,
-0.04043147340416908,
-0.03474719449877739,
0.01844657026231289,
-0.0963193029165268,
0.02425822801887989,
-0.03136354684829712,
0.12392113357782364,
0.005537178833037615,
-0.12933169305324554,
-0.00715453689917922,
-0.01873040199279785,
-0.005328288767486811,
0.04801377281546593,
-0.07211045920848846,
0.05567077547311783,
-0.0026196532417088747,
0.034522633999586105,
0.020554641261696815,
-0.004205956123769283,
0.002526266500353813,
0.09255159646272659,
-1.2626297981224089e-33,
-0.02593461237847805,
-0.05057797580957413,
0.02436089888215065,
0.030817357823252678,
0.0051493458449840546,
0.029222741723060608,
0.06217719241976738,
-0.03657897189259529,
-0.05073746293783188,
-0.02757260948419571,
0.1267395168542862,
0.061588969081640244,
0.015344950370490551,
0.036334261298179626,
0.048800453543663025,
0.023890776559710503,
-0.00746925501152873,
0.05122174322605133,
-0.02075066976249218,
-0.026284189894795418,
0.0752115249633789,
0.06868907809257507,
-0.09314238280057907,
0.027573220431804657,
0.056743744760751724,
-0.0005719352047890425,
0.0011677644215524197,
0.027130762115120888,
0.01696888357400894,
0.021975519135594368,
-0.0034314142540097237,
-0.032127875834703445,
0.004491543397307396,
0.06889424473047256,
0.016861576586961746,
-0.004340182524174452,
0.03958839923143387,
-0.07705682516098022,
-0.016547493636608124,
-0.07924706488847733,
0.052829205989837646,
0.015259833075106144,
0.044758494943380356,
0.03476032614707947,
0.007767620496451855,
-0.0706862211227417,
-0.06911841034889221,
0.036674659699201584,
-0.01630864292383194,
-0.08752527087926865,
0.05599569156765938,
0.04808783531188965,
0.06409505009651184,
0.04903389886021614,
-0.027129527181386948,
-0.026568247005343437,
-0.013382020406425,
0.07185431569814682,
-0.017265478149056435,
0.08124995976686478,
-0.07646486163139343,
0.03887660801410675,
-0.041169922798871994,
-0.05156900733709335,
-0.030288374051451683,
0.06436116993427277,
-0.05333511158823967,
-0.03489622473716736,
0.1599571406841278,
-0.010815364308655262,
-0.029248137027025223,
0.03339555114507675,
-0.0504169836640358,
0.053682658821344376,
0.033937789499759674,
-0.02018936723470688,
-0.06405427306890488,
-0.06184319406747818,
0.021111860871315002,
-0.050554294139146805,
-0.00873718410730362,
0.08496805280447006,
0.031998638063669205,
0.034475576132535934,
0.01700166054069996,
0.0074392626993358135,
-0.05399686098098755,
-0.0033361646346747875,
-0.026202918961644173,
-0.009420335292816162,
-0.05068795755505562,
-0.015304822474718094,
0.026676546782255173,
0.025596944615244865,
0.04683183506131172,
-1.0594796705518511e-33,
-0.06888888031244278,
-0.018321234732866287,
-0.01737552136182785,
0.03267868608236313,
-0.032662466168403625,
-0.08462115377187729,
0.027538495138287544,
-0.1162184476852417,
-0.03456946834921837,
-0.027861760929226875,
-0.05718459188938141,
-0.012518097646534443,
0.034453846514225006,
-0.022824786603450775,
0.02647089771926403,
0.04890688508749008,
-0.015531018376350403,
-0.036579523235559464,
-0.04524122551083565,
0.0706767588853836,
0.021041786298155785,
0.001493911724537611,
-0.031251613050699234,
-0.02672191523015499,
0.0898512676358223,
0.01268091145902872,
-0.03595849871635437,
0.04172472655773163,
0.156322181224823,
0.018762225285172462,
-0.0462023951113224,
-0.02373407781124115,
-0.05898705869913101,
-0.00014253746485337615,
-0.03968581184744835,
-0.03287132456898689,
0.11506922543048859,
0.059909969568252563,
-0.03740601986646652,
-0.014209333807229996,
0.03431620076298714,
-0.11167600750923157,
-0.010141956619918346,
-0.03155503049492836,
0.029023321345448494,
-0.017919940873980522,
-0.05540848895907402,
0.034596242010593414,
0.016898291185498238,
-0.05186766758561134,
0.008247421123087406,
0.010202222503721714,
-0.009288834407925606,
0.03875504061579704,
-0.040062762796878815,
-0.01987159252166748,
0.039911847561597824,
-0.04874855652451515,
0.022903896868228912,
0.045748647302389145,
0.0006836610264144838,
-0.019538093358278275,
0.07606274634599686,
0.027579788118600845,
0.009309723041951656,
0.05518416687846184,
-0.06481022387742996,
-0.07496355473995209,
0.010806147009134293,
-0.041049208492040634,
0.06760919094085693,
0.021597551181912422,
-0.06607595831155777,
-0.05477632209658623,
-0.04094891995191574,
0.06578496098518372,
0.09921523928642273,
0.026291346177458763,
0.033791083842515945,
0.024723362177610397,
-0.0005324567318893969,
-0.05607070028781891,
0.07768109440803528,
0.0077590662986040115,
-0.07959967851638794,
-0.05456637218594551,
0.00932933297008276,
-0.036130260676145554,
-0.021775970235466957,
-0.011701433919370174,
-0.04388795420527458,
0.020414913073182106,
0.003757176920771599,
-0.022578900679945946,
-0.04365427419543266,
-3.871113918307856e-8,
0.029496818780899048,
-0.04046555235981941,
0.0007970736478455365,
0.07344643771648407,
0.027730481699109077,
0.05212429538369179,
-0.11044149845838547,
-0.07565963268280029,
-0.019887693226337433,
-0.048574693500995636,
-0.05027611926198006,
0.036061760038137436,
-0.020680051296949387,
-0.054926350712776184,
-0.018582919612526894,
0.03603344038128853,
-0.030050499364733696,
-0.017155151814222336,
-0.053612880408763885,
0.08157900720834732,
-0.028251124545931816,
-0.04244202747941017,
-0.06243143975734711,
0.045898787677288055,
-0.00908199418336153,
-0.035211969166994095,
0.05071331188082695,
0.07418889552354813,
0.12391719222068787,
0.03294391930103302,
-0.0017148276092484593,
0.041532959789037704,
0.03601771965622902,
0.01209246926009655,
0.08254123479127884,
0.010250331833958626,
0.0000380513520212844,
0.05329135060310364,
0.031433865427970886,
-0.031034547835588455,
0.03482436388731003,
-0.02171001024544239,
-0.05873452126979828,
0.06563772261142731,
0.1506725698709488,
-0.05250522121787071,
0.0346367321908474,
-0.061298418790102005,
-0.01137471478432417,
-0.008162741549313068,
-0.008284909650683403,
0.008671795949339867,
-0.012700078077614307,
-0.0366353839635849,
-0.04749532416462898,
0.06480269134044647,
-0.016651228070259094,
-0.08528251200914383,
-0.013205098919570446,
0.0692014992237091,
-0.010380200110375881,
0.009563119150698185,
0.09000425785779953,
-0.04375281557440758
] | null | null | null | null | null | null | null |
[
-0.026219746097922325,
0.043766289949417114,
-0.011063667014241219,
-0.11624789237976074,
-0.06224976107478142,
-0.07569124549627304,
0.13335612416267395,
0.061398401856422424,
-0.010553188621997833,
0.013173327781260014,
-0.03307619318366051,
-0.04056329280138016,
0.08472501486539841,
0.030459456145763397,
0.1188446655869484,
0.042793843895196915,
0.08802694082260132,
-0.04828863963484764,
-0.022601798176765442,
-0.008897568099200726,
-0.02188645303249359,
-0.021105775609612465,
-0.07687906920909882,
0.052788786590099335,
0.0240531787276268,
-0.06893213838338852,
-0.025955066084861755,
-0.020798280835151672,
0.08543138206005096,
0.05013585835695267,
-0.045079462230205536,
0.10052894055843353,
0.01915624551475048,
-0.033081453293561935,
0.018272941932082176,
0.06389956176280975,
-0.001385758980177343,
-0.04999895766377449,
0.007333672605454922,
0.0037375169340521097,
-0.03436842933297157,
0.00880109891295433,
-0.05401475727558136,
-0.0039319549687206745,
-0.02434791624546051,
-0.0081327548250556,
0.020783478394150734,
-0.01235402561724186,
-0.08144915848970413,
-0.049034055322408676,
-0.005281644873321056,
0.07267932593822479,
-0.08702455461025238,
-0.13068579137325287,
0.05694691464304924,
0.037545815110206604,
0.07174237072467804,
0.041687268763780594,
-0.04164446145296097,
-0.025020886212587357,
-0.09897240996360779,
-0.005670942831784487,
-0.05189170688390732,
0.06488242745399475,
0.028471602126955986,
0.01456907857209444,
0.038890011608600616,
-0.0197812020778656,
0.06314240396022797,
0.031011762097477913,
-0.06253286451101303,
-0.005094242747873068,
-0.005739734973758459,
0.035770416259765625,
-0.03327157720923424,
-0.044310372322797775,
0.06220914050936699,
-0.01575877144932747,
-0.05531545728445053,
-0.027144374325871468,
-0.04215715453028679,
-0.06328439712524414,
-0.02443758398294449,
0.012092185206711292,
0.060958199203014374,
-0.023768432438373566,
-0.0031728697940707207,
-0.06892893463373184,
0.08695253729820251,
0.0655706599354744,
-0.06298326700925827,
-0.007165940012782812,
0.03162224963307381,
0.0600992776453495,
0.036625079810619354,
0.000456854235380888,
0.02621900662779808,
-0.05793529376387596,
-0.00011178320710314438,
0.11324987560510635,
-0.053453583270311356,
0.02512001059949398,
0.009633614681661129,
-0.1444276124238968,
0.04127202928066254,
-0.025951292365789413,
-0.04043147340416908,
-0.03474719449877739,
0.01844657026231289,
-0.0963193029165268,
0.02425822801887989,
-0.03136354684829712,
0.12392113357782364,
0.005537178833037615,
-0.12933169305324554,
-0.00715453689917922,
-0.01873040199279785,
-0.005328288767486811,
0.04801377281546593,
-0.07211045920848846,
0.05567077547311783,
-0.0026196532417088747,
0.034522633999586105,
0.020554641261696815,
-0.004205956123769283,
0.002526266500353813,
0.09255159646272659,
-1.2626297981224089e-33,
-0.02593461237847805,
-0.05057797580957413,
0.02436089888215065,
0.030817357823252678,
0.0051493458449840546,
0.029222741723060608,
0.06217719241976738,
-0.03657897189259529,
-0.05073746293783188,
-0.02757260948419571,
0.1267395168542862,
0.061588969081640244,
0.015344950370490551,
0.036334261298179626,
0.048800453543663025,
0.023890776559710503,
-0.00746925501152873,
0.05122174322605133,
-0.02075066976249218,
-0.026284189894795418,
0.0752115249633789,
0.06868907809257507,
-0.09314238280057907,
0.027573220431804657,
0.056743744760751724,
-0.0005719352047890425,
0.0011677644215524197,
0.027130762115120888,
0.01696888357400894,
0.021975519135594368,
-0.0034314142540097237,
-0.032127875834703445,
0.004491543397307396,
0.06889424473047256,
0.016861576586961746,
-0.004340182524174452,
0.03958839923143387,
-0.07705682516098022,
-0.016547493636608124,
-0.07924706488847733,
0.052829205989837646,
0.015259833075106144,
0.044758494943380356,
0.03476032614707947,
0.007767620496451855,
-0.0706862211227417,
-0.06911841034889221,
0.036674659699201584,
-0.01630864292383194,
-0.08752527087926865,
0.05599569156765938,
0.04808783531188965,
0.06409505009651184,
0.04903389886021614,
-0.027129527181386948,
-0.026568247005343437,
-0.013382020406425,
0.07185431569814682,
-0.017265478149056435,
0.08124995976686478,
-0.07646486163139343,
0.03887660801410675,
-0.041169922798871994,
-0.05156900733709335,
-0.030288374051451683,
0.06436116993427277,
-0.05333511158823967,
-0.03489622473716736,
0.1599571406841278,
-0.010815364308655262,
-0.029248137027025223,
0.03339555114507675,
-0.0504169836640358,
0.053682658821344376,
0.033937789499759674,
-0.02018936723470688,
-0.06405427306890488,
-0.06184319406747818,
0.021111860871315002,
-0.050554294139146805,
-0.00873718410730362,
0.08496805280447006,
0.031998638063669205,
0.034475576132535934,
0.01700166054069996,
0.0074392626993358135,
-0.05399686098098755,
-0.0033361646346747875,
-0.026202918961644173,
-0.009420335292816162,
-0.05068795755505562,
-0.015304822474718094,
0.026676546782255173,
0.025596944615244865,
0.04683183506131172,
-1.0594796705518511e-33,
-0.06888888031244278,
-0.018321234732866287,
-0.01737552136182785,
0.03267868608236313,
-0.032662466168403625,
-0.08462115377187729,
0.027538495138287544,
-0.1162184476852417,
-0.03456946834921837,
-0.027861760929226875,
-0.05718459188938141,
-0.012518097646534443,
0.034453846514225006,
-0.022824786603450775,
0.02647089771926403,
0.04890688508749008,
-0.015531018376350403,
-0.036579523235559464,
-0.04524122551083565,
0.0706767588853836,
0.021041786298155785,
0.001493911724537611,
-0.031251613050699234,
-0.02672191523015499,
0.0898512676358223,
0.01268091145902872,
-0.03595849871635437,
0.04172472655773163,
0.156322181224823,
0.018762225285172462,
-0.0462023951113224,
-0.02373407781124115,
-0.05898705869913101,
-0.00014253746485337615,
-0.03968581184744835,
-0.03287132456898689,
0.11506922543048859,
0.059909969568252563,
-0.03740601986646652,
-0.014209333807229996,
0.03431620076298714,
-0.11167600750923157,
-0.010141956619918346,
-0.03155503049492836,
0.029023321345448494,
-0.017919940873980522,
-0.05540848895907402,
0.034596242010593414,
0.016898291185498238,
-0.05186766758561134,
0.008247421123087406,
0.010202222503721714,
-0.009288834407925606,
0.03875504061579704,
-0.040062762796878815,
-0.01987159252166748,
0.039911847561597824,
-0.04874855652451515,
0.022903896868228912,
0.045748647302389145,
0.0006836610264144838,
-0.019538093358278275,
0.07606274634599686,
0.027579788118600845,
0.009309723041951656,
0.05518416687846184,
-0.06481022387742996,
-0.07496355473995209,
0.010806147009134293,
-0.041049208492040634,
0.06760919094085693,
0.021597551181912422,
-0.06607595831155777,
-0.05477632209658623,
-0.04094891995191574,
0.06578496098518372,
0.09921523928642273,
0.026291346177458763,
0.033791083842515945,
0.024723362177610397,
-0.0005324567318893969,
-0.05607070028781891,
0.07768109440803528,
0.0077590662986040115,
-0.07959967851638794,
-0.05456637218594551,
0.00932933297008276,
-0.036130260676145554,
-0.021775970235466957,
-0.011701433919370174,
-0.04388795420527458,
0.020414913073182106,
0.003757176920771599,
-0.022578900679945946,
-0.04365427419543266,
-3.871113918307856e-8,
0.029496818780899048,
-0.04046555235981941,
0.0007970736478455365,
0.07344643771648407,
0.027730481699109077,
0.05212429538369179,
-0.11044149845838547,
-0.07565963268280029,
-0.019887693226337433,
-0.048574693500995636,
-0.05027611926198006,
0.036061760038137436,
-0.020680051296949387,
-0.054926350712776184,
-0.018582919612526894,
0.03603344038128853,
-0.030050499364733696,
-0.017155151814222336,
-0.053612880408763885,
0.08157900720834732,
-0.028251124545931816,
-0.04244202747941017,
-0.06243143975734711,
0.045898787677288055,
-0.00908199418336153,
-0.035211969166994095,
0.05071331188082695,
0.07418889552354813,
0.12391719222068787,
0.03294391930103302,
-0.0017148276092484593,
0.041532959789037704,
0.03601771965622902,
0.01209246926009655,
0.08254123479127884,
0.010250331833958626,
0.0000380513520212844,
0.05329135060310364,
0.031433865427970886,
-0.031034547835588455,
0.03482436388731003,
-0.02171001024544239,
-0.05873452126979828,
0.06563772261142731,
0.1506725698709488,
-0.05250522121787071,
0.0346367321908474,
-0.061298418790102005,
-0.01137471478432417,
-0.008162741549313068,
-0.008284909650683403,
0.008671795949339867,
-0.012700078077614307,
-0.0366353839635849,
-0.04749532416462898,
0.06480269134044647,
-0.016651228070259094,
-0.08528251200914383,
-0.013205098919570446,
0.0692014992237091,
-0.010380200110375881,
0.009563119150698185,
0.09000425785779953,
-0.04375281557440758
] |
1401.3768
|
Wei Jiang
|
Bharath K. Samanthula, Wei Jiang, Elisa Bertino
|
Lightweight and Secure Two-Party Range Queries over Outsourced Encrypted
Databases
|
25 pages, 1 figure
| null | null | null |
cs.CR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
With the many benefits of cloud computing, an entity may want to outsource
its data and their related analytics tasks to a cloud. When data are sensitive,
it is in the interest of the entity to outsource encrypted data to the cloud;
however, this limits the types of operations that can be performed on the cloud
side. Especially, evaluating queries over the encrypted data stored on the
cloud without the entity performing any computation and without ever decrypting
the data become a very challenging problem. In this paper, we propose solutions
to conduct range queries over outsourced encrypted data. The existing methods
leak valuable information to the cloud which can violate the security guarantee
of the underlying encryption schemes. In general, the main security primitive
used to evaluate range queries is secure comparison (SC) of encrypted integers.
However, we observe that the existing SC protocols are not very efficient. To
this end, we first propose a novel SC scheme that takes encrypted integers and
outputs encrypted comparison result. We empirically show its practical
advantage over the current state-of-the-art. We then utilize the proposed SC
scheme to construct two new secure range query protocols. Our protocols protect
data confidentiality, privacy of user's query, and also preserve the semantic
security of the encrypted data; therefore, they are more secure than the
existing protocols. Furthermore, our second protocol is lightweight at the user
end, and it can allow an authorized user to use any device with limited storage
and computing capability to perform the range queries over outsourced encrypted
data.
|
[
{
"created": "Wed, 15 Jan 2014 21:50:01 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Samanthula",
"Bharath K.",
""
],
[
"Jiang",
"Wei",
""
],
[
"Bertino",
"Elisa",
""
]
] |
[
-0.0846346914768219,
0.07852677255868912,
-0.02811785228550434,
0.02017151564359665,
-0.013245782814919949,
0.015231839381158352,
0.02166447788476944,
-0.030504751950502396,
0.029251303523778915,
-0.017427729442715645,
-0.07412079721689224,
-0.05075880140066147,
0.11051466315984726,
-0.054230108857154846,
0.032359931617975235,
-0.0070276157930493355,
0.05271139740943909,
0.06937719881534576,
-0.039778344333171844,
-0.0012870784848928452,
-0.013209515251219273,
-0.0057826261036098,
-0.02140173874795437,
0.0330975316464901,
-0.0080892164260149,
-0.030801203101873398,
0.025927722454071045,
-0.03349088504910469,
-0.05833980441093445,
0.04334007576107979,
-0.016669273376464844,
-0.012918428517878056,
-0.07118427008390427,
0.07494474202394485,
-0.02460986003279686,
-0.043459776788949966,
0.04995758831501007,
0.0005757816252298653,
-0.050941385328769684,
-0.05801565945148468,
-0.025327447801828384,
-0.057656459510326385,
-0.09390201419591904,
0.04327278584241867,
-0.08452743291854858,
0.08199232071638107,
0.011067479848861694,
0.021729646250605583,
-0.04885489493608475,
-0.002087936969473958,
-0.03831997513771057,
0.017180075868964195,
-0.05874529853463173,
0.05400056019425392,
-0.07412762939929962,
0.016590183600783348,
-0.07880320399999619,
0.0031665978021919727,
0.022650256752967834,
0.001486141816712916,
-0.0417991504073143,
-0.04733596369624138,
0.01141344103962183,
0.029178475961089134,
-0.07386736571788788,
-0.017267029732465744,
0.07783766090869904,
0.01176870334893465,
0.015138041228055954,
0.02142038196325302,
-0.0039049095939844847,
0.005596712697297335,
-0.05500068515539169,
0.09967261552810669,
-0.005178431980311871,
0.058064356446266174,
-0.07351424545049667,
-0.07793278247117996,
-0.04739180952310562,
-0.014474908821284771,
-0.004715258255600929,
-0.02943088673055172,
0.013895459473133087,
0.0958230197429657,
0.044578250497579575,
-0.04091285541653633,
0.10449275374412537,
-0.022772088646888733,
0.056921910494565964,
-0.00025532758445478976,
-0.00943720992654562,
0.015793615952134132,
0.011776384897530079,
0.011799895204603672,
0.057312656193971634,
-0.027545690536499023,
-0.021412521600723267,
-0.013368264771997929,
0.06281567364931107,
0.018703920766711235,
-0.059369202703237534,
0.016233760863542557,
0.012711146846413612,
-0.10617492347955704,
0.02763994224369526,
0.06596866995096207,
0.036225829273462296,
-0.025121355429291725,
0.035809434950351715,
0.05391645431518555,
0.00984943751245737,
0.002755956258624792,
-0.014611073769629002,
-0.0409335121512413,
0.053351256996393204,
0.01823958195745945,
-0.07212145626544952,
0.03636796399950981,
-0.06266256421804428,
0.022694505751132965,
0.07987568527460098,
0.0477711483836174,
0.0389116071164608,
0.034623418003320694,
-0.06666598469018936,
-0.022641068324446678,
-0.03720252215862274,
8.940220448468984e-34,
0.03815532475709915,
-0.006309051066637039,
0.08449243009090424,
-0.03449780493974686,
-0.0184770617634058,
0.03477521613240242,
0.042532626539468765,
0.07547304034233093,
-0.11559661477804184,
0.08585664629936218,
-0.05424617975950241,
0.014886192046105862,
0.04764067009091377,
-0.07773470878601074,
0.09966796636581421,
0.03597932308912277,
0.05276349559426308,
0.021699991077184677,
0.09434659034013748,
0.02387188747525215,
0.1060621589422226,
-0.038182999938726425,
0.03790896013379097,
0.010895325802266598,
0.05489632114768028,
-0.045805610716342926,
-0.04104994982481003,
-0.02135038934648037,
0.10110189020633698,
-0.009264770895242691,
-0.03876185417175293,
0.017899105325341225,
0.023762889206409454,
0.01203633937984705,
0.056629832834005356,
0.0015434006927534938,
-0.012777689844369888,
-0.014369663782417774,
-0.00018269398424308747,
0.013286960311233997,
0.02464918978512287,
0.035713016986846924,
0.013255517929792404,
-0.03073500655591488,
-0.029751786962151527,
-0.014657849445939064,
-0.06234057992696762,
0.04152720794081688,
0.024226829409599304,
0.037754207849502563,
0.010605954565107822,
0.052064649760723114,
-0.07561472803354263,
-0.05677412822842598,
0.03993125259876251,
-0.07041610777378082,
0.06799378991127014,
0.045204922556877136,
0.02210710570216179,
0.10103754699230194,
-0.1027500256896019,
-0.05512033775448799,
-0.0058922781608998775,
-0.04771917685866356,
-0.05260366573929787,
-0.07205412536859512,
-0.059312403202056885,
-0.04398751258850098,
-0.026187900453805923,
0.009770391508936882,
-0.0099812475964427,
0.028514521196484566,
0.08928602933883667,
0.03500577062368393,
-0.03535006195306778,
0.010222326964139938,
0.02527810074388981,
-0.015214353799819946,
0.06947976350784302,
-0.06116846576333046,
0.035085342824459076,
0.017931705340743065,
0.05717020481824875,
0.02535146288573742,
-0.06683237850666046,
-0.05385961756110191,
-0.0836588591337204,
0.03731745108962059,
-0.05215565487742424,
-0.024599991738796234,
-0.06381473690271378,
-0.05656825378537178,
-0.017650580033659935,
-0.1355232447385788,
0.023571249097585678,
-2.5514810181208244e-33,
-0.03802572190761566,
-0.02469787932932377,
-0.04326154291629791,
0.12091429531574249,
0.05206078663468361,
-0.04828116297721863,
0.0981888622045517,
0.02819110080599785,
0.02392912283539772,
-0.012891803868114948,
-0.06102808564901352,
-0.034662701189517975,
0.11435025185346603,
-0.03927632048726082,
0.05719988793134689,
-0.008515994995832443,
-0.05566367879509926,
-0.055264662951231,
-0.0478561669588089,
0.01287008821964264,
-0.031006263568997383,
0.05742604285478592,
0.01152900792658329,
0.030943505465984344,
0.08238490670919418,
0.034760233014822006,
-0.04385063052177429,
0.045172784477472305,
0.051581718027591705,
-0.029878824949264526,
-0.022302743047475815,
-0.05152269825339317,
0.0008088226313702762,
-0.10091062635183334,
-0.054169394075870514,
-0.10910911858081818,
0.054072193801403046,
0.033678457140922546,
-0.07795033603906631,
0.007718211505562067,
-0.00847045797854662,
-0.06971345841884613,
0.08784719556570053,
-0.006462578196078539,
0.029816068708896637,
-0.037805184721946716,
-0.006256856489926577,
0.05706792697310448,
-0.0078020417131483555,
-0.06351994723081589,
0.008655591867864132,
0.0026880090590566397,
-0.05701816827058792,
0.013768242672085762,
0.07714191824197769,
-0.06492350995540619,
-0.04085688665509224,
0.06909653544425964,
-0.02161453850567341,
0.010181556455790997,
0.03888345882296562,
0.024666978046298027,
0.06359381973743439,
0.09083805978298187,
0.05261726304888725,
0.01737184450030327,
-0.05751873925328255,
-0.003937566187232733,
-0.06400185078382492,
-0.04097098857164383,
-0.004886421840637922,
-0.09997542202472687,
-0.005975185893476009,
-0.0170285627245903,
0.02234576642513275,
-0.053894978016614914,
0.031342700123786926,
-0.04246209189295769,
0.050595905631780624,
0.10065919160842896,
0.0270441435277462,
0.020735779777169228,
0.009406039491295815,
0.051930785179138184,
0.07755786925554276,
-0.015063762664794922,
0.04995019733905792,
-0.0819733738899231,
-0.007307378575205803,
0.02912079729139805,
-0.10015059262514114,
-0.02322113700211048,
-0.07134542614221573,
0.05329020321369171,
0.06107569858431816,
-3.806728443578322e-8,
-0.0379275418817997,
0.07694736868143082,
0.002880103886127472,
0.044971320778131485,
0.05615964159369469,
-0.040941815823316574,
-0.001028542872518301,
0.04002455621957779,
-0.026209581643342972,
-0.06137774512171745,
0.03961661830544472,
-0.10624754428863525,
0.03607860580086708,
0.00725321751087904,
0.07184888422489166,
0.035519231110811234,
-0.017604418098926544,
-0.1484864503145218,
-0.019506001845002174,
-0.03274878114461899,
-0.080047108232975,
0.05765848234295845,
-0.0511842705309391,
-0.0118948332965374,
0.0490572564303875,
0.03368999436497688,
-0.055159956216812134,
0.07477806508541107,
0.04059544950723648,
-0.0000013422416031971807,
-0.03877849504351616,
-0.1311125010251999,
0.053803618997335434,
-0.017458174377679825,
0.024582302197813988,
0.024857616052031517,
-0.07563627511262894,
0.042667195200920105,
-0.014092576690018177,
-0.024515435099601746,
0.08078084886074066,
-0.02630874700844288,
-0.007375005632638931,
0.06791555881500244,
0.004047211725264788,
-0.0749339610338211,
0.10292209684848785,
0.06676395982503891,
-0.030589275062084198,
0.037020377814769745,
-0.03861774876713753,
-0.054701823741197586,
0.0334017239511013,
0.025257369503378868,
0.006359351798892021,
0.028531095013022423,
-0.04784483090043068,
-0.07681475579738617,
0.06471296399831772,
0.06287369132041931,
-0.017746297642588615,
-0.0760321095585823,
-0.038902562111616135,
0.022313585504889488
] | null | null | null | null | null | null | null |
[
-0.0846346914768219,
0.07852677255868912,
-0.02811785228550434,
0.02017151564359665,
-0.013245782814919949,
0.015231839381158352,
0.02166447788476944,
-0.030504751950502396,
0.029251303523778915,
-0.017427729442715645,
-0.07412079721689224,
-0.05075880140066147,
0.11051466315984726,
-0.054230108857154846,
0.032359931617975235,
-0.0070276157930493355,
0.05271139740943909,
0.06937719881534576,
-0.039778344333171844,
-0.0012870784848928452,
-0.013209515251219273,
-0.0057826261036098,
-0.02140173874795437,
0.0330975316464901,
-0.0080892164260149,
-0.030801203101873398,
0.025927722454071045,
-0.03349088504910469,
-0.05833980441093445,
0.04334007576107979,
-0.016669273376464844,
-0.012918428517878056,
-0.07118427008390427,
0.07494474202394485,
-0.02460986003279686,
-0.043459776788949966,
0.04995758831501007,
0.0005757816252298653,
-0.050941385328769684,
-0.05801565945148468,
-0.025327447801828384,
-0.057656459510326385,
-0.09390201419591904,
0.04327278584241867,
-0.08452743291854858,
0.08199232071638107,
0.011067479848861694,
0.021729646250605583,
-0.04885489493608475,
-0.002087936969473958,
-0.03831997513771057,
0.017180075868964195,
-0.05874529853463173,
0.05400056019425392,
-0.07412762939929962,
0.016590183600783348,
-0.07880320399999619,
0.0031665978021919727,
0.022650256752967834,
0.001486141816712916,
-0.0417991504073143,
-0.04733596369624138,
0.01141344103962183,
0.029178475961089134,
-0.07386736571788788,
-0.017267029732465744,
0.07783766090869904,
0.01176870334893465,
0.015138041228055954,
0.02142038196325302,
-0.0039049095939844847,
0.005596712697297335,
-0.05500068515539169,
0.09967261552810669,
-0.005178431980311871,
0.058064356446266174,
-0.07351424545049667,
-0.07793278247117996,
-0.04739180952310562,
-0.014474908821284771,
-0.004715258255600929,
-0.02943088673055172,
0.013895459473133087,
0.0958230197429657,
0.044578250497579575,
-0.04091285541653633,
0.10449275374412537,
-0.022772088646888733,
0.056921910494565964,
-0.00025532758445478976,
-0.00943720992654562,
0.015793615952134132,
0.011776384897530079,
0.011799895204603672,
0.057312656193971634,
-0.027545690536499023,
-0.021412521600723267,
-0.013368264771997929,
0.06281567364931107,
0.018703920766711235,
-0.059369202703237534,
0.016233760863542557,
0.012711146846413612,
-0.10617492347955704,
0.02763994224369526,
0.06596866995096207,
0.036225829273462296,
-0.025121355429291725,
0.035809434950351715,
0.05391645431518555,
0.00984943751245737,
0.002755956258624792,
-0.014611073769629002,
-0.0409335121512413,
0.053351256996393204,
0.01823958195745945,
-0.07212145626544952,
0.03636796399950981,
-0.06266256421804428,
0.022694505751132965,
0.07987568527460098,
0.0477711483836174,
0.0389116071164608,
0.034623418003320694,
-0.06666598469018936,
-0.022641068324446678,
-0.03720252215862274,
8.940220448468984e-34,
0.03815532475709915,
-0.006309051066637039,
0.08449243009090424,
-0.03449780493974686,
-0.0184770617634058,
0.03477521613240242,
0.042532626539468765,
0.07547304034233093,
-0.11559661477804184,
0.08585664629936218,
-0.05424617975950241,
0.014886192046105862,
0.04764067009091377,
-0.07773470878601074,
0.09966796636581421,
0.03597932308912277,
0.05276349559426308,
0.021699991077184677,
0.09434659034013748,
0.02387188747525215,
0.1060621589422226,
-0.038182999938726425,
0.03790896013379097,
0.010895325802266598,
0.05489632114768028,
-0.045805610716342926,
-0.04104994982481003,
-0.02135038934648037,
0.10110189020633698,
-0.009264770895242691,
-0.03876185417175293,
0.017899105325341225,
0.023762889206409454,
0.01203633937984705,
0.056629832834005356,
0.0015434006927534938,
-0.012777689844369888,
-0.014369663782417774,
-0.00018269398424308747,
0.013286960311233997,
0.02464918978512287,
0.035713016986846924,
0.013255517929792404,
-0.03073500655591488,
-0.029751786962151527,
-0.014657849445939064,
-0.06234057992696762,
0.04152720794081688,
0.024226829409599304,
0.037754207849502563,
0.010605954565107822,
0.052064649760723114,
-0.07561472803354263,
-0.05677412822842598,
0.03993125259876251,
-0.07041610777378082,
0.06799378991127014,
0.045204922556877136,
0.02210710570216179,
0.10103754699230194,
-0.1027500256896019,
-0.05512033775448799,
-0.0058922781608998775,
-0.04771917685866356,
-0.05260366573929787,
-0.07205412536859512,
-0.059312403202056885,
-0.04398751258850098,
-0.026187900453805923,
0.009770391508936882,
-0.0099812475964427,
0.028514521196484566,
0.08928602933883667,
0.03500577062368393,
-0.03535006195306778,
0.010222326964139938,
0.02527810074388981,
-0.015214353799819946,
0.06947976350784302,
-0.06116846576333046,
0.035085342824459076,
0.017931705340743065,
0.05717020481824875,
0.02535146288573742,
-0.06683237850666046,
-0.05385961756110191,
-0.0836588591337204,
0.03731745108962059,
-0.05215565487742424,
-0.024599991738796234,
-0.06381473690271378,
-0.05656825378537178,
-0.017650580033659935,
-0.1355232447385788,
0.023571249097585678,
-2.5514810181208244e-33,
-0.03802572190761566,
-0.02469787932932377,
-0.04326154291629791,
0.12091429531574249,
0.05206078663468361,
-0.04828116297721863,
0.0981888622045517,
0.02819110080599785,
0.02392912283539772,
-0.012891803868114948,
-0.06102808564901352,
-0.034662701189517975,
0.11435025185346603,
-0.03927632048726082,
0.05719988793134689,
-0.008515994995832443,
-0.05566367879509926,
-0.055264662951231,
-0.0478561669588089,
0.01287008821964264,
-0.031006263568997383,
0.05742604285478592,
0.01152900792658329,
0.030943505465984344,
0.08238490670919418,
0.034760233014822006,
-0.04385063052177429,
0.045172784477472305,
0.051581718027591705,
-0.029878824949264526,
-0.022302743047475815,
-0.05152269825339317,
0.0008088226313702762,
-0.10091062635183334,
-0.054169394075870514,
-0.10910911858081818,
0.054072193801403046,
0.033678457140922546,
-0.07795033603906631,
0.007718211505562067,
-0.00847045797854662,
-0.06971345841884613,
0.08784719556570053,
-0.006462578196078539,
0.029816068708896637,
-0.037805184721946716,
-0.006256856489926577,
0.05706792697310448,
-0.0078020417131483555,
-0.06351994723081589,
0.008655591867864132,
0.0026880090590566397,
-0.05701816827058792,
0.013768242672085762,
0.07714191824197769,
-0.06492350995540619,
-0.04085688665509224,
0.06909653544425964,
-0.02161453850567341,
0.010181556455790997,
0.03888345882296562,
0.024666978046298027,
0.06359381973743439,
0.09083805978298187,
0.05261726304888725,
0.01737184450030327,
-0.05751873925328255,
-0.003937566187232733,
-0.06400185078382492,
-0.04097098857164383,
-0.004886421840637922,
-0.09997542202472687,
-0.005975185893476009,
-0.0170285627245903,
0.02234576642513275,
-0.053894978016614914,
0.031342700123786926,
-0.04246209189295769,
0.050595905631780624,
0.10065919160842896,
0.0270441435277462,
0.020735779777169228,
0.009406039491295815,
0.051930785179138184,
0.07755786925554276,
-0.015063762664794922,
0.04995019733905792,
-0.0819733738899231,
-0.007307378575205803,
0.02912079729139805,
-0.10015059262514114,
-0.02322113700211048,
-0.07134542614221573,
0.05329020321369171,
0.06107569858431816,
-3.806728443578322e-8,
-0.0379275418817997,
0.07694736868143082,
0.002880103886127472,
0.044971320778131485,
0.05615964159369469,
-0.040941815823316574,
-0.001028542872518301,
0.04002455621957779,
-0.026209581643342972,
-0.06137774512171745,
0.03961661830544472,
-0.10624754428863525,
0.03607860580086708,
0.00725321751087904,
0.07184888422489166,
0.035519231110811234,
-0.017604418098926544,
-0.1484864503145218,
-0.019506001845002174,
-0.03274878114461899,
-0.080047108232975,
0.05765848234295845,
-0.0511842705309391,
-0.0118948332965374,
0.0490572564303875,
0.03368999436497688,
-0.055159956216812134,
0.07477806508541107,
0.04059544950723648,
-0.0000013422416031971807,
-0.03877849504351616,
-0.1311125010251999,
0.053803618997335434,
-0.017458174377679825,
0.024582302197813988,
0.024857616052031517,
-0.07563627511262894,
0.042667195200920105,
-0.014092576690018177,
-0.024515435099601746,
0.08078084886074066,
-0.02630874700844288,
-0.007375005632638931,
0.06791555881500244,
0.004047211725264788,
-0.0749339610338211,
0.10292209684848785,
0.06676395982503891,
-0.030589275062084198,
0.037020377814769745,
-0.03861774876713753,
-0.054701823741197586,
0.0334017239511013,
0.025257369503378868,
0.006359351798892021,
0.028531095013022423,
-0.04784483090043068,
-0.07681475579738617,
0.06471296399831772,
0.06287369132041931,
-0.017746297642588615,
-0.0760321095585823,
-0.038902562111616135,
0.022313585504889488
] |
1401.3770
|
Dvira Segal
|
Amro Dodin, Savannah Garmon, Lena Simine, Dvira Segal
|
Landau-Zener transitions mediated by an environment: population transfer
and energy dissipation
| null |
J. Chem. Phys. 140, 124709 (2014)
|
10.1063/1.4869519
| null |
cond-mat.mes-hall physics.chem-ph
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study Landau-Zener transitions between two states with the addition of a
shared discretized continuum. The continuum allows for population decay from
the initial state as well as indirect transitions between the two states. The
probability of nonadiabatic transition in this multichannel model preserves the
standard Landau-Zener functional form except for a shift in the usual
exponential factor, reflecting population transfer into the continuum. We
provide an intuitive explanation for this behavior assuming independent
individual transitions between pairs of states. In contrast, the probability of
survival in the ground state at long time shows a novel, non-monotonic,
functional form, with an oscillatory behavior in the sweep rate at low sweep
rate values. We contrast the behavior of this open-multistate model to other
generalized Landau-Zener models incorporating an environment: the stochastic
Landau-Zener model and the dissipative case, where energy dissipation and
thermal excitations affect the adiabatic region. Finally, we present evidence
that the continuum of states may act to shield the two-state Landau-Zener
transition probability from the effect of noise.
|
[
{
"created": "Wed, 15 Jan 2014 21:55:47 GMT",
"version": "v1"
}
] |
2014-07-23
|
[
[
"Dodin",
"Amro",
""
],
[
"Garmon",
"Savannah",
""
],
[
"Simine",
"Lena",
""
],
[
"Segal",
"Dvira",
""
]
] |
[
-0.035792358219623566,
-0.09386838972568512,
-0.05450448393821716,
0.05433005839586258,
0.04252776876091957,
-0.024628575891256332,
-0.031174486503005028,
-0.05316577106714249,
0.10562963783740997,
-0.04524153843522072,
-0.04542730003595352,
-0.004998213145881891,
0.02464868687093258,
-0.011286307126283646,
0.042533956468105316,
0.009535142220556736,
-0.033019695430994034,
-0.0767747014760971,
-0.02929343655705452,
0.0215790793299675,
0.010503066703677177,
-0.001694785081781447,
0.009201258420944214,
-0.03338133916258812,
-0.0005714540602639318,
-0.05445395037531853,
0.013528283685445786,
-0.050957974046468735,
-0.0029784946236759424,
0.038317933678627014,
0.10809070616960526,
-0.06206972524523735,
-0.03299180418252945,
0.03185984119772911,
0.033457569777965546,
0.0000900454178918153,
-0.05084871128201485,
0.023764632642269135,
-0.04041268303990364,
0.03018547222018242,
0.06993981450796127,
0.009067150764167309,
-0.09577358514070511,
-0.002332326490432024,
0.030352551490068436,
-0.0265597403049469,
0.05124074965715408,
-0.08552782237529755,
-0.051768604665994644,
-0.012122550047934055,
0.06592760980129242,
0.0512622632086277,
-0.023292969912290573,
0.15892750024795532,
-0.028506174683570862,
0.1099114865064621,
0.09041145443916321,
0.01688602939248085,
-0.10507059842348099,
-0.10353906452655792,
-0.049870483577251434,
0.040086183696985245,
-0.07114144414663315,
-0.004761790856719017,
0.06729138642549515,
0.012328671291470528,
0.030357033014297485,
0.058927297592163086,
0.008499842137098312,
0.045222435146570206,
-0.056180618703365326,
0.02996188960969448,
-0.035284627228975296,
-0.05185188353061676,
0.021879274398088455,
-0.1070149838924408,
0.03472680225968361,
0.04436251148581505,
-0.009960856288671494,
-0.025663770735263824,
-0.015428476966917515,
-0.06176700070500374,
-0.0012672215234488249,
-0.09799286723136902,
-0.012951824814081192,
0.08652891218662262,
-0.007704263553023338,
-0.00579269602894783,
0.0470847450196743,
-0.010568954050540924,
-0.06108567863702774,
0.05911394953727722,
-0.03258872777223587,
0.012745426967740059,
0.005872061941772699,
-0.03524046763777733,
0.08932585269212723,
-0.010212990455329418,
0.12346872687339783,
0.02506132982671261,
0.006976577918976545,
-0.07330669462680817,
0.10352997481822968,
-0.018683044239878654,
-0.006609651260077953,
-0.03154393658041954,
0.02912258170545101,
0.020736973732709885,
-0.12291523069143295,
0.0808403268456459,
0.08621669560670853,
0.030299894511699677,
0.08968253433704376,
0.09298596531152725,
0.023384083062410355,
0.0030661700293421745,
-0.010891259647905827,
-0.013034234754741192,
-0.014419309794902802,
0.04270617663860321,
0.009555752389132977,
0.03714849799871445,
-0.07131808996200562,
0.03793497383594513,
-0.04177643358707428,
0.06244492158293724,
-0.010661767795681953,
1.2682829157594064e-33,
-0.01868385076522827,
-0.07269298285245895,
-0.06107202544808388,
-0.007453034166246653,
-0.0014123138971626759,
0.01802901364862919,
0.001988092204555869,
-0.07744335383176804,
-0.047269392758607864,
0.04911923408508301,
0.045887477695941925,
0.04742183908820152,
0.0405355766415596,
-0.03044290654361248,
-0.0033061187714338303,
0.026012999936938286,
-0.09945996850728989,
-0.011818538419902325,
0.08670211583375931,
-0.02818692848086357,
0.04925190284848213,
0.11976725608110428,
-0.031147724017500877,
0.05759352818131447,
-0.002076013246551156,
0.013336805626749992,
-0.006161705125123262,
-0.05073651298880577,
-0.06035992503166199,
0.0054796915501356125,
-0.06660375744104385,
0.05229758843779564,
-0.07908499985933304,
-0.07121396064758301,
0.06488208472728729,
0.01563219726085663,
0.005029598716646433,
0.006781996693462133,
-0.02648279070854187,
-0.05772777646780014,
-0.01415356993675232,
-0.05236055329442024,
-0.030343540012836456,
0.054448001086711884,
-0.021505290642380714,
-0.02735145203769207,
0.10712401568889618,
0.01404536236077547,
-0.07701097428798676,
-0.06361935287714005,
-0.024887239560484886,
-0.07936083525419235,
-0.07344436645507812,
0.025343576446175575,
0.010401973500847816,
-0.022006023675203323,
0.08714614063501358,
-0.015211088582873344,
0.020311247557401657,
0.01090045552700758,
0.025756077840924263,
0.03274289146065712,
0.037835489958524704,
0.021189967170357704,
0.05337420105934143,
0.013696949928998947,
-0.05896366760134697,
0.08197473734617233,
0.10272647440433502,
-0.013998131267726421,
0.029127031564712524,
0.06563780456781387,
0.024045057594776154,
-0.05014452710747719,
0.07196356356143951,
-0.07219541817903519,
0.016664840281009674,
-0.028424404561519623,
0.041595567017793655,
0.013673863373696804,
-0.009602384641766548,
-0.11125240474939346,
-0.08203940838575363,
0.027121562510728836,
-0.021479981020092964,
0.011500116437673569,
-0.04561416059732437,
-0.035096727311611176,
-0.10191714763641357,
0.08273553103208542,
-0.0169536042958498,
-0.0048506599850952625,
0.08094754815101624,
0.021427862346172333,
-0.006194485817104578,
-4.4943608563629483e-33,
-0.026714464649558067,
-0.015774888917803764,
0.02711602672934532,
0.0648762434720993,
0.026610547676682472,
0.05847013369202614,
-0.0055003403685987,
0.06614169478416443,
-0.019228454679250717,
-0.09357376396656036,
0.0021263842936605215,
0.0714426338672638,
0.03588852286338806,
0.06489930301904678,
0.018953494727611542,
-0.10305922478437424,
0.023426812142133713,
0.008330614306032658,
0.10201898962259293,
0.0477290004491806,
-0.01823657937347889,
-0.03544560819864273,
-0.07140615582466125,
0.022476332262158394,
-0.0807676613330841,
0.042580265551805496,
-0.044700898230075836,
0.021459296345710754,
0.04409231245517731,
0.0047923363745212555,
-0.01174815371632576,
-0.03293873742222786,
0.011082123033702374,
0.005695082247257233,
-0.040877096354961395,
0.07869063317775726,
0.020337585359811783,
0.011529743671417236,
-0.040873099118471146,
-0.03248399496078491,
-0.004561054520308971,
-0.08210515975952148,
0.08030872792005539,
-0.015209726989269257,
0.020692206919193268,
0.029025759547948837,
-0.047857314348220825,
-0.04280388355255127,
-0.08516154438257217,
-0.01736629754304886,
0.010210798121988773,
-0.0007674894877709448,
-0.10058137029409409,
0.08946383744478226,
-0.041563354432582855,
-0.010091360658407211,
0.00571346515789628,
-0.040452778339385986,
0.04929457604885101,
-0.05647369101643562,
-0.034758083522319794,
0.031764861196279526,
-0.03078995645046234,
-0.0051625557243824005,
0.009264056570827961,
-0.13096599280834198,
-0.015388859435915947,
-0.009970614686608315,
0.04226969927549362,
-0.015702256932854652,
0.03126963600516319,
-0.015138713642954826,
0.03913235664367676,
-0.053938865661621094,
-0.0031507706735283136,
0.01252885814756155,
0.03147951886057854,
-0.08914253115653992,
-0.008286802098155022,
-0.024079475551843643,
-0.09858391433954239,
0.023725757375359535,
-0.004097738768905401,
-0.059477001428604126,
-0.02646651491522789,
-0.10577160865068436,
-0.019877392798662186,
-0.0685146227478981,
0.010106940753757954,
-0.07571413367986679,
0.06826452165842056,
-0.023466695100069046,
0.005429831333458424,
-0.08377468585968018,
-0.023524567484855652,
-4.9399655921433805e-8,
0.05594993010163307,
0.01615377515554428,
0.012248058803379536,
0.05009157955646515,
0.014893692918121815,
0.005083520896732807,
0.11608312278985977,
-0.056815601885318756,
-0.049841418862342834,
0.07896897941827774,
0.1207621693611145,
0.033203475177288055,
0.08249007910490036,
-0.02020973525941372,
-0.0474843755364418,
0.023424630984663963,
-0.020792609080672264,
-0.00022551734582521021,
0.02182505838572979,
-0.0496976263821125,
-0.052379004657268524,
-0.009854338131844997,
0.021594099700450897,
-0.007943042553961277,
-0.0394006185233593,
0.03957909345626831,
-0.09127471596002579,
-0.06135984882712364,
0.028397558256983757,
-0.050214651972055435,
-0.04712184891104698,
0.03599157556891441,
0.07724819332361221,
0.08075293898582458,
-0.02276005409657955,
-0.014141568914055824,
0.03199929744005203,
0.051990803331136703,
0.07882233709096909,
-0.020166995003819466,
0.039763081818819046,
-0.014336717315018177,
-0.052991870790719986,
0.025181099772453308,
-0.02158985286951065,
-0.0024423436261713505,
-0.04640161246061325,
-0.035936761647462845,
0.05137103796005249,
0.07266013324260712,
-0.005374371539801359,
-0.01702006161212921,
0.03401847556233406,
-0.027096427977085114,
-0.018062418326735497,
-0.003020443022251129,
-0.04447724297642708,
0.037246689200401306,
0.021482475101947784,
0.06948006898164749,
0.03554072976112366,
-0.022197240963578224,
-0.08869989216327667,
0.01281711459159851
] | null | null | null | null | null | null | null |
[
-0.035792358219623566,
-0.09386838972568512,
-0.05450448393821716,
0.05433005839586258,
0.04252776876091957,
-0.024628575891256332,
-0.031174486503005028,
-0.05316577106714249,
0.10562963783740997,
-0.04524153843522072,
-0.04542730003595352,
-0.004998213145881891,
0.02464868687093258,
-0.011286307126283646,
0.042533956468105316,
0.009535142220556736,
-0.033019695430994034,
-0.0767747014760971,
-0.02929343655705452,
0.0215790793299675,
0.010503066703677177,
-0.001694785081781447,
0.009201258420944214,
-0.03338133916258812,
-0.0005714540602639318,
-0.05445395037531853,
0.013528283685445786,
-0.050957974046468735,
-0.0029784946236759424,
0.038317933678627014,
0.10809070616960526,
-0.06206972524523735,
-0.03299180418252945,
0.03185984119772911,
0.033457569777965546,
0.0000900454178918153,
-0.05084871128201485,
0.023764632642269135,
-0.04041268303990364,
0.03018547222018242,
0.06993981450796127,
0.009067150764167309,
-0.09577358514070511,
-0.002332326490432024,
0.030352551490068436,
-0.0265597403049469,
0.05124074965715408,
-0.08552782237529755,
-0.051768604665994644,
-0.012122550047934055,
0.06592760980129242,
0.0512622632086277,
-0.023292969912290573,
0.15892750024795532,
-0.028506174683570862,
0.1099114865064621,
0.09041145443916321,
0.01688602939248085,
-0.10507059842348099,
-0.10353906452655792,
-0.049870483577251434,
0.040086183696985245,
-0.07114144414663315,
-0.004761790856719017,
0.06729138642549515,
0.012328671291470528,
0.030357033014297485,
0.058927297592163086,
0.008499842137098312,
0.045222435146570206,
-0.056180618703365326,
0.02996188960969448,
-0.035284627228975296,
-0.05185188353061676,
0.021879274398088455,
-0.1070149838924408,
0.03472680225968361,
0.04436251148581505,
-0.009960856288671494,
-0.025663770735263824,
-0.015428476966917515,
-0.06176700070500374,
-0.0012672215234488249,
-0.09799286723136902,
-0.012951824814081192,
0.08652891218662262,
-0.007704263553023338,
-0.00579269602894783,
0.0470847450196743,
-0.010568954050540924,
-0.06108567863702774,
0.05911394953727722,
-0.03258872777223587,
0.012745426967740059,
0.005872061941772699,
-0.03524046763777733,
0.08932585269212723,
-0.010212990455329418,
0.12346872687339783,
0.02506132982671261,
0.006976577918976545,
-0.07330669462680817,
0.10352997481822968,
-0.018683044239878654,
-0.006609651260077953,
-0.03154393658041954,
0.02912258170545101,
0.020736973732709885,
-0.12291523069143295,
0.0808403268456459,
0.08621669560670853,
0.030299894511699677,
0.08968253433704376,
0.09298596531152725,
0.023384083062410355,
0.0030661700293421745,
-0.010891259647905827,
-0.013034234754741192,
-0.014419309794902802,
0.04270617663860321,
0.009555752389132977,
0.03714849799871445,
-0.07131808996200562,
0.03793497383594513,
-0.04177643358707428,
0.06244492158293724,
-0.010661767795681953,
1.2682829157594064e-33,
-0.01868385076522827,
-0.07269298285245895,
-0.06107202544808388,
-0.007453034166246653,
-0.0014123138971626759,
0.01802901364862919,
0.001988092204555869,
-0.07744335383176804,
-0.047269392758607864,
0.04911923408508301,
0.045887477695941925,
0.04742183908820152,
0.0405355766415596,
-0.03044290654361248,
-0.0033061187714338303,
0.026012999936938286,
-0.09945996850728989,
-0.011818538419902325,
0.08670211583375931,
-0.02818692848086357,
0.04925190284848213,
0.11976725608110428,
-0.031147724017500877,
0.05759352818131447,
-0.002076013246551156,
0.013336805626749992,
-0.006161705125123262,
-0.05073651298880577,
-0.06035992503166199,
0.0054796915501356125,
-0.06660375744104385,
0.05229758843779564,
-0.07908499985933304,
-0.07121396064758301,
0.06488208472728729,
0.01563219726085663,
0.005029598716646433,
0.006781996693462133,
-0.02648279070854187,
-0.05772777646780014,
-0.01415356993675232,
-0.05236055329442024,
-0.030343540012836456,
0.054448001086711884,
-0.021505290642380714,
-0.02735145203769207,
0.10712401568889618,
0.01404536236077547,
-0.07701097428798676,
-0.06361935287714005,
-0.024887239560484886,
-0.07936083525419235,
-0.07344436645507812,
0.025343576446175575,
0.010401973500847816,
-0.022006023675203323,
0.08714614063501358,
-0.015211088582873344,
0.020311247557401657,
0.01090045552700758,
0.025756077840924263,
0.03274289146065712,
0.037835489958524704,
0.021189967170357704,
0.05337420105934143,
0.013696949928998947,
-0.05896366760134697,
0.08197473734617233,
0.10272647440433502,
-0.013998131267726421,
0.029127031564712524,
0.06563780456781387,
0.024045057594776154,
-0.05014452710747719,
0.07196356356143951,
-0.07219541817903519,
0.016664840281009674,
-0.028424404561519623,
0.041595567017793655,
0.013673863373696804,
-0.009602384641766548,
-0.11125240474939346,
-0.08203940838575363,
0.027121562510728836,
-0.021479981020092964,
0.011500116437673569,
-0.04561416059732437,
-0.035096727311611176,
-0.10191714763641357,
0.08273553103208542,
-0.0169536042958498,
-0.0048506599850952625,
0.08094754815101624,
0.021427862346172333,
-0.006194485817104578,
-4.4943608563629483e-33,
-0.026714464649558067,
-0.015774888917803764,
0.02711602672934532,
0.0648762434720993,
0.026610547676682472,
0.05847013369202614,
-0.0055003403685987,
0.06614169478416443,
-0.019228454679250717,
-0.09357376396656036,
0.0021263842936605215,
0.0714426338672638,
0.03588852286338806,
0.06489930301904678,
0.018953494727611542,
-0.10305922478437424,
0.023426812142133713,
0.008330614306032658,
0.10201898962259293,
0.0477290004491806,
-0.01823657937347889,
-0.03544560819864273,
-0.07140615582466125,
0.022476332262158394,
-0.0807676613330841,
0.042580265551805496,
-0.044700898230075836,
0.021459296345710754,
0.04409231245517731,
0.0047923363745212555,
-0.01174815371632576,
-0.03293873742222786,
0.011082123033702374,
0.005695082247257233,
-0.040877096354961395,
0.07869063317775726,
0.020337585359811783,
0.011529743671417236,
-0.040873099118471146,
-0.03248399496078491,
-0.004561054520308971,
-0.08210515975952148,
0.08030872792005539,
-0.015209726989269257,
0.020692206919193268,
0.029025759547948837,
-0.047857314348220825,
-0.04280388355255127,
-0.08516154438257217,
-0.01736629754304886,
0.010210798121988773,
-0.0007674894877709448,
-0.10058137029409409,
0.08946383744478226,
-0.041563354432582855,
-0.010091360658407211,
0.00571346515789628,
-0.040452778339385986,
0.04929457604885101,
-0.05647369101643562,
-0.034758083522319794,
0.031764861196279526,
-0.03078995645046234,
-0.0051625557243824005,
0.009264056570827961,
-0.13096599280834198,
-0.015388859435915947,
-0.009970614686608315,
0.04226969927549362,
-0.015702256932854652,
0.03126963600516319,
-0.015138713642954826,
0.03913235664367676,
-0.053938865661621094,
-0.0031507706735283136,
0.01252885814756155,
0.03147951886057854,
-0.08914253115653992,
-0.008286802098155022,
-0.024079475551843643,
-0.09858391433954239,
0.023725757375359535,
-0.004097738768905401,
-0.059477001428604126,
-0.02646651491522789,
-0.10577160865068436,
-0.019877392798662186,
-0.0685146227478981,
0.010106940753757954,
-0.07571413367986679,
0.06826452165842056,
-0.023466695100069046,
0.005429831333458424,
-0.08377468585968018,
-0.023524567484855652,
-4.9399655921433805e-8,
0.05594993010163307,
0.01615377515554428,
0.012248058803379536,
0.05009157955646515,
0.014893692918121815,
0.005083520896732807,
0.11608312278985977,
-0.056815601885318756,
-0.049841418862342834,
0.07896897941827774,
0.1207621693611145,
0.033203475177288055,
0.08249007910490036,
-0.02020973525941372,
-0.0474843755364418,
0.023424630984663963,
-0.020792609080672264,
-0.00022551734582521021,
0.02182505838572979,
-0.0496976263821125,
-0.052379004657268524,
-0.009854338131844997,
0.021594099700450897,
-0.007943042553961277,
-0.0394006185233593,
0.03957909345626831,
-0.09127471596002579,
-0.06135984882712364,
0.028397558256983757,
-0.050214651972055435,
-0.04712184891104698,
0.03599157556891441,
0.07724819332361221,
0.08075293898582458,
-0.02276005409657955,
-0.014141568914055824,
0.03199929744005203,
0.051990803331136703,
0.07882233709096909,
-0.020166995003819466,
0.039763081818819046,
-0.014336717315018177,
-0.052991870790719986,
0.025181099772453308,
-0.02158985286951065,
-0.0024423436261713505,
-0.04640161246061325,
-0.035936761647462845,
0.05137103796005249,
0.07266013324260712,
-0.005374371539801359,
-0.01702006161212921,
0.03401847556233406,
-0.027096427977085114,
-0.018062418326735497,
-0.003020443022251129,
-0.04447724297642708,
0.037246689200401306,
0.021482475101947784,
0.06948006898164749,
0.03554072976112366,
-0.022197240963578224,
-0.08869989216327667,
0.01281711459159851
] |
1401.3781
|
Wataru Kumagai
|
Wataru Kumagai, Masahito Hayashi
|
Random Number Conversion and LOCC Conversion via Restricted Storage
|
53 pages
| null | null | null |
quant-ph cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider random number conversion (RNC) through random number storage with
restricted size. We clarify the relation between the performance of RNC and the
size of storage in the framework of first- and second- order asymptotics, and
derive their rate regions. Then, we show that the results for RNC with
restricted storage recover those for conventional RNC without storage in the
limit of storage size. To treat RNC via restricted storage, we introduce a new
kind of probability distributions named generalized Rayleigh-normal
distributions. Using the generalized Rayleigh-normal distributions, we can
describe the second-order asymptotic behaviour of RNC via restricted storage in
a unified manner. As an application to quantum information theory, we analyze
LOCC conversion via entanglement storage with restricted size. Moreover, we
derive the optimal LOCC compression rate under a constraint of conversion
accuracy.
|
[
{
"created": "Wed, 15 Jan 2014 22:48:22 GMT",
"version": "v1"
},
{
"created": "Sun, 19 Jan 2014 21:05:46 GMT",
"version": "v2"
},
{
"created": "Mon, 6 Oct 2014 10:01:53 GMT",
"version": "v3"
},
{
"created": "Tue, 21 Nov 2017 09:26:53 GMT",
"version": "v4"
}
] |
2017-11-22
|
[
[
"Kumagai",
"Wataru",
""
],
[
"Hayashi",
"Masahito",
""
]
] |
[
-0.015342138707637787,
-0.005040403455495834,
-0.04636716470122337,
0.029548171907663345,
-0.017600346356630325,
-0.005174893885850906,
-0.013938902877271175,
-0.07123368233442307,
0.045846808701753616,
-0.06413358449935913,
-0.030660836026072502,
0.0686890110373497,
0.04227432608604431,
0.006497048307210207,
-0.026235541328787804,
-0.000505439005792141,
0.06857261806726456,
0.017932677641510963,
-0.10922946780920029,
0.1243017241358757,
-0.007316486444324255,
0.003445354290306568,
0.03367192670702934,
-0.01122954674065113,
0.12172062695026398,
-0.12216375023126602,
0.03947769105434418,
-0.02703196182847023,
0.057694122195243835,
-0.051178380846977234,
0.030247829854488373,
0.02421122044324875,
0.037159424275159836,
-0.06641016155481339,
0.02575492486357689,
-0.01261092908680439,
0.027424104511737823,
0.020947290584445,
0.08919697999954224,
0.04958709329366684,
0.0500146746635437,
0.06892585009336472,
-0.07143459469079971,
0.08437493443489075,
-0.05615752190351486,
0.06463182717561722,
0.09253279119729996,
-0.023558080196380615,
-0.029316404834389687,
-0.05726003646850586,
0.006461307872086763,
0.18063101172447205,
-0.1049220860004425,
0.04645305126905441,
-0.02264777012169361,
-0.013148041442036629,
0.01724039576947689,
-0.009960289113223553,
-0.0984300822019577,
0.06655145436525345,
-0.09870651364326477,
-0.015767095610499382,
0.02008090727031231,
-0.004460606258362532,
0.028356971219182014,
-0.014351744204759598,
0.06430277228355408,
0.041874438524246216,
-0.003523268038406968,
0.05752388760447502,
-0.10520216077566147,
-0.00987914577126503,
-0.06560106575489044,
0.060690682381391525,
0.05928417295217514,
-0.06487186998128891,
-0.032772187143564224,
0.03909057378768921,
0.007456195540726185,
0.014879865571856499,
-0.021453820168972015,
-0.04151804372668266,
0.062353990972042084,
0.00846345815807581,
0.014477851800620556,
-0.03180716186761856,
-0.026772592216730118,
0.11728566884994507,
0.0038020422216504812,
-0.07903457432985306,
-0.10241793841123581,
-0.005127918440848589,
-0.037152647972106934,
0.03111984208226204,
0.0453990213572979,
-0.006455166731029749,
0.0056817783042788506,
-0.014101804234087467,
0.03981245681643486,
0.0027636014856398106,
0.10293329507112503,
-0.030408719554543495,
0.06250599771738052,
-0.013993586413562298,
-0.019850188866257668,
-0.09829097241163254,
0.060926299542188644,
0.026611480861902237,
0.009005005471408367,
0.04416758567094803,
0.08758650720119476,
0.024990122765302658,
0.017799682915210724,
0.0015013131778687239,
-0.04438873752951622,
-0.012135832570493221,
-0.05813268572092056,
0.09691564738750458,
-0.11625229567289352,
-0.004069280810654163,
-0.029054008424282074,
-0.010889803059399128,
-0.0022539719939231873,
0.04226478561758995,
-0.05746465548872948,
0.03422282263636589,
0.026681257411837578,
1.4180368552923348e-33,
0.014803522266447544,
-0.0026530008763074875,
-0.03780325874686241,
0.06244781240820885,
0.02278830111026764,
0.0908813625574112,
0.054794084280729294,
-0.023346683010458946,
-0.021910525858402252,
0.03744104132056236,
0.0022984729148447514,
-0.000058454152167541906,
-0.020917823538184166,
-0.028287461027503014,
0.050143249332904816,
0.04051315784454346,
-0.07853633165359497,
-0.015029924921691418,
-0.0028292350471019745,
-0.0612838976085186,
0.08215562254190445,
0.01558185275644064,
-0.07015980035066605,
0.02460939809679985,
0.01512905489653349,
-0.002771954284980893,
0.06215876713395119,
-0.06004359945654869,
0.029781196266412735,
0.0011294204741716385,
-0.06816009432077408,
0.0654679611325264,
0.007965115830302238,
-0.02965416945517063,
0.07506445795297623,
-0.010947530157864094,
0.01683676242828369,
0.01006341353058815,
-0.07507398724555969,
-0.03399910032749176,
-0.035102784633636475,
0.042195189744234085,
-0.03363090753555298,
-0.013928547501564026,
-0.08340513706207275,
-0.07777927070856094,
0.10890959203243256,
-0.031459636986255646,
-0.03330884128808975,
-0.1060192659497261,
0.036326874047517776,
-0.04827665537595749,
-0.08872140198945999,
0.06185464560985565,
0.1173296868801117,
-0.09506069868803024,
0.07421880960464478,
0.025663575157523155,
-0.0085332365706563,
0.08965811878442764,
-0.05655748397111893,
-0.020003726705908775,
0.09605240076780319,
0.0281707551330328,
-0.007179977372288704,
-0.01716621033847332,
-0.06350637227296829,
-0.06343010067939758,
0.006950833834707737,
-0.049331728368997574,
0.0707167237997055,
0.010285336524248123,
0.020466521382331848,
-0.03563585504889488,
0.015498916618525982,
-0.0335063561797142,
-0.02417766861617565,
-0.09318659454584122,
-0.02581128478050232,
-0.006591299083083868,
-0.006821409799158573,
-0.0788746327161789,
-0.027802294120192528,
-0.000851826393045485,
-0.0704958438873291,
-0.06795008480548859,
-0.05000150948762894,
-0.03626808151602745,
-0.07484261691570282,
-0.01568940468132496,
-0.010811981745064259,
-0.07572289556264877,
0.07147707790136337,
-0.039926979690790176,
-0.039288755506277084,
-2.272941570550737e-33,
-0.10047280043363571,
0.020387763157486916,
-0.05488774552941322,
0.03288445621728897,
-0.0227898508310318,
-0.034759294241666794,
0.007410325575619936,
-0.004728458821773529,
-0.012862716801464558,
-0.0019143145764246583,
-0.06864500045776367,
0.0248098224401474,
0.05921221524477005,
0.036532144993543625,
-0.008704331703484058,
-0.07384395599365234,
0.09200813621282578,
0.04152300953865051,
0.03552043437957764,
-0.050762079656124115,
0.053312044590711594,
-0.02275659888982773,
0.025455832481384277,
0.003250385634601116,
0.0351400263607502,
0.07232625037431717,
0.01638695038855076,
0.08931268006563187,
0.03907488286495209,
0.01875658519566059,
-0.09777890145778656,
-0.0688556358218193,
-0.04366345703601837,
0.03016066551208496,
-0.10138501971960068,
-0.05156499892473221,
0.10225488245487213,
0.10468005388975143,
-0.13031308352947235,
0.003695265855640173,
0.033820539712905884,
-0.03104741871356964,
-0.003665659576654434,
0.02119957096874714,
0.0520424023270607,
-0.04394663870334625,
-0.020512890070676804,
0.005751494783908129,
0.09289233386516571,
0.0251100342720747,
0.05343089997768402,
0.04081350937485695,
-0.02582959644496441,
0.09240718185901642,
-0.09555619955062866,
0.020931415259838104,
-0.06932591646909714,
0.0650787353515625,
0.06208356097340584,
0.030746521428227425,
-0.05158481001853943,
0.01042372826486826,
-0.021845877170562744,
0.00635541183874011,
-0.04122822731733322,
0.025262650102376938,
-0.018703512847423553,
-0.002650166628882289,
-0.015444637276232243,
0.03344813361763954,
-0.03354034945368767,
-0.026700444519519806,
0.04996692016720772,
0.05563323572278023,
0.02314729243516922,
0.023504311218857765,
0.0061106192879378796,
-0.007053955923765898,
-0.02586153894662857,
0.03284337744116783,
-0.042056113481521606,
0.0738285630941391,
0.005961270071566105,
-0.010770820081233978,
0.028295623138546944,
-0.035132694989442825,
0.055966220796108246,
-0.016025017946958542,
0.006494076456874609,
-0.09081244468688965,
0.0030072343070060015,
0.04071628302335739,
-0.013059417717158794,
0.0099378926679492,
0.009686118923127651,
-3.961389793971648e-8,
-0.0007193655474111438,
-0.04728332534432411,
-0.029338613152503967,
-0.029881376773118973,
0.05080793797969818,
0.02461068145930767,
-0.010746697895228863,
0.05381856486201286,
0.03704414516687393,
-0.06459202617406845,
0.04030501842498779,
0.01468659471720457,
-0.09002689272165298,
-0.029367808252573013,
0.06729971617460251,
0.023451466113328934,
0.015016262419521809,
-0.11566240340471268,
0.0211879201233387,
-0.0587335079908371,
-0.028775647282600403,
-0.004785405471920967,
0.048360906541347504,
0.05078081041574478,
-0.07623215764760971,
0.000967668485827744,
-0.04878485947847366,
0.025226188823580742,
0.05145760253071785,
-0.04208745062351227,
-0.019444290548563004,
0.027476059272885323,
0.05887666717171669,
0.06358104199171066,
-0.10268361866474152,
-0.05609985813498497,
-0.012244331650435925,
0.03021397814154625,
0.060845211148262024,
0.014238017611205578,
0.05317830294370651,
-0.04577609524130821,
-0.016669947654008865,
0.0149247907102108,
0.000286980124656111,
-0.01932184211909771,
0.0491434782743454,
-0.015439929440617561,
0.04489561542868614,
0.04687105119228363,
0.04722997918725014,
-0.011374861933290958,
0.03235785290598869,
-0.059630170464515686,
0.0166730098426342,
0.017007987946271896,
-0.013577659614384174,
-0.034082379192113876,
0.007418109104037285,
0.0656467080116272,
-0.02699125185608864,
0.037267666310071945,
-0.029202766716480255,
0.003703234251588583
] | null | null | null | null | null | null | null |
[
-0.015342138707637787,
-0.005040403455495834,
-0.04636716470122337,
0.029548171907663345,
-0.017600346356630325,
-0.005174893885850906,
-0.013938902877271175,
-0.07123368233442307,
0.045846808701753616,
-0.06413358449935913,
-0.030660836026072502,
0.0686890110373497,
0.04227432608604431,
0.006497048307210207,
-0.026235541328787804,
-0.000505439005792141,
0.06857261806726456,
0.017932677641510963,
-0.10922946780920029,
0.1243017241358757,
-0.007316486444324255,
0.003445354290306568,
0.03367192670702934,
-0.01122954674065113,
0.12172062695026398,
-0.12216375023126602,
0.03947769105434418,
-0.02703196182847023,
0.057694122195243835,
-0.051178380846977234,
0.030247829854488373,
0.02421122044324875,
0.037159424275159836,
-0.06641016155481339,
0.02575492486357689,
-0.01261092908680439,
0.027424104511737823,
0.020947290584445,
0.08919697999954224,
0.04958709329366684,
0.0500146746635437,
0.06892585009336472,
-0.07143459469079971,
0.08437493443489075,
-0.05615752190351486,
0.06463182717561722,
0.09253279119729996,
-0.023558080196380615,
-0.029316404834389687,
-0.05726003646850586,
0.006461307872086763,
0.18063101172447205,
-0.1049220860004425,
0.04645305126905441,
-0.02264777012169361,
-0.013148041442036629,
0.01724039576947689,
-0.009960289113223553,
-0.0984300822019577,
0.06655145436525345,
-0.09870651364326477,
-0.015767095610499382,
0.02008090727031231,
-0.004460606258362532,
0.028356971219182014,
-0.014351744204759598,
0.06430277228355408,
0.041874438524246216,
-0.003523268038406968,
0.05752388760447502,
-0.10520216077566147,
-0.00987914577126503,
-0.06560106575489044,
0.060690682381391525,
0.05928417295217514,
-0.06487186998128891,
-0.032772187143564224,
0.03909057378768921,
0.007456195540726185,
0.014879865571856499,
-0.021453820168972015,
-0.04151804372668266,
0.062353990972042084,
0.00846345815807581,
0.014477851800620556,
-0.03180716186761856,
-0.026772592216730118,
0.11728566884994507,
0.0038020422216504812,
-0.07903457432985306,
-0.10241793841123581,
-0.005127918440848589,
-0.037152647972106934,
0.03111984208226204,
0.0453990213572979,
-0.006455166731029749,
0.0056817783042788506,
-0.014101804234087467,
0.03981245681643486,
0.0027636014856398106,
0.10293329507112503,
-0.030408719554543495,
0.06250599771738052,
-0.013993586413562298,
-0.019850188866257668,
-0.09829097241163254,
0.060926299542188644,
0.026611480861902237,
0.009005005471408367,
0.04416758567094803,
0.08758650720119476,
0.024990122765302658,
0.017799682915210724,
0.0015013131778687239,
-0.04438873752951622,
-0.012135832570493221,
-0.05813268572092056,
0.09691564738750458,
-0.11625229567289352,
-0.004069280810654163,
-0.029054008424282074,
-0.010889803059399128,
-0.0022539719939231873,
0.04226478561758995,
-0.05746465548872948,
0.03422282263636589,
0.026681257411837578,
1.4180368552923348e-33,
0.014803522266447544,
-0.0026530008763074875,
-0.03780325874686241,
0.06244781240820885,
0.02278830111026764,
0.0908813625574112,
0.054794084280729294,
-0.023346683010458946,
-0.021910525858402252,
0.03744104132056236,
0.0022984729148447514,
-0.000058454152167541906,
-0.020917823538184166,
-0.028287461027503014,
0.050143249332904816,
0.04051315784454346,
-0.07853633165359497,
-0.015029924921691418,
-0.0028292350471019745,
-0.0612838976085186,
0.08215562254190445,
0.01558185275644064,
-0.07015980035066605,
0.02460939809679985,
0.01512905489653349,
-0.002771954284980893,
0.06215876713395119,
-0.06004359945654869,
0.029781196266412735,
0.0011294204741716385,
-0.06816009432077408,
0.0654679611325264,
0.007965115830302238,
-0.02965416945517063,
0.07506445795297623,
-0.010947530157864094,
0.01683676242828369,
0.01006341353058815,
-0.07507398724555969,
-0.03399910032749176,
-0.035102784633636475,
0.042195189744234085,
-0.03363090753555298,
-0.013928547501564026,
-0.08340513706207275,
-0.07777927070856094,
0.10890959203243256,
-0.031459636986255646,
-0.03330884128808975,
-0.1060192659497261,
0.036326874047517776,
-0.04827665537595749,
-0.08872140198945999,
0.06185464560985565,
0.1173296868801117,
-0.09506069868803024,
0.07421880960464478,
0.025663575157523155,
-0.0085332365706563,
0.08965811878442764,
-0.05655748397111893,
-0.020003726705908775,
0.09605240076780319,
0.0281707551330328,
-0.007179977372288704,
-0.01716621033847332,
-0.06350637227296829,
-0.06343010067939758,
0.006950833834707737,
-0.049331728368997574,
0.0707167237997055,
0.010285336524248123,
0.020466521382331848,
-0.03563585504889488,
0.015498916618525982,
-0.0335063561797142,
-0.02417766861617565,
-0.09318659454584122,
-0.02581128478050232,
-0.006591299083083868,
-0.006821409799158573,
-0.0788746327161789,
-0.027802294120192528,
-0.000851826393045485,
-0.0704958438873291,
-0.06795008480548859,
-0.05000150948762894,
-0.03626808151602745,
-0.07484261691570282,
-0.01568940468132496,
-0.010811981745064259,
-0.07572289556264877,
0.07147707790136337,
-0.039926979690790176,
-0.039288755506277084,
-2.272941570550737e-33,
-0.10047280043363571,
0.020387763157486916,
-0.05488774552941322,
0.03288445621728897,
-0.0227898508310318,
-0.034759294241666794,
0.007410325575619936,
-0.004728458821773529,
-0.012862716801464558,
-0.0019143145764246583,
-0.06864500045776367,
0.0248098224401474,
0.05921221524477005,
0.036532144993543625,
-0.008704331703484058,
-0.07384395599365234,
0.09200813621282578,
0.04152300953865051,
0.03552043437957764,
-0.050762079656124115,
0.053312044590711594,
-0.02275659888982773,
0.025455832481384277,
0.003250385634601116,
0.0351400263607502,
0.07232625037431717,
0.01638695038855076,
0.08931268006563187,
0.03907488286495209,
0.01875658519566059,
-0.09777890145778656,
-0.0688556358218193,
-0.04366345703601837,
0.03016066551208496,
-0.10138501971960068,
-0.05156499892473221,
0.10225488245487213,
0.10468005388975143,
-0.13031308352947235,
0.003695265855640173,
0.033820539712905884,
-0.03104741871356964,
-0.003665659576654434,
0.02119957096874714,
0.0520424023270607,
-0.04394663870334625,
-0.020512890070676804,
0.005751494783908129,
0.09289233386516571,
0.0251100342720747,
0.05343089997768402,
0.04081350937485695,
-0.02582959644496441,
0.09240718185901642,
-0.09555619955062866,
0.020931415259838104,
-0.06932591646909714,
0.0650787353515625,
0.06208356097340584,
0.030746521428227425,
-0.05158481001853943,
0.01042372826486826,
-0.021845877170562744,
0.00635541183874011,
-0.04122822731733322,
0.025262650102376938,
-0.018703512847423553,
-0.002650166628882289,
-0.015444637276232243,
0.03344813361763954,
-0.03354034945368767,
-0.026700444519519806,
0.04996692016720772,
0.05563323572278023,
0.02314729243516922,
0.023504311218857765,
0.0061106192879378796,
-0.007053955923765898,
-0.02586153894662857,
0.03284337744116783,
-0.042056113481521606,
0.0738285630941391,
0.005961270071566105,
-0.010770820081233978,
0.028295623138546944,
-0.035132694989442825,
0.055966220796108246,
-0.016025017946958542,
0.006494076456874609,
-0.09081244468688965,
0.0030072343070060015,
0.04071628302335739,
-0.013059417717158794,
0.0099378926679492,
0.009686118923127651,
-3.961389793971648e-8,
-0.0007193655474111438,
-0.04728332534432411,
-0.029338613152503967,
-0.029881376773118973,
0.05080793797969818,
0.02461068145930767,
-0.010746697895228863,
0.05381856486201286,
0.03704414516687393,
-0.06459202617406845,
0.04030501842498779,
0.01468659471720457,
-0.09002689272165298,
-0.029367808252573013,
0.06729971617460251,
0.023451466113328934,
0.015016262419521809,
-0.11566240340471268,
0.0211879201233387,
-0.0587335079908371,
-0.028775647282600403,
-0.004785405471920967,
0.048360906541347504,
0.05078081041574478,
-0.07623215764760971,
0.000967668485827744,
-0.04878485947847366,
0.025226188823580742,
0.05145760253071785,
-0.04208745062351227,
-0.019444290548563004,
0.027476059272885323,
0.05887666717171669,
0.06358104199171066,
-0.10268361866474152,
-0.05609985813498497,
-0.012244331650435925,
0.03021397814154625,
0.060845211148262024,
0.014238017611205578,
0.05317830294370651,
-0.04577609524130821,
-0.016669947654008865,
0.0149247907102108,
0.000286980124656111,
-0.01932184211909771,
0.0491434782743454,
-0.015439929440617561,
0.04489561542868614,
0.04687105119228363,
0.04722997918725014,
-0.011374861933290958,
0.03235785290598869,
-0.059630170464515686,
0.0166730098426342,
0.017007987946271896,
-0.013577659614384174,
-0.034082379192113876,
0.007418109104037285,
0.0656467080116272,
-0.02699125185608864,
0.037267666310071945,
-0.029202766716480255,
0.003703234251588583
] |
1401.3785
|
Rodrigo de Lamare
|
Songcen Xu, Rodrigo C. de Lamare and H. Vincent Poor
|
Adaptive Link Selection Strategies for Distributed Estimation in
Wireless Sensor Networks
|
4 figures, 1 table
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this work, we propose adaptive link selection strategies for distributed
estimation in diffusion-type wireless networks. We develop an exhaustive
search-based link selection algorithm and a sparsity-inspired link selection
algorithm that can exploit the topology of networks with poor-quality links. In
the exhaustive search-based algorithm, we choose the set of neighbors that
results in the smallest excess mean square error (EMSE) for a specific node. In
the sparsity-inspired link selection algorithm, a convex regularization is
introduced to devise a sparsity-inspired link selection algorithm. The proposed
algorithms have the ability to equip diffusion-type wireless networks and to
significantly improve their performance. Simulation results illustrate that the
proposed algorithms have lower EMSE values, a better convergence rate and
significantly improve the network performance when compared with existing
methods.
|
[
{
"created": "Wed, 15 Jan 2014 23:21:16 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Xu",
"Songcen",
""
],
[
"de Lamare",
"Rodrigo C.",
""
],
[
"Poor",
"H. Vincent",
""
]
] |
[
0.004523305222392082,
-0.040345750749111176,
0.060360003262758255,
0.07983236759901047,
0.03635086491703987,
-0.04930521175265312,
-0.038578715175390244,
-0.026137206703424454,
0.028570661321282387,
0.0003647296689450741,
-0.054317817091941833,
0.09361878782510757,
0.06430494785308838,
-0.013597856275737286,
-0.09043236076831818,
0.020567186176776886,
0.06590797752141953,
-0.018141886219382286,
-0.005096422974020243,
-0.03671205788850784,
-0.037187036126852036,
0.014756174758076668,
0.019189756363630295,
-0.02599574625492096,
0.1158621683716774,
-0.050156109035015106,
0.023034583777189255,
0.026356695219874382,
-0.005030761007219553,
0.033256299793720245,
0.047881439328193665,
-0.036456573754549026,
-0.013926110230386257,
-0.10457147657871246,
-0.040162861347198486,
-0.03168387711048126,
-0.04627618566155434,
0.022766217589378357,
0.059607937932014465,
0.11019781976938248,
0.02364795282483101,
0.07610586285591125,
-0.025907784700393677,
0.03409426286816597,
-0.05706336721777916,
0.029551204293966293,
-0.06966055184602737,
0.0334956981241703,
0.03798474743962288,
-0.028611119836568832,
0.04738669842481613,
0.0012473920360207558,
-0.04243387654423714,
0.019384510815143585,
0.0367160364985466,
-0.07475420832633972,
-0.04326597601175308,
0.04368558153510094,
0.04935375973582268,
0.04870332032442093,
0.04630163684487343,
-0.07214672863483429,
0.031322527676820755,
0.009079433046281338,
0.006760857533663511,
0.004096445627510548,
0.09457714855670929,
0.08761722594499588,
-0.06812644749879837,
-0.003024305682629347,
0.02230650559067726,
0.006157529074698687,
-0.054843779653310776,
0.12059026211500168,
0.0416836217045784,
0.03652238845825195,
0.024245912209153175,
0.06389705836772919,
-0.020676180720329285,
0.05019308254122734,
-0.046688150614500046,
0.0888993889093399,
0.04956052452325821,
-0.0063881948590278625,
0.0856727659702301,
-0.045304689556360245,
-0.055443063378334045,
-0.07150810956954956,
0.04171381890773773,
-0.020765740424394608,
-0.05622055381536484,
0.04622567445039749,
-0.11982451379299164,
0.0034013872500509024,
-0.01736726053059101,
-0.002806407632306218,
-0.03995845839381218,
-0.012264152057468891,
-0.01306796446442604,
0.05687776952981949,
-0.02082744613289833,
-0.046750862151384354,
0.02768961898982525,
-0.06143179535865784,
0.07282396405935287,
-0.04440893232822418,
0.10817290097475052,
0.08640328049659729,
0.06543276458978653,
-0.015533766709268093,
-0.04749815911054611,
0.032241906970739365,
0.04108959063887596,
0.06604800373315811,
-0.044729363173246384,
-0.06723804026842117,
0.030564863234758377,
0.018967624753713608,
0.07051216810941696,
0.05233757942914963,
-0.04056510329246521,
-0.05091238394379616,
0.033765219151973724,
-0.06529760360717773,
0.015858706086874008,
0.05492335557937622,
-0.010937118902802467,
-7.038479055414802e-35,
-0.012324108742177486,
0.06016838550567627,
0.02806028723716736,
-0.1004168763756752,
-0.012681210413575172,
0.006131901405751705,
0.02319459803402424,
-0.008414994925260544,
0.045174308121204376,
-0.06476502120494843,
-0.14562246203422546,
0.021109916269779205,
-0.08142343908548355,
-0.00455810921266675,
0.041465889662504196,
-0.06414694339036942,
0.028118077665567398,
0.056239206343889236,
0.049276676028966904,
-0.03583557531237602,
0.012861286289989948,
-0.11438056081533432,
-0.021260440349578857,
-0.0497216172516346,
0.028632622212171555,
-0.027432264760136604,
0.027023877948522568,
-0.05939699336886406,
0.07574036717414856,
0.007883761078119278,
-0.02904639206826687,
0.04531363770365715,
0.01300415676087141,
-0.03560438007116318,
0.017634546384215355,
0.07231103628873825,
-0.05991658195853233,
0.0018239675555378199,
-0.04781072586774826,
0.019057724624872208,
0.008100652135908604,
0.02937370352447033,
0.022085363045334816,
-0.022174177691340446,
-0.04166176915168762,
-0.06033856049180031,
-0.07189539074897766,
-0.036363888531923294,
-0.04869017004966736,
-0.026429928839206696,
0.027073876932263374,
-0.07616341859102249,
-0.03791740536689758,
0.03577881306409836,
0.09347956627607346,
-0.04164153337478638,
-0.010345051065087318,
0.06188536435365677,
0.04364876449108124,
0.06335379928350449,
0.04923795908689499,
-0.01863788068294525,
-0.010531850159168243,
-0.03813331946730614,
0.10584782809019089,
-0.03330153599381447,
-0.06476455926895142,
-0.014616506174206734,
-0.023300910368561745,
-0.033431459218263626,
0.0683915838599205,
-0.010594635270535946,
-0.0314626544713974,
-0.02929714322090149,
0.0018725796835497022,
-0.10239792615175247,
-0.058527953922748566,
-0.03563382476568222,
0.015552420169115067,
-0.04436393454670906,
-0.0706862136721611,
-0.03985048085451126,
-0.0943664163351059,
-0.05956258252263069,
-0.02341455966234207,
-0.047989148646593094,
-0.020839327946305275,
-0.045968614518642426,
-0.09302546083927155,
0.0024922704324126244,
0.0003768805763684213,
0.046530868858098984,
-0.030818169936537743,
0.07265330851078033,
0.005266272462904453,
9.825546773855675e-34,
-0.027337629348039627,
0.1096058189868927,
0.1458670049905777,
0.06067798286676407,
0.0035319295711815357,
-0.025347409769892693,
-0.0005662663606926799,
-0.05451826751232147,
0.0206332728266716,
-0.01381612941622734,
-0.01786670833826065,
-0.056510161608457565,
0.017969481647014618,
-0.05361310392618179,
0.044926468282938004,
0.04982180520892143,
0.030459359288215637,
0.013635880313813686,
-0.02100325934588909,
-0.01916751079261303,
0.012949717231094837,
-0.036473605781793594,
0.005905351601541042,
0.008308828808367252,
0.07837100327014923,
-0.011617976240813732,
-0.0004484748060349375,
0.05670779570937157,
0.05761304497718811,
-0.06004215404391289,
-0.05320345237851143,
0.02467883564531803,
-0.04868530482053757,
-0.009218177758157253,
0.04639780893921852,
0.11520320922136307,
0.0013973440509289503,
0.11348216235637665,
0.003988283220678568,
0.03004629909992218,
0.08033919334411621,
-0.019233338534832,
-0.028822341933846474,
0.10312116891145706,
0.10011628270149231,
-0.048685528337955475,
-0.06197701394557953,
0.034601353108882904,
-0.01799638383090496,
-0.014866635203361511,
0.02977808006107807,
-0.0019269670592620969,
-0.03463737666606903,
0.058562032878398895,
-0.043627068400382996,
0.01673651672899723,
-0.0093517005443573,
0.04020101949572563,
0.005004696547985077,
0.044260941445827484,
0.0069703469052910805,
-0.04576849937438965,
0.03187679871916771,
0.12687073647975922,
-0.025630179792642593,
-0.029643559828400612,
0.04029840975999832,
0.007947200909256935,
-0.05975475534796715,
0.0817921832203865,
-0.04564838856458664,
0.01575526036322117,
0.022222250699996948,
-0.03447174280881882,
0.018517710268497467,
-0.024841774255037308,
0.05913318321108818,
0.0640704557299614,
0.005434304941445589,
0.030958062037825584,
-0.010859892703592777,
0.16396689414978027,
-0.0059418086893856525,
-0.08471636474132538,
0.0368732288479805,
0.03936329111456871,
0.07784482091665268,
0.0058906772173941135,
-0.01089710183441639,
0.005232627969235182,
0.032802410423755646,
-0.03938000649213791,
0.06318757683038712,
-0.058012671768665314,
-0.07572653144598007,
-4.305039524865606e-8,
-0.11387737840414047,
-0.021350635215640068,
0.019723104313015938,
-0.01111099123954773,
0.028941649943590164,
-0.0065360115841031075,
0.02127940021455288,
0.009294561110436916,
-0.029632270336151123,
-0.05525625869631767,
-0.006602154579013586,
0.07085227221250534,
-0.04328598082065582,
0.0281545277684927,
0.03842175379395485,
-0.024625252932310104,
-0.012904227711260319,
-0.05181204900145531,
0.06029954180121422,
0.059451330453157425,
-0.061027027666568756,
-0.018002523109316826,
0.041326142847537994,
0.02947874926030636,
0.07409318536520004,
-0.030252834782004356,
-0.04840385541319847,
0.002562599489465356,
0.06315018981695175,
-0.021320950239896774,
-0.027786826714873314,
0.04775058850646019,
0.039680901914834976,
0.02349345199763775,
-0.05461568385362625,
0.09496065229177475,
-0.05116483196616173,
-0.005324469413608313,
-0.12096235901117325,
-0.028041012585163116,
0.006378310266882181,
0.006717319134622812,
0.06475746631622314,
-0.06901365518569946,
0.02852494642138481,
0.029055563732981682,
0.07761026918888092,
0.039382725954055786,
-0.04020136222243309,
-0.06966007500886917,
0.045032430440187454,
-0.057872798293828964,
0.008265349082648754,
-0.08245418965816498,
0.02321917563676834,
-0.0477469339966774,
0.04042455554008484,
-0.06478898227214813,
0.05069442093372345,
0.0009950281819328666,
-0.0314398817718029,
-0.0015740807866677642,
-0.09371357411146164,
0.07870528101921082
] | null | null | null | null | null | null | null |
[
0.004523305222392082,
-0.040345750749111176,
0.060360003262758255,
0.07983236759901047,
0.03635086491703987,
-0.04930521175265312,
-0.038578715175390244,
-0.026137206703424454,
0.028570661321282387,
0.0003647296689450741,
-0.054317817091941833,
0.09361878782510757,
0.06430494785308838,
-0.013597856275737286,
-0.09043236076831818,
0.020567186176776886,
0.06590797752141953,
-0.018141886219382286,
-0.005096422974020243,
-0.03671205788850784,
-0.037187036126852036,
0.014756174758076668,
0.019189756363630295,
-0.02599574625492096,
0.1158621683716774,
-0.050156109035015106,
0.023034583777189255,
0.026356695219874382,
-0.005030761007219553,
0.033256299793720245,
0.047881439328193665,
-0.036456573754549026,
-0.013926110230386257,
-0.10457147657871246,
-0.040162861347198486,
-0.03168387711048126,
-0.04627618566155434,
0.022766217589378357,
0.059607937932014465,
0.11019781976938248,
0.02364795282483101,
0.07610586285591125,
-0.025907784700393677,
0.03409426286816597,
-0.05706336721777916,
0.029551204293966293,
-0.06966055184602737,
0.0334956981241703,
0.03798474743962288,
-0.028611119836568832,
0.04738669842481613,
0.0012473920360207558,
-0.04243387654423714,
0.019384510815143585,
0.0367160364985466,
-0.07475420832633972,
-0.04326597601175308,
0.04368558153510094,
0.04935375973582268,
0.04870332032442093,
0.04630163684487343,
-0.07214672863483429,
0.031322527676820755,
0.009079433046281338,
0.006760857533663511,
0.004096445627510548,
0.09457714855670929,
0.08761722594499588,
-0.06812644749879837,
-0.003024305682629347,
0.02230650559067726,
0.006157529074698687,
-0.054843779653310776,
0.12059026211500168,
0.0416836217045784,
0.03652238845825195,
0.024245912209153175,
0.06389705836772919,
-0.020676180720329285,
0.05019308254122734,
-0.046688150614500046,
0.0888993889093399,
0.04956052452325821,
-0.0063881948590278625,
0.0856727659702301,
-0.045304689556360245,
-0.055443063378334045,
-0.07150810956954956,
0.04171381890773773,
-0.020765740424394608,
-0.05622055381536484,
0.04622567445039749,
-0.11982451379299164,
0.0034013872500509024,
-0.01736726053059101,
-0.002806407632306218,
-0.03995845839381218,
-0.012264152057468891,
-0.01306796446442604,
0.05687776952981949,
-0.02082744613289833,
-0.046750862151384354,
0.02768961898982525,
-0.06143179535865784,
0.07282396405935287,
-0.04440893232822418,
0.10817290097475052,
0.08640328049659729,
0.06543276458978653,
-0.015533766709268093,
-0.04749815911054611,
0.032241906970739365,
0.04108959063887596,
0.06604800373315811,
-0.044729363173246384,
-0.06723804026842117,
0.030564863234758377,
0.018967624753713608,
0.07051216810941696,
0.05233757942914963,
-0.04056510329246521,
-0.05091238394379616,
0.033765219151973724,
-0.06529760360717773,
0.015858706086874008,
0.05492335557937622,
-0.010937118902802467,
-7.038479055414802e-35,
-0.012324108742177486,
0.06016838550567627,
0.02806028723716736,
-0.1004168763756752,
-0.012681210413575172,
0.006131901405751705,
0.02319459803402424,
-0.008414994925260544,
0.045174308121204376,
-0.06476502120494843,
-0.14562246203422546,
0.021109916269779205,
-0.08142343908548355,
-0.00455810921266675,
0.041465889662504196,
-0.06414694339036942,
0.028118077665567398,
0.056239206343889236,
0.049276676028966904,
-0.03583557531237602,
0.012861286289989948,
-0.11438056081533432,
-0.021260440349578857,
-0.0497216172516346,
0.028632622212171555,
-0.027432264760136604,
0.027023877948522568,
-0.05939699336886406,
0.07574036717414856,
0.007883761078119278,
-0.02904639206826687,
0.04531363770365715,
0.01300415676087141,
-0.03560438007116318,
0.017634546384215355,
0.07231103628873825,
-0.05991658195853233,
0.0018239675555378199,
-0.04781072586774826,
0.019057724624872208,
0.008100652135908604,
0.02937370352447033,
0.022085363045334816,
-0.022174177691340446,
-0.04166176915168762,
-0.06033856049180031,
-0.07189539074897766,
-0.036363888531923294,
-0.04869017004966736,
-0.026429928839206696,
0.027073876932263374,
-0.07616341859102249,
-0.03791740536689758,
0.03577881306409836,
0.09347956627607346,
-0.04164153337478638,
-0.010345051065087318,
0.06188536435365677,
0.04364876449108124,
0.06335379928350449,
0.04923795908689499,
-0.01863788068294525,
-0.010531850159168243,
-0.03813331946730614,
0.10584782809019089,
-0.03330153599381447,
-0.06476455926895142,
-0.014616506174206734,
-0.023300910368561745,
-0.033431459218263626,
0.0683915838599205,
-0.010594635270535946,
-0.0314626544713974,
-0.02929714322090149,
0.0018725796835497022,
-0.10239792615175247,
-0.058527953922748566,
-0.03563382476568222,
0.015552420169115067,
-0.04436393454670906,
-0.0706862136721611,
-0.03985048085451126,
-0.0943664163351059,
-0.05956258252263069,
-0.02341455966234207,
-0.047989148646593094,
-0.020839327946305275,
-0.045968614518642426,
-0.09302546083927155,
0.0024922704324126244,
0.0003768805763684213,
0.046530868858098984,
-0.030818169936537743,
0.07265330851078033,
0.005266272462904453,
9.825546773855675e-34,
-0.027337629348039627,
0.1096058189868927,
0.1458670049905777,
0.06067798286676407,
0.0035319295711815357,
-0.025347409769892693,
-0.0005662663606926799,
-0.05451826751232147,
0.0206332728266716,
-0.01381612941622734,
-0.01786670833826065,
-0.056510161608457565,
0.017969481647014618,
-0.05361310392618179,
0.044926468282938004,
0.04982180520892143,
0.030459359288215637,
0.013635880313813686,
-0.02100325934588909,
-0.01916751079261303,
0.012949717231094837,
-0.036473605781793594,
0.005905351601541042,
0.008308828808367252,
0.07837100327014923,
-0.011617976240813732,
-0.0004484748060349375,
0.05670779570937157,
0.05761304497718811,
-0.06004215404391289,
-0.05320345237851143,
0.02467883564531803,
-0.04868530482053757,
-0.009218177758157253,
0.04639780893921852,
0.11520320922136307,
0.0013973440509289503,
0.11348216235637665,
0.003988283220678568,
0.03004629909992218,
0.08033919334411621,
-0.019233338534832,
-0.028822341933846474,
0.10312116891145706,
0.10011628270149231,
-0.048685528337955475,
-0.06197701394557953,
0.034601353108882904,
-0.01799638383090496,
-0.014866635203361511,
0.02977808006107807,
-0.0019269670592620969,
-0.03463737666606903,
0.058562032878398895,
-0.043627068400382996,
0.01673651672899723,
-0.0093517005443573,
0.04020101949572563,
0.005004696547985077,
0.044260941445827484,
0.0069703469052910805,
-0.04576849937438965,
0.03187679871916771,
0.12687073647975922,
-0.025630179792642593,
-0.029643559828400612,
0.04029840975999832,
0.007947200909256935,
-0.05975475534796715,
0.0817921832203865,
-0.04564838856458664,
0.01575526036322117,
0.022222250699996948,
-0.03447174280881882,
0.018517710268497467,
-0.024841774255037308,
0.05913318321108818,
0.0640704557299614,
0.005434304941445589,
0.030958062037825584,
-0.010859892703592777,
0.16396689414978027,
-0.0059418086893856525,
-0.08471636474132538,
0.0368732288479805,
0.03936329111456871,
0.07784482091665268,
0.0058906772173941135,
-0.01089710183441639,
0.005232627969235182,
0.032802410423755646,
-0.03938000649213791,
0.06318757683038712,
-0.058012671768665314,
-0.07572653144598007,
-4.305039524865606e-8,
-0.11387737840414047,
-0.021350635215640068,
0.019723104313015938,
-0.01111099123954773,
0.028941649943590164,
-0.0065360115841031075,
0.02127940021455288,
0.009294561110436916,
-0.029632270336151123,
-0.05525625869631767,
-0.006602154579013586,
0.07085227221250534,
-0.04328598082065582,
0.0281545277684927,
0.03842175379395485,
-0.024625252932310104,
-0.012904227711260319,
-0.05181204900145531,
0.06029954180121422,
0.059451330453157425,
-0.061027027666568756,
-0.018002523109316826,
0.041326142847537994,
0.02947874926030636,
0.07409318536520004,
-0.030252834782004356,
-0.04840385541319847,
0.002562599489465356,
0.06315018981695175,
-0.021320950239896774,
-0.027786826714873314,
0.04775058850646019,
0.039680901914834976,
0.02349345199763775,
-0.05461568385362625,
0.09496065229177475,
-0.05116483196616173,
-0.005324469413608313,
-0.12096235901117325,
-0.028041012585163116,
0.006378310266882181,
0.006717319134622812,
0.06475746631622314,
-0.06901365518569946,
0.02852494642138481,
0.029055563732981682,
0.07761026918888092,
0.039382725954055786,
-0.04020136222243309,
-0.06966007500886917,
0.045032430440187454,
-0.057872798293828964,
0.008265349082648754,
-0.08245418965816498,
0.02321917563676834,
-0.0477469339966774,
0.04042455554008484,
-0.06478898227214813,
0.05069442093372345,
0.0009950281819328666,
-0.0314398817718029,
-0.0015740807866677642,
-0.09371357411146164,
0.07870528101921082
] |
1401.3788
|
Ofer Firstenberg
|
Itay Katzir, Amiram Ron, Ofer Firstenberg
|
Diffraction manipulation by four-wave mixing
| null | null |
10.1364/OE.23.006379
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We suggest a scheme to manipulate paraxial diffraction by utilizing the
dependency of a four-wave mixing process on the relative angle between the
light fields. A microscopic model for four-wave mixing in a Lambda-type level
structure is introduced and compared to recent experimental data. We show that
images with feature size as low as 10 micrometers can propagate with very
little or even negative diffraction. The mechanism is completely different from
that conserving the shape of spatial solitons in nonlinear media, as here
diffraction is suppressed for arbitrary spatial profiles. At the same time, the
gain inherent to the nonlinear process prevents loss and allows for operating
at high optical depths. Our scheme does not rely on atomic motion and is thus
applicable to both gaseous and solid media.
|
[
{
"created": "Wed, 15 Jan 2014 23:24:10 GMT",
"version": "v1"
},
{
"created": "Fri, 28 Nov 2014 21:26:58 GMT",
"version": "v2"
}
] |
2015-06-18
|
[
[
"Katzir",
"Itay",
""
],
[
"Ron",
"Amiram",
""
],
[
"Firstenberg",
"Ofer",
""
]
] |
[
-0.03101545013487339,
-0.08134393393993378,
0.06821899861097336,
-0.04347061365842819,
-0.11249110847711563,
-0.09087872505187988,
-0.00656217010691762,
-0.020979616791009903,
-0.017856480553746223,
0.008796658366918564,
0.021422751247882843,
-0.004767002072185278,
-0.04256952553987503,
0.009819523431360722,
0.0622871108353138,
0.03145936131477356,
0.00022184388944879174,
0.02162124402821064,
-0.08533912897109985,
0.05503709614276886,
0.06634707748889923,
-0.12014474719762802,
-0.06589051336050034,
-0.07095450162887573,
0.014705716632306576,
0.05671047791838646,
0.05864228680729866,
-0.08580465614795685,
0.04032554104924202,
-0.014120054431259632,
0.05906332656741142,
0.018231874331831932,
-0.05461277812719345,
0.05956650152802467,
0.00552344461902976,
-0.07941200584173203,
0.02683819830417633,
0.021423526108264923,
-0.005204967688769102,
0.02890428528189659,
-0.02440081723034382,
0.12192701548337936,
-0.052851602435112,
0.04982379078865051,
0.02713388204574585,
-0.018770091235637665,
0.04787503555417061,
0.014022593386471272,
0.02137334644794464,
-0.07843369990587234,
-0.09035198390483856,
0.03006170317530632,
-0.06642679870128632,
0.07082859426736832,
0.06100744381546974,
0.07496043294668198,
0.0006079641752876341,
0.008484859019517899,
0.04866970703005791,
-0.007920150645077229,
0.05199647694826126,
0.04163943603634834,
0.019100898876786232,
-0.00861834641546011,
0.026203205808997154,
-0.011278561316430569,
-0.041083768010139465,
0.0007202588603831828,
0.01330627966672182,
0.009865845553576946,
-0.06363746523857117,
-0.0035436213947832584,
0.06613789498806,
0.014607665129005909,
-0.03735966980457306,
-0.01791113056242466,
-0.01453764084726572,
0.06750345230102539,
-0.02494586631655693,
0.03749231621623039,
-0.020768430083990097,
-0.07813499122858047,
-0.03891036659479141,
0.021711012348532677,
-0.011089388281106949,
-0.01231501903384924,
-0.03300581872463226,
-0.08517630398273468,
-0.02043263427913189,
-0.06251360476016998,
-0.049074023962020874,
-0.021651271730661392,
-0.0606328621506691,
-0.10194645822048187,
0.024827569723129272,
-0.0326998308300972,
0.030752724036574364,
-0.11495831608772278,
0.11789660900831223,
0.07305224984884262,
0.04890421777963638,
-0.07827156037092209,
-0.011545066721737385,
0.045172069221735,
0.005446556955575943,
-0.020207040011882782,
0.09491962194442749,
0.16228753328323364,
-0.06277620047330856,
0.10476509481668472,
0.05682547762989998,
0.034813277423381805,
-0.0046842643059790134,
0.0050180209800601006,
-0.004254841711372137,
0.033694587647914886,
0.03728025406599045,
0.032517511397600174,
-0.05827243998646736,
-0.00945557001978159,
-0.04207522049546242,
0.04272064194083214,
-0.05288936197757721,
0.07060348987579346,
-0.004454284906387329,
0.016684290021657944,
-0.04712184891104698,
1.6433216333243724e-33,
0.0567854568362236,
0.028191855177283287,
0.03787953406572342,
-0.011567638255655766,
0.009338798001408577,
-0.039155859500169754,
0.038939785212278366,
-0.05471506342291832,
-0.04931662604212761,
0.01838463544845581,
0.04128429293632507,
0.015236922539770603,
-0.018518079072237015,
-0.006100730039179325,
-0.01642565056681633,
-0.03967113420367241,
0.026776522397994995,
0.07924696803092957,
-0.010780606418848038,
0.1309346854686737,
-0.04015049710869789,
-0.00959521159529686,
-0.017662514001131058,
-0.11266730725765228,
-0.06347323209047318,
0.07537943124771118,
-0.06249973922967911,
-0.05668361485004425,
0.06960888206958771,
0.010764186270534992,
0.0021263768430799246,
0.07929098606109619,
-0.044670846313238144,
0.013143765740096569,
0.103892982006073,
0.014833496883511543,
-0.055483028292655945,
0.0018748380243778229,
-0.03492624685168266,
-0.04169032722711563,
-0.07159967720508575,
-0.020295381546020508,
-0.004189359489828348,
0.000032305095373885706,
0.03563307598233223,
-0.0028599847573786974,
0.018340613692998886,
0.048286400735378265,
-0.06802576780319214,
0.005872246343642473,
0.016484349966049194,
-0.04579923301935196,
0.003980325069278479,
-0.02180888131260872,
0.056606847792863846,
-0.0046319677494466305,
0.05028326064348221,
-0.09547020494937897,
0.04074198380112648,
-0.012865985743701458,
0.061529528349637985,
-0.06167364865541458,
-0.07015547901391983,
0.0408092625439167,
0.00998280756175518,
-0.035260941833257675,
-0.07932223379611969,
0.010476568713784218,
0.00031692313496023417,
-0.0073308334685862064,
0.006895847152918577,
0.08038419485092163,
-0.054523199796676636,
-0.02019154466688633,
0.03475954011082649,
-0.00631082896143198,
0.012534907087683678,
0.01829325407743454,
0.06793435662984848,
0.025633186101913452,
-0.013426320627331734,
-0.013648595660924911,
-0.03889115899801254,
-0.06172388046979904,
-0.11756357550621033,
0.09591308981180191,
-0.03469228371977806,
-0.021144991740584373,
-0.07699886709451675,
-0.04036696255207062,
-0.016313903033733368,
-0.02729886583983898,
0.04830508306622505,
-0.061015333980321884,
0.010769598186016083,
-3.533643282431309e-33,
0.02894066832959652,
0.028120635077357292,
-0.03622733801603317,
0.018506400287151337,
0.03448741137981415,
0.1289518177509308,
0.03763338923454285,
0.032179251313209534,
0.08449332416057587,
0.026129726320505142,
0.048762258142232895,
0.02777946926653385,
-0.033053457736968994,
-0.08063936978578568,
-0.13163524866104126,
0.03372924402356148,
0.05825616046786308,
-0.07812539488077164,
0.06481751799583435,
-0.04023527726531029,
-0.03939252719283104,
0.021077971905469894,
0.07455004751682281,
0.002011484932154417,
-0.02307242341339588,
0.032761167734861374,
0.0711711198091507,
0.0571318194270134,
-0.09053829312324524,
-0.005744183901697397,
-0.015688156709074974,
0.04749126359820366,
0.06063646078109741,
-0.09404584765434265,
-0.07071482390165329,
0.025661129504442215,
-0.010509781539440155,
-0.011723194271326065,
-0.05218558758497238,
-0.09482795000076294,
-0.027811866253614426,
0.008206912316381931,
0.05239948257803917,
0.07300227135419846,
-0.06699641048908234,
0.02847445197403431,
0.008780790492892265,
-0.02969791740179062,
-0.007452057674527168,
-0.019456306472420692,
-0.01041980180889368,
-0.0532689169049263,
-0.03435206413269043,
-0.011012117378413677,
-0.005926516372710466,
0.055744536221027374,
-0.07904339581727982,
0.01235014945268631,
0.055184777826070786,
0.06177077814936638,
-0.01610875129699707,
-0.03406521677970886,
0.035237159579992294,
-0.008235903456807137,
0.021790703758597374,
-0.033545542508363724,
-0.07844264060258865,
0.0403582826256752,
-0.023540880531072617,
-0.000374355266103521,
0.016828427091240883,
-0.07253478467464447,
0.08157854527235031,
0.04823007434606552,
0.06770389527082443,
-0.0552564412355423,
0.028546780347824097,
-0.031239699572324753,
-0.024305785074830055,
0.06212780624628067,
0.006820246111601591,
-0.0006142847123555839,
-0.03329955413937569,
0.03964458405971527,
0.024652523919939995,
-0.028990576043725014,
-0.012552219443023205,
-0.04086531326174736,
-0.04353438690304756,
0.07560312747955322,
0.003507705172523856,
0.0052171386778354645,
0.07749664783477783,
-0.0566670224070549,
0.09535618871450424,
-5.331333952085515e-8,
0.10897468775510788,
0.0574287585914135,
-0.031508918851614,
0.006719077005982399,
-0.10862550139427185,
-0.01127656176686287,
-0.00973465945571661,
0.04837666451931,
0.014763644896447659,
-0.10446017980575562,
0.00921874400228262,
0.013567489571869373,
-0.03923460468649864,
-0.02928624302148819,
0.0725746750831604,
0.016829097643494606,
-0.03310398757457733,
-0.0819513276219368,
-0.013309115543961525,
0.03322240337729454,
-0.026521967723965645,
-0.046688053756952286,
0.022239001467823982,
0.03059656172990799,
0.034453295171260834,
0.08027880638837814,
-0.012776677496731281,
-0.031306855380535126,
0.010099700652062893,
-0.006294501479715109,
0.024199090898036957,
0.0013649753527715802,
-0.016770415008068085,
0.07842323184013367,
-0.12050497531890869,
-0.05950252339243889,
-0.09478169679641724,
-0.008513112552464008,
-0.0868845283985138,
-0.05084526166319847,
-0.0591571107506752,
0.08493555337190628,
0.019576771184802055,
-0.0023708422668278217,
0.04588955268263817,
0.10154590755701065,
0.03183331340551376,
-0.025720542296767235,
0.009972809813916683,
0.11678130179643631,
0.003614832414314151,
0.06837069988250732,
-0.016022460535168648,
-0.050639983266592026,
0.014473126269876957,
-0.03256775811314583,
0.008535616099834442,
0.027360426262021065,
-0.04238894581794739,
0.018684029579162598,
-0.0043768188916146755,
0.010461464524269104,
-0.016108499839901924,
0.05329861491918564
] | null | null | null | null | null | null | null |
[
-0.03101545013487339,
-0.08134393393993378,
0.06821899861097336,
-0.04347061365842819,
-0.11249110847711563,
-0.09087872505187988,
-0.00656217010691762,
-0.020979616791009903,
-0.017856480553746223,
0.008796658366918564,
0.021422751247882843,
-0.004767002072185278,
-0.04256952553987503,
0.009819523431360722,
0.0622871108353138,
0.03145936131477356,
0.00022184388944879174,
0.02162124402821064,
-0.08533912897109985,
0.05503709614276886,
0.06634707748889923,
-0.12014474719762802,
-0.06589051336050034,
-0.07095450162887573,
0.014705716632306576,
0.05671047791838646,
0.05864228680729866,
-0.08580465614795685,
0.04032554104924202,
-0.014120054431259632,
0.05906332656741142,
0.018231874331831932,
-0.05461277812719345,
0.05956650152802467,
0.00552344461902976,
-0.07941200584173203,
0.02683819830417633,
0.021423526108264923,
-0.005204967688769102,
0.02890428528189659,
-0.02440081723034382,
0.12192701548337936,
-0.052851602435112,
0.04982379078865051,
0.02713388204574585,
-0.018770091235637665,
0.04787503555417061,
0.014022593386471272,
0.02137334644794464,
-0.07843369990587234,
-0.09035198390483856,
0.03006170317530632,
-0.06642679870128632,
0.07082859426736832,
0.06100744381546974,
0.07496043294668198,
0.0006079641752876341,
0.008484859019517899,
0.04866970703005791,
-0.007920150645077229,
0.05199647694826126,
0.04163943603634834,
0.019100898876786232,
-0.00861834641546011,
0.026203205808997154,
-0.011278561316430569,
-0.041083768010139465,
0.0007202588603831828,
0.01330627966672182,
0.009865845553576946,
-0.06363746523857117,
-0.0035436213947832584,
0.06613789498806,
0.014607665129005909,
-0.03735966980457306,
-0.01791113056242466,
-0.01453764084726572,
0.06750345230102539,
-0.02494586631655693,
0.03749231621623039,
-0.020768430083990097,
-0.07813499122858047,
-0.03891036659479141,
0.021711012348532677,
-0.011089388281106949,
-0.01231501903384924,
-0.03300581872463226,
-0.08517630398273468,
-0.02043263427913189,
-0.06251360476016998,
-0.049074023962020874,
-0.021651271730661392,
-0.0606328621506691,
-0.10194645822048187,
0.024827569723129272,
-0.0326998308300972,
0.030752724036574364,
-0.11495831608772278,
0.11789660900831223,
0.07305224984884262,
0.04890421777963638,
-0.07827156037092209,
-0.011545066721737385,
0.045172069221735,
0.005446556955575943,
-0.020207040011882782,
0.09491962194442749,
0.16228753328323364,
-0.06277620047330856,
0.10476509481668472,
0.05682547762989998,
0.034813277423381805,
-0.0046842643059790134,
0.0050180209800601006,
-0.004254841711372137,
0.033694587647914886,
0.03728025406599045,
0.032517511397600174,
-0.05827243998646736,
-0.00945557001978159,
-0.04207522049546242,
0.04272064194083214,
-0.05288936197757721,
0.07060348987579346,
-0.004454284906387329,
0.016684290021657944,
-0.04712184891104698,
1.6433216333243724e-33,
0.0567854568362236,
0.028191855177283287,
0.03787953406572342,
-0.011567638255655766,
0.009338798001408577,
-0.039155859500169754,
0.038939785212278366,
-0.05471506342291832,
-0.04931662604212761,
0.01838463544845581,
0.04128429293632507,
0.015236922539770603,
-0.018518079072237015,
-0.006100730039179325,
-0.01642565056681633,
-0.03967113420367241,
0.026776522397994995,
0.07924696803092957,
-0.010780606418848038,
0.1309346854686737,
-0.04015049710869789,
-0.00959521159529686,
-0.017662514001131058,
-0.11266730725765228,
-0.06347323209047318,
0.07537943124771118,
-0.06249973922967911,
-0.05668361485004425,
0.06960888206958771,
0.010764186270534992,
0.0021263768430799246,
0.07929098606109619,
-0.044670846313238144,
0.013143765740096569,
0.103892982006073,
0.014833496883511543,
-0.055483028292655945,
0.0018748380243778229,
-0.03492624685168266,
-0.04169032722711563,
-0.07159967720508575,
-0.020295381546020508,
-0.004189359489828348,
0.000032305095373885706,
0.03563307598233223,
-0.0028599847573786974,
0.018340613692998886,
0.048286400735378265,
-0.06802576780319214,
0.005872246343642473,
0.016484349966049194,
-0.04579923301935196,
0.003980325069278479,
-0.02180888131260872,
0.056606847792863846,
-0.0046319677494466305,
0.05028326064348221,
-0.09547020494937897,
0.04074198380112648,
-0.012865985743701458,
0.061529528349637985,
-0.06167364865541458,
-0.07015547901391983,
0.0408092625439167,
0.00998280756175518,
-0.035260941833257675,
-0.07932223379611969,
0.010476568713784218,
0.00031692313496023417,
-0.0073308334685862064,
0.006895847152918577,
0.08038419485092163,
-0.054523199796676636,
-0.02019154466688633,
0.03475954011082649,
-0.00631082896143198,
0.012534907087683678,
0.01829325407743454,
0.06793435662984848,
0.025633186101913452,
-0.013426320627331734,
-0.013648595660924911,
-0.03889115899801254,
-0.06172388046979904,
-0.11756357550621033,
0.09591308981180191,
-0.03469228371977806,
-0.021144991740584373,
-0.07699886709451675,
-0.04036696255207062,
-0.016313903033733368,
-0.02729886583983898,
0.04830508306622505,
-0.061015333980321884,
0.010769598186016083,
-3.533643282431309e-33,
0.02894066832959652,
0.028120635077357292,
-0.03622733801603317,
0.018506400287151337,
0.03448741137981415,
0.1289518177509308,
0.03763338923454285,
0.032179251313209534,
0.08449332416057587,
0.026129726320505142,
0.048762258142232895,
0.02777946926653385,
-0.033053457736968994,
-0.08063936978578568,
-0.13163524866104126,
0.03372924402356148,
0.05825616046786308,
-0.07812539488077164,
0.06481751799583435,
-0.04023527726531029,
-0.03939252719283104,
0.021077971905469894,
0.07455004751682281,
0.002011484932154417,
-0.02307242341339588,
0.032761167734861374,
0.0711711198091507,
0.0571318194270134,
-0.09053829312324524,
-0.005744183901697397,
-0.015688156709074974,
0.04749126359820366,
0.06063646078109741,
-0.09404584765434265,
-0.07071482390165329,
0.025661129504442215,
-0.010509781539440155,
-0.011723194271326065,
-0.05218558758497238,
-0.09482795000076294,
-0.027811866253614426,
0.008206912316381931,
0.05239948257803917,
0.07300227135419846,
-0.06699641048908234,
0.02847445197403431,
0.008780790492892265,
-0.02969791740179062,
-0.007452057674527168,
-0.019456306472420692,
-0.01041980180889368,
-0.0532689169049263,
-0.03435206413269043,
-0.011012117378413677,
-0.005926516372710466,
0.055744536221027374,
-0.07904339581727982,
0.01235014945268631,
0.055184777826070786,
0.06177077814936638,
-0.01610875129699707,
-0.03406521677970886,
0.035237159579992294,
-0.008235903456807137,
0.021790703758597374,
-0.033545542508363724,
-0.07844264060258865,
0.0403582826256752,
-0.023540880531072617,
-0.000374355266103521,
0.016828427091240883,
-0.07253478467464447,
0.08157854527235031,
0.04823007434606552,
0.06770389527082443,
-0.0552564412355423,
0.028546780347824097,
-0.031239699572324753,
-0.024305785074830055,
0.06212780624628067,
0.006820246111601591,
-0.0006142847123555839,
-0.03329955413937569,
0.03964458405971527,
0.024652523919939995,
-0.028990576043725014,
-0.012552219443023205,
-0.04086531326174736,
-0.04353438690304756,
0.07560312747955322,
0.003507705172523856,
0.0052171386778354645,
0.07749664783477783,
-0.0566670224070549,
0.09535618871450424,
-5.331333952085515e-8,
0.10897468775510788,
0.0574287585914135,
-0.031508918851614,
0.006719077005982399,
-0.10862550139427185,
-0.01127656176686287,
-0.00973465945571661,
0.04837666451931,
0.014763644896447659,
-0.10446017980575562,
0.00921874400228262,
0.013567489571869373,
-0.03923460468649864,
-0.02928624302148819,
0.0725746750831604,
0.016829097643494606,
-0.03310398757457733,
-0.0819513276219368,
-0.013309115543961525,
0.03322240337729454,
-0.026521967723965645,
-0.046688053756952286,
0.022239001467823982,
0.03059656172990799,
0.034453295171260834,
0.08027880638837814,
-0.012776677496731281,
-0.031306855380535126,
0.010099700652062893,
-0.006294501479715109,
0.024199090898036957,
0.0013649753527715802,
-0.016770415008068085,
0.07842323184013367,
-0.12050497531890869,
-0.05950252339243889,
-0.09478169679641724,
-0.008513112552464008,
-0.0868845283985138,
-0.05084526166319847,
-0.0591571107506752,
0.08493555337190628,
0.019576771184802055,
-0.0023708422668278217,
0.04588955268263817,
0.10154590755701065,
0.03183331340551376,
-0.025720542296767235,
0.009972809813916683,
0.11678130179643631,
0.003614832414314151,
0.06837069988250732,
-0.016022460535168648,
-0.050639983266592026,
0.014473126269876957,
-0.03256775811314583,
0.008535616099834442,
0.027360426262021065,
-0.04238894581794739,
0.018684029579162598,
-0.0043768188916146755,
0.010461464524269104,
-0.016108499839901924,
0.05329861491918564
] |
1401.3792
|
Ross McKenzie
|
Ross H. McKenzie, Christiaan Bekker, Bijyalaxmi Athokpam, and Sai G.
Ramesh
|
Effect of quantum nuclear motion on hydrogen bonding
|
12 pages, 8 figures. Notation clarified. Revised figure including the
effect of bending vibrations on secondary geometric isotope effect. Final
version, accepted for publication in Journal of Chemical Physics
|
J. Chem. Phys. 140, 174508 (2014)
|
10.1063/1.4873352
| null |
physics.chem-ph cond-mat.mtrl-sci
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This work considers how the properties of hydrogen bonded complexes,
D-H....A, are modified by the quantum motion of the shared proton. Using a
simple two-diabatic state model Hamiltonian, the analysis of the symmetric
case, where the donor (D) and acceptor (A) have the same proton affinity, is
carried out. For quantitative comparisons, a parametrization specific to the
O-H....O complexes is used. The vibrational energy levels of the
one-dimensional ground state adiabatic potential of the model are used to make
quantitative comparisons with a vast body of condensed phase data, spanning a
donor-acceptor separation (R) range of about 2.4-3.0 A, i.e., from strong to
weak bonds. The position of the proton and its longitudinal vibrational
frequency, along with the isotope effects in both are discussed. An analysis of
the secondary geometric isotope effects, using a simple extension of the
two-state model, yields an improved agreement of the predicted variation with R
of frequency isotope effects. The role of the bending modes in also considered:
their quantum effects compete with those of the stretching mode for certain
ranges of H-bond strengths. In spite of the economy in the parametrization of
the model used, it offers key insights into the defining features of H-bonds,
and semi-quantitatively captures several experimental trends.
|
[
{
"created": "Wed, 15 Jan 2014 23:43:21 GMT",
"version": "v1"
},
{
"created": "Tue, 4 Feb 2014 01:08:36 GMT",
"version": "v2"
},
{
"created": "Tue, 22 Apr 2014 03:31:51 GMT",
"version": "v3"
}
] |
2014-05-09
|
[
[
"McKenzie",
"Ross H.",
""
],
[
"Bekker",
"Christiaan",
""
],
[
"Athokpam",
"Bijyalaxmi",
""
],
[
"Ramesh",
"Sai G.",
""
]
] |
[
-0.07668095827102661,
0.060647863894701004,
-0.030544336885213852,
0.025899991393089294,
0.0228352602571249,
-0.06774161756038666,
-0.024379704147577286,
0.03794515132904053,
0.01975707709789276,
-0.11749201267957687,
0.009609589353203773,
-0.012238557450473309,
-0.03271457552909851,
-0.0009326022700406611,
0.12058614194393158,
-0.020432230085134506,
0.020093942061066628,
-0.0008347781258635223,
-0.042060282081365585,
0.09087537974119186,
-0.0025146210100501776,
-0.09070190042257309,
0.05358945578336716,
-0.023940548300743103,
0.033576082438230515,
0.10898371785879135,
0.04472779110074043,
0.02466391585767269,
0.02751133404672146,
-0.07146956026554108,
0.009964530356228352,
-0.04872266948223114,
0.0637911781668663,
-0.020645780488848686,
0.09862569719552994,
0.021226683631539345,
0.006094790063798428,
0.02319394424557686,
-0.03239018842577934,
-0.021407896652817726,
0.03000500053167343,
0.029494352638721466,
0.07180821895599365,
0.06872788816690445,
-0.00200612167827785,
-0.032268695533275604,
-0.02149050682783127,
-0.014801730401813984,
-0.030104590579867363,
-0.06994479149580002,
0.13174282014369965,
0.048776645213365555,
-0.0027963805478066206,
0.03040442429482937,
-0.07152392715215683,
0.10565817356109619,
0.07492989301681519,
0.046825628727674484,
-0.032940804958343506,
-0.07583499699831009,
0.014721551910042763,
0.02648959308862686,
-0.006942417472600937,
-0.05172295495867729,
0.07358114421367645,
-0.0713081881403923,
0.0658041313290596,
-0.06598573923110962,
0.05072564259171486,
-0.06503844261169434,
-0.034952133893966675,
-0.01126895472407341,
-0.018948543816804886,
-0.09510234743356705,
0.011092056520283222,
-0.058917708694934845,
-0.020352352410554886,
0.03244619071483612,
0.0171134565025568,
-0.024072401225566864,
-0.01942901685833931,
-0.04262791574001312,
0.021719511598348618,
-0.049205176532268524,
-0.04445783048868179,
0.013047645799815655,
-0.04205188527703285,
-0.012349936179816723,
-0.009425408206880093,
-0.025180891156196594,
-0.04062328115105629,
0.020672917366027832,
-0.05016467720270157,
-0.03950723633170128,
-0.017729761078953743,
0.08930701017379761,
0.09006515145301819,
0.039522189646959305,
0.08428293466567993,
0.07199009507894516,
0.10961217433214188,
0.04660588502883911,
-0.07076361775398254,
0.019429974257946014,
-0.01501976978033781,
0.030081430450081825,
-0.03371095657348633,
0.044921357184648514,
-0.005769885610789061,
0.05623060092329979,
0.002611437113955617,
-0.04810239374637604,
0.09286626428365707,
-0.008844859898090363,
-0.017714373767375946,
-0.003631662344560027,
-0.012090601027011871,
0.061585910618305206,
0.00023904707632027566,
-0.05505669116973877,
0.01988457329571247,
-0.027838116511702538,
0.07202845811843872,
0.043097227811813354,
0.09126178920269012,
-0.06403785198926926,
-0.11509088426828384,
-1.8635701527471058e-33,
0.016375664621591568,
0.0020972907077521086,
0.003414472797885537,
-0.03852912411093712,
-0.051116470247507095,
-0.04188383370637894,
-0.07820244133472443,
-0.020003773272037506,
-0.08215046674013138,
0.020212840288877487,
-0.0786389708518982,
-0.06815718859434128,
0.09692354500293732,
-0.10726775228977203,
-0.07895679771900177,
0.04101937636733055,
0.008854614570736885,
0.05482714623212814,
0.014647460542619228,
0.04984182119369507,
0.01503146905452013,
0.06957259029150009,
0.02811555378139019,
0.07312662154436111,
0.009094525128602982,
0.01726996898651123,
0.022825147956609726,
-0.024103987962007523,
0.025117911398410797,
-0.012475245632231236,
0.0821903645992279,
-0.0035161187406629324,
-0.07440105080604553,
0.020940713584423065,
0.018920933827757835,
0.03946094959974289,
-0.014103332534432411,
0.02663847804069519,
-0.03464069962501526,
-0.10618226230144501,
-0.01879064179956913,
0.0064959777519106865,
0.03067021258175373,
0.005020171403884888,
0.010574144311249256,
0.003909053280949593,
0.12858504056930542,
-0.024724870920181274,
-0.03982026129961014,
-0.03981442004442215,
-0.04535553231835365,
-0.07580459862947464,
-0.0018719170475378633,
-0.015353026799857616,
-0.032934144139289856,
-0.05938145890831947,
0.0941479355096817,
0.016240675002336502,
-0.013452510349452496,
0.06425226479768753,
0.02956318110227585,
0.06545799225568771,
0.030089281499385834,
0.001274880371056497,
-0.003198628779500723,
0.06733860820531845,
-0.0910770446062088,
0.023682305589318275,
0.0326526053249836,
0.07589828222990036,
-0.008819342590868473,
0.05135449767112732,
0.07354922592639923,
0.00661087641492486,
0.013845935463905334,
-0.00783530529588461,
-0.03333307057619095,
-0.08013806492090225,
0.018307087942957878,
0.04810494929552078,
-0.004229471553117037,
-0.03277742490172386,
0.07696249336004257,
-0.010701838880777359,
-0.056435368955135345,
-0.06389126181602478,
-0.036750428378582,
-0.0740441083908081,
0.05527191609144211,
0.04855020344257355,
-0.05627458170056343,
-0.01303083635866642,
0.021453246474266052,
-0.08103454113006592,
0.06773810088634491,
-4.935236349288082e-34,
0.03284500166773796,
0.02742025814950466,
0.01743513159453869,
-0.02138492278754711,
0.018279636278748512,
0.03908407688140869,
-0.054317936301231384,
0.041262928396463394,
0.02368917502462864,
-0.05639520660042763,
0.13963091373443604,
-0.028832407668232918,
-0.0333094447851181,
-0.025438586249947548,
0.007545661646872759,
0.021815897896885872,
-0.10476582497358322,
0.035808026790618896,
0.04043339937925339,
0.0738946720957756,
-0.04097010940313339,
-0.053518928587436676,
-0.023526431992650032,
0.028869254514575005,
0.03561243414878845,
-0.01426088996231556,
0.005279595497995615,
-0.1111687645316124,
0.08773001283407211,
0.029603688046336174,
-0.0273529551923275,
-0.0005560031277127564,
-0.0700809434056282,
0.01683919131755829,
-0.03213057667016983,
0.0827685073018074,
-0.07964268326759338,
-0.047716375440359116,
-0.054394666105508804,
0.03052510879933834,
-0.06645268946886063,
-0.028535790741443634,
0.003017838578671217,
-0.05111679062247276,
0.04385630786418915,
-0.004188930615782738,
-0.05477504804730415,
0.06561796367168427,
0.035391103476285934,
-0.021491440013051033,
-0.009153314866125584,
-0.0222239401191473,
-0.0006924645858816803,
-0.0004109290603082627,
0.01712590456008911,
0.004362165927886963,
0.009210223332047462,
0.05064287409186363,
-0.005283782724291086,
-0.05465048924088478,
-0.04976296424865723,
-0.08347658812999725,
-0.008709008805453777,
0.015475580468773842,
-0.08186528831720352,
-0.03958253189921379,
0.06591176241636276,
0.002698156051337719,
0.01949063502252102,
-0.04353903606534004,
-0.03300247713923454,
-0.08155590295791626,
0.12751451134681702,
0.08781253546476364,
0.052987370640039444,
-0.08166062831878662,
0.08922911435365677,
-0.02795962058007717,
0.01555589959025383,
-0.005011930596083403,
-0.08385740220546722,
0.01209939457476139,
-0.032089877873659134,
-0.060834504663944244,
0.06927091628313065,
0.008146068081259727,
-0.05119093880057335,
0.02300809510052204,
-0.06989598274230957,
-0.017837267369031906,
0.03994545713067055,
0.07457756996154785,
0.031509485095739365,
0.04414760693907738,
0.024495089426636696,
-5.691649818118094e-8,
0.061566416174173355,
-0.10350631922483444,
-0.03751657158136368,
-0.00820962619036436,
0.03138434886932373,
0.10640230029821396,
-0.026671649888157845,
-0.06896758079528809,
-0.012001579627394676,
0.04967430979013443,
0.04961979016661644,
0.0047972132451832294,
-0.012317568063735962,
-0.08132561296224594,
-0.0252321045845747,
0.004533690400421619,
0.008458261378109455,
0.012308514676988125,
-0.04858923330903053,
-0.03528215363621712,
-0.032530929893255234,
-0.0269843190908432,
-0.06616749614477158,
-0.04292755201458931,
0.012713721953332424,
-0.03236140310764313,
-0.07520749419927597,
-0.009259496815502644,
-0.03822499141097069,
0.004600479733198881,
0.059547167271375656,
0.03007904440164566,
0.02095113880932331,
0.06894225627183914,
0.025924349203705788,
-0.008184818550944328,
-0.011754223145544529,
0.040946174412965775,
-0.0036619764287024736,
0.052144601941108704,
0.046963732689619064,
0.04511653259396553,
-0.07294493913650513,
0.021260704845190048,
0.10247381776571274,
0.09146083891391754,
-0.02405824512243271,
0.006955234799534082,
-0.02073340304195881,
0.0774674266576767,
-0.0265863835811615,
0.052643030881881714,
-0.0018606921657919884,
-0.03204089775681496,
-0.02374742180109024,
0.08435067534446716,
-0.03997139632701874,
-0.007428675889968872,
0.02614598162472248,
-0.029709817841649055,
0.0890941321849823,
-0.11300931870937347,
-0.03019934892654419,
-0.06813870370388031
] | null | null | null | null | null | null | null |
[
-0.07668095827102661,
0.060647863894701004,
-0.030544336885213852,
0.025899991393089294,
0.0228352602571249,
-0.06774161756038666,
-0.024379704147577286,
0.03794515132904053,
0.01975707709789276,
-0.11749201267957687,
0.009609589353203773,
-0.012238557450473309,
-0.03271457552909851,
-0.0009326022700406611,
0.12058614194393158,
-0.020432230085134506,
0.020093942061066628,
-0.0008347781258635223,
-0.042060282081365585,
0.09087537974119186,
-0.0025146210100501776,
-0.09070190042257309,
0.05358945578336716,
-0.023940548300743103,
0.033576082438230515,
0.10898371785879135,
0.04472779110074043,
0.02466391585767269,
0.02751133404672146,
-0.07146956026554108,
0.009964530356228352,
-0.04872266948223114,
0.0637911781668663,
-0.020645780488848686,
0.09862569719552994,
0.021226683631539345,
0.006094790063798428,
0.02319394424557686,
-0.03239018842577934,
-0.021407896652817726,
0.03000500053167343,
0.029494352638721466,
0.07180821895599365,
0.06872788816690445,
-0.00200612167827785,
-0.032268695533275604,
-0.02149050682783127,
-0.014801730401813984,
-0.030104590579867363,
-0.06994479149580002,
0.13174282014369965,
0.048776645213365555,
-0.0027963805478066206,
0.03040442429482937,
-0.07152392715215683,
0.10565817356109619,
0.07492989301681519,
0.046825628727674484,
-0.032940804958343506,
-0.07583499699831009,
0.014721551910042763,
0.02648959308862686,
-0.006942417472600937,
-0.05172295495867729,
0.07358114421367645,
-0.0713081881403923,
0.0658041313290596,
-0.06598573923110962,
0.05072564259171486,
-0.06503844261169434,
-0.034952133893966675,
-0.01126895472407341,
-0.018948543816804886,
-0.09510234743356705,
0.011092056520283222,
-0.058917708694934845,
-0.020352352410554886,
0.03244619071483612,
0.0171134565025568,
-0.024072401225566864,
-0.01942901685833931,
-0.04262791574001312,
0.021719511598348618,
-0.049205176532268524,
-0.04445783048868179,
0.013047645799815655,
-0.04205188527703285,
-0.012349936179816723,
-0.009425408206880093,
-0.025180891156196594,
-0.04062328115105629,
0.020672917366027832,
-0.05016467720270157,
-0.03950723633170128,
-0.017729761078953743,
0.08930701017379761,
0.09006515145301819,
0.039522189646959305,
0.08428293466567993,
0.07199009507894516,
0.10961217433214188,
0.04660588502883911,
-0.07076361775398254,
0.019429974257946014,
-0.01501976978033781,
0.030081430450081825,
-0.03371095657348633,
0.044921357184648514,
-0.005769885610789061,
0.05623060092329979,
0.002611437113955617,
-0.04810239374637604,
0.09286626428365707,
-0.008844859898090363,
-0.017714373767375946,
-0.003631662344560027,
-0.012090601027011871,
0.061585910618305206,
0.00023904707632027566,
-0.05505669116973877,
0.01988457329571247,
-0.027838116511702538,
0.07202845811843872,
0.043097227811813354,
0.09126178920269012,
-0.06403785198926926,
-0.11509088426828384,
-1.8635701527471058e-33,
0.016375664621591568,
0.0020972907077521086,
0.003414472797885537,
-0.03852912411093712,
-0.051116470247507095,
-0.04188383370637894,
-0.07820244133472443,
-0.020003773272037506,
-0.08215046674013138,
0.020212840288877487,
-0.0786389708518982,
-0.06815718859434128,
0.09692354500293732,
-0.10726775228977203,
-0.07895679771900177,
0.04101937636733055,
0.008854614570736885,
0.05482714623212814,
0.014647460542619228,
0.04984182119369507,
0.01503146905452013,
0.06957259029150009,
0.02811555378139019,
0.07312662154436111,
0.009094525128602982,
0.01726996898651123,
0.022825147956609726,
-0.024103987962007523,
0.025117911398410797,
-0.012475245632231236,
0.0821903645992279,
-0.0035161187406629324,
-0.07440105080604553,
0.020940713584423065,
0.018920933827757835,
0.03946094959974289,
-0.014103332534432411,
0.02663847804069519,
-0.03464069962501526,
-0.10618226230144501,
-0.01879064179956913,
0.0064959777519106865,
0.03067021258175373,
0.005020171403884888,
0.010574144311249256,
0.003909053280949593,
0.12858504056930542,
-0.024724870920181274,
-0.03982026129961014,
-0.03981442004442215,
-0.04535553231835365,
-0.07580459862947464,
-0.0018719170475378633,
-0.015353026799857616,
-0.032934144139289856,
-0.05938145890831947,
0.0941479355096817,
0.016240675002336502,
-0.013452510349452496,
0.06425226479768753,
0.02956318110227585,
0.06545799225568771,
0.030089281499385834,
0.001274880371056497,
-0.003198628779500723,
0.06733860820531845,
-0.0910770446062088,
0.023682305589318275,
0.0326526053249836,
0.07589828222990036,
-0.008819342590868473,
0.05135449767112732,
0.07354922592639923,
0.00661087641492486,
0.013845935463905334,
-0.00783530529588461,
-0.03333307057619095,
-0.08013806492090225,
0.018307087942957878,
0.04810494929552078,
-0.004229471553117037,
-0.03277742490172386,
0.07696249336004257,
-0.010701838880777359,
-0.056435368955135345,
-0.06389126181602478,
-0.036750428378582,
-0.0740441083908081,
0.05527191609144211,
0.04855020344257355,
-0.05627458170056343,
-0.01303083635866642,
0.021453246474266052,
-0.08103454113006592,
0.06773810088634491,
-4.935236349288082e-34,
0.03284500166773796,
0.02742025814950466,
0.01743513159453869,
-0.02138492278754711,
0.018279636278748512,
0.03908407688140869,
-0.054317936301231384,
0.041262928396463394,
0.02368917502462864,
-0.05639520660042763,
0.13963091373443604,
-0.028832407668232918,
-0.0333094447851181,
-0.025438586249947548,
0.007545661646872759,
0.021815897896885872,
-0.10476582497358322,
0.035808026790618896,
0.04043339937925339,
0.0738946720957756,
-0.04097010940313339,
-0.053518928587436676,
-0.023526431992650032,
0.028869254514575005,
0.03561243414878845,
-0.01426088996231556,
0.005279595497995615,
-0.1111687645316124,
0.08773001283407211,
0.029603688046336174,
-0.0273529551923275,
-0.0005560031277127564,
-0.0700809434056282,
0.01683919131755829,
-0.03213057667016983,
0.0827685073018074,
-0.07964268326759338,
-0.047716375440359116,
-0.054394666105508804,
0.03052510879933834,
-0.06645268946886063,
-0.028535790741443634,
0.003017838578671217,
-0.05111679062247276,
0.04385630786418915,
-0.004188930615782738,
-0.05477504804730415,
0.06561796367168427,
0.035391103476285934,
-0.021491440013051033,
-0.009153314866125584,
-0.0222239401191473,
-0.0006924645858816803,
-0.0004109290603082627,
0.01712590456008911,
0.004362165927886963,
0.009210223332047462,
0.05064287409186363,
-0.005283782724291086,
-0.05465048924088478,
-0.04976296424865723,
-0.08347658812999725,
-0.008709008805453777,
0.015475580468773842,
-0.08186528831720352,
-0.03958253189921379,
0.06591176241636276,
0.002698156051337719,
0.01949063502252102,
-0.04353903606534004,
-0.03300247713923454,
-0.08155590295791626,
0.12751451134681702,
0.08781253546476364,
0.052987370640039444,
-0.08166062831878662,
0.08922911435365677,
-0.02795962058007717,
0.01555589959025383,
-0.005011930596083403,
-0.08385740220546722,
0.01209939457476139,
-0.032089877873659134,
-0.060834504663944244,
0.06927091628313065,
0.008146068081259727,
-0.05119093880057335,
0.02300809510052204,
-0.06989598274230957,
-0.017837267369031906,
0.03994545713067055,
0.07457756996154785,
0.031509485095739365,
0.04414760693907738,
0.024495089426636696,
-5.691649818118094e-8,
0.061566416174173355,
-0.10350631922483444,
-0.03751657158136368,
-0.00820962619036436,
0.03138434886932373,
0.10640230029821396,
-0.026671649888157845,
-0.06896758079528809,
-0.012001579627394676,
0.04967430979013443,
0.04961979016661644,
0.0047972132451832294,
-0.012317568063735962,
-0.08132561296224594,
-0.0252321045845747,
0.004533690400421619,
0.008458261378109455,
0.012308514676988125,
-0.04858923330903053,
-0.03528215363621712,
-0.032530929893255234,
-0.0269843190908432,
-0.06616749614477158,
-0.04292755201458931,
0.012713721953332424,
-0.03236140310764313,
-0.07520749419927597,
-0.009259496815502644,
-0.03822499141097069,
0.004600479733198881,
0.059547167271375656,
0.03007904440164566,
0.02095113880932331,
0.06894225627183914,
0.025924349203705788,
-0.008184818550944328,
-0.011754223145544529,
0.040946174412965775,
-0.0036619764287024736,
0.052144601941108704,
0.046963732689619064,
0.04511653259396553,
-0.07294493913650513,
0.021260704845190048,
0.10247381776571274,
0.09146083891391754,
-0.02405824512243271,
0.006955234799534082,
-0.02073340304195881,
0.0774674266576767,
-0.0265863835811615,
0.052643030881881714,
-0.0018606921657919884,
-0.03204089775681496,
-0.02374742180109024,
0.08435067534446716,
-0.03997139632701874,
-0.007428675889968872,
0.02614598162472248,
-0.029709817841649055,
0.0890941321849823,
-0.11300931870937347,
-0.03019934892654419,
-0.06813870370388031
] |
1401.3794
|
Thibaut Vidal
|
Thibaut Vidal, Nelson Maculan, Puca Huachi Vaz Penna, Luis Satoru Ochi
|
Large neighborhoods with implicit customer selection for vehicle routing
problems with profits
|
Working Paper -- MIT, Revised, 34 pages
| null | null | null |
cs.DS
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider several Vehicle Routing Problems (VRP) with profits, which seek
to select a subset of customers, each one being associated with a profit, and
to design service itineraries. When the sum of profits is maximized under
distance constraints, the problem is usually called team orienteering problem.
The capacitated profitable tour problem seeks to maximize profits minus travel
costs under capacity constraints. Finally, in the VRP with private fleet and
common carrier, some customers can be delegated to an external carrier subject
to a cost. Three families of combined decisions must be taken: customers
selection, assignment to vehicles, and sequencing of deliveries for each route.
We propose a new neighborhood search for these problems which explores an
exponential number of solutions in pseudo polynomial time. The search is
conducted with standard VRP neighborhoods on an "exhaustive" solution
representation, visiting all customers. Since visiting all customers is usually
infeasible or sub-optimal, an efficient "Select" algorithm, based on resource
constrained shortest paths, is repeatedly used on any new route to find the
optimal subsequence of visits to customers. The good performance of these
neighborhood structures is demonstrated by extensive computational experiments
with a local search, an iterated local search and a hybrid genetic algorithm.
Intriguingly, even a local-improvement method to the first local optimum of
this neighborhood achieves an average gap of 0.09% on classic team orienteering
benchmark instances, rivaling with the current state-of-the-art metaheuristics.
Promising research avenues on hybridizations with more standard routing
neighborhoods are also open.
|
[
{
"created": "Wed, 15 Jan 2014 23:47:21 GMT",
"version": "v1"
},
{
"created": "Sat, 26 Jul 2014 22:03:37 GMT",
"version": "v2"
}
] |
2014-07-29
|
[
[
"Vidal",
"Thibaut",
""
],
[
"Maculan",
"Nelson",
""
],
[
"Penna",
"Puca Huachi Vaz",
""
],
[
"Ochi",
"Luis Satoru",
""
]
] |
[
-0.022275453433394432,
-0.026712406426668167,
-0.010312779806554317,
0.0050553446635603905,
0.0123140225186944,
-0.00985669530928135,
0.020849017426371574,
-0.0008018036605790257,
-0.008104328997433186,
-0.010751110501587391,
-0.018683601170778275,
-0.020846035331487656,
-0.004899475257843733,
0.13330073654651642,
-0.010273818857967854,
0.0029971390031278133,
0.10382270067930222,
-0.02390371821820736,
0.05290154367685318,
-0.04264235869050026,
-0.03037348762154579,
0.025433829054236412,
0.018192579969763756,
0.014049521647393703,
-0.027223441749811172,
-0.02499692142009735,
0.023745717480778694,
-0.025733651593327522,
0.012874042615294456,
0.04147268459200859,
0.02613312564790249,
0.03924860805273056,
-0.009594032540917397,
0.037911929190158844,
-0.004394693300127983,
0.08102213591337204,
-0.12776853144168854,
-0.007711425889283419,
0.019342666491866112,
0.000533011625520885,
0.03213730826973915,
0.0024830587208271027,
-0.0939471498131752,
0.02098602056503296,
0.041615407913923264,
-0.0380217581987381,
0.023513173684477806,
0.0807502418756485,
0.05530821532011032,
0.020330067723989487,
-0.008927984163165092,
-0.0026829135604202747,
-0.04727955162525177,
-0.06115042418241501,
-0.03582249954342842,
-0.01647634617984295,
-0.004839383065700531,
-0.04429809749126434,
-0.016888516023755074,
0.012708852998912334,
0.0355447418987751,
-0.09345830231904984,
-0.031955450773239136,
-0.055222079157829285,
-0.0438820905983448,
-0.017633503302931786,
0.05499985069036484,
-0.002610520226880908,
0.009343455545604229,
0.02419186942279339,
0.0868232324719429,
0.07074940204620361,
-0.052586764097213745,
0.0880182683467865,
0.05749068409204483,
0.06411067396402359,
0.06334538757801056,
0.007218306418508291,
-0.021628234535455704,
-0.04985804855823517,
-0.004888411145657301,
-0.020786434412002563,
0.0003848436172120273,
0.04937083274126053,
-0.03165026009082794,
-0.03553342819213867,
0.009119822643697262,
-0.03327043354511261,
0.09962907433509827,
-0.002792434534057975,
-0.05209367349743843,
0.03564394265413284,
-0.02547285705804825,
-0.08989835530519485,
-0.024543337523937225,
0.008746802806854248,
-0.008311901241540909,
-0.000015920990335871466,
0.0753626823425293,
0.025022834539413452,
-0.0015940238954499364,
0.014204964973032475,
0.034340646117925644,
-0.018137766048312187,
-0.012680422514677048,
0.047190289944410324,
0.018313206732273102,
0.02161617949604988,
-0.03359968215227127,
-0.02165832556784153,
0.01511883269995451,
0.0052891685627400875,
0.054610781371593475,
-0.036710552871227264,
-0.06425406038761139,
0.0315864235162735,
-0.024120163172483444,
0.004537474364042282,
0.001301064039580524,
0.09651559591293335,
-0.03231363371014595,
-0.02689490281045437,
0.07251202315092087,
0.043030716478824615,
-0.016283296048641205,
-0.03980327397584915,
-0.00534213287755847,
2.0127526918229393e-33,
-0.08506891131401062,
0.018709305673837662,
0.016384035348892212,
-0.025242771953344345,
0.05322897061705589,
-0.006179447285830975,
0.00411430886015296,
-0.012332885526120663,
-0.06051576882600784,
-0.007310980465263128,
-0.03958446532487869,
0.00699200015515089,
0.08776243031024933,
0.00614433316513896,
0.07262955605983734,
-0.06615053862333298,
-0.012357608415186405,
-0.00448885140940547,
0.002486269688233733,
-0.10198594629764557,
0.017349228262901306,
-0.03492997586727142,
0.045778706669807434,
-0.013748861849308014,
0.07586108893156052,
-0.06461075693368912,
-0.015612255781888962,
-0.06772643327713013,
0.08196546882390976,
0.002352397423237562,
-0.03542556241154671,
0.05887375771999359,
-0.053849704563617706,
0.07174599915742874,
-0.01813923567533493,
0.10670891404151917,
-0.031218821182847023,
-0.06767953187227249,
0.03613884001970291,
0.08912825584411621,
-0.09308503568172455,
0.055121611803770065,
-0.005074851214885712,
0.048913467675447464,
-0.12901091575622559,
0.004075918346643448,
-0.028009070083498955,
0.010269519872963428,
-0.10537654161453247,
0.05260734632611275,
-0.060055896639823914,
-0.031988583505153656,
-0.00024088170903269202,
-0.04178951680660248,
-0.06064017489552498,
-0.01255299523472786,
0.04611296206712723,
0.05331908166408539,
0.02445700205862522,
0.04491829499602318,
0.11606821417808533,
-0.0338367335498333,
0.015939215198159218,
0.02379141002893448,
-0.013745923526585102,
-0.05456508323550224,
-0.03631703555583954,
-0.004012982361018658,
0.16311760246753693,
-0.03196263313293457,
0.04604823887348175,
0.030711598694324493,
0.08766074478626251,
-0.04661301523447037,
0.060629211366176605,
-0.001323386444710195,
0.04011921584606171,
0.02900020405650139,
-0.03972111642360687,
-0.06779427081346512,
-0.07068946957588196,
0.03419657424092293,
-0.040239524096250534,
-0.03583509847521782,
0.029101841151714325,
-0.07190915942192078,
-0.0027159356977790594,
-0.037593673914670944,
-0.045144081115722656,
-0.012181779369711876,
-0.09357607364654541,
0.019376980140805244,
-0.020250417292118073,
0.022678231820464134,
0.06345393508672714,
-2.563006740230637e-33,
0.029080409556627274,
-0.050161320716142654,
0.06824720650911331,
0.014414872974157333,
0.04337342455983162,
-0.031320970505476,
-0.015242860652506351,
-0.10663872957229614,
0.004654532298445702,
0.018302178010344505,
-0.17315252125263214,
0.08405427634716034,
0.14165429770946503,
-0.0022056824527680874,
-0.0351693332195282,
-0.014149927534162998,
0.10666421800851822,
-0.021020442247390747,
-0.013815894722938538,
0.01795823499560356,
-0.034256476908922195,
0.10926365107297897,
-0.08958455920219421,
-0.010845720767974854,
0.07388485968112946,
0.029682965949177742,
-0.00046856040717102587,
-0.021091315895318985,
-0.027401873841881752,
0.022755930200219154,
-0.054945625364780426,
-0.03557835519313812,
-0.0345052108168602,
-0.0600908137857914,
0.05374142900109291,
0.10274931788444519,
0.010047473013401031,
0.15529020130634308,
-0.005626042373478413,
0.07104857265949249,
0.04764636605978012,
-0.09336057305335999,
0.01996663399040699,
0.018697574734687805,
0.02559068240225315,
0.03551776707172394,
-0.035375408828258514,
-0.0387597493827343,
0.04969236999750137,
0.007558866403996944,
0.0231583621352911,
0.06368011981248856,
-0.031721290200948715,
0.05953376367688179,
-0.04561390355229378,
0.033402543514966965,
-0.06494049727916718,
0.006519466172903776,
0.03178221359848976,
-0.01363874226808548,
0.0628100335597992,
-0.017003726214170456,
0.019574005156755447,
0.07855580002069473,
-0.053491491824388504,
-0.09751498699188232,
0.0026608211919665337,
-0.07647104561328888,
-0.026366299018263817,
-0.05167672783136368,
-0.14677096903324127,
-0.006679425481706858,
0.021237844601273537,
0.007446097210049629,
-0.1114332526922226,
0.03459729999303818,
0.0454341322183609,
0.03112788498401642,
0.005667401477694511,
-0.0025670479517430067,
-0.014859125018119812,
0.02534799464046955,
0.04284936934709549,
-0.008453812450170517,
0.0064832232892513275,
-0.05183122679591179,
0.08191440999507904,
0.05234339460730553,
-0.018583374097943306,
-0.011887062340974808,
0.01003280095756054,
-0.05417606234550476,
0.02110985666513443,
-0.07656834274530411,
-0.05822664871811867,
-4.668396869078606e-8,
0.012501534074544907,
0.013101297430694103,
0.03850598633289337,
-0.002056374214589596,
0.07675745338201523,
-0.034574225544929504,
0.05670873075723648,
0.05933622643351555,
-0.058181896805763245,
0.04135677590966225,
-0.006304741371423006,
0.04598644748330116,
0.012953212484717369,
0.0824367105960846,
-0.054199352860450745,
0.025078564882278442,
-0.0019908768590539694,
-0.04039660096168518,
-0.051565539091825485,
-0.03832346200942993,
-0.09706182777881622,
0.047007326036691666,
-0.030769947916269302,
0.0371425487101078,
0.003101344918832183,
0.027591731399297714,
-0.057307638227939606,
-0.09965840727090836,
0.139347642660141,
-0.0219127107411623,
-0.06636016070842743,
0.020925121381878853,
-0.00980765838176012,
-0.009809734299778938,
0.034262515604496,
-0.04756375402212143,
-0.10717606544494629,
0.037583548575639725,
-0.06969575583934784,
-0.04100331664085388,
0.09254071116447449,
0.0026570416521281004,
0.005114101804792881,
0.017451688647270203,
0.07571519911289215,
0.0025361934676766396,
-0.0006510750972665846,
-0.04155716300010681,
0.023615935817360878,
-0.0033650794066488743,
-0.04622583091259003,
-0.02794884704053402,
-0.0673772469162941,
0.007578540127724409,
0.0865740180015564,
-0.050795603543519974,
-0.05953199416399002,
-0.06924710422754288,
0.09737467020750046,
0.04854054003953934,
-0.05399360880255699,
0.016449235379695892,
-0.015316533856093884,
-0.049398090690374374
] | null | null | null | null | null | null | null |
[
-0.022275453433394432,
-0.026712406426668167,
-0.010312779806554317,
0.0050553446635603905,
0.0123140225186944,
-0.00985669530928135,
0.020849017426371574,
-0.0008018036605790257,
-0.008104328997433186,
-0.010751110501587391,
-0.018683601170778275,
-0.020846035331487656,
-0.004899475257843733,
0.13330073654651642,
-0.010273818857967854,
0.0029971390031278133,
0.10382270067930222,
-0.02390371821820736,
0.05290154367685318,
-0.04264235869050026,
-0.03037348762154579,
0.025433829054236412,
0.018192579969763756,
0.014049521647393703,
-0.027223441749811172,
-0.02499692142009735,
0.023745717480778694,
-0.025733651593327522,
0.012874042615294456,
0.04147268459200859,
0.02613312564790249,
0.03924860805273056,
-0.009594032540917397,
0.037911929190158844,
-0.004394693300127983,
0.08102213591337204,
-0.12776853144168854,
-0.007711425889283419,
0.019342666491866112,
0.000533011625520885,
0.03213730826973915,
0.0024830587208271027,
-0.0939471498131752,
0.02098602056503296,
0.041615407913923264,
-0.0380217581987381,
0.023513173684477806,
0.0807502418756485,
0.05530821532011032,
0.020330067723989487,
-0.008927984163165092,
-0.0026829135604202747,
-0.04727955162525177,
-0.06115042418241501,
-0.03582249954342842,
-0.01647634617984295,
-0.004839383065700531,
-0.04429809749126434,
-0.016888516023755074,
0.012708852998912334,
0.0355447418987751,
-0.09345830231904984,
-0.031955450773239136,
-0.055222079157829285,
-0.0438820905983448,
-0.017633503302931786,
0.05499985069036484,
-0.002610520226880908,
0.009343455545604229,
0.02419186942279339,
0.0868232324719429,
0.07074940204620361,
-0.052586764097213745,
0.0880182683467865,
0.05749068409204483,
0.06411067396402359,
0.06334538757801056,
0.007218306418508291,
-0.021628234535455704,
-0.04985804855823517,
-0.004888411145657301,
-0.020786434412002563,
0.0003848436172120273,
0.04937083274126053,
-0.03165026009082794,
-0.03553342819213867,
0.009119822643697262,
-0.03327043354511261,
0.09962907433509827,
-0.002792434534057975,
-0.05209367349743843,
0.03564394265413284,
-0.02547285705804825,
-0.08989835530519485,
-0.024543337523937225,
0.008746802806854248,
-0.008311901241540909,
-0.000015920990335871466,
0.0753626823425293,
0.025022834539413452,
-0.0015940238954499364,
0.014204964973032475,
0.034340646117925644,
-0.018137766048312187,
-0.012680422514677048,
0.047190289944410324,
0.018313206732273102,
0.02161617949604988,
-0.03359968215227127,
-0.02165832556784153,
0.01511883269995451,
0.0052891685627400875,
0.054610781371593475,
-0.036710552871227264,
-0.06425406038761139,
0.0315864235162735,
-0.024120163172483444,
0.004537474364042282,
0.001301064039580524,
0.09651559591293335,
-0.03231363371014595,
-0.02689490281045437,
0.07251202315092087,
0.043030716478824615,
-0.016283296048641205,
-0.03980327397584915,
-0.00534213287755847,
2.0127526918229393e-33,
-0.08506891131401062,
0.018709305673837662,
0.016384035348892212,
-0.025242771953344345,
0.05322897061705589,
-0.006179447285830975,
0.00411430886015296,
-0.012332885526120663,
-0.06051576882600784,
-0.007310980465263128,
-0.03958446532487869,
0.00699200015515089,
0.08776243031024933,
0.00614433316513896,
0.07262955605983734,
-0.06615053862333298,
-0.012357608415186405,
-0.00448885140940547,
0.002486269688233733,
-0.10198594629764557,
0.017349228262901306,
-0.03492997586727142,
0.045778706669807434,
-0.013748861849308014,
0.07586108893156052,
-0.06461075693368912,
-0.015612255781888962,
-0.06772643327713013,
0.08196546882390976,
0.002352397423237562,
-0.03542556241154671,
0.05887375771999359,
-0.053849704563617706,
0.07174599915742874,
-0.01813923567533493,
0.10670891404151917,
-0.031218821182847023,
-0.06767953187227249,
0.03613884001970291,
0.08912825584411621,
-0.09308503568172455,
0.055121611803770065,
-0.005074851214885712,
0.048913467675447464,
-0.12901091575622559,
0.004075918346643448,
-0.028009070083498955,
0.010269519872963428,
-0.10537654161453247,
0.05260734632611275,
-0.060055896639823914,
-0.031988583505153656,
-0.00024088170903269202,
-0.04178951680660248,
-0.06064017489552498,
-0.01255299523472786,
0.04611296206712723,
0.05331908166408539,
0.02445700205862522,
0.04491829499602318,
0.11606821417808533,
-0.0338367335498333,
0.015939215198159218,
0.02379141002893448,
-0.013745923526585102,
-0.05456508323550224,
-0.03631703555583954,
-0.004012982361018658,
0.16311760246753693,
-0.03196263313293457,
0.04604823887348175,
0.030711598694324493,
0.08766074478626251,
-0.04661301523447037,
0.060629211366176605,
-0.001323386444710195,
0.04011921584606171,
0.02900020405650139,
-0.03972111642360687,
-0.06779427081346512,
-0.07068946957588196,
0.03419657424092293,
-0.040239524096250534,
-0.03583509847521782,
0.029101841151714325,
-0.07190915942192078,
-0.0027159356977790594,
-0.037593673914670944,
-0.045144081115722656,
-0.012181779369711876,
-0.09357607364654541,
0.019376980140805244,
-0.020250417292118073,
0.022678231820464134,
0.06345393508672714,
-2.563006740230637e-33,
0.029080409556627274,
-0.050161320716142654,
0.06824720650911331,
0.014414872974157333,
0.04337342455983162,
-0.031320970505476,
-0.015242860652506351,
-0.10663872957229614,
0.004654532298445702,
0.018302178010344505,
-0.17315252125263214,
0.08405427634716034,
0.14165429770946503,
-0.0022056824527680874,
-0.0351693332195282,
-0.014149927534162998,
0.10666421800851822,
-0.021020442247390747,
-0.013815894722938538,
0.01795823499560356,
-0.034256476908922195,
0.10926365107297897,
-0.08958455920219421,
-0.010845720767974854,
0.07388485968112946,
0.029682965949177742,
-0.00046856040717102587,
-0.021091315895318985,
-0.027401873841881752,
0.022755930200219154,
-0.054945625364780426,
-0.03557835519313812,
-0.0345052108168602,
-0.0600908137857914,
0.05374142900109291,
0.10274931788444519,
0.010047473013401031,
0.15529020130634308,
-0.005626042373478413,
0.07104857265949249,
0.04764636605978012,
-0.09336057305335999,
0.01996663399040699,
0.018697574734687805,
0.02559068240225315,
0.03551776707172394,
-0.035375408828258514,
-0.0387597493827343,
0.04969236999750137,
0.007558866403996944,
0.0231583621352911,
0.06368011981248856,
-0.031721290200948715,
0.05953376367688179,
-0.04561390355229378,
0.033402543514966965,
-0.06494049727916718,
0.006519466172903776,
0.03178221359848976,
-0.01363874226808548,
0.0628100335597992,
-0.017003726214170456,
0.019574005156755447,
0.07855580002069473,
-0.053491491824388504,
-0.09751498699188232,
0.0026608211919665337,
-0.07647104561328888,
-0.026366299018263817,
-0.05167672783136368,
-0.14677096903324127,
-0.006679425481706858,
0.021237844601273537,
0.007446097210049629,
-0.1114332526922226,
0.03459729999303818,
0.0454341322183609,
0.03112788498401642,
0.005667401477694511,
-0.0025670479517430067,
-0.014859125018119812,
0.02534799464046955,
0.04284936934709549,
-0.008453812450170517,
0.0064832232892513275,
-0.05183122679591179,
0.08191440999507904,
0.05234339460730553,
-0.018583374097943306,
-0.011887062340974808,
0.01003280095756054,
-0.05417606234550476,
0.02110985666513443,
-0.07656834274530411,
-0.05822664871811867,
-4.668396869078606e-8,
0.012501534074544907,
0.013101297430694103,
0.03850598633289337,
-0.002056374214589596,
0.07675745338201523,
-0.034574225544929504,
0.05670873075723648,
0.05933622643351555,
-0.058181896805763245,
0.04135677590966225,
-0.006304741371423006,
0.04598644748330116,
0.012953212484717369,
0.0824367105960846,
-0.054199352860450745,
0.025078564882278442,
-0.0019908768590539694,
-0.04039660096168518,
-0.051565539091825485,
-0.03832346200942993,
-0.09706182777881622,
0.047007326036691666,
-0.030769947916269302,
0.0371425487101078,
0.003101344918832183,
0.027591731399297714,
-0.057307638227939606,
-0.09965840727090836,
0.139347642660141,
-0.0219127107411623,
-0.06636016070842743,
0.020925121381878853,
-0.00980765838176012,
-0.009809734299778938,
0.034262515604496,
-0.04756375402212143,
-0.10717606544494629,
0.037583548575639725,
-0.06969575583934784,
-0.04100331664085388,
0.09254071116447449,
0.0026570416521281004,
0.005114101804792881,
0.017451688647270203,
0.07571519911289215,
0.0025361934676766396,
-0.0006510750972665846,
-0.04155716300010681,
0.023615935817360878,
-0.0033650794066488743,
-0.04622583091259003,
-0.02794884704053402,
-0.0673772469162941,
0.007578540127724409,
0.0865740180015564,
-0.050795603543519974,
-0.05953199416399002,
-0.06924710422754288,
0.09737467020750046,
0.04854054003953934,
-0.05399360880255699,
0.016449235379695892,
-0.015316533856093884,
-0.049398090690374374
] |
1401.3798
|
Imran Mohamed
|
Imran Mohamed, Giampaolo Pisano, Ming Wah Ng, Vic Haynes, and Bruno
Maffei
|
Dog Bone Triplet Metamaterial Wave Plate
|
5 pages, 5 figures. Conference paper. Progress In Electromagnetics
Research Symposium 2012 Kuala Lumpur, Malaysia, 27th-30th March 2012. The
published version can be found via either
http://piers.org/piersproceedings/piers2012KualalumpurProc.php?searchname=Dog+Bone+Triplet+Metamaterial+Wave+Plate
or https://www.escholar.manchester.ac.uk/uk-ac-man-scw:187815
|
PIERS 2012 Kuala Lumpur Proceedings, 1756-1760. Kuala Lumpur,
Malaysia 27th-30th March 2012
| null |
uk-ac-man-scw:187815
|
astro-ph.IM physics.ins-det physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Metamaterials are artificially made sub-wavelength structures arranged in
periodic arrays. They can be designed to interact with electromagnetic
radiation in many different and interesting ways such as allowing radiation to
experience a negative refractive index (NRI). We have used this technique to
design and build a quasi-optical Half Wave Plate (HWP) that exhibits a large
birefringence by virtue of having a positive refractive index in one axis and a
NRI in the other. Previous implementations of such NRI-HWP have been narrow
band ($\sim$1-3%) due to the inherent reliance on needing a resonance to create
the NRI region. We manufacture a W-band prototype of a novel HWP that uses the
Pancharatnam method to extend the bandwidth (up to more than twice) of a usual
NRI-HWP. Our simulated and experimentally obtained results despite their
differences show that a broadening of a flat region of the phase difference is
possible even with the initially steep gradient for a single plate.
|
[
{
"created": "Thu, 16 Jan 2014 00:06:34 GMT",
"version": "v1"
}
] |
2015-01-07
|
[
[
"Mohamed",
"Imran",
""
],
[
"Pisano",
"Giampaolo",
""
],
[
"Ng",
"Ming Wah",
""
],
[
"Haynes",
"Vic",
""
],
[
"Maffei",
"Bruno",
""
]
] |
[
-0.027462217956781387,
0.09728627651929855,
0.016200702637434006,
-0.020576272159814835,
-0.04625629261136055,
-0.08128093183040619,
-0.007632806431502104,
0.039030518382787704,
-0.07694670557975769,
-0.026861634105443954,
-0.04254235327243805,
-0.01903141848742962,
-0.05976992845535278,
-0.014246639795601368,
0.13030655682086945,
0.008257148787379265,
0.06646165251731873,
-0.08917427062988281,
0.08034180104732513,
0.07284612953662872,
0.021611884236335754,
-0.08881008625030518,
-0.05777443200349808,
-0.06469147652387619,
-0.03149246424436569,
0.020013537257909775,
-0.03946981951594353,
-0.014705873094499111,
0.003368500154465437,
0.03134017810225487,
0.05982918664813042,
0.05910967290401459,
-0.1255149096250534,
-0.05235262215137482,
-0.08230878412723541,
-0.045286938548088074,
0.07624660432338715,
0.05282961577177048,
0.0012026133481413126,
0.03211555257439613,
0.049922116100788116,
0.06652267277240753,
-0.027017023414373398,
0.0473676398396492,
-0.009741686284542084,
-0.05560922995209694,
-0.013093998655676842,
0.02262018993496895,
-0.028805594891309738,
-0.013190258294343948,
-0.03543296083807945,
0.002257290296256542,
-0.03630301356315613,
0.08187080174684525,
0.10251547396183014,
0.05833576247096062,
-0.05650443583726883,
0.01766551472246647,
-0.004082701168954372,
-0.02837497554719448,
-0.014957131817936897,
-0.08156966418027878,
0.01233344804495573,
-0.06283976882696152,
0.00570323783904314,
-0.03797687590122223,
-0.06236802786588669,
0.005546940490603447,
0.02788783237338066,
0.028800878673791885,
0.0353870689868927,
0.01103194896131754,
0.01647513173520565,
0.003180042840540409,
0.0860287994146347,
0.06014462187886238,
0.020543454214930534,
0.09442537277936935,
0.03798385709524155,
-0.0037078449968248606,
-0.09984712302684784,
-0.030822688713669777,
0.042405933141708374,
0.04508191719651222,
-0.027309149503707886,
-0.018358472734689713,
-0.05658702924847603,
-0.01859164610505104,
-0.07527770102024078,
-0.08295775949954987,
0.006191642954945564,
0.008618691004812717,
-0.05268142372369766,
-0.1081073060631752,
-0.004079923499375582,
-0.005119701381772757,
-0.03271922841668129,
-0.03308529406785965,
-0.022784259170293808,
0.07330234348773956,
0.05206051468849182,
-0.048004068434238434,
-0.057324476540088654,
-0.007134553976356983,
-0.10393800586462021,
-0.04513728991150856,
-0.001149826217442751,
0.0756974071264267,
-0.09241946786642075,
-0.01144010853022337,
0.02019924856722355,
0.06812368333339691,
0.022076519206166267,
-0.08538276702165604,
0.015636378899216652,
0.006723005324602127,
-0.023594338446855545,
0.13044118881225586,
0.022427042946219444,
0.03916361182928085,
0.03442437946796417,
0.019553106278181076,
-0.03906869888305664,
0.09058412909507751,
0.050767794251441956,
0.040475115180015564,
0.005311277695000172,
6.737512553163468e-34,
0.02994425781071186,
0.12200016528367996,
-0.006994576193392277,
-0.020019685849547386,
0.00989358127117157,
-0.08925876021385193,
0.01715124398469925,
0.08458270877599716,
-0.013395499438047409,
-0.01738918013870716,
0.05760186165571213,
0.009013845585286617,
-0.05837961286306381,
0.03607456758618355,
0.045138560235500336,
-0.06884515285491943,
-0.023702332749962807,
0.042813412845134735,
0.015255231410264969,
-0.0007504438981413841,
-0.007557617500424385,
-0.014177373610436916,
0.09173467755317688,
-0.029430096969008446,
-0.034965675324201584,
-0.02726036310195923,
0.024909179657697678,
-0.008243255317211151,
0.027823559939861298,
0.013264126144349575,
0.029252763837575912,
0.061594970524311066,
0.11177287995815277,
0.025104273110628128,
0.034003354609012604,
0.0012522190809249878,
-0.043440498411655426,
0.03686724230647087,
0.020213454961776733,
0.07281219214200974,
0.0279425960034132,
0.04645589366555214,
0.04943007230758667,
0.05321839451789856,
0.0625448226928711,
-0.08972519636154175,
-0.003604747587814927,
0.009689980186522007,
0.024192949756979942,
0.02699524350464344,
-0.03463434427976608,
-0.050371602177619934,
-0.06264854967594147,
0.03725332394242287,
0.023251760751008987,
0.07709717005491257,
0.07261224091053009,
0.029621226713061333,
-0.003625893732532859,
-0.05195559188723564,
0.012728913687169552,
-0.03868573158979416,
0.034232769161462784,
0.053472355008125305,
-0.08052623271942139,
-0.050078630447387695,
0.016244392842054367,
-0.014937413856387138,
-0.06613296270370483,
-0.021304043009877205,
0.08097092807292938,
0.043631065636873245,
0.0073030865751206875,
0.010814815759658813,
0.03625068813562393,
-0.04190178960561752,
0.025773679837584496,
0.0012841573916375637,
0.041927270591259,
-0.021187735721468925,
-0.0132968844845891,
0.025902504101395607,
-0.05128262937068939,
-0.07485932111740112,
-0.0315142385661602,
0.017961030825972557,
0.00795291643589735,
-0.051060501486063004,
-0.03485041856765747,
-0.1114848181605339,
-0.009418953210115433,
0.01760759763419628,
0.04063895717263222,
-0.052632078528404236,
0.01509864255785942,
-1.6180556679503936e-33,
0.03084985725581646,
-0.048397231847047806,
0.010608243755996227,
-0.030056826770305634,
0.05912277102470398,
0.0067158909514546394,
0.05654674395918846,
0.013043654151260853,
0.032578110694885254,
0.06170593202114105,
0.09996800869703293,
0.03606849163770676,
-0.012817597948014736,
0.015247022733092308,
-0.10999663919210434,
-0.057613957673311234,
0.11474664509296417,
0.004117936827242374,
0.0782964900135994,
-0.04938865453004837,
0.03570381924510002,
-0.0520181730389595,
0.01124059222638607,
0.09309361129999161,
0.000985128921456635,
0.00014091651246417314,
0.055579278618097305,
-0.026895174756646156,
0.002908425172790885,
0.020148783922195435,
-0.04345876723527908,
0.02848341129720211,
0.03359749913215637,
-0.11751891672611237,
0.07156688719987869,
0.10280556976795197,
-0.004739389754831791,
-0.006652322597801685,
-0.01184825785458088,
-0.06553660333156586,
0.0314999483525753,
0.00946247298270464,
0.050441350787878036,
-0.04315008968114853,
-0.08243608474731445,
-0.03333377465605736,
-0.04576556012034416,
0.019115066155791283,
-0.06915313750505447,
-0.057699788361787796,
-0.06776656210422516,
-0.04676318168640137,
0.027601070702075958,
-0.03209260478615761,
-0.02855994552373886,
-0.05371807888150215,
-0.012156449258327484,
-0.00042343558743596077,
0.0747259259223938,
0.09253191202878952,
-0.042048901319503784,
0.026709523051977158,
-0.012752105481922626,
-0.07394704222679138,
-0.017400754615664482,
0.05772394314408302,
0.023110300302505493,
-0.06347595900297165,
0.012692835181951523,
0.02171601541340351,
-0.019611775875091553,
0.038763243705034256,
0.03571997582912445,
-0.03345653787255287,
-0.00046134061994962394,
-0.005509356036782265,
0.033499576151371,
0.06389806419610977,
-0.051331426948308945,
0.04393908008933067,
0.004107275046408176,
0.0261361226439476,
-0.060330018401145935,
-0.056599266827106476,
0.004774532746523619,
-0.06119433790445328,
-0.08435304462909698,
0.0617714487016201,
-0.0753369927406311,
0.07780442386865616,
0.03966308385133743,
-0.02161373570561409,
0.06646998226642609,
-0.011348318308591843,
0.08467213064432144,
-5.068235253702369e-8,
0.05989273637533188,
-0.007390916347503662,
0.008550870232284069,
0.0021603547502309084,
-0.050140008330345154,
-0.10712172091007233,
-0.06757833063602448,
-0.16559742391109467,
0.00515040522441268,
-0.0808677151799202,
0.00669438298791647,
0.0013476777821779251,
-0.006941971834748983,
-0.01630452834069729,
-0.028735682368278503,
0.034993693232536316,
0.06164073571562767,
-0.013553159311413765,
-0.020386770367622375,
0.02090946026146412,
-0.08105161041021347,
0.013777486979961395,
0.04710264876484871,
-0.09246561676263809,
0.04340366646647453,
0.048435285687446594,
-0.08703827112913132,
-0.021783161908388138,
0.036010075360536575,
0.028717027977108955,
-0.022888988256454468,
0.020559951663017273,
0.0020615942776203156,
0.14563190937042236,
-0.026588773354887962,
-0.08483301103115082,
-0.08851069211959839,
0.05292864143848419,
-0.10546983778476715,
-0.041340503841638565,
0.08790691196918488,
0.04503140598535538,
0.0036004609428346157,
0.0036841866094619036,
0.040570661425590515,
0.000639886362478137,
0.009808522649109364,
0.06129026785492897,
-0.07175089418888092,
-0.010987138375639915,
-0.011184044182300568,
-0.007821074686944485,
0.02512132003903389,
-0.020860671997070312,
-0.07793056219816208,
0.037661902606487274,
-0.010627328418195248,
-0.014496070332825184,
-0.03378704562783241,
-0.013237168081104755,
-0.020096611231565475,
0.007985394448041916,
-0.0023518328089267015,
0.07863173633813858
] | null | null | null | null | null | null | null |
[
-0.027462217956781387,
0.09728627651929855,
0.016200702637434006,
-0.020576272159814835,
-0.04625629261136055,
-0.08128093183040619,
-0.007632806431502104,
0.039030518382787704,
-0.07694670557975769,
-0.026861634105443954,
-0.04254235327243805,
-0.01903141848742962,
-0.05976992845535278,
-0.014246639795601368,
0.13030655682086945,
0.008257148787379265,
0.06646165251731873,
-0.08917427062988281,
0.08034180104732513,
0.07284612953662872,
0.021611884236335754,
-0.08881008625030518,
-0.05777443200349808,
-0.06469147652387619,
-0.03149246424436569,
0.020013537257909775,
-0.03946981951594353,
-0.014705873094499111,
0.003368500154465437,
0.03134017810225487,
0.05982918664813042,
0.05910967290401459,
-0.1255149096250534,
-0.05235262215137482,
-0.08230878412723541,
-0.045286938548088074,
0.07624660432338715,
0.05282961577177048,
0.0012026133481413126,
0.03211555257439613,
0.049922116100788116,
0.06652267277240753,
-0.027017023414373398,
0.0473676398396492,
-0.009741686284542084,
-0.05560922995209694,
-0.013093998655676842,
0.02262018993496895,
-0.028805594891309738,
-0.013190258294343948,
-0.03543296083807945,
0.002257290296256542,
-0.03630301356315613,
0.08187080174684525,
0.10251547396183014,
0.05833576247096062,
-0.05650443583726883,
0.01766551472246647,
-0.004082701168954372,
-0.02837497554719448,
-0.014957131817936897,
-0.08156966418027878,
0.01233344804495573,
-0.06283976882696152,
0.00570323783904314,
-0.03797687590122223,
-0.06236802786588669,
0.005546940490603447,
0.02788783237338066,
0.028800878673791885,
0.0353870689868927,
0.01103194896131754,
0.01647513173520565,
0.003180042840540409,
0.0860287994146347,
0.06014462187886238,
0.020543454214930534,
0.09442537277936935,
0.03798385709524155,
-0.0037078449968248606,
-0.09984712302684784,
-0.030822688713669777,
0.042405933141708374,
0.04508191719651222,
-0.027309149503707886,
-0.018358472734689713,
-0.05658702924847603,
-0.01859164610505104,
-0.07527770102024078,
-0.08295775949954987,
0.006191642954945564,
0.008618691004812717,
-0.05268142372369766,
-0.1081073060631752,
-0.004079923499375582,
-0.005119701381772757,
-0.03271922841668129,
-0.03308529406785965,
-0.022784259170293808,
0.07330234348773956,
0.05206051468849182,
-0.048004068434238434,
-0.057324476540088654,
-0.007134553976356983,
-0.10393800586462021,
-0.04513728991150856,
-0.001149826217442751,
0.0756974071264267,
-0.09241946786642075,
-0.01144010853022337,
0.02019924856722355,
0.06812368333339691,
0.022076519206166267,
-0.08538276702165604,
0.015636378899216652,
0.006723005324602127,
-0.023594338446855545,
0.13044118881225586,
0.022427042946219444,
0.03916361182928085,
0.03442437946796417,
0.019553106278181076,
-0.03906869888305664,
0.09058412909507751,
0.050767794251441956,
0.040475115180015564,
0.005311277695000172,
6.737512553163468e-34,
0.02994425781071186,
0.12200016528367996,
-0.006994576193392277,
-0.020019685849547386,
0.00989358127117157,
-0.08925876021385193,
0.01715124398469925,
0.08458270877599716,
-0.013395499438047409,
-0.01738918013870716,
0.05760186165571213,
0.009013845585286617,
-0.05837961286306381,
0.03607456758618355,
0.045138560235500336,
-0.06884515285491943,
-0.023702332749962807,
0.042813412845134735,
0.015255231410264969,
-0.0007504438981413841,
-0.007557617500424385,
-0.014177373610436916,
0.09173467755317688,
-0.029430096969008446,
-0.034965675324201584,
-0.02726036310195923,
0.024909179657697678,
-0.008243255317211151,
0.027823559939861298,
0.013264126144349575,
0.029252763837575912,
0.061594970524311066,
0.11177287995815277,
0.025104273110628128,
0.034003354609012604,
0.0012522190809249878,
-0.043440498411655426,
0.03686724230647087,
0.020213454961776733,
0.07281219214200974,
0.0279425960034132,
0.04645589366555214,
0.04943007230758667,
0.05321839451789856,
0.0625448226928711,
-0.08972519636154175,
-0.003604747587814927,
0.009689980186522007,
0.024192949756979942,
0.02699524350464344,
-0.03463434427976608,
-0.050371602177619934,
-0.06264854967594147,
0.03725332394242287,
0.023251760751008987,
0.07709717005491257,
0.07261224091053009,
0.029621226713061333,
-0.003625893732532859,
-0.05195559188723564,
0.012728913687169552,
-0.03868573158979416,
0.034232769161462784,
0.053472355008125305,
-0.08052623271942139,
-0.050078630447387695,
0.016244392842054367,
-0.014937413856387138,
-0.06613296270370483,
-0.021304043009877205,
0.08097092807292938,
0.043631065636873245,
0.0073030865751206875,
0.010814815759658813,
0.03625068813562393,
-0.04190178960561752,
0.025773679837584496,
0.0012841573916375637,
0.041927270591259,
-0.021187735721468925,
-0.0132968844845891,
0.025902504101395607,
-0.05128262937068939,
-0.07485932111740112,
-0.0315142385661602,
0.017961030825972557,
0.00795291643589735,
-0.051060501486063004,
-0.03485041856765747,
-0.1114848181605339,
-0.009418953210115433,
0.01760759763419628,
0.04063895717263222,
-0.052632078528404236,
0.01509864255785942,
-1.6180556679503936e-33,
0.03084985725581646,
-0.048397231847047806,
0.010608243755996227,
-0.030056826770305634,
0.05912277102470398,
0.0067158909514546394,
0.05654674395918846,
0.013043654151260853,
0.032578110694885254,
0.06170593202114105,
0.09996800869703293,
0.03606849163770676,
-0.012817597948014736,
0.015247022733092308,
-0.10999663919210434,
-0.057613957673311234,
0.11474664509296417,
0.004117936827242374,
0.0782964900135994,
-0.04938865453004837,
0.03570381924510002,
-0.0520181730389595,
0.01124059222638607,
0.09309361129999161,
0.000985128921456635,
0.00014091651246417314,
0.055579278618097305,
-0.026895174756646156,
0.002908425172790885,
0.020148783922195435,
-0.04345876723527908,
0.02848341129720211,
0.03359749913215637,
-0.11751891672611237,
0.07156688719987869,
0.10280556976795197,
-0.004739389754831791,
-0.006652322597801685,
-0.01184825785458088,
-0.06553660333156586,
0.0314999483525753,
0.00946247298270464,
0.050441350787878036,
-0.04315008968114853,
-0.08243608474731445,
-0.03333377465605736,
-0.04576556012034416,
0.019115066155791283,
-0.06915313750505447,
-0.057699788361787796,
-0.06776656210422516,
-0.04676318168640137,
0.027601070702075958,
-0.03209260478615761,
-0.02855994552373886,
-0.05371807888150215,
-0.012156449258327484,
-0.00042343558743596077,
0.0747259259223938,
0.09253191202878952,
-0.042048901319503784,
0.026709523051977158,
-0.012752105481922626,
-0.07394704222679138,
-0.017400754615664482,
0.05772394314408302,
0.023110300302505493,
-0.06347595900297165,
0.012692835181951523,
0.02171601541340351,
-0.019611775875091553,
0.038763243705034256,
0.03571997582912445,
-0.03345653787255287,
-0.00046134061994962394,
-0.005509356036782265,
0.033499576151371,
0.06389806419610977,
-0.051331426948308945,
0.04393908008933067,
0.004107275046408176,
0.0261361226439476,
-0.060330018401145935,
-0.056599266827106476,
0.004774532746523619,
-0.06119433790445328,
-0.08435304462909698,
0.0617714487016201,
-0.0753369927406311,
0.07780442386865616,
0.03966308385133743,
-0.02161373570561409,
0.06646998226642609,
-0.011348318308591843,
0.08467213064432144,
-5.068235253702369e-8,
0.05989273637533188,
-0.007390916347503662,
0.008550870232284069,
0.0021603547502309084,
-0.050140008330345154,
-0.10712172091007233,
-0.06757833063602448,
-0.16559742391109467,
0.00515040522441268,
-0.0808677151799202,
0.00669438298791647,
0.0013476777821779251,
-0.006941971834748983,
-0.01630452834069729,
-0.028735682368278503,
0.034993693232536316,
0.06164073571562767,
-0.013553159311413765,
-0.020386770367622375,
0.02090946026146412,
-0.08105161041021347,
0.013777486979961395,
0.04710264876484871,
-0.09246561676263809,
0.04340366646647453,
0.048435285687446594,
-0.08703827112913132,
-0.021783161908388138,
0.036010075360536575,
0.028717027977108955,
-0.022888988256454468,
0.020559951663017273,
0.0020615942776203156,
0.14563190937042236,
-0.026588773354887962,
-0.08483301103115082,
-0.08851069211959839,
0.05292864143848419,
-0.10546983778476715,
-0.041340503841638565,
0.08790691196918488,
0.04503140598535538,
0.0036004609428346157,
0.0036841866094619036,
0.040570661425590515,
0.000639886362478137,
0.009808522649109364,
0.06129026785492897,
-0.07175089418888092,
-0.010987138375639915,
-0.011184044182300568,
-0.007821074686944485,
0.02512132003903389,
-0.020860671997070312,
-0.07793056219816208,
0.037661902606487274,
-0.010627328418195248,
-0.014496070332825184,
-0.03378704562783241,
-0.013237168081104755,
-0.020096611231565475,
0.007985394448041916,
-0.0023518328089267015,
0.07863173633813858
] |
1401.3800
|
Vladislav A. Yastrebov Dr.
|
Vladislav A. Yastrebov, Guillaume Anciaux, Jean-Fran\c{c}ois Molinari
|
From infinitesimal to full contact between rough surfaces: evolution of
the contact area
|
47 pages, 17 figures, 72 references
|
International Journal of Solids and Structures, 52:83-102 (2015)
|
10.1016/j.ijsolstr.2014.09.019
| null |
physics.class-ph cond-mat.soft
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We carry out a statistically meaningful study on self-affine rough surfaces
in elastic frictionless non-adhesive contact. We study the evolution of the
true contact area under increasing squeezing pressure. Rough surfaces are
squeezed from zero up to full contact, which enables us to compare the
numerical results both with asperity based models at light pressures and with
Persson's contact model for the entire range of pressures. Through the contact
perimeter we estimate the error bounds inherent to contact area calculation in
discrete problems.
A large number of roughness realizations enables us to compute reliably the
derivative of the contact area with respect to the pressure. In contrast to
Persson's model and in agreement with asperity based models, we demonstrate
that at light pressures it is a decreasing convex function. The nonlinearity of
the contact area evolution, preserved for the entire range of pressures, is
especially strong close to infinitesimal contact. This fact makes difficult an
accurate investigation of contact at light pressure and prevents the evaluation
of the proportionality coefficient, which is predicted by analytical models. A
good agreement of numerical results with Persson's model is obtained for the
shape of the area-pressure curve especially near full contact. We investigate
the effects of the cutoff wavenumbers in surface spectrum onto the contact area
evolution. Nayak's parameter is one of the central characteristics of
roughness, it also plays an important role in rough contact mechanics, but its
effect is significantly weaker than predicted by asperity based models. We give
a detailed derivation of a new phenomenological contact evolution law; also we
derive formulae that link Nayak's parameter and density of asperities with
Hurst exponent and cutoffs wavenumbers.
|
[
{
"created": "Thu, 16 Jan 2014 00:10:00 GMT",
"version": "v1"
}
] |
2017-01-10
|
[
[
"Yastrebov",
"Vladislav A.",
""
],
[
"Anciaux",
"Guillaume",
""
],
[
"Molinari",
"Jean-François",
""
]
] |
[
-0.1014356017112732,
-0.02498001977801323,
0.0419001579284668,
-0.010216882452368736,
-0.003350459272041917,
-0.10698551684617996,
0.0527627095580101,
0.09326329082250595,
0.04919632151722908,
0.011291463859379292,
0.0025324744638055563,
-0.04770291596651077,
-0.05732499063014984,
0.11445814371109009,
-0.009944644756615162,
-0.024424903094768524,
0.03738418594002724,
-0.0771576464176178,
-0.035912420600652695,
0.13265326619148254,
0.07528732717037201,
0.059136319905519485,
0.0407433919608593,
-0.07502952963113785,
0.07151022553443909,
-0.056718431413173676,
0.01451054122298956,
0.01170366071164608,
0.04742348566651344,
-0.004016299266368151,
-0.06042085960507393,
-0.03829147666692734,
0.02513146959245205,
0.039605945348739624,
0.07052053511142731,
-0.04184522107243538,
0.02233058214187622,
0.10445329546928406,
-0.033904556185007095,
0.08324030041694641,
-0.0648956224322319,
-0.01452329009771347,
-0.012240951880812645,
0.03661399334669113,
0.09758413583040237,
-0.010651051066815853,
0.049815792590379715,
0.0533013641834259,
-0.0002438133378745988,
-0.019445234909653664,
-0.007115513551980257,
-0.008108453825116158,
0.010689920745790005,
-0.038108229637145996,
0.006127511616796255,
-0.014624685049057007,
0.008580452762544155,
-0.0427766852080822,
0.04342697188258171,
0.0026294889394193888,
0.045566048473119736,
-0.02061919867992401,
-0.01095640566200018,
0.042372554540634155,
-0.005013566929847002,
0.020443350076675415,
0.05379965528845787,
0.007816304452717304,
-0.08118681609630585,
0.060527365654706955,
-0.04448889568448067,
0.0331038162112236,
-0.009109177626669407,
-0.02135065197944641,
0.059352144598960876,
-0.06151983514428139,
-0.11294776946306229,
0.09258999675512314,
-0.04786219075322151,
-0.026931071653962135,
0.0034403169993311167,
-0.0738123282790184,
-0.0690678134560585,
-0.015631020069122314,
-0.1628536880016327,
-0.018935054540634155,
0.049818117171525955,
-0.014671238139271736,
0.047985419631004333,
-0.045720018446445465,
-0.06363007426261902,
0.038992393761873245,
-0.16564421355724335,
0.0078065539710223675,
0.036444246768951416,
-0.007647635880857706,
0.02991553209722042,
-0.05775846913456917,
-0.02210068516433239,
0.041142500936985016,
-0.10823999345302582,
-0.04117219150066376,
-0.09603240340948105,
0.01980227418243885,
0.010065385140478611,
-0.04106883332133293,
-0.04370569437742233,
-0.026083799079060555,
-0.005952861160039902,
0.09787338972091675,
0.06450985372066498,
0.007080629467964172,
-0.07646569609642029,
0.0409613735973835,
-0.021115336567163467,
-0.16311456263065338,
0.07946334779262543,
-0.0006439738790504634,
0.007306292653083801,
0.03837700933218002,
-0.037302374839782715,
0.03254586458206177,
-0.07574646919965744,
0.1049770712852478,
0.007281389553099871,
0.008647320792078972,
-0.05705313757061958,
1.3204771608233199e-33,
0.06609336286783218,
0.03083871677517891,
-0.05529334396123886,
-0.02665022201836109,
-0.039703067392110825,
0.005255433265119791,
0.039983928203582764,
0.050101570785045624,
0.01108132116496563,
0.04545680806040764,
-0.06293468177318573,
0.023489804938435555,
-0.00005540067286347039,
-0.051219578832387924,
0.017078150063753128,
0.03304584324359894,
0.0864897221326828,
-0.010988169349730015,
-0.019077885895967484,
0.023506324738264084,
-0.013339879922568798,
0.02644103206694126,
0.015339112840592861,
0.0005965991877019405,
-0.0007472897996194661,
0.016287030652165413,
-0.03501890227198601,
-0.018036704510450363,
0.06420242041349411,
-0.016669802367687225,
-0.0717838779091835,
0.006067482754588127,
0.04507094621658325,
0.022419407963752747,
0.02930106408894062,
0.11489684134721756,
0.0008936348021961749,
-0.02216349169611931,
0.0029150061309337616,
-0.052057985216379166,
-0.08945230394601822,
0.025122903287410736,
0.06708773225545883,
0.007593636400997639,
-0.048497576266527176,
-0.09386015683412552,
0.04889385774731636,
0.05191066861152649,
-0.03853469714522362,
-0.03228316083550453,
-0.032472558319568634,
0.04885483533143997,
0.05039867013692856,
0.016780292615294456,
-0.06342242658138275,
-0.06312940269708633,
-0.028964944183826447,
-0.032026443630456924,
-0.06421308219432831,
0.03328089416027069,
-0.0007628340972587466,
-0.0487353578209877,
0.05774941295385361,
-0.04928438365459442,
0.05896810069680214,
0.025964483618736267,
-0.024191416800022125,
0.0901835486292839,
0.026224207133054733,
-0.1000494435429573,
-0.023595793172717094,
-0.016176564618945122,
-0.023561343550682068,
-0.0170897264033556,
0.0029930092860013247,
-0.013250881806015968,
0.04445280134677887,
-0.056657347828149796,
0.03647778555750847,
-0.03590422868728638,
-0.01617603749036789,
0.0539889857172966,
0.022234125062823296,
-0.11217888444662094,
-0.037830110639333725,
-0.007548282854259014,
0.038998834788799286,
-0.013414370827376842,
-0.051960382610559464,
-0.058664385229349136,
-0.06537899374961853,
0.003504139371216297,
0.037774458527565,
-0.062223248183727264,
0.02678467147052288,
-3.764607351216749e-33,
-0.0110093392431736,
-0.006836973130702972,
-0.05607171356678009,
0.06111689656972885,
0.04369603469967842,
0.02402976155281067,
-0.0202515609562397,
0.05555998533964157,
-0.013335857540369034,
-0.06033995375037193,
0.017957350239157677,
0.03613259270787239,
0.045288246124982834,
0.023911133408546448,
-0.04861120879650116,
0.0726843774318695,
-0.1019405648112297,
-0.025018898770213127,
-0.042160455137491226,
-0.0011466288706287742,
0.04935762658715248,
0.016407795250415802,
0.017519235610961914,
0.033786073327064514,
-0.1145501658320427,
0.004447196144610643,
-0.09555594623088837,
-0.07969105988740921,
-0.09889615327119827,
0.016950497403740883,
-0.0073410868644714355,
0.002437386428937316,
-0.041759785264730453,
-0.054480891674757004,
-0.014872581698000431,
0.039666324853897095,
-0.023509815335273743,
0.17373299598693848,
0.040359046310186386,
-0.05986727401614189,
0.06816013157367706,
-0.013157517649233341,
0.03082863613963127,
-0.04382684826850891,
-0.020422929897904396,
0.0388864241540432,
0.021526044234633446,
-0.018723323941230774,
-0.013580136001110077,
-0.06646232306957245,
-0.07361967116594315,
0.0021317112259566784,
0.029201937839388847,
0.05595557764172554,
-0.030412420630455017,
0.10956737399101257,
-0.07817850261926651,
0.0012812081258744001,
0.04104215279221535,
0.02493218332529068,
-0.016331113874912262,
0.014009579084813595,
0.0034675777424126863,
0.04075578972697258,
0.032963983714580536,
-0.02309899404644966,
-0.054202962666749954,
-0.049684613943099976,
-0.008960362523794174,
-0.0033438196405768394,
-0.06303810328245163,
0.030620163306593895,
0.047445330768823624,
0.03117998130619526,
-0.01975301280617714,
-0.0040138293989002705,
0.06199387460947037,
-0.05126997455954552,
-0.019633904099464417,
0.116096131503582,
0.020386498421430588,
0.08793185651302338,
-0.006212199572473764,
0.03899722546339035,
-0.049025099724531174,
0.009228476323187351,
0.09952057152986526,
-0.006784691940993071,
-0.04784201830625534,
0.03510798141360283,
0.01747964881360531,
0.047660697251558304,
0.06620027124881744,
-0.0658191666007042,
0.019928084686398506,
-5.066849340096269e-8,
0.06801783293485641,
0.020720669999718666,
0.053634241223335266,
-0.010004419833421707,
-0.007972673512995243,
0.07104727625846863,
0.018209917470812798,
0.03677275776863098,
-0.030401483178138733,
-0.08624248951673508,
-0.03866131231188774,
0.005680438131093979,
-0.019072234630584717,
0.018997251987457275,
-0.060094572603702545,
0.08180224895477295,
0.04218130558729172,
-0.012520483694970608,
-0.0035142037086188793,
-0.024220699444413185,
-0.04541407898068428,
-0.07108940184116364,
0.03622809424996376,
0.035169586539268494,
0.08260949701070786,
-0.06409755349159241,
-0.08914890140295029,
0.02196236327290535,
0.01638340950012207,
-0.01682388223707676,
0.02651776559650898,
-0.0423477441072464,
0.02900868095457554,
0.01082676649093628,
-0.02713899128139019,
0.013460216112434864,
-0.03189326450228691,
0.013482662849128246,
0.0028544689994305372,
0.04327242076396942,
0.03810374438762665,
0.05066714063286781,
0.017029738053679466,
0.013108817860484123,
0.08835752308368683,
0.048768628388643265,
0.005651345942169428,
-0.07402916252613068,
-0.019809134304523468,
0.0419059656560421,
-0.0075196437537670135,
0.06365633010864258,
-0.009640181437134743,
0.009384265169501305,
0.03347727656364441,
0.016120977699756622,
-0.1006227359175682,
0.06545860320329666,
0.027504971250891685,
0.05608781799674034,
-0.06314161419868469,
0.04889467731118202,
-0.08734100311994553,
0.05097741261124611
] | null | null | null | null | null | null | null |
[
-0.1014356017112732,
-0.02498001977801323,
0.0419001579284668,
-0.010216882452368736,
-0.003350459272041917,
-0.10698551684617996,
0.0527627095580101,
0.09326329082250595,
0.04919632151722908,
0.011291463859379292,
0.0025324744638055563,
-0.04770291596651077,
-0.05732499063014984,
0.11445814371109009,
-0.009944644756615162,
-0.024424903094768524,
0.03738418594002724,
-0.0771576464176178,
-0.035912420600652695,
0.13265326619148254,
0.07528732717037201,
0.059136319905519485,
0.0407433919608593,
-0.07502952963113785,
0.07151022553443909,
-0.056718431413173676,
0.01451054122298956,
0.01170366071164608,
0.04742348566651344,
-0.004016299266368151,
-0.06042085960507393,
-0.03829147666692734,
0.02513146959245205,
0.039605945348739624,
0.07052053511142731,
-0.04184522107243538,
0.02233058214187622,
0.10445329546928406,
-0.033904556185007095,
0.08324030041694641,
-0.0648956224322319,
-0.01452329009771347,
-0.012240951880812645,
0.03661399334669113,
0.09758413583040237,
-0.010651051066815853,
0.049815792590379715,
0.0533013641834259,
-0.0002438133378745988,
-0.019445234909653664,
-0.007115513551980257,
-0.008108453825116158,
0.010689920745790005,
-0.038108229637145996,
0.006127511616796255,
-0.014624685049057007,
0.008580452762544155,
-0.0427766852080822,
0.04342697188258171,
0.0026294889394193888,
0.045566048473119736,
-0.02061919867992401,
-0.01095640566200018,
0.042372554540634155,
-0.005013566929847002,
0.020443350076675415,
0.05379965528845787,
0.007816304452717304,
-0.08118681609630585,
0.060527365654706955,
-0.04448889568448067,
0.0331038162112236,
-0.009109177626669407,
-0.02135065197944641,
0.059352144598960876,
-0.06151983514428139,
-0.11294776946306229,
0.09258999675512314,
-0.04786219075322151,
-0.026931071653962135,
0.0034403169993311167,
-0.0738123282790184,
-0.0690678134560585,
-0.015631020069122314,
-0.1628536880016327,
-0.018935054540634155,
0.049818117171525955,
-0.014671238139271736,
0.047985419631004333,
-0.045720018446445465,
-0.06363007426261902,
0.038992393761873245,
-0.16564421355724335,
0.0078065539710223675,
0.036444246768951416,
-0.007647635880857706,
0.02991553209722042,
-0.05775846913456917,
-0.02210068516433239,
0.041142500936985016,
-0.10823999345302582,
-0.04117219150066376,
-0.09603240340948105,
0.01980227418243885,
0.010065385140478611,
-0.04106883332133293,
-0.04370569437742233,
-0.026083799079060555,
-0.005952861160039902,
0.09787338972091675,
0.06450985372066498,
0.007080629467964172,
-0.07646569609642029,
0.0409613735973835,
-0.021115336567163467,
-0.16311456263065338,
0.07946334779262543,
-0.0006439738790504634,
0.007306292653083801,
0.03837700933218002,
-0.037302374839782715,
0.03254586458206177,
-0.07574646919965744,
0.1049770712852478,
0.007281389553099871,
0.008647320792078972,
-0.05705313757061958,
1.3204771608233199e-33,
0.06609336286783218,
0.03083871677517891,
-0.05529334396123886,
-0.02665022201836109,
-0.039703067392110825,
0.005255433265119791,
0.039983928203582764,
0.050101570785045624,
0.01108132116496563,
0.04545680806040764,
-0.06293468177318573,
0.023489804938435555,
-0.00005540067286347039,
-0.051219578832387924,
0.017078150063753128,
0.03304584324359894,
0.0864897221326828,
-0.010988169349730015,
-0.019077885895967484,
0.023506324738264084,
-0.013339879922568798,
0.02644103206694126,
0.015339112840592861,
0.0005965991877019405,
-0.0007472897996194661,
0.016287030652165413,
-0.03501890227198601,
-0.018036704510450363,
0.06420242041349411,
-0.016669802367687225,
-0.0717838779091835,
0.006067482754588127,
0.04507094621658325,
0.022419407963752747,
0.02930106408894062,
0.11489684134721756,
0.0008936348021961749,
-0.02216349169611931,
0.0029150061309337616,
-0.052057985216379166,
-0.08945230394601822,
0.025122903287410736,
0.06708773225545883,
0.007593636400997639,
-0.048497576266527176,
-0.09386015683412552,
0.04889385774731636,
0.05191066861152649,
-0.03853469714522362,
-0.03228316083550453,
-0.032472558319568634,
0.04885483533143997,
0.05039867013692856,
0.016780292615294456,
-0.06342242658138275,
-0.06312940269708633,
-0.028964944183826447,
-0.032026443630456924,
-0.06421308219432831,
0.03328089416027069,
-0.0007628340972587466,
-0.0487353578209877,
0.05774941295385361,
-0.04928438365459442,
0.05896810069680214,
0.025964483618736267,
-0.024191416800022125,
0.0901835486292839,
0.026224207133054733,
-0.1000494435429573,
-0.023595793172717094,
-0.016176564618945122,
-0.023561343550682068,
-0.0170897264033556,
0.0029930092860013247,
-0.013250881806015968,
0.04445280134677887,
-0.056657347828149796,
0.03647778555750847,
-0.03590422868728638,
-0.01617603749036789,
0.0539889857172966,
0.022234125062823296,
-0.11217888444662094,
-0.037830110639333725,
-0.007548282854259014,
0.038998834788799286,
-0.013414370827376842,
-0.051960382610559464,
-0.058664385229349136,
-0.06537899374961853,
0.003504139371216297,
0.037774458527565,
-0.062223248183727264,
0.02678467147052288,
-3.764607351216749e-33,
-0.0110093392431736,
-0.006836973130702972,
-0.05607171356678009,
0.06111689656972885,
0.04369603469967842,
0.02402976155281067,
-0.0202515609562397,
0.05555998533964157,
-0.013335857540369034,
-0.06033995375037193,
0.017957350239157677,
0.03613259270787239,
0.045288246124982834,
0.023911133408546448,
-0.04861120879650116,
0.0726843774318695,
-0.1019405648112297,
-0.025018898770213127,
-0.042160455137491226,
-0.0011466288706287742,
0.04935762658715248,
0.016407795250415802,
0.017519235610961914,
0.033786073327064514,
-0.1145501658320427,
0.004447196144610643,
-0.09555594623088837,
-0.07969105988740921,
-0.09889615327119827,
0.016950497403740883,
-0.0073410868644714355,
0.002437386428937316,
-0.041759785264730453,
-0.054480891674757004,
-0.014872581698000431,
0.039666324853897095,
-0.023509815335273743,
0.17373299598693848,
0.040359046310186386,
-0.05986727401614189,
0.06816013157367706,
-0.013157517649233341,
0.03082863613963127,
-0.04382684826850891,
-0.020422929897904396,
0.0388864241540432,
0.021526044234633446,
-0.018723323941230774,
-0.013580136001110077,
-0.06646232306957245,
-0.07361967116594315,
0.0021317112259566784,
0.029201937839388847,
0.05595557764172554,
-0.030412420630455017,
0.10956737399101257,
-0.07817850261926651,
0.0012812081258744001,
0.04104215279221535,
0.02493218332529068,
-0.016331113874912262,
0.014009579084813595,
0.0034675777424126863,
0.04075578972697258,
0.032963983714580536,
-0.02309899404644966,
-0.054202962666749954,
-0.049684613943099976,
-0.008960362523794174,
-0.0033438196405768394,
-0.06303810328245163,
0.030620163306593895,
0.047445330768823624,
0.03117998130619526,
-0.01975301280617714,
-0.0040138293989002705,
0.06199387460947037,
-0.05126997455954552,
-0.019633904099464417,
0.116096131503582,
0.020386498421430588,
0.08793185651302338,
-0.006212199572473764,
0.03899722546339035,
-0.049025099724531174,
0.009228476323187351,
0.09952057152986526,
-0.006784691940993071,
-0.04784201830625534,
0.03510798141360283,
0.01747964881360531,
0.047660697251558304,
0.06620027124881744,
-0.0658191666007042,
0.019928084686398506,
-5.066849340096269e-8,
0.06801783293485641,
0.020720669999718666,
0.053634241223335266,
-0.010004419833421707,
-0.007972673512995243,
0.07104727625846863,
0.018209917470812798,
0.03677275776863098,
-0.030401483178138733,
-0.08624248951673508,
-0.03866131231188774,
0.005680438131093979,
-0.019072234630584717,
0.018997251987457275,
-0.060094572603702545,
0.08180224895477295,
0.04218130558729172,
-0.012520483694970608,
-0.0035142037086188793,
-0.024220699444413185,
-0.04541407898068428,
-0.07108940184116364,
0.03622809424996376,
0.035169586539268494,
0.08260949701070786,
-0.06409755349159241,
-0.08914890140295029,
0.02196236327290535,
0.01638340950012207,
-0.01682388223707676,
0.02651776559650898,
-0.0423477441072464,
0.02900868095457554,
0.01082676649093628,
-0.02713899128139019,
0.013460216112434864,
-0.03189326450228691,
0.013482662849128246,
0.0028544689994305372,
0.04327242076396942,
0.03810374438762665,
0.05066714063286781,
0.017029738053679466,
0.013108817860484123,
0.08835752308368683,
0.048768628388643265,
0.005651345942169428,
-0.07402916252613068,
-0.019809134304523468,
0.0419059656560421,
-0.0075196437537670135,
0.06365633010864258,
-0.009640181437134743,
0.009384265169501305,
0.03347727656364441,
0.016120977699756622,
-0.1006227359175682,
0.06545860320329666,
0.027504971250891685,
0.05608781799674034,
-0.06314161419868469,
0.04889467731118202,
-0.08734100311994553,
0.05097741261124611
] |
1401.3801
|
Masahito Hayashi
|
Shun Watanabe, Masahito Hayashi
|
Finite-length Analysis on Tail probability for Markov Chain and
Application to Simple Hypothesis Testing
| null | null | null | null |
math.ST cs.IT math.IT math.PR stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Using terminologies of information geometry, we derive upper and lower bounds
of the tail probability of the sample mean. Employing these bounds, we obtain
upper and lower bounds of the minimum error probability of the 2nd kind of
error under the exponential constraint for the error probability of the 1st
kind of error in a simple hypothesis testing for a finite-length Markov chain,
which yields the Hoeffding type bound. For these derivations, we derive upper
and lower bounds of cumulant generating function for Markov chain. As a
byproduct, we obtain another simple proof of central limit theorem for Markov
chain.
|
[
{
"created": "Thu, 16 Jan 2014 00:16:10 GMT",
"version": "v1"
},
{
"created": "Sun, 15 Mar 2015 01:29:58 GMT",
"version": "v2"
}
] |
2015-03-17
|
[
[
"Watanabe",
"Shun",
""
],
[
"Hayashi",
"Masahito",
""
]
] |
[
-0.0011800037464126945,
0.03780432417988777,
0.06897939741611481,
-0.06009102612733841,
0.051566120237112045,
-0.01726369932293892,
0.04728199169039726,
0.0630127564072609,
0.10240105539560318,
0.02647186443209648,
-0.0038567727897316217,
-0.015435724519193172,
0.08803495764732361,
-0.09348006546497345,
0.03083031438291073,
-0.053826358169317245,
-0.023568935692310333,
-0.013526249676942825,
0.03248772397637367,
-0.02406184934079647,
0.030882783234119415,
0.049558430910110474,
0.04280822351574898,
-0.05022870749235153,
0.01881272904574871,
-0.10923170298337936,
-0.005399442743510008,
-0.05851484835147858,
0.018522007390856743,
0.03478231653571129,
-0.04024030268192291,
0.02113000862300396,
0.027646100148558617,
-0.01081602368503809,
0.029751218855381012,
-0.03298671543598175,
0.019990025088191032,
0.04275983199477196,
0.055003948509693146,
0.07827738672494888,
0.04063243046402931,
0.07491680234670639,
0.05276286229491234,
0.0492728054523468,
-0.03330724686384201,
0.06135065481066704,
0.02409728243947029,
-0.02446581982076168,
-0.05653517320752144,
-0.026127440854907036,
-0.03678073734045029,
0.09826312959194183,
-0.002833801554515958,
-0.05639292299747467,
-0.003305086400359869,
-0.07981161773204803,
-0.009492221288383007,
-0.07916069775819778,
-0.007831559516489506,
0.05705627426505089,
0.005480215884745121,
-0.1254543513059616,
-0.01189644169062376,
-0.014822498895227909,
0.04392217472195625,
0.010488025844097137,
0.1023143008351326,
-0.023501601070165634,
0.00823928788304329,
0.1032489612698555,
-0.12815114855766296,
-0.01685381308197975,
-0.17287129163742065,
0.01156189851462841,
0.002660765778273344,
-0.007523477543145418,
-0.0514395572245121,
-0.03457694128155708,
-0.06011660024523735,
-0.09818705171346664,
-0.041785549372434616,
0.07342494279146194,
0.062026247382164,
-0.05247016251087189,
0.035649172961711884,
-0.005633709020912647,
0.06466270983219147,
0.05568506196141243,
0.05057581514120102,
-0.061339862644672394,
-0.049715206027030945,
-0.06875339895486832,
-0.0242023728787899,
0.0870833769440651,
0.005278769880533218,
-0.019534694030880928,
-0.015885379165410995,
-0.025398563593626022,
0.03106001578271389,
0.057005949318408966,
0.04070504382252693,
-0.0650063157081604,
0.11616725474596024,
-0.026246091350913048,
-0.022557124495506287,
-0.057877711951732635,
0.03214956820011139,
0.0014512635534629226,
0.027599342167377472,
-0.0007638949318788946,
0.022457236424088478,
-0.007840660400688648,
0.0030743845272809267,
-0.024988770484924316,
-0.08238185197114944,
-0.06588419526815414,
-0.07353628426790237,
0.09485730528831482,
-0.019175749272108078,
-0.07702121138572693,
0.05535547807812691,
0.03157033026218414,
0.034372735768556595,
0.012719412334263325,
-0.013924472965300083,
-0.020932087674736977,
-0.010575256310403347,
2.8150176680255654e-33,
0.03295597434043884,
-0.04506911337375641,
0.09546925872564316,
0.01928197406232357,
0.03380570560693741,
0.14313562214374542,
-0.0075644017197191715,
-0.06818816065788269,
0.02923540771007538,
0.018733147531747818,
0.02926856093108654,
-0.015944713726639748,
-0.038948219269514084,
-0.03587420657277107,
0.08107852935791016,
0.04035285860300064,
-0.030993299558758736,
0.01228388026356697,
0.02518555149435997,
-0.07421412318944931,
0.07374901324510574,
-0.05990535765886307,
0.003441937267780304,
-0.017550133168697357,
0.01775047369301319,
-0.026951171457767487,
-0.0570431649684906,
-0.017537826672196388,
-0.02783360332250595,
-0.009251833893358707,
-0.03955681994557381,
-0.013052194379270077,
0.062363170087337494,
-0.036749567836523056,
-0.030751563608646393,
-0.06290531158447266,
-0.013509774580597878,
-0.03177449107170105,
-0.06979601085186005,
-0.044338129460811615,
-0.00014734583965037018,
0.08223481476306915,
0.08634515106678009,
-0.05098292604088783,
-0.11147470772266388,
-0.08716069161891937,
0.06370916217565536,
-0.00007162785914260894,
0.008025324903428555,
-0.030182935297489166,
0.00292556406930089,
-0.052501969039440155,
0.0024686690885573626,
-0.025828424841165543,
0.05378344655036926,
0.034023869782686234,
-0.04971965402364731,
0.048797816038131714,
0.011302177794277668,
0.08131776005029678,
-0.01749543473124504,
0.040538813918828964,
0.05751455947756767,
-0.005901281721889973,
0.052552834153175354,
0.08928174525499344,
-0.04709900543093681,
0.0031198749784380198,
0.11824210733175278,
0.01385832391679287,
0.04949861764907837,
0.013544588349759579,
-0.0234768558293581,
-0.010090911760926247,
0.0065075489692389965,
-0.00013137870701029897,
-0.059429921209812164,
-0.07304862141609192,
-0.029370687901973724,
0.09662038087844849,
-0.03256581723690033,
-0.17826196551322937,
-0.024796083569526672,
-0.047323208302259445,
-0.038925107568502426,
-0.008022322319447994,
0.04475943371653557,
0.03771389648318291,
-0.016770340502262115,
0.052571095526218414,
-0.047745831310749054,
-0.03471055254340172,
-0.009744379669427872,
0.05987855792045593,
0.023870106786489487,
-4.949308761541852e-33,
-0.041022662073373795,
-0.031435802578926086,
0.05594862625002861,
-0.004881671164184809,
0.041119761765003204,
-0.018670998513698578,
0.03968274965882301,
0.014612279832363129,
-0.12204257398843765,
-0.04967505484819412,
-0.03224710747599602,
0.012736189179122448,
0.027255002409219742,
-0.014054466038942337,
0.01543685607612133,
0.015692736953496933,
0.041705310344696045,
0.05286949872970581,
-0.009186478331685066,
0.004155471920967102,
0.04193567484617233,
-0.02418253943324089,
-0.017494626343250275,
0.008319156244397163,
0.054025620222091675,
0.015212275087833405,
-0.015465409494936466,
0.09306047111749649,
-0.09982899576425552,
-0.05354698747396469,
-0.054567016661167145,
-0.049909528344869614,
-0.08152241259813309,
0.06398796290159225,
-0.05748089402914047,
-0.10182687640190125,
0.12162716686725616,
0.11460299044847488,
-0.0694836676120758,
0.05918196588754654,
0.026982342824339867,
0.00761039974167943,
0.060167375952005386,
-0.08652590960264206,
0.0198984332382679,
0.020926691591739655,
-0.03053290583193302,
0.07531044632196426,
0.025981293991208076,
-0.02338438853621483,
0.039251312613487244,
0.047616489231586456,
-0.041398849338293076,
0.04091201350092888,
-0.053068600594997406,
0.04926161840558052,
-0.047687552869319916,
0.03309882432222366,
0.04023809731006622,
-0.030999578535556793,
-0.14462162554264069,
0.027312831953167915,
-0.06825489550828934,
0.057097192853689194,
0.04894949868321419,
-0.0059785689227283,
-0.09220553934574127,
-0.07693295180797577,
0.05960557609796524,
-0.008356546051800251,
-0.005028406158089638,
0.0178079716861248,
-0.013460706919431686,
-0.01419566385447979,
0.02150760218501091,
0.1154431626200676,
0.041669923812150955,
-0.030781006440520287,
0.019783109426498413,
-0.01942303776741028,
-0.01706198789179325,
-0.0030957525596022606,
0.013988056220114231,
0.012156600132584572,
-0.02834336832165718,
-0.0001643220748519525,
0.09228521585464478,
-0.038270168006420135,
0.024518845602869987,
-0.05878534913063049,
-0.03393782675266266,
0.004867324139922857,
-0.01278474647551775,
0.03741729259490967,
-0.0567757748067379,
-4.466414793569129e-8,
0.0004221978015266359,
-0.0718909502029419,
0.018536332994699478,
-0.06476189941167831,
0.1178465411067009,
0.05044320970773697,
-0.032608527690172195,
0.004295044578611851,
0.009514930658042431,
-0.051245808601379395,
0.06952932476997375,
0.024496525526046753,
-0.035910069942474365,
0.06404347717761993,
0.009580048732459545,
-0.014402586035430431,
-0.07305271923542023,
0.01630435138940811,
0.02302953042089939,
-0.04866516962647438,
-0.07169448584318161,
-0.08693442493677139,
0.009318561293184757,
0.05600747838616371,
-0.05104184150695801,
0.0410725399851799,
0.07353683561086655,
-0.0025493595749139786,
-0.00859930831938982,
0.011744082905352116,
-0.007654933258891106,
-0.020777342841029167,
-0.02365357242524624,
0.028039604425430298,
0.04650605842471123,
-0.025995343923568726,
-0.011351684108376503,
-0.03267064318060875,
0.013533949851989746,
-0.006388131994754076,
0.04352413862943649,
-0.005181418266147375,
0.0361584797501564,
0.018864937126636505,
0.056172050535678864,
0.004251305479556322,
-0.008297905325889587,
0.004123353864997625,
0.0032795509323477745,
-0.03855479508638382,
0.031608499586582184,
0.014152748510241508,
0.016383646056056023,
0.006465606857091188,
-0.013912064954638481,
0.029089169576764107,
0.0791398361325264,
-0.06993730366230011,
-0.09849201142787933,
0.031176447868347168,
0.032334309071302414,
0.009204075671732426,
0.03458457440137863,
-0.013128543272614479
] | null | null | null | null | null | null | null |
[
-0.0011800037464126945,
0.03780432417988777,
0.06897939741611481,
-0.06009102612733841,
0.051566120237112045,
-0.01726369932293892,
0.04728199169039726,
0.0630127564072609,
0.10240105539560318,
0.02647186443209648,
-0.0038567727897316217,
-0.015435724519193172,
0.08803495764732361,
-0.09348006546497345,
0.03083031438291073,
-0.053826358169317245,
-0.023568935692310333,
-0.013526249676942825,
0.03248772397637367,
-0.02406184934079647,
0.030882783234119415,
0.049558430910110474,
0.04280822351574898,
-0.05022870749235153,
0.01881272904574871,
-0.10923170298337936,
-0.005399442743510008,
-0.05851484835147858,
0.018522007390856743,
0.03478231653571129,
-0.04024030268192291,
0.02113000862300396,
0.027646100148558617,
-0.01081602368503809,
0.029751218855381012,
-0.03298671543598175,
0.019990025088191032,
0.04275983199477196,
0.055003948509693146,
0.07827738672494888,
0.04063243046402931,
0.07491680234670639,
0.05276286229491234,
0.0492728054523468,
-0.03330724686384201,
0.06135065481066704,
0.02409728243947029,
-0.02446581982076168,
-0.05653517320752144,
-0.026127440854907036,
-0.03678073734045029,
0.09826312959194183,
-0.002833801554515958,
-0.05639292299747467,
-0.003305086400359869,
-0.07981161773204803,
-0.009492221288383007,
-0.07916069775819778,
-0.007831559516489506,
0.05705627426505089,
0.005480215884745121,
-0.1254543513059616,
-0.01189644169062376,
-0.014822498895227909,
0.04392217472195625,
0.010488025844097137,
0.1023143008351326,
-0.023501601070165634,
0.00823928788304329,
0.1032489612698555,
-0.12815114855766296,
-0.01685381308197975,
-0.17287129163742065,
0.01156189851462841,
0.002660765778273344,
-0.007523477543145418,
-0.0514395572245121,
-0.03457694128155708,
-0.06011660024523735,
-0.09818705171346664,
-0.041785549372434616,
0.07342494279146194,
0.062026247382164,
-0.05247016251087189,
0.035649172961711884,
-0.005633709020912647,
0.06466270983219147,
0.05568506196141243,
0.05057581514120102,
-0.061339862644672394,
-0.049715206027030945,
-0.06875339895486832,
-0.0242023728787899,
0.0870833769440651,
0.005278769880533218,
-0.019534694030880928,
-0.015885379165410995,
-0.025398563593626022,
0.03106001578271389,
0.057005949318408966,
0.04070504382252693,
-0.0650063157081604,
0.11616725474596024,
-0.026246091350913048,
-0.022557124495506287,
-0.057877711951732635,
0.03214956820011139,
0.0014512635534629226,
0.027599342167377472,
-0.0007638949318788946,
0.022457236424088478,
-0.007840660400688648,
0.0030743845272809267,
-0.024988770484924316,
-0.08238185197114944,
-0.06588419526815414,
-0.07353628426790237,
0.09485730528831482,
-0.019175749272108078,
-0.07702121138572693,
0.05535547807812691,
0.03157033026218414,
0.034372735768556595,
0.012719412334263325,
-0.013924472965300083,
-0.020932087674736977,
-0.010575256310403347,
2.8150176680255654e-33,
0.03295597434043884,
-0.04506911337375641,
0.09546925872564316,
0.01928197406232357,
0.03380570560693741,
0.14313562214374542,
-0.0075644017197191715,
-0.06818816065788269,
0.02923540771007538,
0.018733147531747818,
0.02926856093108654,
-0.015944713726639748,
-0.038948219269514084,
-0.03587420657277107,
0.08107852935791016,
0.04035285860300064,
-0.030993299558758736,
0.01228388026356697,
0.02518555149435997,
-0.07421412318944931,
0.07374901324510574,
-0.05990535765886307,
0.003441937267780304,
-0.017550133168697357,
0.01775047369301319,
-0.026951171457767487,
-0.0570431649684906,
-0.017537826672196388,
-0.02783360332250595,
-0.009251833893358707,
-0.03955681994557381,
-0.013052194379270077,
0.062363170087337494,
-0.036749567836523056,
-0.030751563608646393,
-0.06290531158447266,
-0.013509774580597878,
-0.03177449107170105,
-0.06979601085186005,
-0.044338129460811615,
-0.00014734583965037018,
0.08223481476306915,
0.08634515106678009,
-0.05098292604088783,
-0.11147470772266388,
-0.08716069161891937,
0.06370916217565536,
-0.00007162785914260894,
0.008025324903428555,
-0.030182935297489166,
0.00292556406930089,
-0.052501969039440155,
0.0024686690885573626,
-0.025828424841165543,
0.05378344655036926,
0.034023869782686234,
-0.04971965402364731,
0.048797816038131714,
0.011302177794277668,
0.08131776005029678,
-0.01749543473124504,
0.040538813918828964,
0.05751455947756767,
-0.005901281721889973,
0.052552834153175354,
0.08928174525499344,
-0.04709900543093681,
0.0031198749784380198,
0.11824210733175278,
0.01385832391679287,
0.04949861764907837,
0.013544588349759579,
-0.0234768558293581,
-0.010090911760926247,
0.0065075489692389965,
-0.00013137870701029897,
-0.059429921209812164,
-0.07304862141609192,
-0.029370687901973724,
0.09662038087844849,
-0.03256581723690033,
-0.17826196551322937,
-0.024796083569526672,
-0.047323208302259445,
-0.038925107568502426,
-0.008022322319447994,
0.04475943371653557,
0.03771389648318291,
-0.016770340502262115,
0.052571095526218414,
-0.047745831310749054,
-0.03471055254340172,
-0.009744379669427872,
0.05987855792045593,
0.023870106786489487,
-4.949308761541852e-33,
-0.041022662073373795,
-0.031435802578926086,
0.05594862625002861,
-0.004881671164184809,
0.041119761765003204,
-0.018670998513698578,
0.03968274965882301,
0.014612279832363129,
-0.12204257398843765,
-0.04967505484819412,
-0.03224710747599602,
0.012736189179122448,
0.027255002409219742,
-0.014054466038942337,
0.01543685607612133,
0.015692736953496933,
0.041705310344696045,
0.05286949872970581,
-0.009186478331685066,
0.004155471920967102,
0.04193567484617233,
-0.02418253943324089,
-0.017494626343250275,
0.008319156244397163,
0.054025620222091675,
0.015212275087833405,
-0.015465409494936466,
0.09306047111749649,
-0.09982899576425552,
-0.05354698747396469,
-0.054567016661167145,
-0.049909528344869614,
-0.08152241259813309,
0.06398796290159225,
-0.05748089402914047,
-0.10182687640190125,
0.12162716686725616,
0.11460299044847488,
-0.0694836676120758,
0.05918196588754654,
0.026982342824339867,
0.00761039974167943,
0.060167375952005386,
-0.08652590960264206,
0.0198984332382679,
0.020926691591739655,
-0.03053290583193302,
0.07531044632196426,
0.025981293991208076,
-0.02338438853621483,
0.039251312613487244,
0.047616489231586456,
-0.041398849338293076,
0.04091201350092888,
-0.053068600594997406,
0.04926161840558052,
-0.047687552869319916,
0.03309882432222366,
0.04023809731006622,
-0.030999578535556793,
-0.14462162554264069,
0.027312831953167915,
-0.06825489550828934,
0.057097192853689194,
0.04894949868321419,
-0.0059785689227283,
-0.09220553934574127,
-0.07693295180797577,
0.05960557609796524,
-0.008356546051800251,
-0.005028406158089638,
0.0178079716861248,
-0.013460706919431686,
-0.01419566385447979,
0.02150760218501091,
0.1154431626200676,
0.041669923812150955,
-0.030781006440520287,
0.019783109426498413,
-0.01942303776741028,
-0.01706198789179325,
-0.0030957525596022606,
0.013988056220114231,
0.012156600132584572,
-0.02834336832165718,
-0.0001643220748519525,
0.09228521585464478,
-0.038270168006420135,
0.024518845602869987,
-0.05878534913063049,
-0.03393782675266266,
0.004867324139922857,
-0.01278474647551775,
0.03741729259490967,
-0.0567757748067379,
-4.466414793569129e-8,
0.0004221978015266359,
-0.0718909502029419,
0.018536332994699478,
-0.06476189941167831,
0.1178465411067009,
0.05044320970773697,
-0.032608527690172195,
0.004295044578611851,
0.009514930658042431,
-0.051245808601379395,
0.06952932476997375,
0.024496525526046753,
-0.035910069942474365,
0.06404347717761993,
0.009580048732459545,
-0.014402586035430431,
-0.07305271923542023,
0.01630435138940811,
0.02302953042089939,
-0.04866516962647438,
-0.07169448584318161,
-0.08693442493677139,
0.009318561293184757,
0.05600747838616371,
-0.05104184150695801,
0.0410725399851799,
0.07353683561086655,
-0.0025493595749139786,
-0.00859930831938982,
0.011744082905352116,
-0.007654933258891106,
-0.020777342841029167,
-0.02365357242524624,
0.028039604425430298,
0.04650605842471123,
-0.025995343923568726,
-0.011351684108376503,
-0.03267064318060875,
0.013533949851989746,
-0.006388131994754076,
0.04352413862943649,
-0.005181418266147375,
0.0361584797501564,
0.018864937126636505,
0.056172050535678864,
0.004251305479556322,
-0.008297905325889587,
0.004123353864997625,
0.0032795509323477745,
-0.03855479508638382,
0.031608499586582184,
0.014152748510241508,
0.016383646056056023,
0.006465606857091188,
-0.013912064954638481,
0.029089169576764107,
0.0791398361325264,
-0.06993730366230011,
-0.09849201142787933,
0.031176447868347168,
0.032334309071302414,
0.009204075671732426,
0.03458457440137863,
-0.013128543272614479
] |
1401.3807
|
Son Hoang Dau
|
Son Hoang Dau and Wentu Song and Chau Yuen
|
On the Existence of MDS Codes Over Small Fields With Constrained
Generator Matrices
|
8 pages
| null | null | null |
cs.IT cs.DM math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We study the existence over small fields of Maximum Distance Separable (MDS)
codes with generator matrices having specified supports (i.e. having specified
locations of zero entries). This problem unifies and simplifies the problems
posed in recent works of Yan and Sprintson (NetCod'13) on weakly secure
cooperative data exchange, of Halbawi et al. (arxiv'13) on distributed
Reed-Solomon codes for simple multiple access networks, and of Dau et al.
(ISIT'13) on MDS codes with balanced and sparse generator matrices. We
conjecture that there exist such $[n,k]_q$ MDS codes as long as $q \geq n + k -
1$, if the specified supports of the generator matrices satisfy the so-called
MDS condition, which can be verified in polynomial time. We propose a
combinatorial approach to tackle the conjecture, and prove that the conjecture
holds for a special case when the sets of zero coordinates of rows of the
generator matrix share with each other (pairwise) at most one common element.
Based on our numerical result, the conjecture is also verified for all $k \leq
7$. Our approach is based on a novel generalization of the well-known Hall's
marriage theorem, which allows (overlapping) multiple representatives instead
of a single representative for each subset.
|
[
{
"created": "Thu, 16 Jan 2014 01:24:33 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Dau",
"Son Hoang",
""
],
[
"Song",
"Wentu",
""
],
[
"Yuen",
"Chau",
""
]
] |
[
-0.0922110378742218,
0.05274653434753418,
-0.1474035531282425,
-0.04436847195029259,
-0.0037404580507427454,
0.00593965221196413,
0.0043570175766944885,
-0.10082858055830002,
0.029750188812613487,
0.004271761979907751,
0.015437724068760872,
0.10308009386062622,
0.11469785124063492,
-0.05838601663708687,
-0.0003823736624326557,
0.09043578058481216,
-0.022203991189599037,
-0.037992119789123535,
-0.06969262659549713,
0.05381688475608826,
-0.0672028586268425,
-0.05720659717917442,
-0.0345979742705822,
0.021926354616880417,
0.05728604644536972,
-0.005135419312864542,
0.00011348960833856836,
0.05478484183549881,
0.012372116558253765,
0.010352026671171188,
0.025113128125667572,
0.040928833186626434,
0.03480077534914017,
0.00933198630809784,
0.021719716489315033,
0.11056046187877655,
-0.007251819595694542,
0.0487695038318634,
0.03056148812174797,
0.09374454617500305,
-0.03805113583803177,
0.08545614033937454,
0.03247278183698654,
-0.016341498121619225,
-0.07874631136655807,
-0.06510768085718155,
-0.03366430476307869,
0.06057838723063469,
-0.07136232405900955,
-0.12001558393239975,
-0.009592846967279911,
0.04548664763569832,
0.05196494981646538,
0.03924351558089256,
-0.015463943593204021,
-0.19771799445152283,
-0.09314534068107605,
-0.08139511197805405,
-0.036272574216127396,
0.03175290301442146,
0.05611620098352432,
-0.013048919849097729,
0.00843760371208191,
0.002211259910836816,
0.012037646025419235,
0.0529182106256485,
-0.02589724399149418,
0.05832669511437416,
-0.07095178961753845,
-0.01718374341726303,
-0.02967783249914646,
-0.06969310343265533,
-0.05722756311297417,
0.10447603464126587,
0.02822876162827015,
0.05990717187523842,
0.037434253841638565,
-0.033931583166122437,
0.019765319302678108,
-0.017308559268712997,
-0.011412600986659527,
0.008222437463700771,
-0.053385086357593536,
-0.041424114257097244,
0.005623107310384512,
-0.0040748026221990585,
-0.02616903744637966,
0.0718727558851242,
0.03379985690116882,
0.018310531973838806,
-0.026017282158136368,
0.013341138139367104,
0.045804161578416824,
0.06187113747000694,
-0.0015136122237890959,
-0.05087507516145706,
-0.018943801522254944,
-0.011553417891263962,
-0.00484577426686883,
0.05958552286028862,
0.014861858449876308,
0.03878611698746681,
0.022713053971529007,
-0.03584705665707588,
0.010157370939850807,
0.11157375574111938,
0.030162278562784195,
0.06242327764630318,
-0.020069709047675133,
-0.02967037260532379,
-0.002460481831803918,
0.041612666100263596,
-0.05737411603331566,
0.01355045847594738,
-0.06610261648893356,
0.0088020795956254,
0.024507129564881325,
0.07759591937065125,
0.031270403414964676,
0.006174877751618624,
0.03111015446484089,
-0.06368707865476608,
-0.006281700450927019,
-0.05292293056845665,
0.0027131156530231237,
0.05662086233496666,
0.010988387279212475,
3.3381824491185634e-33,
0.03985043987631798,
0.08491504937410355,
0.014812046661973,
0.009130709804594517,
0.07413986325263977,
-0.025194423273205757,
0.027646400034427643,
-0.001515121664851904,
-0.02857687510550022,
-0.0013591202441602945,
-0.011051485314965248,
0.07582824677228928,
0.10144072026014328,
-0.00637257844209671,
-0.013536530546844006,
-0.0005820388905704021,
0.05254809558391571,
-0.07872767746448517,
0.06347807496786118,
-0.05008014664053917,
0.0730259120464325,
-0.019538024440407753,
-0.05076673626899719,
0.028773747384548187,
0.06277697533369064,
-0.025224054232239723,
-0.002778685186058283,
-0.09312235563993454,
0.050707053393125534,
0.01807282865047455,
-0.1164657399058342,
0.00559680862352252,
0.04192496836185455,
0.0747598335146904,
-0.02653362601995468,
0.05743628367781639,
-0.0604635551571846,
-0.023354800418019295,
-0.0007081097573973238,
-0.05182201415300369,
0.02944912761449814,
-0.00030455642263405025,
-0.03629252687096596,
-0.053750816732645035,
-0.008369370363652706,
-0.011245653964579105,
-0.006120916921645403,
0.07419192790985107,
-0.0054994323290884495,
-0.000721645075827837,
0.05432267487049103,
0.007321603130549192,
-0.11069217324256897,
-0.025810379534959793,
0.06218894571065903,
-0.03692375496029854,
-0.026322318241000175,
-0.04365459829568863,
0.12037920206785202,
0.18630659580230713,
-0.025266176089644432,
-0.04405068978667259,
-0.04713495448231697,
-0.03713662177324295,
0.0052281212992966175,
-0.0124590415507555,
0.0075792656280100346,
-0.08134257793426514,
0.0762944370508194,
0.03569616749882698,
0.015294593758881092,
0.012512181885540485,
-0.018135372549295425,
-0.07165373861789703,
0.0564216785132885,
-0.02551642246544361,
0.10523674637079239,
-0.06635665148496628,
0.020938696339726448,
0.0011135977692902088,
-0.02394447848200798,
-0.014700476080179214,
-0.000011811471267719753,
0.04713190346956253,
-0.08408651500940323,
-0.005871746223419905,
-0.032512713223695755,
-0.04252058267593384,
-0.11169301718473434,
-0.04201030358672142,
-0.02944006770849228,
-0.042312465608119965,
-0.002356235170736909,
-0.06578685343265533,
0.043487682938575745,
-3.856061913736677e-33,
0.013018972240388393,
-0.03809983655810356,
0.02595094032585621,
-0.019111916422843933,
-0.015212193131446838,
-0.0809943825006485,
0.013948195613920689,
0.030388163402676582,
-0.0409773588180542,
0.008561491966247559,
-0.03549211472272873,
-0.051359500735998154,
0.03503900766372681,
-0.005868822336196899,
0.05589370056986809,
-0.047767192125320435,
0.03990812227129936,
0.08390320837497711,
0.02299976907670498,
0.08727788180112839,
0.06478811055421829,
0.10834458470344543,
0.002457103691995144,
0.012335083447396755,
0.06362507492303848,
0.02507687173783779,
-0.06992614269256592,
-0.005031009670346975,
0.022839197888970375,
0.03306208550930023,
0.046789269894361496,
-0.11966123431921005,
-0.07984772324562073,
-0.07242464274168015,
-0.01208351831883192,
0.008932031691074371,
0.018968258053064346,
0.03424210101366043,
-0.03769802674651146,
0.053303882479667664,
-0.004364240448921919,
-0.03302178159356117,
-0.017193078994750977,
0.05752461031079292,
0.0202947985380888,
-0.04126014560461044,
-0.016718542203307152,
-0.0059940083883702755,
-0.018342038616538048,
-0.03196243941783905,
0.015514389611780643,
0.01813415251672268,
0.0031747056636959314,
0.09013160318136215,
-0.01723642833530903,
-0.00938708707690239,
0.006149684078991413,
0.09530076384544373,
0.007124508731067181,
-0.010067809373140335,
-0.04480522871017456,
-0.06407271325588226,
-0.02807203121483326,
0.08927827328443527,
0.045984383672475815,
-0.07049697637557983,
-0.013132508844137192,
0.011207363568246365,
0.010405220091342926,
0.04722601920366287,
-0.013826378621160984,
-0.06085449084639549,
-0.032259389758110046,
-0.03839436545968056,
0.005422287154942751,
0.04917892441153526,
-0.016748489812016487,
0.014858747832477093,
-0.024262549355626106,
0.04301963746547699,
-0.02518681064248085,
0.03858431801199913,
-0.0308794304728508,
0.03343907743692398,
0.02191074751317501,
-0.03673011064529419,
0.1560448855161667,
-0.07622316479682922,
-0.011880139820277691,
-0.047670695930719376,
0.030597062781453133,
-0.0071989442221820354,
0.07402129471302032,
0.02942393347620964,
0.004114363342523575,
-4.5432635431552626e-8,
-0.07542391866445541,
-0.014602587558329105,
-0.07772739231586456,
-0.04548075795173645,
0.09550393372774124,
-0.01530834473669529,
-0.006473522633314133,
-0.018299207091331482,
0.005864270497113466,
0.033936746418476105,
0.10360268503427505,
0.057671353220939636,
-0.027707144618034363,
-0.0024856599047780037,
-0.07879313826560974,
-0.00035507645225152373,
-0.0720510184764862,
-0.0713028833270073,
0.03166867420077324,
0.02547488547861576,
-0.017872067168354988,
0.012688281945884228,
0.0114441541954875,
0.03448449820280075,
-0.06436760723590851,
-0.0233630184084177,
-0.00022231461480259895,
-0.07656800746917725,
0.0188811793923378,
0.04158060997724533,
-0.004138983320444822,
-0.03910774365067482,
0.09470600634813309,
-0.05539344623684883,
-0.010904582217335701,
0.015980809926986694,
-0.04495296999812126,
-0.02619282528758049,
-0.028449153527617455,
-0.05132078006863594,
0.0510307215154171,
-0.06057719513773918,
-0.04549982398748398,
-0.01312607154250145,
0.026414433494210243,
-0.05344803258776665,
-0.019822973757982254,
0.03250711411237717,
-0.04950393736362457,
0.01877526566386223,
-0.0324663370847702,
-0.0345928855240345,
-0.018876923248171806,
-0.012811772525310516,
0.030370263382792473,
-0.05291710048913956,
-0.06743964552879333,
-0.056613463908433914,
0.14372237026691437,
-0.04278002679347992,
-0.019201425835490227,
0.08983749151229858,
-0.0076779262162745,
0.02492316998541355
] | null | null | null | null | null | null | null |
[
-0.0922110378742218,
0.05274653434753418,
-0.1474035531282425,
-0.04436847195029259,
-0.0037404580507427454,
0.00593965221196413,
0.0043570175766944885,
-0.10082858055830002,
0.029750188812613487,
0.004271761979907751,
0.015437724068760872,
0.10308009386062622,
0.11469785124063492,
-0.05838601663708687,
-0.0003823736624326557,
0.09043578058481216,
-0.022203991189599037,
-0.037992119789123535,
-0.06969262659549713,
0.05381688475608826,
-0.0672028586268425,
-0.05720659717917442,
-0.0345979742705822,
0.021926354616880417,
0.05728604644536972,
-0.005135419312864542,
0.00011348960833856836,
0.05478484183549881,
0.012372116558253765,
0.010352026671171188,
0.025113128125667572,
0.040928833186626434,
0.03480077534914017,
0.00933198630809784,
0.021719716489315033,
0.11056046187877655,
-0.007251819595694542,
0.0487695038318634,
0.03056148812174797,
0.09374454617500305,
-0.03805113583803177,
0.08545614033937454,
0.03247278183698654,
-0.016341498121619225,
-0.07874631136655807,
-0.06510768085718155,
-0.03366430476307869,
0.06057838723063469,
-0.07136232405900955,
-0.12001558393239975,
-0.009592846967279911,
0.04548664763569832,
0.05196494981646538,
0.03924351558089256,
-0.015463943593204021,
-0.19771799445152283,
-0.09314534068107605,
-0.08139511197805405,
-0.036272574216127396,
0.03175290301442146,
0.05611620098352432,
-0.013048919849097729,
0.00843760371208191,
0.002211259910836816,
0.012037646025419235,
0.0529182106256485,
-0.02589724399149418,
0.05832669511437416,
-0.07095178961753845,
-0.01718374341726303,
-0.02967783249914646,
-0.06969310343265533,
-0.05722756311297417,
0.10447603464126587,
0.02822876162827015,
0.05990717187523842,
0.037434253841638565,
-0.033931583166122437,
0.019765319302678108,
-0.017308559268712997,
-0.011412600986659527,
0.008222437463700771,
-0.053385086357593536,
-0.041424114257097244,
0.005623107310384512,
-0.0040748026221990585,
-0.02616903744637966,
0.0718727558851242,
0.03379985690116882,
0.018310531973838806,
-0.026017282158136368,
0.013341138139367104,
0.045804161578416824,
0.06187113747000694,
-0.0015136122237890959,
-0.05087507516145706,
-0.018943801522254944,
-0.011553417891263962,
-0.00484577426686883,
0.05958552286028862,
0.014861858449876308,
0.03878611698746681,
0.022713053971529007,
-0.03584705665707588,
0.010157370939850807,
0.11157375574111938,
0.030162278562784195,
0.06242327764630318,
-0.020069709047675133,
-0.02967037260532379,
-0.002460481831803918,
0.041612666100263596,
-0.05737411603331566,
0.01355045847594738,
-0.06610261648893356,
0.0088020795956254,
0.024507129564881325,
0.07759591937065125,
0.031270403414964676,
0.006174877751618624,
0.03111015446484089,
-0.06368707865476608,
-0.006281700450927019,
-0.05292293056845665,
0.0027131156530231237,
0.05662086233496666,
0.010988387279212475,
3.3381824491185634e-33,
0.03985043987631798,
0.08491504937410355,
0.014812046661973,
0.009130709804594517,
0.07413986325263977,
-0.025194423273205757,
0.027646400034427643,
-0.001515121664851904,
-0.02857687510550022,
-0.0013591202441602945,
-0.011051485314965248,
0.07582824677228928,
0.10144072026014328,
-0.00637257844209671,
-0.013536530546844006,
-0.0005820388905704021,
0.05254809558391571,
-0.07872767746448517,
0.06347807496786118,
-0.05008014664053917,
0.0730259120464325,
-0.019538024440407753,
-0.05076673626899719,
0.028773747384548187,
0.06277697533369064,
-0.025224054232239723,
-0.002778685186058283,
-0.09312235563993454,
0.050707053393125534,
0.01807282865047455,
-0.1164657399058342,
0.00559680862352252,
0.04192496836185455,
0.0747598335146904,
-0.02653362601995468,
0.05743628367781639,
-0.0604635551571846,
-0.023354800418019295,
-0.0007081097573973238,
-0.05182201415300369,
0.02944912761449814,
-0.00030455642263405025,
-0.03629252687096596,
-0.053750816732645035,
-0.008369370363652706,
-0.011245653964579105,
-0.006120916921645403,
0.07419192790985107,
-0.0054994323290884495,
-0.000721645075827837,
0.05432267487049103,
0.007321603130549192,
-0.11069217324256897,
-0.025810379534959793,
0.06218894571065903,
-0.03692375496029854,
-0.026322318241000175,
-0.04365459829568863,
0.12037920206785202,
0.18630659580230713,
-0.025266176089644432,
-0.04405068978667259,
-0.04713495448231697,
-0.03713662177324295,
0.0052281212992966175,
-0.0124590415507555,
0.0075792656280100346,
-0.08134257793426514,
0.0762944370508194,
0.03569616749882698,
0.015294593758881092,
0.012512181885540485,
-0.018135372549295425,
-0.07165373861789703,
0.0564216785132885,
-0.02551642246544361,
0.10523674637079239,
-0.06635665148496628,
0.020938696339726448,
0.0011135977692902088,
-0.02394447848200798,
-0.014700476080179214,
-0.000011811471267719753,
0.04713190346956253,
-0.08408651500940323,
-0.005871746223419905,
-0.032512713223695755,
-0.04252058267593384,
-0.11169301718473434,
-0.04201030358672142,
-0.02944006770849228,
-0.042312465608119965,
-0.002356235170736909,
-0.06578685343265533,
0.043487682938575745,
-3.856061913736677e-33,
0.013018972240388393,
-0.03809983655810356,
0.02595094032585621,
-0.019111916422843933,
-0.015212193131446838,
-0.0809943825006485,
0.013948195613920689,
0.030388163402676582,
-0.0409773588180542,
0.008561491966247559,
-0.03549211472272873,
-0.051359500735998154,
0.03503900766372681,
-0.005868822336196899,
0.05589370056986809,
-0.047767192125320435,
0.03990812227129936,
0.08390320837497711,
0.02299976907670498,
0.08727788180112839,
0.06478811055421829,
0.10834458470344543,
0.002457103691995144,
0.012335083447396755,
0.06362507492303848,
0.02507687173783779,
-0.06992614269256592,
-0.005031009670346975,
0.022839197888970375,
0.03306208550930023,
0.046789269894361496,
-0.11966123431921005,
-0.07984772324562073,
-0.07242464274168015,
-0.01208351831883192,
0.008932031691074371,
0.018968258053064346,
0.03424210101366043,
-0.03769802674651146,
0.053303882479667664,
-0.004364240448921919,
-0.03302178159356117,
-0.017193078994750977,
0.05752461031079292,
0.0202947985380888,
-0.04126014560461044,
-0.016718542203307152,
-0.0059940083883702755,
-0.018342038616538048,
-0.03196243941783905,
0.015514389611780643,
0.01813415251672268,
0.0031747056636959314,
0.09013160318136215,
-0.01723642833530903,
-0.00938708707690239,
0.006149684078991413,
0.09530076384544373,
0.007124508731067181,
-0.010067809373140335,
-0.04480522871017456,
-0.06407271325588226,
-0.02807203121483326,
0.08927827328443527,
0.045984383672475815,
-0.07049697637557983,
-0.013132508844137192,
0.011207363568246365,
0.010405220091342926,
0.04722601920366287,
-0.013826378621160984,
-0.06085449084639549,
-0.032259389758110046,
-0.03839436545968056,
0.005422287154942751,
0.04917892441153526,
-0.016748489812016487,
0.014858747832477093,
-0.024262549355626106,
0.04301963746547699,
-0.02518681064248085,
0.03858431801199913,
-0.0308794304728508,
0.03343907743692398,
0.02191074751317501,
-0.03673011064529419,
0.1560448855161667,
-0.07622316479682922,
-0.011880139820277691,
-0.047670695930719376,
0.030597062781453133,
-0.0071989442221820354,
0.07402129471302032,
0.02942393347620964,
0.004114363342523575,
-4.5432635431552626e-8,
-0.07542391866445541,
-0.014602587558329105,
-0.07772739231586456,
-0.04548075795173645,
0.09550393372774124,
-0.01530834473669529,
-0.006473522633314133,
-0.018299207091331482,
0.005864270497113466,
0.033936746418476105,
0.10360268503427505,
0.057671353220939636,
-0.027707144618034363,
-0.0024856599047780037,
-0.07879313826560974,
-0.00035507645225152373,
-0.0720510184764862,
-0.0713028833270073,
0.03166867420077324,
0.02547488547861576,
-0.017872067168354988,
0.012688281945884228,
0.0114441541954875,
0.03448449820280075,
-0.06436760723590851,
-0.0233630184084177,
-0.00022231461480259895,
-0.07656800746917725,
0.0188811793923378,
0.04158060997724533,
-0.004138983320444822,
-0.03910774365067482,
0.09470600634813309,
-0.05539344623684883,
-0.010904582217335701,
0.015980809926986694,
-0.04495296999812126,
-0.02619282528758049,
-0.028449153527617455,
-0.05132078006863594,
0.0510307215154171,
-0.06057719513773918,
-0.04549982398748398,
-0.01312607154250145,
0.026414433494210243,
-0.05344803258776665,
-0.019822973757982254,
0.03250711411237717,
-0.04950393736362457,
0.01877526566386223,
-0.0324663370847702,
-0.0345928855240345,
-0.018876923248171806,
-0.012811772525310516,
0.030370263382792473,
-0.05291710048913956,
-0.06743964552879333,
-0.056613463908433914,
0.14372237026691437,
-0.04278002679347992,
-0.019201425835490227,
0.08983749151229858,
-0.0076779262162745,
0.02492316998541355
] |
1401.3809
|
Shigeaki Kuzuoka
|
Shigeaki Kuzuoka and Shun Watanabe
|
An Information-Spectrum Approach to Weak Variable-Length Source Coding
with Side-Information
|
54 pages, 2 figure
| null | null | null |
cs.IT math.IT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper studies variable-length (VL) source coding of general sources with
side-information. Novel one-shot coding theorems for coding with common
side-information available at the encoder and the decoder and Slepian- Wolf
(SW) coding (i.e., with side-information only at the decoder) are given, and
then, are applied to asymptotic analyses of these coding problems. Especially,
a general formula for the infimum of the coding rate asymptotically achievable
by weak VL-SW coding (i.e., VL-SW coding with vanishing error probability) is
derived. Further, the general formula is applied to investigating weak VL-SW
coding of mixed sources. Our results derive and extend several known results on
SW coding and weak VL coding, e.g., the optimal achievable rate of VL-SW coding
for mixture of i.i.d. sources is given for countably infinite alphabet case
with mild condition. In addition, the usefulness of the encoder
side-information is investigated. Our result shows that if the encoder
side-information is useless in weak VL coding then it is also useless even in
the case where the error probability may be positive asymptotically.
|
[
{
"created": "Thu, 16 Jan 2014 01:52:04 GMT",
"version": "v1"
},
{
"created": "Tue, 8 Apr 2014 00:55:26 GMT",
"version": "v2"
}
] |
2014-04-09
|
[
[
"Kuzuoka",
"Shigeaki",
""
],
[
"Watanabe",
"Shun",
""
]
] |
[
-0.016819462180137634,
-0.027319476008415222,
0.000036986843042541295,
0.022220496088266373,
0.060686126351356506,
0.023717978969216347,
0.009850047528743744,
-0.023478714749217033,
0.034694917500019073,
-0.01982610858976841,
0.03589693456888199,
0.03842822462320328,
0.10043106973171234,
-0.09355282783508301,
-0.01286481972783804,
0.009283428080379963,
-0.0015021153958514333,
0.027994953095912933,
-0.1386081427335739,
-0.012577410787343979,
0.00932127796113491,
-0.024594416841864586,
-0.010726323351264,
0.0045260051265358925,
0.05829625949263573,
-0.02633526176214218,
-0.06490887701511383,
0.01986093819141388,
0.058710865676403046,
-0.02572202868759632,
0.00023433896421920508,
0.061182424426078796,
0.04158401861786842,
0.0059148697182536125,
-0.002799269277602434,
0.0450114831328392,
-0.047998905181884766,
0.02358386665582657,
0.014173062518239021,
0.07931941747665405,
-0.06822283565998077,
0.11720289289951324,
-0.013992340303957462,
0.05426954850554466,
-0.10580562055110931,
-0.01639542356133461,
-0.010890883393585682,
-0.02230966091156006,
-0.10161062330007553,
-0.027717888355255127,
-0.00978485681116581,
0.08888379484415054,
-0.025477755814790726,
-0.005631663836538792,
-0.016095442697405815,
-0.1805301159620285,
-0.04773591831326485,
0.032820917665958405,
-0.03481524437665939,
0.0941246747970581,
0.026418687775731087,
-0.04675111174583435,
-0.04662362486124039,
-0.04871068894863129,
-0.006609141826629639,
-0.040525928139686584,
0.08133590221405029,
0.0362551286816597,
-0.10237222164869308,
0.030530277639627457,
-0.06580927222967148,
-0.03730057179927826,
-0.11949516832828522,
0.08326507359743118,
0.03324328735470772,
-0.008073167875409126,
0.06331643462181091,
0.030731448903679848,
0.02251354791224003,
-0.019145451486110687,
-0.0055315569043159485,
-0.018800893798470497,
-0.015722230076789856,
-0.04693761467933655,
0.0369778536260128,
0.003079077461734414,
0.01778639666736126,
0.12181275337934494,
0.026572028174996376,
0.013750622048974037,
-0.11162952333688736,
-0.08399646729230881,
0.11989519745111465,
0.013952860608696938,
0.1380302906036377,
-0.012617118656635284,
-0.024725094437599182,
0.013931185007095337,
0.036348938941955566,
0.03888590261340141,
-0.03703424334526062,
-0.03878657892346382,
0.03482066094875336,
-0.033665984869003296,
0.024907361716032028,
-0.0012166154338046908,
0.06120956689119339,
0.08660851418972015,
0.03210132569074631,
0.0005856883944943547,
0.006628226023167372,
0.0752461776137352,
0.047578901052474976,
-0.022626377642154694,
0.019770585000514984,
-0.025244805961847305,
0.038146402686834335,
0.021918712183833122,
-0.009691229090094566,
-0.037154678255319595,
0.021359292790293694,
-0.0474214181303978,
-0.011719351634383202,
-0.028012113645672798,
-0.027048654854297638,
-0.00790997315198183,
0.09273950010538101,
1.8957715347909362e-33,
0.024952299892902374,
0.07509443163871765,
-0.06184255704283714,
0.010039126500487328,
-0.01997947134077549,
0.05948721244931221,
0.008602064102888107,
0.024783270433545113,
-0.017772724851965904,
0.01072625257074833,
-0.007782898843288422,
0.017756851390004158,
-0.027736395597457886,
0.08668473362922668,
0.0013080385979264975,
0.04014495387673378,
0.022229360416531563,
0.016072966158390045,
-0.0700744166970253,
-0.05406380072236061,
0.018925216048955917,
-0.08133915811777115,
-0.003988955169916153,
-0.04524350166320801,
-0.02968820184469223,
-0.03251780569553375,
-0.0036705234088003635,
-0.14256435632705688,
-0.09587166458368301,
-0.015765495598316193,
-0.05022219195961952,
-0.05380487069487572,
0.070622518658638,
-0.02822650410234928,
0.044393476098775864,
-0.06566634029150009,
-0.017796693369746208,
0.013837981969118118,
-0.04538266360759735,
0.04547582194209099,
0.05451168864965439,
0.10739884525537491,
-0.0015285442350432277,
-0.05967714264988899,
0.008619432337582111,
-0.040950458496809006,
-0.030530329793691635,
0.012920087203383446,
-0.09326259046792984,
-0.039763275533914566,
0.053069889545440674,
0.04828206077218056,
-0.03184365853667259,
-0.013952505774796009,
0.041635919362306595,
0.05458139628171921,
0.024213215336203575,
-0.010904128663241863,
0.051096875220537186,
0.19674360752105713,
-0.0379093699157238,
0.05269448831677437,
0.08728806674480438,
-0.011556471697986126,
0.12530356645584106,
0.043448660522699356,
-0.09056930243968964,
-0.06622716039419174,
0.030223838984966278,
-0.07218477874994278,
0.000986228697001934,
-0.013663498684763908,
-0.012199047021567822,
-0.07270709425210953,
-0.014085975475609303,
-0.002863525412976742,
-0.027698736637830734,
-0.07477354258298874,
-0.04317758232355118,
0.048249952495098114,
-0.07370428740978241,
-0.009225563146173954,
-0.02490931563079357,
-0.023416126146912575,
-0.07496077567338943,
0.034285277128219604,
0.010466596111655235,
-0.08357264846563339,
-0.056910548359155655,
0.013984250836074352,
-0.07188475131988525,
-0.06127713620662689,
-0.03367280960083008,
-0.13003841042518616,
0.07695764303207397,
-3.0154297202781727e-33,
-0.09481664001941681,
0.0434594601392746,
-0.011534618213772774,
0.03457288816571236,
-0.06819341331720352,
-0.015102729201316833,
0.042681533843278885,
0.007252626586705446,
-0.0042031253688037395,
0.07025924324989319,
-0.021139943972229958,
0.015797263011336327,
-0.009978613816201687,
-0.010569806210696697,
0.03455856814980507,
0.024401439353823662,
0.05086589604616165,
0.03738147020339966,
0.03041185811161995,
0.047768522053956985,
0.06611501425504684,
0.043548643589019775,
-0.0330243781208992,
0.008789947256445885,
0.06212010979652405,
0.020528655499219894,
-0.04779231548309326,
0.06711441278457642,
0.01452457532286644,
-0.040975768119096756,
0.023441238328814507,
-0.031137512996792793,
-0.03736652806401253,
-0.0317082479596138,
-0.044547729194164276,
-0.03532169759273529,
0.028084421530365944,
0.11720778793096542,
-0.058274101465940475,
0.059182386845350266,
0.031531088054180145,
-0.00016362541646230966,
0.005496097728610039,
0.016145050525665283,
0.03262711688876152,
-0.09062641859054565,
-0.09790363162755966,
-0.017912792041897774,
0.027569066733121872,
-0.010823420248925686,
0.030551642179489136,
0.01642506755888462,
-0.030468666926026344,
0.08841301500797272,
-0.019877620041370392,
-0.03031250648200512,
-0.057060420513153076,
0.052821703255176544,
0.040431417524814606,
0.025216421112418175,
-0.022602658718824387,
-0.00006275040504988283,
-0.022302867844700813,
-0.0001987459691008553,
0.034530311822891235,
-0.07905575633049011,
-0.03175054490566254,
-0.03826048597693443,
0.058005575090646744,
-0.08735675364732742,
0.09296393394470215,
-0.02533785253763199,
0.04345019906759262,
0.040320590138435364,
0.013082968071103096,
0.07504323124885559,
-0.021689923480153084,
-0.003116701263934374,
-0.04346154257655144,
0.04767151176929474,
-0.09010106325149536,
0.012057061307132244,
-0.031468454748392105,
0.041294194757938385,
0.03171815350651741,
0.00014246262435335666,
0.05577279254794121,
-0.029004069045186043,
0.016789190471172333,
-0.0955408439040184,
-0.003117823041975498,
0.0329158715903759,
0.06107904762029648,
0.023688025772571564,
0.01515092235058546,
-4.661670871541901e-8,
-0.005363803822547197,
-0.06334355473518372,
-0.0417877696454525,
-0.025693224743008614,
0.09215842187404633,
0.013444839976727962,
-0.06938456743955612,
-0.021787986159324646,
-0.0051285699009895325,
0.04644549638032913,
0.09268026798963547,
0.03155842795968056,
-0.055654142051935196,
0.00047562833060510457,
-0.015427718870341778,
0.06252389401197433,
-0.04034864529967308,
-0.03381740301847458,
0.03118758648633957,
0.05694640800356865,
0.03135773167014122,
0.0062364800833165646,
-0.02737584337592125,
-0.004265102557837963,
-0.05770576000213623,
-0.054599933326244354,
0.08185739070177078,
0.01649457961320877,
0.00970793142914772,
-0.003905515419319272,
0.04984448477625847,
0.08084630966186523,
0.06639372557401657,
-0.03046557493507862,
-0.03673719987273216,
-0.048548102378845215,
-0.017055828124284744,
0.01593422144651413,
-0.04766802862286568,
0.027029599994421005,
0.06228703632950783,
-0.00981669221073389,
-0.0029256686102598906,
-0.04669082537293434,
0.07171210646629333,
0.009730215184390545,
0.06327202916145325,
-0.07442651689052582,
-0.046032872051000595,
-0.006304100155830383,
-0.01006322167813778,
-0.017088863998651505,
0.011169854551553726,
0.043160416185855865,
0.03510266914963722,
-0.00881575234234333,
-0.02910279482603073,
-0.04916440322995186,
0.040835216641426086,
-0.026233714073896408,
-0.023258967325091362,
0.1143355667591095,
-0.053239259868860245,
-0.03808337450027466
] | null | null | null | null | null | null | null |
[
-0.016819462180137634,
-0.027319476008415222,
0.000036986843042541295,
0.022220496088266373,
0.060686126351356506,
0.023717978969216347,
0.009850047528743744,
-0.023478714749217033,
0.034694917500019073,
-0.01982610858976841,
0.03589693456888199,
0.03842822462320328,
0.10043106973171234,
-0.09355282783508301,
-0.01286481972783804,
0.009283428080379963,
-0.0015021153958514333,
0.027994953095912933,
-0.1386081427335739,
-0.012577410787343979,
0.00932127796113491,
-0.024594416841864586,
-0.010726323351264,
0.0045260051265358925,
0.05829625949263573,
-0.02633526176214218,
-0.06490887701511383,
0.01986093819141388,
0.058710865676403046,
-0.02572202868759632,
0.00023433896421920508,
0.061182424426078796,
0.04158401861786842,
0.0059148697182536125,
-0.002799269277602434,
0.0450114831328392,
-0.047998905181884766,
0.02358386665582657,
0.014173062518239021,
0.07931941747665405,
-0.06822283565998077,
0.11720289289951324,
-0.013992340303957462,
0.05426954850554466,
-0.10580562055110931,
-0.01639542356133461,
-0.010890883393585682,
-0.02230966091156006,
-0.10161062330007553,
-0.027717888355255127,
-0.00978485681116581,
0.08888379484415054,
-0.025477755814790726,
-0.005631663836538792,
-0.016095442697405815,
-0.1805301159620285,
-0.04773591831326485,
0.032820917665958405,
-0.03481524437665939,
0.0941246747970581,
0.026418687775731087,
-0.04675111174583435,
-0.04662362486124039,
-0.04871068894863129,
-0.006609141826629639,
-0.040525928139686584,
0.08133590221405029,
0.0362551286816597,
-0.10237222164869308,
0.030530277639627457,
-0.06580927222967148,
-0.03730057179927826,
-0.11949516832828522,
0.08326507359743118,
0.03324328735470772,
-0.008073167875409126,
0.06331643462181091,
0.030731448903679848,
0.02251354791224003,
-0.019145451486110687,
-0.0055315569043159485,
-0.018800893798470497,
-0.015722230076789856,
-0.04693761467933655,
0.0369778536260128,
0.003079077461734414,
0.01778639666736126,
0.12181275337934494,
0.026572028174996376,
0.013750622048974037,
-0.11162952333688736,
-0.08399646729230881,
0.11989519745111465,
0.013952860608696938,
0.1380302906036377,
-0.012617118656635284,
-0.024725094437599182,
0.013931185007095337,
0.036348938941955566,
0.03888590261340141,
-0.03703424334526062,
-0.03878657892346382,
0.03482066094875336,
-0.033665984869003296,
0.024907361716032028,
-0.0012166154338046908,
0.06120956689119339,
0.08660851418972015,
0.03210132569074631,
0.0005856883944943547,
0.006628226023167372,
0.0752461776137352,
0.047578901052474976,
-0.022626377642154694,
0.019770585000514984,
-0.025244805961847305,
0.038146402686834335,
0.021918712183833122,
-0.009691229090094566,
-0.037154678255319595,
0.021359292790293694,
-0.0474214181303978,
-0.011719351634383202,
-0.028012113645672798,
-0.027048654854297638,
-0.00790997315198183,
0.09273950010538101,
1.8957715347909362e-33,
0.024952299892902374,
0.07509443163871765,
-0.06184255704283714,
0.010039126500487328,
-0.01997947134077549,
0.05948721244931221,
0.008602064102888107,
0.024783270433545113,
-0.017772724851965904,
0.01072625257074833,
-0.007782898843288422,
0.017756851390004158,
-0.027736395597457886,
0.08668473362922668,
0.0013080385979264975,
0.04014495387673378,
0.022229360416531563,
0.016072966158390045,
-0.0700744166970253,
-0.05406380072236061,
0.018925216048955917,
-0.08133915811777115,
-0.003988955169916153,
-0.04524350166320801,
-0.02968820184469223,
-0.03251780569553375,
-0.0036705234088003635,
-0.14256435632705688,
-0.09587166458368301,
-0.015765495598316193,
-0.05022219195961952,
-0.05380487069487572,
0.070622518658638,
-0.02822650410234928,
0.044393476098775864,
-0.06566634029150009,
-0.017796693369746208,
0.013837981969118118,
-0.04538266360759735,
0.04547582194209099,
0.05451168864965439,
0.10739884525537491,
-0.0015285442350432277,
-0.05967714264988899,
0.008619432337582111,
-0.040950458496809006,
-0.030530329793691635,
0.012920087203383446,
-0.09326259046792984,
-0.039763275533914566,
0.053069889545440674,
0.04828206077218056,
-0.03184365853667259,
-0.013952505774796009,
0.041635919362306595,
0.05458139628171921,
0.024213215336203575,
-0.010904128663241863,
0.051096875220537186,
0.19674360752105713,
-0.0379093699157238,
0.05269448831677437,
0.08728806674480438,
-0.011556471697986126,
0.12530356645584106,
0.043448660522699356,
-0.09056930243968964,
-0.06622716039419174,
0.030223838984966278,
-0.07218477874994278,
0.000986228697001934,
-0.013663498684763908,
-0.012199047021567822,
-0.07270709425210953,
-0.014085975475609303,
-0.002863525412976742,
-0.027698736637830734,
-0.07477354258298874,
-0.04317758232355118,
0.048249952495098114,
-0.07370428740978241,
-0.009225563146173954,
-0.02490931563079357,
-0.023416126146912575,
-0.07496077567338943,
0.034285277128219604,
0.010466596111655235,
-0.08357264846563339,
-0.056910548359155655,
0.013984250836074352,
-0.07188475131988525,
-0.06127713620662689,
-0.03367280960083008,
-0.13003841042518616,
0.07695764303207397,
-3.0154297202781727e-33,
-0.09481664001941681,
0.0434594601392746,
-0.011534618213772774,
0.03457288816571236,
-0.06819341331720352,
-0.015102729201316833,
0.042681533843278885,
0.007252626586705446,
-0.0042031253688037395,
0.07025924324989319,
-0.021139943972229958,
0.015797263011336327,
-0.009978613816201687,
-0.010569806210696697,
0.03455856814980507,
0.024401439353823662,
0.05086589604616165,
0.03738147020339966,
0.03041185811161995,
0.047768522053956985,
0.06611501425504684,
0.043548643589019775,
-0.0330243781208992,
0.008789947256445885,
0.06212010979652405,
0.020528655499219894,
-0.04779231548309326,
0.06711441278457642,
0.01452457532286644,
-0.040975768119096756,
0.023441238328814507,
-0.031137512996792793,
-0.03736652806401253,
-0.0317082479596138,
-0.044547729194164276,
-0.03532169759273529,
0.028084421530365944,
0.11720778793096542,
-0.058274101465940475,
0.059182386845350266,
0.031531088054180145,
-0.00016362541646230966,
0.005496097728610039,
0.016145050525665283,
0.03262711688876152,
-0.09062641859054565,
-0.09790363162755966,
-0.017912792041897774,
0.027569066733121872,
-0.010823420248925686,
0.030551642179489136,
0.01642506755888462,
-0.030468666926026344,
0.08841301500797272,
-0.019877620041370392,
-0.03031250648200512,
-0.057060420513153076,
0.052821703255176544,
0.040431417524814606,
0.025216421112418175,
-0.022602658718824387,
-0.00006275040504988283,
-0.022302867844700813,
-0.0001987459691008553,
0.034530311822891235,
-0.07905575633049011,
-0.03175054490566254,
-0.03826048597693443,
0.058005575090646744,
-0.08735675364732742,
0.09296393394470215,
-0.02533785253763199,
0.04345019906759262,
0.040320590138435364,
0.013082968071103096,
0.07504323124885559,
-0.021689923480153084,
-0.003116701263934374,
-0.04346154257655144,
0.04767151176929474,
-0.09010106325149536,
0.012057061307132244,
-0.031468454748392105,
0.041294194757938385,
0.03171815350651741,
0.00014246262435335666,
0.05577279254794121,
-0.029004069045186043,
0.016789190471172333,
-0.0955408439040184,
-0.003117823041975498,
0.0329158715903759,
0.06107904762029648,
0.023688025772571564,
0.01515092235058546,
-4.661670871541901e-8,
-0.005363803822547197,
-0.06334355473518372,
-0.0417877696454525,
-0.025693224743008614,
0.09215842187404633,
0.013444839976727962,
-0.06938456743955612,
-0.021787986159324646,
-0.0051285699009895325,
0.04644549638032913,
0.09268026798963547,
0.03155842795968056,
-0.055654142051935196,
0.00047562833060510457,
-0.015427718870341778,
0.06252389401197433,
-0.04034864529967308,
-0.03381740301847458,
0.03118758648633957,
0.05694640800356865,
0.03135773167014122,
0.0062364800833165646,
-0.02737584337592125,
-0.004265102557837963,
-0.05770576000213623,
-0.054599933326244354,
0.08185739070177078,
0.01649457961320877,
0.00970793142914772,
-0.003905515419319272,
0.04984448477625847,
0.08084630966186523,
0.06639372557401657,
-0.03046557493507862,
-0.03673719987273216,
-0.048548102378845215,
-0.017055828124284744,
0.01593422144651413,
-0.04766802862286568,
0.027029599994421005,
0.06228703632950783,
-0.00981669221073389,
-0.0029256686102598906,
-0.04669082537293434,
0.07171210646629333,
0.009730215184390545,
0.06327202916145325,
-0.07442651689052582,
-0.046032872051000595,
-0.006304100155830383,
-0.01006322167813778,
-0.017088863998651505,
0.011169854551553726,
0.043160416185855865,
0.03510266914963722,
-0.00881575234234333,
-0.02910279482603073,
-0.04916440322995186,
0.040835216641426086,
-0.026233714073896408,
-0.023258967325091362,
0.1143355667591095,
-0.053239259868860245,
-0.03808337450027466
] |
1401.3810
|
Lianlin Li Dr
|
Lianlin Li, Fang Li, Tie Jun Cui
|
Subwavelength imaging of sparse broadband sources surrounded by an open
disordered medium from a single antenna
| null | null |
10.1109/LAWP.2014.2341231
| null |
physics.optics
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this letter we study the subwavelength imaging of sparse broadband sources
inside a disordered medium by processing the data acquired by a single antenna.
A mathematical model has been developed for solving such problem based on the
idea of sparse reconstruction. We show that the strongly disordered medium can
serves as an efficient apparatus for compressive measurement, which shifts the
complexity of devising compressive sensing (CS) hardware from the design,
fabrication and electronic control. The proposed method and associated results
can find applications in several imaging disciplines, such as optics, THz, RF
or ultrasound imaging.
|
[
{
"created": "Thu, 16 Jan 2014 02:04:25 GMT",
"version": "v1"
}
] |
2015-06-18
|
[
[
"Li",
"Lianlin",
""
],
[
"Li",
"Fang",
""
],
[
"Cui",
"Tie Jun",
""
]
] |
[
-0.037403400987386703,
0.08323828130960464,
0.0010727935004979372,
0.004069855436682701,
-0.012545817531645298,
-0.025660615414381027,
0.06160637363791466,
0.02065443992614746,
-0.07839254289865494,
0.03807080537080765,
-0.07582053542137146,
0.05615105479955673,
0.04270969703793526,
-0.029820505529642105,
0.021538831293582916,
-0.028562968596816063,
-0.0035397419705986977,
-0.03501556068658829,
0.014336451888084412,
-0.01582460105419159,
-0.025892121717333794,
-0.038571108132600784,
0.006973906420171261,
-0.044593218713998795,
0.04097897559404373,
-0.03397822752594948,
0.09646933525800705,
-0.042286984622478485,
-0.004340828862041235,
0.036452870815992355,
0.030147723853588104,
0.04287242144346237,
0.021584227681159973,
-0.0012148821260780096,
0.046035803854465485,
0.004279224667698145,
0.004763222299516201,
-0.024830376729369164,
-0.002138218842446804,
-0.009034641087055206,
0.033461134880781174,
0.05486782640218735,
-0.04996511712670326,
0.009715880267322063,
-0.0829128623008728,
-0.07939554005861282,
0.03623275086283684,
-0.0018255237955600023,
0.0006480163428932428,
-0.0372701957821846,
0.05932085961103439,
0.03701971843838692,
0.003480793908238411,
0.011115267872810364,
0.04658991098403931,
-0.013364383950829506,
-0.05487801507115364,
0.02894510328769684,
-0.049920521676540375,
0.0468655563890934,
-0.0014518076786771417,
0.03920160233974457,
-0.04468637332320213,
-0.008065001107752323,
0.08545573055744171,
0.07929914444684982,
0.04083283245563507,
0.058764949440956116,
0.0438082180917263,
0.03109271079301834,
-0.005784041713923216,
-0.029966002330183983,
0.03848154470324516,
0.060455407947301865,
0.021095486357808113,
-0.08709734678268433,
0.01687142625451088,
0.05199837684631348,
0.048803966492414474,
0.08357179909944534,
-0.063437819480896,
0.03347435221076012,
-0.11993146687746048,
-0.020630186423659325,
-0.020411795005202293,
0.003953454550355673,
-0.052229929715394974,
0.03435610607266426,
-0.004674107767641544,
-0.07758814096450806,
-0.03641693294048309,
-0.055322349071502686,
-0.1504667103290558,
0.06457799673080444,
-0.08324600011110306,
-0.054824039340019226,
0.08044648915529251,
-0.022120079025626183,
0.0019653080962598324,
0.05086187645792961,
0.029643123969435692,
-0.048488955944776535,
0.02506428398191929,
0.0918567106127739,
-0.09615909308195114,
-0.11147850006818771,
0.033599380403757095,
0.03714015334844589,
-0.021006407216191292,
-0.03444211557507515,
0.037366945296525955,
-0.007173256017267704,
0.04287489503622055,
0.08656351268291473,
0.0531177818775177,
-0.10869058221578598,
-0.006453233305364847,
0.031176863238215446,
-0.004417156334966421,
0.02266331948339939,
-0.02667880244553089,
-0.06415744870901108,
-0.008304545655846596,
0.01909615658223629,
0.040510524064302444,
0.058802954852581024,
-0.027777478098869324,
7.776459000635842e-34,
0.05166082829236984,
0.1831539273262024,
-0.024796444922685623,
-0.035613544285297394,
0.0160334762185812,
0.03167380392551422,
0.062407687306404114,
0.07459671050310135,
0.031386833637952805,
0.09175408631563187,
-0.031244292855262756,
0.03347212076187134,
0.027282126247882843,
0.035469282418489456,
-0.011170665733516216,
-0.03580435365438461,
0.0067599196918308735,
0.06606727838516235,
-0.024996953085064888,
-0.06227264925837517,
-0.057726502418518066,
0.035919539630413055,
0.03143925592303276,
-0.0187065526843071,
-0.02100421115756035,
-0.09336382895708084,
-0.03311371058225632,
-0.03584422916173935,
-0.03717901185154915,
0.011350899003446102,
-0.05057328939437866,
0.041092514991760254,
0.07479545474052429,
0.0019555676262825727,
0.08445346355438232,
0.00040677838842384517,
0.049424171447753906,
0.06087268888950348,
-0.06703892350196838,
0.003932145889848471,
0.10147792100906372,
-0.008926820009946823,
0.08266735076904297,
-0.010084334760904312,
-0.003242475911974907,
-0.06830669939517975,
-0.0011389792198315263,
0.010974729433655739,
-0.051832184195518494,
0.002196588320657611,
0.02622227743268013,
-0.06356187909841537,
-0.020135551691055298,
0.013805482536554337,
0.031185021623969078,
-0.023108722642064095,
-0.006940978113561869,
-0.12299656867980957,
0.08562412112951279,
-0.004343204665929079,
0.04087713360786438,
-0.08025724440813065,
0.04309391602873802,
0.014721899293363094,
0.021568764001131058,
0.01572290062904358,
-0.0055512492544949055,
-0.014384759590029716,
-0.042977266013622284,
0.009032214991748333,
0.002653295174241066,
0.028103230521082878,
0.006026178132742643,
-0.035922374576330185,
0.08576381206512451,
0.01727776788175106,
0.10309632867574692,
0.011014505289494991,
-0.016904212534427643,
-0.006415142212063074,
-0.08333615958690643,
0.003751282347366214,
-0.009537522681057453,
-0.04079540818929672,
-0.0824461355805397,
0.14464393258094788,
0.023956725373864174,
-0.08085751533508301,
-0.03694484755396843,
-0.1393190324306488,
-0.05589313060045242,
0.0021692272275686264,
-0.009815310128033161,
-0.09267061203718185,
-0.0030850751791149378,
-1.0062798268050076e-33,
0.0071524977684021,
0.06882322579622269,
-0.03616267815232277,
-0.11152185499668121,
0.0295171607285738,
-0.06528681516647339,
0.055083613842725754,
0.047843750566244125,
0.016038233414292336,
-0.020810283720493317,
0.04158802330493927,
-0.03457358852028847,
-0.0038536766078323126,
-0.04499775171279907,
-0.10960885882377625,
0.05443849042057991,
-0.010401410982012749,
-0.0841938853263855,
0.021671446040272713,
-0.026116903871297836,
-0.02434220351278782,
-0.028811536729335785,
0.03014017455279827,
-0.037168748676776886,
0.01757984049618244,
0.030383234843611717,
-0.03853067010641098,
0.06250201910734177,
0.005748795811086893,
0.0461278073489666,
-0.014765006490051746,
-0.04287945106625557,
-0.027906354516744614,
-0.09608079493045807,
0.045684900134801865,
0.02222667634487152,
0.017078163102269173,
0.06218758225440979,
-0.016895368695259094,
-0.039984479546546936,
-0.01992124877870083,
0.08236618340015411,
0.013553713448345661,
0.033278938382864,
0.07732420414686203,
-0.08185727149248123,
0.003866290906444192,
-0.06418511271476746,
0.018326660618185997,
0.06466200202703476,
0.08465810865163803,
-0.016576780006289482,
0.06414499878883362,
0.02258697897195816,
0.021207859739661217,
0.024802258238196373,
-0.06855381280183792,
0.009904550388455391,
0.01778760366141796,
0.022366849705576897,
-0.06175385043025017,
-0.02494695782661438,
-0.1051885262131691,
0.07662355899810791,
0.021845156326889992,
0.03621584549546242,
0.03818891569972038,
0.03189340606331825,
-0.03428303822875023,
0.10259417444467545,
-0.021327799186110497,
0.051593080163002014,
0.03459120914340019,
0.0368514321744442,
0.04349786415696144,
0.0007315436378121376,
-0.022435855120420456,
0.04867181181907654,
-0.06066115200519562,
0.08085978031158447,
0.07150973379611969,
0.026279110461473465,
-0.03222958743572235,
-0.03822626546025276,
-0.02749369852244854,
0.05180423706769943,
-0.017992455512285233,
-0.044400256127119064,
-0.023896340280771255,
-0.019392002373933792,
0.0037819163408130407,
-0.026347193866968155,
0.05159156396985054,
-0.08416193723678589,
0.0794544368982315,
-4.211235804518765e-8,
-0.06166870892047882,
0.013896819204092026,
-0.04828736186027527,
-0.06399223208427429,
0.10130413621664047,
-0.11418727785348892,
0.0027803482953459024,
-0.0914844498038292,
0.05123599246144295,
-0.12922631204128265,
-0.03207709267735481,
-0.06699276715517044,
-0.07370935380458832,
0.003250091103836894,
-0.027023952454328537,
-0.013783602975308895,
-0.00753016909584403,
-0.04380356892943382,
-0.05352126806974411,
0.0027669828850775957,
-0.020810913294553757,
-0.0008727755048312247,
0.04866039380431175,
0.01980997994542122,
0.08458442986011505,
0.017423920333385468,
-0.01653297245502472,
-0.07671169936656952,
0.0764460414648056,
0.04439602792263031,
-0.08077304065227509,
0.0040431879460811615,
0.06368684768676758,
0.025642352178692818,
-0.03837665915489197,
0.027072541415691376,
0.04010786861181259,
-0.021391097456216812,
-0.11853228509426117,
-0.06605232506990433,
-0.07824616879224777,
-0.03509420529007912,
0.04143300652503967,
-0.04367489740252495,
0.008797096088528633,
-0.041442714631557465,
0.09573293477296829,
0.01681036688387394,
0.027378903701901436,
-0.005078870337456465,
0.01596258208155632,
0.059555843472480774,
0.02965315617620945,
-0.0160811860114336,
0.021820468828082085,
-0.02210143767297268,
0.017952935770154,
-0.010771924629807472,
-0.045847028493881226,
-0.02100328728556633,
-0.002839554799720645,
0.07454346120357513,
-0.006034033372998238,
0.06584647297859192
] | null | null | null | null | null | null | null |
[
-0.037403400987386703,
0.08323828130960464,
0.0010727935004979372,
0.004069855436682701,
-0.012545817531645298,
-0.025660615414381027,
0.06160637363791466,
0.02065443992614746,
-0.07839254289865494,
0.03807080537080765,
-0.07582053542137146,
0.05615105479955673,
0.04270969703793526,
-0.029820505529642105,
0.021538831293582916,
-0.028562968596816063,
-0.0035397419705986977,
-0.03501556068658829,
0.014336451888084412,
-0.01582460105419159,
-0.025892121717333794,
-0.038571108132600784,
0.006973906420171261,
-0.044593218713998795,
0.04097897559404373,
-0.03397822752594948,
0.09646933525800705,
-0.042286984622478485,
-0.004340828862041235,
0.036452870815992355,
0.030147723853588104,
0.04287242144346237,
0.021584227681159973,
-0.0012148821260780096,
0.046035803854465485,
0.004279224667698145,
0.004763222299516201,
-0.024830376729369164,
-0.002138218842446804,
-0.009034641087055206,
0.033461134880781174,
0.05486782640218735,
-0.04996511712670326,
0.009715880267322063,
-0.0829128623008728,
-0.07939554005861282,
0.03623275086283684,
-0.0018255237955600023,
0.0006480163428932428,
-0.0372701957821846,
0.05932085961103439,
0.03701971843838692,
0.003480793908238411,
0.011115267872810364,
0.04658991098403931,
-0.013364383950829506,
-0.05487801507115364,
0.02894510328769684,
-0.049920521676540375,
0.0468655563890934,
-0.0014518076786771417,
0.03920160233974457,
-0.04468637332320213,
-0.008065001107752323,
0.08545573055744171,
0.07929914444684982,
0.04083283245563507,
0.058764949440956116,
0.0438082180917263,
0.03109271079301834,
-0.005784041713923216,
-0.029966002330183983,
0.03848154470324516,
0.060455407947301865,
0.021095486357808113,
-0.08709734678268433,
0.01687142625451088,
0.05199837684631348,
0.048803966492414474,
0.08357179909944534,
-0.063437819480896,
0.03347435221076012,
-0.11993146687746048,
-0.020630186423659325,
-0.020411795005202293,
0.003953454550355673,
-0.052229929715394974,
0.03435610607266426,
-0.004674107767641544,
-0.07758814096450806,
-0.03641693294048309,
-0.055322349071502686,
-0.1504667103290558,
0.06457799673080444,
-0.08324600011110306,
-0.054824039340019226,
0.08044648915529251,
-0.022120079025626183,
0.0019653080962598324,
0.05086187645792961,
0.029643123969435692,
-0.048488955944776535,
0.02506428398191929,
0.0918567106127739,
-0.09615909308195114,
-0.11147850006818771,
0.033599380403757095,
0.03714015334844589,
-0.021006407216191292,
-0.03444211557507515,
0.037366945296525955,
-0.007173256017267704,
0.04287489503622055,
0.08656351268291473,
0.0531177818775177,
-0.10869058221578598,
-0.006453233305364847,
0.031176863238215446,
-0.004417156334966421,
0.02266331948339939,
-0.02667880244553089,
-0.06415744870901108,
-0.008304545655846596,
0.01909615658223629,
0.040510524064302444,
0.058802954852581024,
-0.027777478098869324,
7.776459000635842e-34,
0.05166082829236984,
0.1831539273262024,
-0.024796444922685623,
-0.035613544285297394,
0.0160334762185812,
0.03167380392551422,
0.062407687306404114,
0.07459671050310135,
0.031386833637952805,
0.09175408631563187,
-0.031244292855262756,
0.03347212076187134,
0.027282126247882843,
0.035469282418489456,
-0.011170665733516216,
-0.03580435365438461,
0.0067599196918308735,
0.06606727838516235,
-0.024996953085064888,
-0.06227264925837517,
-0.057726502418518066,
0.035919539630413055,
0.03143925592303276,
-0.0187065526843071,
-0.02100421115756035,
-0.09336382895708084,
-0.03311371058225632,
-0.03584422916173935,
-0.03717901185154915,
0.011350899003446102,
-0.05057328939437866,
0.041092514991760254,
0.07479545474052429,
0.0019555676262825727,
0.08445346355438232,
0.00040677838842384517,
0.049424171447753906,
0.06087268888950348,
-0.06703892350196838,
0.003932145889848471,
0.10147792100906372,
-0.008926820009946823,
0.08266735076904297,
-0.010084334760904312,
-0.003242475911974907,
-0.06830669939517975,
-0.0011389792198315263,
0.010974729433655739,
-0.051832184195518494,
0.002196588320657611,
0.02622227743268013,
-0.06356187909841537,
-0.020135551691055298,
0.013805482536554337,
0.031185021623969078,
-0.023108722642064095,
-0.006940978113561869,
-0.12299656867980957,
0.08562412112951279,
-0.004343204665929079,
0.04087713360786438,
-0.08025724440813065,
0.04309391602873802,
0.014721899293363094,
0.021568764001131058,
0.01572290062904358,
-0.0055512492544949055,
-0.014384759590029716,
-0.042977266013622284,
0.009032214991748333,
0.002653295174241066,
0.028103230521082878,
0.006026178132742643,
-0.035922374576330185,
0.08576381206512451,
0.01727776788175106,
0.10309632867574692,
0.011014505289494991,
-0.016904212534427643,
-0.006415142212063074,
-0.08333615958690643,
0.003751282347366214,
-0.009537522681057453,
-0.04079540818929672,
-0.0824461355805397,
0.14464393258094788,
0.023956725373864174,
-0.08085751533508301,
-0.03694484755396843,
-0.1393190324306488,
-0.05589313060045242,
0.0021692272275686264,
-0.009815310128033161,
-0.09267061203718185,
-0.0030850751791149378,
-1.0062798268050076e-33,
0.0071524977684021,
0.06882322579622269,
-0.03616267815232277,
-0.11152185499668121,
0.0295171607285738,
-0.06528681516647339,
0.055083613842725754,
0.047843750566244125,
0.016038233414292336,
-0.020810283720493317,
0.04158802330493927,
-0.03457358852028847,
-0.0038536766078323126,
-0.04499775171279907,
-0.10960885882377625,
0.05443849042057991,
-0.010401410982012749,
-0.0841938853263855,
0.021671446040272713,
-0.026116903871297836,
-0.02434220351278782,
-0.028811536729335785,
0.03014017455279827,
-0.037168748676776886,
0.01757984049618244,
0.030383234843611717,
-0.03853067010641098,
0.06250201910734177,
0.005748795811086893,
0.0461278073489666,
-0.014765006490051746,
-0.04287945106625557,
-0.027906354516744614,
-0.09608079493045807,
0.045684900134801865,
0.02222667634487152,
0.017078163102269173,
0.06218758225440979,
-0.016895368695259094,
-0.039984479546546936,
-0.01992124877870083,
0.08236618340015411,
0.013553713448345661,
0.033278938382864,
0.07732420414686203,
-0.08185727149248123,
0.003866290906444192,
-0.06418511271476746,
0.018326660618185997,
0.06466200202703476,
0.08465810865163803,
-0.016576780006289482,
0.06414499878883362,
0.02258697897195816,
0.021207859739661217,
0.024802258238196373,
-0.06855381280183792,
0.009904550388455391,
0.01778760366141796,
0.022366849705576897,
-0.06175385043025017,
-0.02494695782661438,
-0.1051885262131691,
0.07662355899810791,
0.021845156326889992,
0.03621584549546242,
0.03818891569972038,
0.03189340606331825,
-0.03428303822875023,
0.10259417444467545,
-0.021327799186110497,
0.051593080163002014,
0.03459120914340019,
0.0368514321744442,
0.04349786415696144,
0.0007315436378121376,
-0.022435855120420456,
0.04867181181907654,
-0.06066115200519562,
0.08085978031158447,
0.07150973379611969,
0.026279110461473465,
-0.03222958743572235,
-0.03822626546025276,
-0.02749369852244854,
0.05180423706769943,
-0.017992455512285233,
-0.044400256127119064,
-0.023896340280771255,
-0.019392002373933792,
0.0037819163408130407,
-0.026347193866968155,
0.05159156396985054,
-0.08416193723678589,
0.0794544368982315,
-4.211235804518765e-8,
-0.06166870892047882,
0.013896819204092026,
-0.04828736186027527,
-0.06399223208427429,
0.10130413621664047,
-0.11418727785348892,
0.0027803482953459024,
-0.0914844498038292,
0.05123599246144295,
-0.12922631204128265,
-0.03207709267735481,
-0.06699276715517044,
-0.07370935380458832,
0.003250091103836894,
-0.027023952454328537,
-0.013783602975308895,
-0.00753016909584403,
-0.04380356892943382,
-0.05352126806974411,
0.0027669828850775957,
-0.020810913294553757,
-0.0008727755048312247,
0.04866039380431175,
0.01980997994542122,
0.08458442986011505,
0.017423920333385468,
-0.01653297245502472,
-0.07671169936656952,
0.0764460414648056,
0.04439602792263031,
-0.08077304065227509,
0.0040431879460811615,
0.06368684768676758,
0.025642352178692818,
-0.03837665915489197,
0.027072541415691376,
0.04010786861181259,
-0.021391097456216812,
-0.11853228509426117,
-0.06605232506990433,
-0.07824616879224777,
-0.03509420529007912,
0.04143300652503967,
-0.04367489740252495,
0.008797096088528633,
-0.041442714631557465,
0.09573293477296829,
0.01681036688387394,
0.027378903701901436,
-0.005078870337456465,
0.01596258208155632,
0.059555843472480774,
0.02965315617620945,
-0.0160811860114336,
0.021820468828082085,
-0.02210143767297268,
0.017952935770154,
-0.010771924629807472,
-0.045847028493881226,
-0.02100328728556633,
-0.002839554799720645,
0.07454346120357513,
-0.006034033372998238,
0.06584647297859192
] |
1401.3814
|
Masahito Hayashi
|
Masahito Hayashi, Shun Watanabe
|
Information Geometry Approach to Parameter Estimation in Markov Chains
|
Appendix D is added
|
Annals of Statistics, Volume 44, Number 4, 1495-1535 (2016)
|
10.1214/15-AOS1420
| null |
math.ST cs.IT math.IT stat.TH
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We consider the parameter estimation of Markov chain when the unknown
transition matrix belongs to an exponential family of transition matrices.
Then, we show that the sample mean of the generator of the exponential family
is an asymptotically efficient estimator. Further, we also define a curved
exponential family of transition matrices. Using a transition matrix version of
the Pythagorean theorem, we give an asymptotically efficient estimator for a
curved exponential family.
|
[
{
"created": "Thu, 16 Jan 2014 02:35:13 GMT",
"version": "v1"
},
{
"created": "Fri, 6 Jun 2014 12:45:52 GMT",
"version": "v2"
},
{
"created": "Tue, 3 Feb 2015 00:47:52 GMT",
"version": "v3"
},
{
"created": "Tue, 5 May 2015 23:17:37 GMT",
"version": "v4"
}
] |
2016-09-28
|
[
[
"Hayashi",
"Masahito",
""
],
[
"Watanabe",
"Shun",
""
]
] |
[
-0.08372250199317932,
-0.021866396069526672,
-0.03718496486544609,
0.00916098803281784,
0.010609383694827557,
-0.006350476294755936,
-0.003428287571296096,
0.0034031104296445847,
0.12223828583955765,
0.013834674842655659,
0.039521224796772,
-0.010743526741862297,
0.051206350326538086,
-0.07367033511400223,
0.012132156640291214,
-0.001169468741863966,
-0.05063866078853607,
-0.0038772805128246546,
0.03468175604939461,
-0.03109268844127655,
0.006656863261014223,
0.0740346610546112,
0.04000045731663704,
-0.06850998103618622,
0.004988458473235369,
-0.03478125482797623,
0.028819691389799118,
-0.07599283009767532,
-0.026664704084396362,
0.029301898553967476,
-0.031861405819654465,
-0.06591898947954178,
0.005666475743055344,
-0.05544719472527504,
0.10922565311193466,
-0.011585308238863945,
0.049297723919153214,
0.07293334603309631,
0.018716752529144287,
0.07511987537145615,
0.04046369716525078,
0.08458821475505829,
0.041904713958501816,
0.006551681086421013,
0.06767372786998749,
-0.004952694289386272,
0.040742676705121994,
-0.07115773856639862,
-0.05599541217088699,
0.08252526819705963,
0.011670581065118313,
0.030735723674297333,
-0.054778777062892914,
-0.026875870302319527,
0.011968398466706276,
-0.09481122344732285,
0.013985038734972477,
-0.01423733215779066,
0.013180884532630444,
0.08541399985551834,
0.0020300692413002253,
-0.04829270392656326,
0.023838503286242485,
-0.001694955164566636,
-0.039738383144140244,
0.04695574566721916,
0.07721398025751114,
-0.01692258194088936,
-0.01694321073591709,
0.04580128192901611,
-0.11019686609506607,
-0.011537588201463223,
-0.13593590259552002,
0.017564082518219948,
-0.017771800979971886,
-0.09208936989307404,
-0.02537599951028824,
0.00329043110832572,
-0.002144834492355585,
-0.07309540361166,
0.03565584123134613,
-0.04355734959244728,
-0.016110403463244438,
-0.0604783333837986,
-0.06060041859745979,
0.038220588117837906,
-0.038936879485845566,
0.011357382871210575,
0.11474413424730301,
-0.052544593811035156,
-0.05102664604783058,
-0.02058861032128334,
-0.05792364105582237,
0.008036226034164429,
0.039697665721178055,
0.005539880599826574,
0.03584499657154083,
0.000456716661574319,
0.0581582635641098,
0.06826569139957428,
-0.0029375881422311068,
-0.018343815580010414,
0.10093831270933151,
0.034898821264505386,
-0.03522191941738129,
-0.024988682940602303,
0.04364071041345596,
0.025577817112207413,
-0.02267451398074627,
0.030060147866606712,
-0.003194756805896759,
-0.06074665114283562,
0.027204181998968124,
0.05362098291516304,
0.008441156707704067,
-0.05845823884010315,
0.0439005047082901,
0.02370728924870491,
0.010618867352604866,
0.039881572127342224,
0.030246267095208168,
0.04145054891705513,
0.08105608075857162,
0.1050964891910553,
0.01915396749973297,
0.08885528147220612,
-0.07253862172365189,
1.7121958677199657e-33,
-0.025968153029680252,
0.037198256701231,
0.061119724065065384,
-0.06278920918703079,
-0.021425554528832436,
0.07403696328401566,
0.024084150791168213,
-0.11824449151754379,
0.05794449895620346,
0.023960446938872337,
0.0036883677821606398,
-0.008259166032075882,
-0.06550323963165283,
-0.08755539357662201,
0.035409681499004364,
-0.026367072016000748,
-0.0001502949744462967,
0.08439526706933975,
0.03276996314525604,
-0.09355474263429642,
0.00985117256641388,
0.014528023079037666,
0.02172613888978958,
-0.017286201938986778,
-0.055428724735975266,
-0.021924301981925964,
0.013726425357162952,
-0.005014670547097921,
-0.003221143502742052,
-0.007305611856281757,
0.060312096029520035,
0.004732691217213869,
-0.09003236889839172,
-0.03711255267262459,
-0.019090933725237846,
-0.057021137326955795,
-0.022279243916273117,
-0.015624826774001122,
-0.024437934160232544,
-0.027247298508882523,
-0.01744108274579048,
0.015225025825202465,
0.10248346626758575,
-0.033037640154361725,
-0.15442045032978058,
-0.06278354674577713,
0.04179203137755394,
0.006932590622454882,
0.06519248336553574,
-0.056018054485321045,
-0.030917873606085777,
-0.03825518861413002,
-0.02340012416243553,
-0.016718341037631035,
0.020178209990262985,
-0.02037178725004196,
-0.05813431367278099,
0.03433163836598396,
-0.007822341285645962,
0.05391249805688858,
0.02009453997015953,
-0.06044662743806839,
-0.03578806295990944,
-0.0025919214822351933,
0.03338490426540375,
0.03264806792140007,
-0.027177048847079277,
0.06985611468553543,
0.040984898805618286,
0.015869004651904106,
0.06640033423900604,
-0.009991846047341824,
-0.039428409188985825,
-0.04434192180633545,
0.01710260473191738,
-0.0028580930083990097,
-0.07125309109687805,
0.007668942213058472,
-0.018549740314483643,
0.044212549924850464,
-0.07385183870792389,
-0.06797243654727936,
-0.07121729105710983,
-0.06235146522521973,
0.030432336032390594,
0.011000468395650387,
-0.033557191491127014,
-0.03616596385836601,
-0.0048829782754182816,
0.07392659783363342,
-0.046576157212257385,
-0.04488898068666458,
-0.09188708662986755,
0.12280835956335068,
0.014683659188449383,
-2.707724972167238e-33,
-0.011263572610914707,
-0.00543669518083334,
0.0995866060256958,
0.03736377879977226,
0.08201327919960022,
-0.04078087583184242,
0.04181353375315666,
0.06255372613668442,
-0.04097093641757965,
-0.034998971968889236,
-0.0023724522907286882,
0.06415233761072159,
0.031183315441012383,
0.04857727512717247,
0.057850517332553864,
0.017015067860484123,
0.11902834475040436,
0.07786867767572403,
0.04937910661101341,
-0.046622682362794876,
-0.043311070650815964,
-0.0667656734585762,
-0.0152963912114501,
-0.015441128984093666,
-0.004920654464513063,
0.03193703293800354,
-0.0341365784406662,
0.11200527846813202,
-0.035367488861083984,
-0.07550782710313797,
-0.10014569759368896,
-0.061804402619600296,
-0.03819938749074936,
0.09478309005498886,
-0.11064676195383072,
0.02211076021194458,
0.053988806903362274,
0.0456613264977932,
-0.06098509952425957,
0.0858488604426384,
0.000984186539426446,
0.04232116416096687,
0.00210428680293262,
0.00750542851164937,
0.031398337334394455,
0.037894684821367264,
0.028829196467995644,
0.10930939018726349,
0.006176490802317858,
-0.06776969134807587,
0.021021688356995583,
0.08870646357536316,
-0.0236750990152359,
0.05655912309885025,
-0.06700081378221512,
0.037252277135849,
-0.010043942369520664,
0.006953072268515825,
-0.0007971803424879909,
-0.028947915881872177,
-0.07731888443231583,
0.015056664124131203,
-0.1168130412697792,
0.05412169173359871,
0.04936064034700394,
-0.02259068191051483,
-0.03121969848871231,
-0.09216925501823425,
0.022342661395668983,
0.049936097115278244,
0.03523702919483185,
-0.03687392547726631,
-0.05432575196027756,
-0.009604275226593018,
0.03185243532061577,
-0.013802378438413143,
0.0291767418384552,
-0.12418145686388016,
-0.014524796046316624,
-0.10633855313062668,
-0.023950399830937386,
-0.005642094649374485,
0.01728293113410473,
-0.06523758918046951,
0.006815237924456596,
-0.04729580506682396,
0.06874480843544006,
-0.07116218656301498,
-0.00213556457310915,
-0.006403760984539986,
0.007794512901455164,
-0.05360715463757515,
-0.023831769824028015,
0.031784530729055405,
-0.05632989853620529,
-3.637924805843795e-8,
-0.034407537430524826,
0.019452767446637154,
0.030992886051535606,
-0.04868945851922035,
0.18150347471237183,
0.0763498917222023,
0.0240593571215868,
0.005437207408249378,
0.017906785011291504,
-0.07304098457098007,
0.0556386336684227,
-0.03540293499827385,
0.056279826909303665,
0.03445788472890854,
-0.026476744562387466,
0.06458023935556412,
-0.03340277448296547,
0.07026137411594391,
0.04610026255249977,
-0.029692312702536583,
-0.07776188105344772,
-0.03505570814013481,
-0.03035334125161171,
0.05978052318096161,
-0.03725302591919899,
-0.028342191129922867,
0.012586002238094807,
-0.005677025765180588,
0.051534656435251236,
0.04466424509882927,
-0.07686270773410797,
0.029452132061123848,
0.05093381926417351,
0.013363414444029331,
-0.002282249042764306,
-0.036162398755550385,
-0.0406363308429718,
0.0005902659031562507,
0.02919664792716503,
0.03579064831137657,
0.03453974425792694,
0.008660944178700447,
-0.04570635035634041,
0.019118795171380043,
0.01173765491694212,
0.031594544649124146,
-0.003779427381232381,
-0.04734860733151436,
-0.019442027434706688,
-0.0163649283349514,
0.049638014286756516,
-0.08922943472862244,
0.030722424387931824,
-0.016025491058826447,
0.015160014852881432,
-0.03600552678108215,
0.08207450807094574,
-0.07117074728012085,
-0.014486431144177914,
0.08749548345804214,
0.04905097559094429,
-0.05775560066103935,
0.058538030833005905,
-0.027165116742253304
] | null | null | null | null | null | null | null |
[
-0.08372250199317932,
-0.021866396069526672,
-0.03718496486544609,
0.00916098803281784,
0.010609383694827557,
-0.006350476294755936,
-0.003428287571296096,
0.0034031104296445847,
0.12223828583955765,
0.013834674842655659,
0.039521224796772,
-0.010743526741862297,
0.051206350326538086,
-0.07367033511400223,
0.012132156640291214,
-0.001169468741863966,
-0.05063866078853607,
-0.0038772805128246546,
0.03468175604939461,
-0.03109268844127655,
0.006656863261014223,
0.0740346610546112,
0.04000045731663704,
-0.06850998103618622,
0.004988458473235369,
-0.03478125482797623,
0.028819691389799118,
-0.07599283009767532,
-0.026664704084396362,
0.029301898553967476,
-0.031861405819654465,
-0.06591898947954178,
0.005666475743055344,
-0.05544719472527504,
0.10922565311193466,
-0.011585308238863945,
0.049297723919153214,
0.07293334603309631,
0.018716752529144287,
0.07511987537145615,
0.04046369716525078,
0.08458821475505829,
0.041904713958501816,
0.006551681086421013,
0.06767372786998749,
-0.004952694289386272,
0.040742676705121994,
-0.07115773856639862,
-0.05599541217088699,
0.08252526819705963,
0.011670581065118313,
0.030735723674297333,
-0.054778777062892914,
-0.026875870302319527,
0.011968398466706276,
-0.09481122344732285,
0.013985038734972477,
-0.01423733215779066,
0.013180884532630444,
0.08541399985551834,
0.0020300692413002253,
-0.04829270392656326,
0.023838503286242485,
-0.001694955164566636,
-0.039738383144140244,
0.04695574566721916,
0.07721398025751114,
-0.01692258194088936,
-0.01694321073591709,
0.04580128192901611,
-0.11019686609506607,
-0.011537588201463223,
-0.13593590259552002,
0.017564082518219948,
-0.017771800979971886,
-0.09208936989307404,
-0.02537599951028824,
0.00329043110832572,
-0.002144834492355585,
-0.07309540361166,
0.03565584123134613,
-0.04355734959244728,
-0.016110403463244438,
-0.0604783333837986,
-0.06060041859745979,
0.038220588117837906,
-0.038936879485845566,
0.011357382871210575,
0.11474413424730301,
-0.052544593811035156,
-0.05102664604783058,
-0.02058861032128334,
-0.05792364105582237,
0.008036226034164429,
0.039697665721178055,
0.005539880599826574,
0.03584499657154083,
0.000456716661574319,
0.0581582635641098,
0.06826569139957428,
-0.0029375881422311068,
-0.018343815580010414,
0.10093831270933151,
0.034898821264505386,
-0.03522191941738129,
-0.024988682940602303,
0.04364071041345596,
0.025577817112207413,
-0.02267451398074627,
0.030060147866606712,
-0.003194756805896759,
-0.06074665114283562,
0.027204181998968124,
0.05362098291516304,
0.008441156707704067,
-0.05845823884010315,
0.0439005047082901,
0.02370728924870491,
0.010618867352604866,
0.039881572127342224,
0.030246267095208168,
0.04145054891705513,
0.08105608075857162,
0.1050964891910553,
0.01915396749973297,
0.08885528147220612,
-0.07253862172365189,
1.7121958677199657e-33,
-0.025968153029680252,
0.037198256701231,
0.061119724065065384,
-0.06278920918703079,
-0.021425554528832436,
0.07403696328401566,
0.024084150791168213,
-0.11824449151754379,
0.05794449895620346,
0.023960446938872337,
0.0036883677821606398,
-0.008259166032075882,
-0.06550323963165283,
-0.08755539357662201,
0.035409681499004364,
-0.026367072016000748,
-0.0001502949744462967,
0.08439526706933975,
0.03276996314525604,
-0.09355474263429642,
0.00985117256641388,
0.014528023079037666,
0.02172613888978958,
-0.017286201938986778,
-0.055428724735975266,
-0.021924301981925964,
0.013726425357162952,
-0.005014670547097921,
-0.003221143502742052,
-0.007305611856281757,
0.060312096029520035,
0.004732691217213869,
-0.09003236889839172,
-0.03711255267262459,
-0.019090933725237846,
-0.057021137326955795,
-0.022279243916273117,
-0.015624826774001122,
-0.024437934160232544,
-0.027247298508882523,
-0.01744108274579048,
0.015225025825202465,
0.10248346626758575,
-0.033037640154361725,
-0.15442045032978058,
-0.06278354674577713,
0.04179203137755394,
0.006932590622454882,
0.06519248336553574,
-0.056018054485321045,
-0.030917873606085777,
-0.03825518861413002,
-0.02340012416243553,
-0.016718341037631035,
0.020178209990262985,
-0.02037178725004196,
-0.05813431367278099,
0.03433163836598396,
-0.007822341285645962,
0.05391249805688858,
0.02009453997015953,
-0.06044662743806839,
-0.03578806295990944,
-0.0025919214822351933,
0.03338490426540375,
0.03264806792140007,
-0.027177048847079277,
0.06985611468553543,
0.040984898805618286,
0.015869004651904106,
0.06640033423900604,
-0.009991846047341824,
-0.039428409188985825,
-0.04434192180633545,
0.01710260473191738,
-0.0028580930083990097,
-0.07125309109687805,
0.007668942213058472,
-0.018549740314483643,
0.044212549924850464,
-0.07385183870792389,
-0.06797243654727936,
-0.07121729105710983,
-0.06235146522521973,
0.030432336032390594,
0.011000468395650387,
-0.033557191491127014,
-0.03616596385836601,
-0.0048829782754182816,
0.07392659783363342,
-0.046576157212257385,
-0.04488898068666458,
-0.09188708662986755,
0.12280835956335068,
0.014683659188449383,
-2.707724972167238e-33,
-0.011263572610914707,
-0.00543669518083334,
0.0995866060256958,
0.03736377879977226,
0.08201327919960022,
-0.04078087583184242,
0.04181353375315666,
0.06255372613668442,
-0.04097093641757965,
-0.034998971968889236,
-0.0023724522907286882,
0.06415233761072159,
0.031183315441012383,
0.04857727512717247,
0.057850517332553864,
0.017015067860484123,
0.11902834475040436,
0.07786867767572403,
0.04937910661101341,
-0.046622682362794876,
-0.043311070650815964,
-0.0667656734585762,
-0.0152963912114501,
-0.015441128984093666,
-0.004920654464513063,
0.03193703293800354,
-0.0341365784406662,
0.11200527846813202,
-0.035367488861083984,
-0.07550782710313797,
-0.10014569759368896,
-0.061804402619600296,
-0.03819938749074936,
0.09478309005498886,
-0.11064676195383072,
0.02211076021194458,
0.053988806903362274,
0.0456613264977932,
-0.06098509952425957,
0.0858488604426384,
0.000984186539426446,
0.04232116416096687,
0.00210428680293262,
0.00750542851164937,
0.031398337334394455,
0.037894684821367264,
0.028829196467995644,
0.10930939018726349,
0.006176490802317858,
-0.06776969134807587,
0.021021688356995583,
0.08870646357536316,
-0.0236750990152359,
0.05655912309885025,
-0.06700081378221512,
0.037252277135849,
-0.010043942369520664,
0.006953072268515825,
-0.0007971803424879909,
-0.028947915881872177,
-0.07731888443231583,
0.015056664124131203,
-0.1168130412697792,
0.05412169173359871,
0.04936064034700394,
-0.02259068191051483,
-0.03121969848871231,
-0.09216925501823425,
0.022342661395668983,
0.049936097115278244,
0.03523702919483185,
-0.03687392547726631,
-0.05432575196027756,
-0.009604275226593018,
0.03185243532061577,
-0.013802378438413143,
0.0291767418384552,
-0.12418145686388016,
-0.014524796046316624,
-0.10633855313062668,
-0.023950399830937386,
-0.005642094649374485,
0.01728293113410473,
-0.06523758918046951,
0.006815237924456596,
-0.04729580506682396,
0.06874480843544006,
-0.07116218656301498,
-0.00213556457310915,
-0.006403760984539986,
0.007794512901455164,
-0.05360715463757515,
-0.023831769824028015,
0.031784530729055405,
-0.05632989853620529,
-3.637924805843795e-8,
-0.034407537430524826,
0.019452767446637154,
0.030992886051535606,
-0.04868945851922035,
0.18150347471237183,
0.0763498917222023,
0.0240593571215868,
0.005437207408249378,
0.017906785011291504,
-0.07304098457098007,
0.0556386336684227,
-0.03540293499827385,
0.056279826909303665,
0.03445788472890854,
-0.026476744562387466,
0.06458023935556412,
-0.03340277448296547,
0.07026137411594391,
0.04610026255249977,
-0.029692312702536583,
-0.07776188105344772,
-0.03505570814013481,
-0.03035334125161171,
0.05978052318096161,
-0.03725302591919899,
-0.028342191129922867,
0.012586002238094807,
-0.005677025765180588,
0.051534656435251236,
0.04466424509882927,
-0.07686270773410797,
0.029452132061123848,
0.05093381926417351,
0.013363414444029331,
-0.002282249042764306,
-0.036162398755550385,
-0.0406363308429718,
0.0005902659031562507,
0.02919664792716503,
0.03579064831137657,
0.03453974425792694,
0.008660944178700447,
-0.04570635035634041,
0.019118795171380043,
0.01173765491694212,
0.031594544649124146,
-0.003779427381232381,
-0.04734860733151436,
-0.019442027434706688,
-0.0163649283349514,
0.049638014286756516,
-0.08922943472862244,
0.030722424387931824,
-0.016025491058826447,
0.015160014852881432,
-0.03600552678108215,
0.08207450807094574,
-0.07117074728012085,
-0.014486431144177914,
0.08749548345804214,
0.04905097559094429,
-0.05775560066103935,
0.058538030833005905,
-0.027165116742253304
] |
1401.3815
|
Ning Cai
|
Ning Cai, and M. Junaid Khan
|
On Swarm Stability of Linear Time-Invariant Descriptor Compartmental
Networks
| null | null |
10.1049/iet-cta.2014.0130
|
2015
|
cs.SY
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Swarm stability is concerned for descriptor compartmental networks with
linear time-invariant protocol. Compartmental network is a specific type of
dynamical multi-agent system. Necessary and sufficient conditions for both
consensus and critical swarm stability are presented, which require a joint
matching between the interactive dynamics of nearest neighboring vertices and
the Laplacian spectrum of the overall network topology. Three numerical
instances are illustrated to verify the theoretical results.
|
[
{
"created": "Thu, 16 Jan 2014 02:39:46 GMT",
"version": "v1"
}
] |
2015-01-13
|
[
[
"Cai",
"Ning",
""
],
[
"Khan",
"M. Junaid",
""
]
] |
[
-0.015078733675181866,
-0.017306523397564888,
-0.061650022864341736,
-0.023897157981991768,
-0.0011076265946030617,
0.00180083978921175,
-0.0019720690324902534,
-0.00031640069209970534,
0.05499677732586861,
0.019673505797982216,
-0.0002311637217644602,
0.04451411962509155,
0.03060724027454853,
0.03863076493144035,
-0.03063533641397953,
0.020266998559236526,
0.06733337044715881,
-0.005258413031697273,
0.030510954558849335,
-0.043198563158512115,
0.05089784413576126,
-0.02122550643980503,
-0.05987173691391945,
-0.004825137089937925,
-0.07172007113695145,
0.022595133632421494,
-0.0850091502070427,
-0.0018513838294893503,
0.016652943566441536,
-0.016594018787145615,
-0.013937641866505146,
0.010684891603887081,
0.0005076326779089868,
0.014124283567070961,
-0.04683874920010567,
0.01004853006452322,
0.030204415321350098,
0.018555965274572372,
0.08380592614412308,
0.07917287945747375,
0.0567176528275013,
0.06581142544746399,
0.02284117601811886,
-0.11231377720832825,
-0.07171233743429184,
-0.007664982695132494,
-0.10322530567646027,
0.14107245206832886,
-0.02452578954398632,
-0.03342391923069954,
-0.03829502686858177,
-0.026988595724105835,
0.03597979247570038,
0.03153541684150696,
0.07210813462734222,
-0.04547405615448952,
0.008699525147676468,
-0.029209332540631294,
0.008989639580249786,
-0.021381910890340805,
0.10446693748235703,
0.01091570034623146,
0.049079399555921555,
0.053884875029325485,
0.1005852073431015,
0.01686619408428669,
-0.01175124105066061,
-0.012078452855348587,
0.013531751930713654,
-0.0029385301750153303,
0.02666938491165638,
-0.014766041189432144,
-0.04989822953939438,
-0.028154660016298294,
0.025970617309212685,
0.12460214644670486,
0.015506420284509659,
0.03304741904139519,
0.022744230926036835,
-0.021710071712732315,
0.04289110749959946,
0.05724748969078064,
-0.014088712632656097,
-0.001642183167859912,
-0.021414276212453842,
-0.09784955531358719,
-0.039605699479579926,
-0.03866872191429138,
0.0680445060133934,
-0.005169915966689587,
-0.04290499538183212,
0.08645086735486984,
-0.018117623403668404,
0.02666826732456684,
-0.008485590107738972,
-0.0005987040931358933,
0.027453944087028503,
0.07115758955478668,
-0.022195886820554733,
0.019723759964108467,
-0.008856351487338543,
-0.05552271381020546,
0.02820393443107605,
-0.04505487531423569,
0.06431829929351807,
0.0005411655292846262,
0.13002926111221313,
-0.05011914297938347,
0.059934716671705246,
0.001504244632087648,
-0.04934210330247879,
0.029995106160640717,
0.02967631258070469,
0.07716414332389832,
-0.09544754028320312,
-0.03625648841261864,
0.04474024102091789,
0.04271063581109047,
-0.0002319060731679201,
0.030956903472542763,
0.04463323950767517,
-0.09814015030860901,
0.0012251511216163635,
-0.08537735790014267,
0.16950029134750366,
0.11924821883440018,
-0.0026083902921527624,
-1.178018541269686e-33,
-0.05436341464519501,
-0.0803455114364624,
-0.046730756759643555,
0.02869812212884426,
0.025098657235503197,
-0.0710880309343338,
0.004444330930709839,
-0.06923932582139969,
-0.05524750426411629,
-0.029531901702284813,
-0.016892625018954277,
0.04962357506155968,
0.03930464759469032,
0.03220853582024574,
-0.023108087480068207,
-0.018439393490552902,
0.11626580357551575,
-0.047568827867507935,
0.045949067920446396,
-0.10586338490247726,
0.03701580688357353,
-0.051715970039367676,
-0.012833328917622566,
-0.04089653864502907,
0.030648108571767807,
0.08299925923347473,
-0.05717889964580536,
-0.047651465982198715,
0.01686926558613777,
0.05259878560900688,
-0.056556787341833115,
0.011512011289596558,
-0.02974533475935459,
0.07712899893522263,
-0.037272579967975616,
0.04478302225470543,
0.015796130523085594,
-0.023662708699703217,
-0.02973829209804535,
-0.06839942187070847,
-0.005160468630492687,
-0.04243483766913414,
-0.03691091015934944,
-0.02534409612417221,
0.029565395787358284,
-0.031505465507507324,
-0.015327490866184235,
0.033341698348522186,
-0.06421015411615372,
-0.06239193305373192,
-0.10914082080125809,
0.007827208377420902,
-0.04345356673002243,
-0.08114610612392426,
0.014285309240221977,
0.008185888640582561,
0.01138985250145197,
0.04148420691490173,
0.0075010620057582855,
0.08332257717847824,
-0.010270624421536922,
0.06326280534267426,
-0.04577253758907318,
-0.0316811129450798,
0.13970887660980225,
0.0190079677850008,
-0.035924699157476425,
-0.03414972126483917,
0.1308661699295044,
-0.01318279281258583,
0.06517639011144638,
0.03775947168469429,
0.036999743431806564,
0.014101915992796421,
-0.032191310077905655,
-0.04333095625042915,
-0.01791912503540516,
-0.005918278358876705,
-0.031997811049222946,
0.07086241990327835,
-0.027100857347249985,
-0.08712297677993774,
-0.09439459443092346,
0.06339158862829208,
-0.04586251825094223,
-0.06510096043348312,
0.013673204928636551,
0.11317550390958786,
-0.025994662195444107,
-0.015723036602139473,
-0.04187747836112976,
-0.02153708226978779,
0.02436549961566925,
0.06009741127490997,
0.03795132413506508,
-8.182013735219147e-34,
0.033369578421115875,
0.027155088260769844,
0.06610599905252457,
0.023427264764904976,
0.02544098161160946,
0.015234227292239666,
-0.06504330039024353,
-0.0010609118035063148,
-0.07575774937868118,
0.040573619306087494,
-0.05144093185663223,
-0.0036341974046081305,
-0.0478443019092083,
-0.03866998478770256,
0.06639080494642258,
0.012456974945962429,
0.024530738592147827,
-0.057517629116773605,
0.009150342084467411,
-0.020916026085615158,
0.004116397351026535,
-0.018964890390634537,
-0.04852652549743652,
0.022523095831274986,
0.0854458212852478,
0.002831800142303109,
-0.009097868576645851,
0.013099863193929195,
-0.04376944899559021,
0.05413971468806267,
-0.0016843158518895507,
-0.10486502200365067,
0.0014290898106992245,
0.012847388163208961,
0.057708367705345154,
0.06163127347826958,
-0.02502524107694626,
0.046097904443740845,
0.03475870564579964,
0.02647778019309044,
-0.010254823602735996,
-0.04973502457141876,
-0.05788271501660347,
0.0020174607634544373,
0.08070030063390732,
0.011971702799201012,
0.036432281136512756,
0.05873186141252518,
-0.06898844987154007,
0.05879048630595207,
-0.0006472062086686492,
-0.03380619361996651,
-0.03601367026567459,
-0.054373640567064285,
0.022827014327049255,
0.07572980970144272,
-0.012153740040957928,
0.06330246478319168,
-0.002560307504609227,
-0.009715931490063667,
-0.02233986184000969,
-0.011584670282900333,
-0.0341690331697464,
0.05828305333852768,
-0.03798374533653259,
-0.03133546933531761,
0.00243729492649436,
-0.013097364455461502,
0.06296596676111221,
0.07066516578197479,
0.06982720643281937,
0.03212946653366089,
0.03796207904815674,
0.04191865399479866,
0.1015164852142334,
0.016899680718779564,
-0.04762933403253555,
0.008370344527065754,
0.01883530616760254,
-0.020382629707455635,
-0.12544362246990204,
0.03707171231508255,
-0.05549097806215286,
0.032818540930747986,
0.017770277336239815,
0.02954149805009365,
0.055150341242551804,
0.052606139332056046,
-0.015770824626088142,
0.004279294051229954,
0.06825552135705948,
-0.03659062460064888,
-0.000259035179624334,
-0.05453291907906532,
-0.006104550790041685,
-3.5491162009293475e-8,
-0.00757069094106555,
0.04636804014444351,
0.05333366617560387,
-0.038721829652786255,
0.020889075472950935,
0.003439494874328375,
0.038171011954545975,
-0.09572690725326538,
0.03297512233257294,
0.13676638901233673,
0.04214969277381897,
-0.04716494306921959,
-0.033123452216386795,
-0.05982913821935654,
-0.0942017138004303,
-0.02689647115767002,
-0.06396196782588959,
-0.06599029153585434,
-0.00797422043979168,
-0.06781008839607239,
-0.019706284627318382,
-0.07170314341783524,
-0.04943880811333656,
0.030709629878401756,
-0.011175795458257198,
-0.003606880083680153,
-0.09797703474760056,
-0.14479389786720276,
-0.031708087772130966,
0.0777122899889946,
-0.028756678104400635,
0.028924085199832916,
-0.010834263637661934,
0.06438008695840836,
-0.03795614093542099,
0.012568492442369461,
-0.0016058299224823713,
-0.015839828178286552,
0.031991418451070786,
-0.021519767120480537,
0.016495658084750175,
0.018488114699721336,
-0.003102848306298256,
-0.051779042929410934,
0.014082870446145535,
0.08502637594938278,
0.053658585995435715,
-0.015264302492141724,
-0.0096299322322011,
-0.030612623319029808,
-0.03332562372088432,
-0.05407550930976868,
-0.06926843523979187,
0.03896307200193405,
0.001059676636941731,
-0.0755089819431305,
0.034754447638988495,
-0.10224822908639908,
0.11866220831871033,
0.03284505009651184,
-0.05350062623620033,
0.08721312135457993,
-0.0751938596367836,
-0.08321018517017365
] | null | null | null | null | null | null | null |
[
-0.015078733675181866,
-0.017306523397564888,
-0.061650022864341736,
-0.023897157981991768,
-0.0011076265946030617,
0.00180083978921175,
-0.0019720690324902534,
-0.00031640069209970534,
0.05499677732586861,
0.019673505797982216,
-0.0002311637217644602,
0.04451411962509155,
0.03060724027454853,
0.03863076493144035,
-0.03063533641397953,
0.020266998559236526,
0.06733337044715881,
-0.005258413031697273,
0.030510954558849335,
-0.043198563158512115,
0.05089784413576126,
-0.02122550643980503,
-0.05987173691391945,
-0.004825137089937925,
-0.07172007113695145,
0.022595133632421494,
-0.0850091502070427,
-0.0018513838294893503,
0.016652943566441536,
-0.016594018787145615,
-0.013937641866505146,
0.010684891603887081,
0.0005076326779089868,
0.014124283567070961,
-0.04683874920010567,
0.01004853006452322,
0.030204415321350098,
0.018555965274572372,
0.08380592614412308,
0.07917287945747375,
0.0567176528275013,
0.06581142544746399,
0.02284117601811886,
-0.11231377720832825,
-0.07171233743429184,
-0.007664982695132494,
-0.10322530567646027,
0.14107245206832886,
-0.02452578954398632,
-0.03342391923069954,
-0.03829502686858177,
-0.026988595724105835,
0.03597979247570038,
0.03153541684150696,
0.07210813462734222,
-0.04547405615448952,
0.008699525147676468,
-0.029209332540631294,
0.008989639580249786,
-0.021381910890340805,
0.10446693748235703,
0.01091570034623146,
0.049079399555921555,
0.053884875029325485,
0.1005852073431015,
0.01686619408428669,
-0.01175124105066061,
-0.012078452855348587,
0.013531751930713654,
-0.0029385301750153303,
0.02666938491165638,
-0.014766041189432144,
-0.04989822953939438,
-0.028154660016298294,
0.025970617309212685,
0.12460214644670486,
0.015506420284509659,
0.03304741904139519,
0.022744230926036835,
-0.021710071712732315,
0.04289110749959946,
0.05724748969078064,
-0.014088712632656097,
-0.001642183167859912,
-0.021414276212453842,
-0.09784955531358719,
-0.039605699479579926,
-0.03866872191429138,
0.0680445060133934,
-0.005169915966689587,
-0.04290499538183212,
0.08645086735486984,
-0.018117623403668404,
0.02666826732456684,
-0.008485590107738972,
-0.0005987040931358933,
0.027453944087028503,
0.07115758955478668,
-0.022195886820554733,
0.019723759964108467,
-0.008856351487338543,
-0.05552271381020546,
0.02820393443107605,
-0.04505487531423569,
0.06431829929351807,
0.0005411655292846262,
0.13002926111221313,
-0.05011914297938347,
0.059934716671705246,
0.001504244632087648,
-0.04934210330247879,
0.029995106160640717,
0.02967631258070469,
0.07716414332389832,
-0.09544754028320312,
-0.03625648841261864,
0.04474024102091789,
0.04271063581109047,
-0.0002319060731679201,
0.030956903472542763,
0.04463323950767517,
-0.09814015030860901,
0.0012251511216163635,
-0.08537735790014267,
0.16950029134750366,
0.11924821883440018,
-0.0026083902921527624,
-1.178018541269686e-33,
-0.05436341464519501,
-0.0803455114364624,
-0.046730756759643555,
0.02869812212884426,
0.025098657235503197,
-0.0710880309343338,
0.004444330930709839,
-0.06923932582139969,
-0.05524750426411629,
-0.029531901702284813,
-0.016892625018954277,
0.04962357506155968,
0.03930464759469032,
0.03220853582024574,
-0.023108087480068207,
-0.018439393490552902,
0.11626580357551575,
-0.047568827867507935,
0.045949067920446396,
-0.10586338490247726,
0.03701580688357353,
-0.051715970039367676,
-0.012833328917622566,
-0.04089653864502907,
0.030648108571767807,
0.08299925923347473,
-0.05717889964580536,
-0.047651465982198715,
0.01686926558613777,
0.05259878560900688,
-0.056556787341833115,
0.011512011289596558,
-0.02974533475935459,
0.07712899893522263,
-0.037272579967975616,
0.04478302225470543,
0.015796130523085594,
-0.023662708699703217,
-0.02973829209804535,
-0.06839942187070847,
-0.005160468630492687,
-0.04243483766913414,
-0.03691091015934944,
-0.02534409612417221,
0.029565395787358284,
-0.031505465507507324,
-0.015327490866184235,
0.033341698348522186,
-0.06421015411615372,
-0.06239193305373192,
-0.10914082080125809,
0.007827208377420902,
-0.04345356673002243,
-0.08114610612392426,
0.014285309240221977,
0.008185888640582561,
0.01138985250145197,
0.04148420691490173,
0.0075010620057582855,
0.08332257717847824,
-0.010270624421536922,
0.06326280534267426,
-0.04577253758907318,
-0.0316811129450798,
0.13970887660980225,
0.0190079677850008,
-0.035924699157476425,
-0.03414972126483917,
0.1308661699295044,
-0.01318279281258583,
0.06517639011144638,
0.03775947168469429,
0.036999743431806564,
0.014101915992796421,
-0.032191310077905655,
-0.04333095625042915,
-0.01791912503540516,
-0.005918278358876705,
-0.031997811049222946,
0.07086241990327835,
-0.027100857347249985,
-0.08712297677993774,
-0.09439459443092346,
0.06339158862829208,
-0.04586251825094223,
-0.06510096043348312,
0.013673204928636551,
0.11317550390958786,
-0.025994662195444107,
-0.015723036602139473,
-0.04187747836112976,
-0.02153708226978779,
0.02436549961566925,
0.06009741127490997,
0.03795132413506508,
-8.182013735219147e-34,
0.033369578421115875,
0.027155088260769844,
0.06610599905252457,
0.023427264764904976,
0.02544098161160946,
0.015234227292239666,
-0.06504330039024353,
-0.0010609118035063148,
-0.07575774937868118,
0.040573619306087494,
-0.05144093185663223,
-0.0036341974046081305,
-0.0478443019092083,
-0.03866998478770256,
0.06639080494642258,
0.012456974945962429,
0.024530738592147827,
-0.057517629116773605,
0.009150342084467411,
-0.020916026085615158,
0.004116397351026535,
-0.018964890390634537,
-0.04852652549743652,
0.022523095831274986,
0.0854458212852478,
0.002831800142303109,
-0.009097868576645851,
0.013099863193929195,
-0.04376944899559021,
0.05413971468806267,
-0.0016843158518895507,
-0.10486502200365067,
0.0014290898106992245,
0.012847388163208961,
0.057708367705345154,
0.06163127347826958,
-0.02502524107694626,
0.046097904443740845,
0.03475870564579964,
0.02647778019309044,
-0.010254823602735996,
-0.04973502457141876,
-0.05788271501660347,
0.0020174607634544373,
0.08070030063390732,
0.011971702799201012,
0.036432281136512756,
0.05873186141252518,
-0.06898844987154007,
0.05879048630595207,
-0.0006472062086686492,
-0.03380619361996651,
-0.03601367026567459,
-0.054373640567064285,
0.022827014327049255,
0.07572980970144272,
-0.012153740040957928,
0.06330246478319168,
-0.002560307504609227,
-0.009715931490063667,
-0.02233986184000969,
-0.011584670282900333,
-0.0341690331697464,
0.05828305333852768,
-0.03798374533653259,
-0.03133546933531761,
0.00243729492649436,
-0.013097364455461502,
0.06296596676111221,
0.07066516578197479,
0.06982720643281937,
0.03212946653366089,
0.03796207904815674,
0.04191865399479866,
0.1015164852142334,
0.016899680718779564,
-0.04762933403253555,
0.008370344527065754,
0.01883530616760254,
-0.020382629707455635,
-0.12544362246990204,
0.03707171231508255,
-0.05549097806215286,
0.032818540930747986,
0.017770277336239815,
0.02954149805009365,
0.055150341242551804,
0.052606139332056046,
-0.015770824626088142,
0.004279294051229954,
0.06825552135705948,
-0.03659062460064888,
-0.000259035179624334,
-0.05453291907906532,
-0.006104550790041685,
-3.5491162009293475e-8,
-0.00757069094106555,
0.04636804014444351,
0.05333366617560387,
-0.038721829652786255,
0.020889075472950935,
0.003439494874328375,
0.038171011954545975,
-0.09572690725326538,
0.03297512233257294,
0.13676638901233673,
0.04214969277381897,
-0.04716494306921959,
-0.033123452216386795,
-0.05982913821935654,
-0.0942017138004303,
-0.02689647115767002,
-0.06396196782588959,
-0.06599029153585434,
-0.00797422043979168,
-0.06781008839607239,
-0.019706284627318382,
-0.07170314341783524,
-0.04943880811333656,
0.030709629878401756,
-0.011175795458257198,
-0.003606880083680153,
-0.09797703474760056,
-0.14479389786720276,
-0.031708087772130966,
0.0777122899889946,
-0.028756678104400635,
0.028924085199832916,
-0.010834263637661934,
0.06438008695840836,
-0.03795614093542099,
0.012568492442369461,
-0.0016058299224823713,
-0.015839828178286552,
0.031991418451070786,
-0.021519767120480537,
0.016495658084750175,
0.018488114699721336,
-0.003102848306298256,
-0.051779042929410934,
0.014082870446145535,
0.08502637594938278,
0.053658585995435715,
-0.015264302492141724,
-0.0096299322322011,
-0.030612623319029808,
-0.03332562372088432,
-0.05407550930976868,
-0.06926843523979187,
0.03896307200193405,
0.001059676636941731,
-0.0755089819431305,
0.034754447638988495,
-0.10224822908639908,
0.11866220831871033,
0.03284505009651184,
-0.05350062623620033,
0.08721312135457993,
-0.0751938596367836,
-0.08321018517017365
] |
1401.3816
|
Gabriel Weymouth
|
Gabriel D. Weymouth, Dick K.P. Yue
|
Physics-Based Learning Models for Ship Hydrodynamics
| null |
Journal of Ship Research, Volume 57, Number 1, March 2013 , pp.
1-12(12)
|
10.5957/JOSR.57.1.120005
| null |
physics.flu-dyn
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present the concepts of physics-based learning models (PBLM) and their
relevance and application to the field of ship hydrodynamics. The utility of
physics-based learning is motivated by contrasting generic learning models for
regression predictions, which do not presume any knowledge of the system other
than the training data provided with methods such as semi-empirical models,
which incorporate physical insights along with data-fitting. PBLM provides a
framework wherein intermediate models, which capture (some) physical aspects of
the problem, are incorporated into modern generic learning tools to
substantially improve the predictions of the latter, minimizing the reliance on
costly experimental measurements or high-resolution high-fidelity numerical
solutions. To illustrate the versatility and efficacy of PBLM, we present three
wave-ship interaction problems: 1) at speed waterline profiles; 2) ship motions
in head seas; and 3) three-dimensional breaking bow waves. PBLM is shown to be
robust and produce error rates at or below the uncertainty in the generated
data at a small fraction of the expense of high-resolution numerical
predictions.
|
[
{
"created": "Thu, 16 Jan 2014 02:40:07 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Weymouth",
"Gabriel D.",
""
],
[
"Yue",
"Dick K. P.",
""
]
] |
[
-0.0524214468896389,
-0.050490740686655045,
0.08719221502542496,
0.0996348112821579,
0.015170400030910969,
-0.0707787349820137,
-0.08573628216981888,
-0.005201376508921385,
-0.07083860039710999,
0.020407618954777718,
-0.01038967166095972,
-0.01654878258705139,
-0.04522987827658653,
0.029272522777318954,
-0.005908421240746975,
0.05766664072871208,
-0.0076132724061608315,
0.02584143541753292,
-0.0773787572979927,
-0.009428502060472965,
-0.029624762013554573,
0.07784412056207657,
-0.032121215015649796,
0.02631623111665249,
0.026905732229351997,
-0.008321225643157959,
0.06836102902889252,
0.041750382632017136,
-0.07757844030857086,
0.011469279415905476,
0.010935190133750439,
-0.020859776064753532,
-0.06102480739355087,
-0.019449567422270775,
-0.045753516256809235,
0.053516220301389694,
-0.02088882587850094,
0.03308117389678955,
-0.08704960346221924,
-0.02234678715467453,
-0.03765266016125679,
-0.019665846601128578,
0.04571516811847687,
0.07826514542102814,
0.10714882612228394,
-0.04599433019757271,
0.016351066529750824,
-0.06483160704374313,
0.01838139072060585,
0.0473967082798481,
-0.06626638025045395,
-0.09544483572244644,
0.008868773467838764,
0.006941768806427717,
0.0029586353339254856,
-0.01771419867873192,
0.015194234438240528,
-0.018423546105623245,
0.051398865878582,
-0.013565673492848873,
0.032102640718221664,
0.04024133086204529,
-0.05731998011469841,
-0.03156781569123268,
-0.009922066703438759,
0.01031458843499422,
-0.022422997280955315,
0.11039257794618607,
-0.022261912003159523,
0.026621893048286438,
-0.018218792974948883,
0.07730212807655334,
-0.02405112236738205,
0.04391574114561081,
0.053099751472473145,
-0.060736034065485,
0.018540844321250916,
0.058020733296871185,
0.02012765221297741,
0.041158515959978104,
-0.055424708873033524,
-0.06903162598609924,
-0.09245936572551727,
-0.032521747052669525,
0.040607862174510956,
0.021741997450590134,
0.03538482263684273,
0.061605073511600494,
-0.024233490228652954,
-0.03357277810573578,
0.01965935342013836,
-0.007697491440922022,
-0.018644904717803,
-0.025340719148516655,
-0.014908242970705032,
0.06499770283699036,
-0.04084193333983421,
-0.10954037308692932,
0.006627354305237532,
0.08960823714733124,
-0.02853776142001152,
0.12848176062107086,
0.003695000661537051,
0.07220140844583511,
-0.006525323260575533,
0.02373523637652397,
0.02497478574514389,
0.04318878427147865,
0.09938469529151917,
-0.07985823601484299,
-0.009646049700677395,
0.01907237619161606,
-0.03714738413691521,
0.006289866287261248,
-0.021923914551734924,
0.006290315184742212,
-0.014731212519109249,
-0.06537754833698273,
-0.014625470153987408,
-0.010311157442629337,
0.012053802609443665,
-0.04076696187257767,
0.09382101893424988,
0.11717072874307632,
0.029209794476628304,
-0.035413146018981934,
-0.05027446895837784,
8.594347766128835e-34,
-0.002350548282265663,
0.02963603101670742,
-0.024180110543966293,
0.04395513981580734,
0.07729298621416092,
-0.00742265535518527,
-0.01172450091689825,
0.013327321968972683,
0.04459488391876221,
0.026238836348056793,
-0.07480280101299286,
0.05977087467908859,
-0.05042022466659546,
0.0018013871740549803,
0.0527174286544323,
-0.03716633468866348,
-0.05952969193458557,
-0.022224459797143936,
-0.0494450144469738,
-0.01777413673698902,
0.04027225449681282,
-0.08963267505168915,
-0.029354901984333992,
-0.1465291976928711,
-0.007715361192822456,
0.0635090097784996,
-0.005505220964550972,
0.06996169686317444,
0.011453310027718544,
0.01642117090523243,
-0.033266350626945496,
0.046282123774290085,
0.004815675783902407,
0.03104216232895851,
0.015293865464627743,
-0.021297402679920197,
-0.009727426804602146,
-0.055531010031700134,
-0.0570618137717247,
0.0098274452611804,
-0.0248011015355587,
-0.0553574413061142,
0.06786832958459854,
0.10190656781196594,
-0.05565128102898598,
-0.01917697861790657,
0.02931639365851879,
0.01964750699698925,
-0.06137164682149887,
0.012551809661090374,
-0.017455866560339928,
-0.03790923207998276,
-0.09322165697813034,
-0.04940241575241089,
0.007668504491448402,
0.03320981562137604,
0.059313010424375534,
-0.03373953700065613,
-0.036289870738983154,
-0.03787554055452347,
-0.05717464163899422,
-0.011449456214904785,
0.08929446339607239,
0.028598936274647713,
0.02227586880326271,
0.17162436246871948,
-0.023242438212037086,
0.0799325704574585,
0.0421418659389019,
-0.03905244916677475,
-0.05787497013807297,
0.02148621156811714,
-0.025432508438825607,
-0.04459526762366295,
0.11853352189064026,
-0.023233409970998764,
0.0896071121096611,
-0.0027561308816075325,
0.034265123307704926,
0.06395306438207626,
0.014581195078790188,
0.007869230583310127,
0.0023217536509037018,
-0.036609750241041183,
-0.037025198340415955,
-0.033247411251068115,
-0.024130309000611305,
-0.07284441590309143,
-0.01652752235531807,
-0.08563822507858276,
-0.16897068917751312,
0.052497126162052155,
0.0424526147544384,
-0.029910480603575706,
0.016722697764635086,
-1.9415583254524105e-33,
-0.021506644785404205,
0.059980422258377075,
-0.05231676250696182,
0.0023650575894862413,
0.012998009100556374,
0.01176542043685913,
-0.014814344234764576,
-0.003550889203324914,
-0.010141341015696526,
-0.09849625825881958,
-0.03522446006536484,
-0.037235815078020096,
-0.03347545117139816,
0.010786688886582851,
0.005367013160139322,
0.03795037791132927,
0.01516036782413721,
-0.017624929547309875,
0.016203751787543297,
-0.03249705210328102,
0.00637418357655406,
-0.01380195189267397,
0.006235145498067141,
0.06270098686218262,
-0.06368239969015121,
0.005593043752014637,
0.09607896953821182,
-0.024310888722538948,
-0.02426985092461109,
0.01744045689702034,
-0.04687660187482834,
0.02548907697200775,
0.05692789703607559,
-0.035747528076171875,
-0.08391191810369492,
0.13113465905189514,
0.053270380944013596,
0.05354784429073334,
0.03230607137084007,
-0.015012988820672035,
0.03225192055106163,
-0.027401071041822433,
-0.05253925547003746,
-0.08894786983728409,
-0.08375975489616394,
0.06723652780056,
0.04119540750980377,
0.05208827555179596,
0.015164630487561226,
0.06184270977973938,
-0.05200972780585289,
-0.04317470267415047,
0.010318371467292309,
-0.038690224289894104,
-0.02891991101205349,
0.0038425473030656576,
0.014823008328676224,
0.01849760301411152,
0.04803885519504547,
0.028162021189928055,
-0.07854209840297699,
-0.03211427852511406,
0.021746931597590446,
0.05680254474282265,
-0.042913179844617844,
0.012639028020203114,
-0.06652098894119263,
0.05380271375179291,
0.018743576481938362,
0.0032686544582247734,
-0.03724336624145508,
-0.045797064900398254,
-0.0034201336093246937,
0.026881683617830276,
0.00011945762526011094,
-0.08768077939748764,
-0.058175597339868546,
0.015192553400993347,
-0.08481788635253906,
0.08400548994541168,
0.10596577823162079,
0.022524412721395493,
0.06260355561971664,
0.03349348530173302,
0.018792197108268738,
-0.016742674633860588,
0.0022263259161263704,
0.02593654952943325,
0.06671849638223648,
-0.07004325836896896,
0.03091917559504509,
0.11120554059743881,
-0.0037923778872936964,
-0.014611432328820229,
-0.048613134771585464,
-4.471811365647227e-8,
-0.010856092907488346,
-0.021540092304348946,
0.08879867941141129,
-0.033023566007614136,
0.009728824719786644,
0.027007929980754852,
-0.09168494492769241,
0.054220475256443024,
-0.06235393136739731,
-0.09472581744194031,
0.009907292202115059,
-0.0035363011993467808,
-0.06919445097446442,
-0.02219582349061966,
-0.014837007038295269,
0.0370962880551815,
0.042939841747283936,
-0.02564534731209278,
-0.03723862022161484,
-0.03876469284296036,
0.02466163970530033,
0.01690446026623249,
0.015009941533207893,
0.006140261422842741,
0.07534318417310715,
-0.04390810802578926,
-0.04526006430387497,
0.06296580284833908,
0.019313348457217216,
0.026288526132702827,
-0.008189095184206963,
0.0006716862553730607,
-0.04319819435477257,
0.034333039075136185,
0.058199189603328705,
0.059058818966150284,
0.0028655959758907557,
-0.03995176777243614,
-0.046496354043483734,
-0.027529001235961914,
-0.08538322895765305,
0.13790473341941833,
-0.07928867638111115,
0.01726911962032318,
0.07197383791208267,
0.08382666110992432,
0.010446621105074883,
-0.11665192246437073,
0.048431091010570526,
0.0738266110420227,
0.04922378063201904,
0.07139752805233002,
0.022684844210743904,
0.009742033667862415,
0.08152293413877487,
0.12065723538398743,
-0.05255385488271713,
-0.04048650339245796,
-0.0308389849960804,
0.029346661642193794,
-0.020515942946076393,
0.01814824342727661,
0.00761845987290144,
0.08865589648485184
] | null | null | null | null | null | null | null |
[
-0.0524214468896389,
-0.050490740686655045,
0.08719221502542496,
0.0996348112821579,
0.015170400030910969,
-0.0707787349820137,
-0.08573628216981888,
-0.005201376508921385,
-0.07083860039710999,
0.020407618954777718,
-0.01038967166095972,
-0.01654878258705139,
-0.04522987827658653,
0.029272522777318954,
-0.005908421240746975,
0.05766664072871208,
-0.0076132724061608315,
0.02584143541753292,
-0.0773787572979927,
-0.009428502060472965,
-0.029624762013554573,
0.07784412056207657,
-0.032121215015649796,
0.02631623111665249,
0.026905732229351997,
-0.008321225643157959,
0.06836102902889252,
0.041750382632017136,
-0.07757844030857086,
0.011469279415905476,
0.010935190133750439,
-0.020859776064753532,
-0.06102480739355087,
-0.019449567422270775,
-0.045753516256809235,
0.053516220301389694,
-0.02088882587850094,
0.03308117389678955,
-0.08704960346221924,
-0.02234678715467453,
-0.03765266016125679,
-0.019665846601128578,
0.04571516811847687,
0.07826514542102814,
0.10714882612228394,
-0.04599433019757271,
0.016351066529750824,
-0.06483160704374313,
0.01838139072060585,
0.0473967082798481,
-0.06626638025045395,
-0.09544483572244644,
0.008868773467838764,
0.006941768806427717,
0.0029586353339254856,
-0.01771419867873192,
0.015194234438240528,
-0.018423546105623245,
0.051398865878582,
-0.013565673492848873,
0.032102640718221664,
0.04024133086204529,
-0.05731998011469841,
-0.03156781569123268,
-0.009922066703438759,
0.01031458843499422,
-0.022422997280955315,
0.11039257794618607,
-0.022261912003159523,
0.026621893048286438,
-0.018218792974948883,
0.07730212807655334,
-0.02405112236738205,
0.04391574114561081,
0.053099751472473145,
-0.060736034065485,
0.018540844321250916,
0.058020733296871185,
0.02012765221297741,
0.041158515959978104,
-0.055424708873033524,
-0.06903162598609924,
-0.09245936572551727,
-0.032521747052669525,
0.040607862174510956,
0.021741997450590134,
0.03538482263684273,
0.061605073511600494,
-0.024233490228652954,
-0.03357277810573578,
0.01965935342013836,
-0.007697491440922022,
-0.018644904717803,
-0.025340719148516655,
-0.014908242970705032,
0.06499770283699036,
-0.04084193333983421,
-0.10954037308692932,
0.006627354305237532,
0.08960823714733124,
-0.02853776142001152,
0.12848176062107086,
0.003695000661537051,
0.07220140844583511,
-0.006525323260575533,
0.02373523637652397,
0.02497478574514389,
0.04318878427147865,
0.09938469529151917,
-0.07985823601484299,
-0.009646049700677395,
0.01907237619161606,
-0.03714738413691521,
0.006289866287261248,
-0.021923914551734924,
0.006290315184742212,
-0.014731212519109249,
-0.06537754833698273,
-0.014625470153987408,
-0.010311157442629337,
0.012053802609443665,
-0.04076696187257767,
0.09382101893424988,
0.11717072874307632,
0.029209794476628304,
-0.035413146018981934,
-0.05027446895837784,
8.594347766128835e-34,
-0.002350548282265663,
0.02963603101670742,
-0.024180110543966293,
0.04395513981580734,
0.07729298621416092,
-0.00742265535518527,
-0.01172450091689825,
0.013327321968972683,
0.04459488391876221,
0.026238836348056793,
-0.07480280101299286,
0.05977087467908859,
-0.05042022466659546,
0.0018013871740549803,
0.0527174286544323,
-0.03716633468866348,
-0.05952969193458557,
-0.022224459797143936,
-0.0494450144469738,
-0.01777413673698902,
0.04027225449681282,
-0.08963267505168915,
-0.029354901984333992,
-0.1465291976928711,
-0.007715361192822456,
0.0635090097784996,
-0.005505220964550972,
0.06996169686317444,
0.011453310027718544,
0.01642117090523243,
-0.033266350626945496,
0.046282123774290085,
0.004815675783902407,
0.03104216232895851,
0.015293865464627743,
-0.021297402679920197,
-0.009727426804602146,
-0.055531010031700134,
-0.0570618137717247,
0.0098274452611804,
-0.0248011015355587,
-0.0553574413061142,
0.06786832958459854,
0.10190656781196594,
-0.05565128102898598,
-0.01917697861790657,
0.02931639365851879,
0.01964750699698925,
-0.06137164682149887,
0.012551809661090374,
-0.017455866560339928,
-0.03790923207998276,
-0.09322165697813034,
-0.04940241575241089,
0.007668504491448402,
0.03320981562137604,
0.059313010424375534,
-0.03373953700065613,
-0.036289870738983154,
-0.03787554055452347,
-0.05717464163899422,
-0.011449456214904785,
0.08929446339607239,
0.028598936274647713,
0.02227586880326271,
0.17162436246871948,
-0.023242438212037086,
0.0799325704574585,
0.0421418659389019,
-0.03905244916677475,
-0.05787497013807297,
0.02148621156811714,
-0.025432508438825607,
-0.04459526762366295,
0.11853352189064026,
-0.023233409970998764,
0.0896071121096611,
-0.0027561308816075325,
0.034265123307704926,
0.06395306438207626,
0.014581195078790188,
0.007869230583310127,
0.0023217536509037018,
-0.036609750241041183,
-0.037025198340415955,
-0.033247411251068115,
-0.024130309000611305,
-0.07284441590309143,
-0.01652752235531807,
-0.08563822507858276,
-0.16897068917751312,
0.052497126162052155,
0.0424526147544384,
-0.029910480603575706,
0.016722697764635086,
-1.9415583254524105e-33,
-0.021506644785404205,
0.059980422258377075,
-0.05231676250696182,
0.0023650575894862413,
0.012998009100556374,
0.01176542043685913,
-0.014814344234764576,
-0.003550889203324914,
-0.010141341015696526,
-0.09849625825881958,
-0.03522446006536484,
-0.037235815078020096,
-0.03347545117139816,
0.010786688886582851,
0.005367013160139322,
0.03795037791132927,
0.01516036782413721,
-0.017624929547309875,
0.016203751787543297,
-0.03249705210328102,
0.00637418357655406,
-0.01380195189267397,
0.006235145498067141,
0.06270098686218262,
-0.06368239969015121,
0.005593043752014637,
0.09607896953821182,
-0.024310888722538948,
-0.02426985092461109,
0.01744045689702034,
-0.04687660187482834,
0.02548907697200775,
0.05692789703607559,
-0.035747528076171875,
-0.08391191810369492,
0.13113465905189514,
0.053270380944013596,
0.05354784429073334,
0.03230607137084007,
-0.015012988820672035,
0.03225192055106163,
-0.027401071041822433,
-0.05253925547003746,
-0.08894786983728409,
-0.08375975489616394,
0.06723652780056,
0.04119540750980377,
0.05208827555179596,
0.015164630487561226,
0.06184270977973938,
-0.05200972780585289,
-0.04317470267415047,
0.010318371467292309,
-0.038690224289894104,
-0.02891991101205349,
0.0038425473030656576,
0.014823008328676224,
0.01849760301411152,
0.04803885519504547,
0.028162021189928055,
-0.07854209840297699,
-0.03211427852511406,
0.021746931597590446,
0.05680254474282265,
-0.042913179844617844,
0.012639028020203114,
-0.06652098894119263,
0.05380271375179291,
0.018743576481938362,
0.0032686544582247734,
-0.03724336624145508,
-0.045797064900398254,
-0.0034201336093246937,
0.026881683617830276,
0.00011945762526011094,
-0.08768077939748764,
-0.058175597339868546,
0.015192553400993347,
-0.08481788635253906,
0.08400548994541168,
0.10596577823162079,
0.022524412721395493,
0.06260355561971664,
0.03349348530173302,
0.018792197108268738,
-0.016742674633860588,
0.0022263259161263704,
0.02593654952943325,
0.06671849638223648,
-0.07004325836896896,
0.03091917559504509,
0.11120554059743881,
-0.0037923778872936964,
-0.014611432328820229,
-0.048613134771585464,
-4.471811365647227e-8,
-0.010856092907488346,
-0.021540092304348946,
0.08879867941141129,
-0.033023566007614136,
0.009728824719786644,
0.027007929980754852,
-0.09168494492769241,
0.054220475256443024,
-0.06235393136739731,
-0.09472581744194031,
0.009907292202115059,
-0.0035363011993467808,
-0.06919445097446442,
-0.02219582349061966,
-0.014837007038295269,
0.0370962880551815,
0.042939841747283936,
-0.02564534731209278,
-0.03723862022161484,
-0.03876469284296036,
0.02466163970530033,
0.01690446026623249,
0.015009941533207893,
0.006140261422842741,
0.07534318417310715,
-0.04390810802578926,
-0.04526006430387497,
0.06296580284833908,
0.019313348457217216,
0.026288526132702827,
-0.008189095184206963,
0.0006716862553730607,
-0.04319819435477257,
0.034333039075136185,
0.058199189603328705,
0.059058818966150284,
0.0028655959758907557,
-0.03995176777243614,
-0.046496354043483734,
-0.027529001235961914,
-0.08538322895765305,
0.13790473341941833,
-0.07928867638111115,
0.01726911962032318,
0.07197383791208267,
0.08382666110992432,
0.010446621105074883,
-0.11665192246437073,
0.048431091010570526,
0.0738266110420227,
0.04922378063201904,
0.07139752805233002,
0.022684844210743904,
0.009742033667862415,
0.08152293413877487,
0.12065723538398743,
-0.05255385488271713,
-0.04048650339245796,
-0.0308389849960804,
0.029346661642193794,
-0.020515942946076393,
0.01814824342727661,
0.00761845987290144,
0.08865589648485184
] |
1401.3818
|
Xiaoxia Sun
|
Xiaoxia Sun, Qing Qu, Nasser M. Nasrabadi, Trac D. Tran
|
Structured Priors for Sparse-Representation-Based Hyperspectral Image
Classification
|
IEEE Geoscience and Remote Sensing Letter
| null |
10.1109/LGRS.2013.2290531
| null |
cs.CV cs.LG stat.ML
|
http://creativecommons.org/licenses/by-nc-sa/3.0/
|
Pixel-wise classification, where each pixel is assigned to a predefined
class, is one of the most important procedures in hyperspectral image (HSI)
analysis. By representing a test pixel as a linear combination of a small
subset of labeled pixels, a sparse representation classifier (SRC) gives rather
plausible results compared with that of traditional classifiers such as the
support vector machine (SVM). Recently, by incorporating additional structured
sparsity priors, the second generation SRCs have appeared in the literature and
are reported to further improve the performance of HSI. These priors are based
on exploiting the spatial dependencies between the neighboring pixels, the
inherent structure of the dictionary, or both. In this paper, we review and
compare several structured priors for sparse-representation-based HSI
classification. We also propose a new structured prior called the low rank
group prior, which can be considered as a modification of the low rank prior.
Furthermore, we will investigate how different structured priors improve the
result for the HSI classification.
|
[
{
"created": "Thu, 16 Jan 2014 03:21:26 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Sun",
"Xiaoxia",
""
],
[
"Qu",
"Qing",
""
],
[
"Nasrabadi",
"Nasser M.",
""
],
[
"Tran",
"Trac D.",
""
]
] |
[
-0.002887194277718663,
-0.03456418216228485,
0.026862215250730515,
-0.056769296526908875,
0.04250122979283333,
0.01827497035264969,
0.008718300610780716,
-0.0656292513012886,
-0.01446590293198824,
-0.0412246510386467,
-0.0037968324031680822,
0.06944769620895386,
0.017245924100279808,
0.02233028970658779,
-0.050853703171014786,
-0.053734008222818375,
0.04745637625455856,
-0.0351671501994133,
-0.015151111409068108,
0.002384272636845708,
0.004826769698411226,
-0.0653020367026329,
-0.029099827632308006,
0.014118115417659283,
0.04296908155083656,
0.028841165825724602,
0.05581095069646835,
0.08142706006765366,
0.0047515397891402245,
0.021517852321267128,
0.0010540580842643976,
0.06948474049568176,
0.050210852175951004,
0.021027734503149986,
0.018632519990205765,
0.10336409509181976,
0.02317826822400093,
0.06840483099222183,
0.0070666298270225525,
0.04762658476829529,
0.011322638019919395,
-0.049277983605861664,
-0.04228870943188667,
0.05337940528988838,
0.038572780787944794,
0.01521247997879982,
0.03330026939511299,
-0.12307196110486984,
0.03637393191456795,
-0.04965414106845856,
0.007159473840147257,
0.05194753408432007,
-0.010929800570011139,
0.007669765967875719,
-0.07512672245502472,
-0.016036562621593475,
-0.00880417786538601,
-0.04538784176111221,
0.02534380368888378,
-0.038487643003463745,
-0.01909955032169819,
-0.05183510109782219,
0.034944143146276474,
0.04205908626317978,
0.04228580743074417,
0.03534647822380066,
0.06643284112215042,
-0.03214552626013756,
0.015241815708577633,
-0.05124257132411003,
-0.01726900041103363,
0.1182832345366478,
-0.00549730472266674,
0.055087510496377945,
-0.04247406870126724,
-0.06233762577176094,
0.0014449465088546276,
0.015361879952251911,
0.09134369343519211,
-0.04621651768684387,
0.09064639359712601,
0.093734972178936,
-0.04178103059530258,
0.0006171748973429203,
0.11679624766111374,
0.008327108807861805,
0.0609331838786602,
0.020214464515447617,
-0.032694730907678604,
-0.012236740440130234,
0.0033769996371120214,
-0.03749580681324005,
0.00759279215708375,
-0.0033159602899104357,
-0.09292037039995193,
-0.03019285388290882,
0.08787813782691956,
-0.051521338522434235,
-0.007414001971483231,
0.057809703052043915,
-0.015670664608478546,
-0.0991765707731247,
-0.04733622074127197,
0.037623368203639984,
0.06708107888698578,
-0.043985482305288315,
-0.01590731553733349,
0.05908667668700218,
0.11425294727087021,
-0.017939358949661255,
-0.009053327143192291,
0.009964062832295895,
-0.07261782884597778,
0.04227201268076897,
-0.04763517901301384,
-0.0373019203543663,
0.08172709494829178,
0.02565983682870865,
0.007035117596387863,
-0.04476311057806015,
-0.02095845900475979,
-0.0095220310613513,
0.0361158587038517,
-0.03911479562520981,
0.03758407011628151,
-0.06418497115373611,
-0.0988122746348381,
3.095027769231127e-33,
0.06132098659873009,
0.045821741223335266,
0.005695441737771034,
-0.036736760288476944,
-0.027172759175300598,
-0.022488461807370186,
0.020654641091823578,
-0.012128339149057865,
-0.015941845253109932,
0.04611516371369362,
-0.04409736022353172,
-0.019774504005908966,
0.012446315959095955,
0.10669947415590286,
-0.06467587500810623,
0.03773283585906029,
0.020165937021374702,
0.02248082496225834,
-0.025971565395593643,
-0.10735679417848587,
-0.1045842319726944,
0.01722170226275921,
0.026774689555168152,
-0.07129092514514923,
-0.08547072857618332,
-0.06508172303438187,
0.02976829931139946,
-0.08231411874294281,
0.01883719675242901,
0.017417781054973602,
-0.08886294066905975,
-0.01922372542321682,
0.09227019548416138,
0.046725425869226456,
0.019832611083984375,
0.027409641072154045,
-0.02591666765511036,
0.007922380231320858,
0.03974068537354469,
-0.056561388075351715,
-0.03294333443045616,
0.026947621256113052,
0.013923064805567265,
-0.08378540724515915,
-0.017294686287641525,
0.05481718108057976,
0.04908888041973114,
-0.02826540172100067,
-0.05731004476547241,
0.005672344006597996,
-0.048191167414188385,
-0.034303102642297745,
-0.044076766818761826,
-0.0031523825600743294,
-0.038750965148210526,
-0.050956711173057556,
0.02716226689517498,
0.025987308472394943,
-0.05300559848546982,
0.03238418325781822,
-0.02263447269797325,
0.08167336881160736,
-0.062162868678569794,
0.10382222384214401,
0.05033978447318077,
-0.06818532943725586,
0.010141955688595772,
-0.0022869701497256756,
-0.002049181843176484,
0.012706144712865353,
-0.01799994334578514,
0.08623410016298294,
-0.019411524757742882,
-0.040072400122880936,
0.04637949913740158,
-0.0038516707718372345,
0.11218041181564331,
-0.03316737711429596,
-0.04350155591964722,
0.035195689648389816,
-0.0433291494846344,
-0.04056974872946739,
0.062101759016513824,
-0.09786933660507202,
-0.09449440240859985,
0.05287998914718628,
0.06762363761663437,
-0.06225220113992691,
-0.0027605078648775816,
-0.07999707758426666,
-0.09635039418935776,
-0.03625732287764549,
-0.066307932138443,
-0.05801796168088913,
0.02634706161916256,
-3.0661379751787538e-33,
-0.01348797045648098,
0.07639621943235397,
0.07677442580461502,
-0.004310105461627245,
-0.047689761966466904,
-0.013311604037880898,
0.0161666888743639,
0.05747058615088463,
-0.0755704939365387,
-0.04988797754049301,
0.05125918984413147,
0.00869431160390377,
0.006117875222116709,
-0.045670781284570694,
0.026046423241496086,
0.12503176927566528,
-0.08099241554737091,
-0.029212146997451782,
-0.06147380545735359,
0.0879461020231247,
0.03554188832640648,
0.07169308513402939,
-0.03457720950245857,
0.036242224276065826,
-0.09596266597509384,
0.008963225409388542,
0.06361297518014908,
0.06458801031112671,
0.006233402993530035,
-0.07411932200193405,
0.01513229962438345,
0.0029270814266055822,
-0.030107863247394562,
-0.10503589361906052,
-0.04272663965821266,
0.024611733853816986,
-0.03122810274362564,
-0.017208827659487724,
-0.02217515930533409,
0.07816596329212189,
-0.023462142795324326,
0.010719557292759418,
-0.036451809108257294,
-0.023365577682852745,
-0.02515527978539467,
-0.07432074099779129,
0.00863682758063078,
0.03539316728711128,
0.019585663452744484,
0.10926472395658493,
-0.026672502979636192,
0.013758279383182526,
-0.05689617246389389,
0.1087002232670784,
-0.018189460039138794,
-0.10899410396814346,
-0.04164278879761696,
0.0212088655680418,
0.045564524829387665,
-0.028683345764875412,
0.04227464273571968,
0.03199724853038788,
-0.06892670691013336,
0.023830484598875046,
0.022763054817914963,
-0.040907032787799835,
-0.014044060371816158,
-0.008039477281272411,
-0.03361548110842705,
0.03806857019662857,
0.029290825128555298,
-0.01610082946717739,
0.010872766375541687,
-0.012605207040905952,
-0.014901719987392426,
-0.017276236787438393,
-0.057184699922800064,
0.033097341656684875,
0.0521804541349411,
0.012631011195480824,
0.0829772874712944,
-0.0031200326047837734,
0.01989101804792881,
0.06976182013750076,
0.05909375473856926,
0.19895243644714355,
0.07112211734056473,
-0.08523949235677719,
0.038206204771995544,
-0.028839023783802986,
0.026054400950670242,
0.089351125061512,
0.044193342328071594,
0.02315574698150158,
0.0024592161644250154,
-4.9227779186367115e-8,
-0.05947280675172806,
-0.01641550287604332,
-0.06504197418689728,
-0.054722826927900314,
0.02235332876443863,
-0.054242558777332306,
0.005264986772090197,
0.047061119228601456,
-0.0033027606550604105,
-0.051472559571266174,
0.037296559661626816,
-0.05254093185067177,
-0.0734785869717598,
-0.048816584050655365,
0.03273826837539673,
0.009388835169374943,
0.04340352490544319,
0.05250920355319977,
-0.023075658828020096,
0.08288922905921936,
-0.003979475237429142,
-0.011729204095900059,
0.03499794378876686,
-0.01955069787800312,
0.07132728397846222,
-0.0704268142580986,
0.06023543328046799,
0.00755448779091239,
0.09928353130817413,
-0.037473417818546295,
0.0123558035120368,
0.0352066233754158,
0.009945248253643513,
-0.05192243307828903,
0.02597862109541893,
0.15195076167583466,
0.008411516435444355,
-0.04939250648021698,
-0.06691227853298187,
0.013298992067575455,
-0.06109326332807541,
-0.012414433062076569,
-0.014250440523028374,
-0.019163228571414948,
-0.00984862633049488,
0.028318027034401894,
-0.02350006252527237,
-0.1025812178850174,
0.015340686775743961,
-0.05500935763120651,
-0.012204507365822792,
0.0015231316210702062,
-0.018940482288599014,
0.07709547132253647,
0.012649399228394032,
0.0034380473662167788,
0.06287145614624023,
0.025249971076846123,
0.04656415432691574,
-0.0048250299878418446,
0.06418123841285706,
0.02806868590414524,
-0.06311691552400589,
0.07856909930706024
] | null | null | null | null | null | null | null |
[
-0.002887194277718663,
-0.03456418216228485,
0.026862215250730515,
-0.056769296526908875,
0.04250122979283333,
0.01827497035264969,
0.008718300610780716,
-0.0656292513012886,
-0.01446590293198824,
-0.0412246510386467,
-0.0037968324031680822,
0.06944769620895386,
0.017245924100279808,
0.02233028970658779,
-0.050853703171014786,
-0.053734008222818375,
0.04745637625455856,
-0.0351671501994133,
-0.015151111409068108,
0.002384272636845708,
0.004826769698411226,
-0.0653020367026329,
-0.029099827632308006,
0.014118115417659283,
0.04296908155083656,
0.028841165825724602,
0.05581095069646835,
0.08142706006765366,
0.0047515397891402245,
0.021517852321267128,
0.0010540580842643976,
0.06948474049568176,
0.050210852175951004,
0.021027734503149986,
0.018632519990205765,
0.10336409509181976,
0.02317826822400093,
0.06840483099222183,
0.0070666298270225525,
0.04762658476829529,
0.011322638019919395,
-0.049277983605861664,
-0.04228870943188667,
0.05337940528988838,
0.038572780787944794,
0.01521247997879982,
0.03330026939511299,
-0.12307196110486984,
0.03637393191456795,
-0.04965414106845856,
0.007159473840147257,
0.05194753408432007,
-0.010929800570011139,
0.007669765967875719,
-0.07512672245502472,
-0.016036562621593475,
-0.00880417786538601,
-0.04538784176111221,
0.02534380368888378,
-0.038487643003463745,
-0.01909955032169819,
-0.05183510109782219,
0.034944143146276474,
0.04205908626317978,
0.04228580743074417,
0.03534647822380066,
0.06643284112215042,
-0.03214552626013756,
0.015241815708577633,
-0.05124257132411003,
-0.01726900041103363,
0.1182832345366478,
-0.00549730472266674,
0.055087510496377945,
-0.04247406870126724,
-0.06233762577176094,
0.0014449465088546276,
0.015361879952251911,
0.09134369343519211,
-0.04621651768684387,
0.09064639359712601,
0.093734972178936,
-0.04178103059530258,
0.0006171748973429203,
0.11679624766111374,
0.008327108807861805,
0.0609331838786602,
0.020214464515447617,
-0.032694730907678604,
-0.012236740440130234,
0.0033769996371120214,
-0.03749580681324005,
0.00759279215708375,
-0.0033159602899104357,
-0.09292037039995193,
-0.03019285388290882,
0.08787813782691956,
-0.051521338522434235,
-0.007414001971483231,
0.057809703052043915,
-0.015670664608478546,
-0.0991765707731247,
-0.04733622074127197,
0.037623368203639984,
0.06708107888698578,
-0.043985482305288315,
-0.01590731553733349,
0.05908667668700218,
0.11425294727087021,
-0.017939358949661255,
-0.009053327143192291,
0.009964062832295895,
-0.07261782884597778,
0.04227201268076897,
-0.04763517901301384,
-0.0373019203543663,
0.08172709494829178,
0.02565983682870865,
0.007035117596387863,
-0.04476311057806015,
-0.02095845900475979,
-0.0095220310613513,
0.0361158587038517,
-0.03911479562520981,
0.03758407011628151,
-0.06418497115373611,
-0.0988122746348381,
3.095027769231127e-33,
0.06132098659873009,
0.045821741223335266,
0.005695441737771034,
-0.036736760288476944,
-0.027172759175300598,
-0.022488461807370186,
0.020654641091823578,
-0.012128339149057865,
-0.015941845253109932,
0.04611516371369362,
-0.04409736022353172,
-0.019774504005908966,
0.012446315959095955,
0.10669947415590286,
-0.06467587500810623,
0.03773283585906029,
0.020165937021374702,
0.02248082496225834,
-0.025971565395593643,
-0.10735679417848587,
-0.1045842319726944,
0.01722170226275921,
0.026774689555168152,
-0.07129092514514923,
-0.08547072857618332,
-0.06508172303438187,
0.02976829931139946,
-0.08231411874294281,
0.01883719675242901,
0.017417781054973602,
-0.08886294066905975,
-0.01922372542321682,
0.09227019548416138,
0.046725425869226456,
0.019832611083984375,
0.027409641072154045,
-0.02591666765511036,
0.007922380231320858,
0.03974068537354469,
-0.056561388075351715,
-0.03294333443045616,
0.026947621256113052,
0.013923064805567265,
-0.08378540724515915,
-0.017294686287641525,
0.05481718108057976,
0.04908888041973114,
-0.02826540172100067,
-0.05731004476547241,
0.005672344006597996,
-0.048191167414188385,
-0.034303102642297745,
-0.044076766818761826,
-0.0031523825600743294,
-0.038750965148210526,
-0.050956711173057556,
0.02716226689517498,
0.025987308472394943,
-0.05300559848546982,
0.03238418325781822,
-0.02263447269797325,
0.08167336881160736,
-0.062162868678569794,
0.10382222384214401,
0.05033978447318077,
-0.06818532943725586,
0.010141955688595772,
-0.0022869701497256756,
-0.002049181843176484,
0.012706144712865353,
-0.01799994334578514,
0.08623410016298294,
-0.019411524757742882,
-0.040072400122880936,
0.04637949913740158,
-0.0038516707718372345,
0.11218041181564331,
-0.03316737711429596,
-0.04350155591964722,
0.035195689648389816,
-0.0433291494846344,
-0.04056974872946739,
0.062101759016513824,
-0.09786933660507202,
-0.09449440240859985,
0.05287998914718628,
0.06762363761663437,
-0.06225220113992691,
-0.0027605078648775816,
-0.07999707758426666,
-0.09635039418935776,
-0.03625732287764549,
-0.066307932138443,
-0.05801796168088913,
0.02634706161916256,
-3.0661379751787538e-33,
-0.01348797045648098,
0.07639621943235397,
0.07677442580461502,
-0.004310105461627245,
-0.047689761966466904,
-0.013311604037880898,
0.0161666888743639,
0.05747058615088463,
-0.0755704939365387,
-0.04988797754049301,
0.05125918984413147,
0.00869431160390377,
0.006117875222116709,
-0.045670781284570694,
0.026046423241496086,
0.12503176927566528,
-0.08099241554737091,
-0.029212146997451782,
-0.06147380545735359,
0.0879461020231247,
0.03554188832640648,
0.07169308513402939,
-0.03457720950245857,
0.036242224276065826,
-0.09596266597509384,
0.008963225409388542,
0.06361297518014908,
0.06458801031112671,
0.006233402993530035,
-0.07411932200193405,
0.01513229962438345,
0.0029270814266055822,
-0.030107863247394562,
-0.10503589361906052,
-0.04272663965821266,
0.024611733853816986,
-0.03122810274362564,
-0.017208827659487724,
-0.02217515930533409,
0.07816596329212189,
-0.023462142795324326,
0.010719557292759418,
-0.036451809108257294,
-0.023365577682852745,
-0.02515527978539467,
-0.07432074099779129,
0.00863682758063078,
0.03539316728711128,
0.019585663452744484,
0.10926472395658493,
-0.026672502979636192,
0.013758279383182526,
-0.05689617246389389,
0.1087002232670784,
-0.018189460039138794,
-0.10899410396814346,
-0.04164278879761696,
0.0212088655680418,
0.045564524829387665,
-0.028683345764875412,
0.04227464273571968,
0.03199724853038788,
-0.06892670691013336,
0.023830484598875046,
0.022763054817914963,
-0.040907032787799835,
-0.014044060371816158,
-0.008039477281272411,
-0.03361548110842705,
0.03806857019662857,
0.029290825128555298,
-0.01610082946717739,
0.010872766375541687,
-0.012605207040905952,
-0.014901719987392426,
-0.017276236787438393,
-0.057184699922800064,
0.033097341656684875,
0.0521804541349411,
0.012631011195480824,
0.0829772874712944,
-0.0031200326047837734,
0.01989101804792881,
0.06976182013750076,
0.05909375473856926,
0.19895243644714355,
0.07112211734056473,
-0.08523949235677719,
0.038206204771995544,
-0.028839023783802986,
0.026054400950670242,
0.089351125061512,
0.044193342328071594,
0.02315574698150158,
0.0024592161644250154,
-4.9227779186367115e-8,
-0.05947280675172806,
-0.01641550287604332,
-0.06504197418689728,
-0.054722826927900314,
0.02235332876443863,
-0.054242558777332306,
0.005264986772090197,
0.047061119228601456,
-0.0033027606550604105,
-0.051472559571266174,
0.037296559661626816,
-0.05254093185067177,
-0.0734785869717598,
-0.048816584050655365,
0.03273826837539673,
0.009388835169374943,
0.04340352490544319,
0.05250920355319977,
-0.023075658828020096,
0.08288922905921936,
-0.003979475237429142,
-0.011729204095900059,
0.03499794378876686,
-0.01955069787800312,
0.07132728397846222,
-0.0704268142580986,
0.06023543328046799,
0.00755448779091239,
0.09928353130817413,
-0.037473417818546295,
0.0123558035120368,
0.0352066233754158,
0.009945248253643513,
-0.05192243307828903,
0.02597862109541893,
0.15195076167583466,
0.008411516435444355,
-0.04939250648021698,
-0.06691227853298187,
0.013298992067575455,
-0.06109326332807541,
-0.012414433062076569,
-0.014250440523028374,
-0.019163228571414948,
-0.00984862633049488,
0.028318027034401894,
-0.02350006252527237,
-0.1025812178850174,
0.015340686775743961,
-0.05500935763120651,
-0.012204507365822792,
0.0015231316210702062,
-0.018940482288599014,
0.07709547132253647,
0.012649399228394032,
0.0034380473662167788,
0.06287145614624023,
0.025249971076846123,
0.04656415432691574,
-0.0048250299878418446,
0.06418123841285706,
0.02806868590414524,
-0.06311691552400589,
0.07856909930706024
] |
1401.3824
|
Xiaohan Wei
|
Xiaohan Wei, Michael J. Neely
|
Power Aware Wireless File Downloading: A Constrained Restless Bandit
Approach
| null | null | null | null |
cs.PF
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
This paper treats power-aware throughput maximization in a multi-user file
downloading system. Each user can receive a new file only after its previous
file is finished. The file state processes for each user act as coupled Markov
chains that form a generalized restless bandit system. First, an optimal
algorithm is derived for the case of one user. The algorithm maximizes
throughput subject to an average power constraint. Next, the one-user algorithm
is extended to a low complexity heuristic for the multi-user problem. The
heuristic uses a simple online index policy and its effectiveness is shown via
simulation. For simple 3-user cases where the optimal solution can be computed
offline, the heuristic is shown to be near-optimal for a wide range of
parameters.
|
[
{
"created": "Thu, 16 Jan 2014 04:18:47 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Wei",
"Xiaohan",
""
],
[
"Neely",
"Michael J.",
""
]
] |
[
-0.07996558398008347,
0.04919970780611038,
-0.08103206008672714,
0.015876246616244316,
0.007218321319669485,
-0.057301636785268784,
0.0746990516781807,
0.06894354522228241,
0.03652657940983772,
0.06376037746667862,
-0.048519693315029144,
0.07512617856264114,
0.0730825737118721,
-0.02933741733431816,
-0.05817829817533493,
-0.017437608912587166,
-0.022133424878120422,
-0.010097711347043514,
0.0106209022924304,
-0.07416047155857086,
-0.0038226237520575523,
0.01613006927073002,
0.07047918438911438,
-0.06905282288789749,
0.007333505433052778,
0.013872130773961544,
0.003194249700754881,
-0.06557217240333557,
-0.016506245359778404,
0.04857853055000305,
-0.04332447797060013,
-0.02680986374616623,
0.04006287455558777,
-0.08193667232990265,
0.005939000751823187,
-0.011540388688445091,
-0.06898462027311325,
-0.03060268796980381,
-0.0363604836165905,
0.053314488381147385,
-0.02438587322831154,
0.07258879393339157,
-0.06171291694045067,
0.07157174497842789,
-0.053204454481601715,
-0.039063625037670135,
-0.018049737438559532,
0.02971635013818741,
0.0420047827064991,
0.029146548360586166,
-0.05071275681257248,
0.004270659293979406,
-0.018164994195103645,
0.001077340915799141,
0.010900166817009449,
-0.030214158818125725,
0.04036426171660423,
0.053000640124082565,
0.008248277939856052,
-0.012781917117536068,
-0.03094485215842724,
-0.14879901707172394,
-0.021006716415286064,
-0.04123352840542793,
0.06692390143871307,
0.04368548095226288,
0.015980392694473267,
0.05105743557214737,
-0.0015856598038226366,
-0.0032664919272065163,
-0.024083515629172325,
0.0265041571110487,
-0.08095863461494446,
-0.00042731250869110227,
0.006556152366101742,
-0.08145863562822342,
-0.014642584137618542,
0.07269234955310822,
-0.0038664406165480614,
0.004056817386299372,
-0.008207003585994244,
-0.07238800078630447,
0.06400733441114426,
-0.1004740446805954,
0.004007990472018719,
-0.04532759636640549,
-0.016897818073630333,
-0.02077828161418438,
0.08624651283025742,
-0.06319655478000641,
0.03648616373538971,
0.10655676573514938,
0.018721232190728188,
0.04444824531674385,
-0.05475679039955139,
0.010190896689891815,
0.03382687270641327,
0.03623594716191292,
-0.05259892717003822,
0.030727894976735115,
-0.005235140677541494,
0.0545625239610672,
0.056551024317741394,
-0.10032375156879425,
0.04836677387356758,
0.03504287078976631,
0.03912049159407616,
0.03530940040946007,
0.04791322350502014,
-0.07052331417798996,
-0.01846666820347309,
0.018076559528708458,
0.008503508754074574,
-0.03959047049283981,
-0.03047950193285942,
0.08891228586435318,
-0.05307934060692787,
0.09150610864162445,
-0.03372325375676155,
0.12445022165775299,
0.031912632286548615,
-0.07755371183156967,
0.0813627541065216,
-0.01054291520267725,
0.017836635932326317,
-0.03528689593076706,
0.024525374174118042,
-3.0938758766028173e-34,
-0.045082833617925644,
-0.012730498798191547,
-0.04886147379875183,
-0.008340064436197281,
-0.04074287787079811,
-0.0664190798997879,
0.09093558043241501,
0.016419216990470886,
-0.09983862191438675,
-0.08047305047512054,
0.015608323737978935,
0.07542616128921509,
-0.042449500411748886,
0.07754282653331757,
0.05821814760565758,
-0.060444384813308716,
-0.031612202525138855,
-0.013970987871289253,
0.06291263550519943,
-0.08279488980770111,
0.11249211430549622,
-0.009409367106854916,
0.01954684965312481,
-0.008774747140705585,
0.038041241466999054,
-0.03067084029316902,
-0.0035136330407112837,
-0.012137680314481258,
0.05145645514130592,
-0.0031551688443869352,
0.027646899223327637,
-0.0517401359975338,
0.030728135257959366,
0.0036734146997332573,
-0.015025496482849121,
0.05354151129722595,
-0.05063726380467415,
0.012759841047227383,
-0.03647088631987572,
-0.05805385485291481,
-0.04076498746871948,
-0.0005204440676607192,
0.06538523733615875,
-0.01854310929775238,
-0.15341788530349731,
-0.036596961319446564,
-0.018149588257074356,
-0.05166067183017731,
-0.0663987398147583,
0.01108990702778101,
-0.01828337460756302,
0.014162132516503334,
0.05260652303695679,
0.04512229934334755,
0.011482713744044304,
0.020716840401291847,
-0.05139123648405075,
0.025439802557229996,
0.03507489711046219,
0.03730309382081032,
0.08942127972841263,
-0.07013989984989166,
0.061832379549741745,
0.047125887125730515,
0.020591916516423225,
-0.04664289206266403,
0.021745052188634872,
-0.012303831987082958,
0.07493506371974945,
0.04485975205898285,
0.008764076977968216,
-0.013559411279857159,
0.07716905325651169,
-0.10732533782720566,
0.04321727156639099,
-0.02301129139959812,
-0.03997624292969704,
0.06312678009271622,
-0.0561535619199276,
-0.07923782616853714,
-0.06030663847923279,
-0.05606895685195923,
0.01159567292779684,
-0.0712975487112999,
0.0032731916289776564,
0.011255471967160702,
-0.02140764147043228,
-0.02491830289363861,
-0.08124804496765137,
0.05788112059235573,
-0.04247262328863144,
0.07756239920854568,
-0.008182377554476261,
0.012446936219930649,
0.06268475204706192,
-2.736956991196044e-34,
-0.004487146157771349,
-0.07948359847068787,
0.053027380257844925,
0.02452496811747551,
0.0908476859331131,
0.033434465527534485,
-0.020918497815728188,
-0.061856914311647415,
-0.06112866476178169,
0.016866404563188553,
-0.10910890996456146,
0.048484496772289276,
0.002778410678729415,
-0.053659968078136444,
0.035886868834495544,
-0.015616366639733315,
0.05457641929388046,
-0.028779149055480957,
0.016849752515554428,
0.015840906649827957,
-0.02692900411784649,
-0.025889720767736435,
-0.03962785005569458,
-0.01571696810424328,
0.057801634073257446,
0.007562291342765093,
-0.02986813522875309,
-0.004802962765097618,
-0.029342995956540108,
0.030866513028740883,
-0.05294640734791756,
-0.05217474699020386,
-0.07707839459180832,
-0.06779276579618454,
-0.042606502771377563,
0.06219308078289032,
-0.021407879889011383,
0.13175641000270844,
-0.01859280653297901,
0.2205544114112854,
0.03615203872323036,
0.029058827087283134,
0.015587027184665203,
-0.042021770030260086,
0.053228892385959625,
0.012513112276792526,
-0.10305158793926239,
0.08382676541805267,
-0.06385892629623413,
-0.03969646617770195,
0.0847618579864502,
0.04645617678761482,
0.03643961250782013,
-0.03182685375213623,
0.0006098982412368059,
0.011581217870116234,
-0.01864088512957096,
-0.016115296632051468,
-0.03450155258178711,
0.05154864862561226,
0.031390685588121414,
-0.10106740146875381,
-0.022885199636220932,
0.0666406974196434,
-0.02536580339074135,
-0.025159280747175217,
0.04573994129896164,
-0.028780007734894753,
-0.03227327764034271,
0.04157993197441101,
-0.03660282492637634,
0.007837517186999321,
-0.003955912310630083,
-0.008397147990763187,
0.040832821279764175,
0.057875797152519226,
0.008872746489942074,
0.0016139368526637554,
0.01674366556107998,
-0.06310530006885529,
-0.06784255057573318,
0.142581507563591,
-0.012304154224693775,
0.03339743614196777,
-0.011185089126229286,
-0.00882708840072155,
0.06160407513380051,
-0.004149438813328743,
0.02124347724020481,
-0.07315197587013245,
0.014303154312074184,
0.0241746436804533,
0.02312084287405014,
-0.028650229796767235,
-0.03471067547798157,
-4.087871019464728e-8,
-0.05813309922814369,
-0.050973109900951385,
0.07930023968219757,
0.01937481015920639,
0.13518182933330536,
0.10219589620828629,
-0.0355752632021904,
0.027584511786699295,
-0.014033657498657703,
-0.006038063671439886,
0.09596956521272659,
-0.047142721712589264,
0.019244737923145294,
-0.009546601213514805,
-0.037381675094366074,
-0.02069341018795967,
-0.017887776717543602,
-0.02815612405538559,
-0.03397827222943306,
-0.021313654258847237,
0.05393732711672783,
0.001562405494041741,
0.04834383726119995,
0.04523687809705734,
0.08128989487886429,
0.0358874537050724,
0.06673963367938995,
-0.023300688713788986,
0.04675861820578575,
0.008340711705386639,
-0.026963870972394943,
-0.03591686487197876,
-0.0027689796406775713,
-0.012721835635602474,
-0.01857641525566578,
-0.0018530415836721659,
-0.015162431634962559,
0.017364075407385826,
-0.0717577338218689,
-0.04394744336605072,
0.08376047015190125,
0.0467214435338974,
0.07368341833353043,
0.023713186383247375,
0.02874370850622654,
-0.01922272890806198,
-0.020397892221808434,
-0.0025034856516867876,
0.044990748167037964,
-0.005247537512332201,
-0.0064942198805511,
-0.08626962453126907,
-0.008475970476865768,
0.08669494092464447,
0.05484958738088608,
-0.07457263767719269,
0.035794008523225784,
0.05360523983836174,
0.07675081491470337,
0.016623904928565025,
0.02817799337208271,
-0.016350843012332916,
-0.06180938705801964,
0.054612789303064346
] | null | null | null | null | null | null | null |
[
-0.07996558398008347,
0.04919970780611038,
-0.08103206008672714,
0.015876246616244316,
0.007218321319669485,
-0.057301636785268784,
0.0746990516781807,
0.06894354522228241,
0.03652657940983772,
0.06376037746667862,
-0.048519693315029144,
0.07512617856264114,
0.0730825737118721,
-0.02933741733431816,
-0.05817829817533493,
-0.017437608912587166,
-0.022133424878120422,
-0.010097711347043514,
0.0106209022924304,
-0.07416047155857086,
-0.0038226237520575523,
0.01613006927073002,
0.07047918438911438,
-0.06905282288789749,
0.007333505433052778,
0.013872130773961544,
0.003194249700754881,
-0.06557217240333557,
-0.016506245359778404,
0.04857853055000305,
-0.04332447797060013,
-0.02680986374616623,
0.04006287455558777,
-0.08193667232990265,
0.005939000751823187,
-0.011540388688445091,
-0.06898462027311325,
-0.03060268796980381,
-0.0363604836165905,
0.053314488381147385,
-0.02438587322831154,
0.07258879393339157,
-0.06171291694045067,
0.07157174497842789,
-0.053204454481601715,
-0.039063625037670135,
-0.018049737438559532,
0.02971635013818741,
0.0420047827064991,
0.029146548360586166,
-0.05071275681257248,
0.004270659293979406,
-0.018164994195103645,
0.001077340915799141,
0.010900166817009449,
-0.030214158818125725,
0.04036426171660423,
0.053000640124082565,
0.008248277939856052,
-0.012781917117536068,
-0.03094485215842724,
-0.14879901707172394,
-0.021006716415286064,
-0.04123352840542793,
0.06692390143871307,
0.04368548095226288,
0.015980392694473267,
0.05105743557214737,
-0.0015856598038226366,
-0.0032664919272065163,
-0.024083515629172325,
0.0265041571110487,
-0.08095863461494446,
-0.00042731250869110227,
0.006556152366101742,
-0.08145863562822342,
-0.014642584137618542,
0.07269234955310822,
-0.0038664406165480614,
0.004056817386299372,
-0.008207003585994244,
-0.07238800078630447,
0.06400733441114426,
-0.1004740446805954,
0.004007990472018719,
-0.04532759636640549,
-0.016897818073630333,
-0.02077828161418438,
0.08624651283025742,
-0.06319655478000641,
0.03648616373538971,
0.10655676573514938,
0.018721232190728188,
0.04444824531674385,
-0.05475679039955139,
0.010190896689891815,
0.03382687270641327,
0.03623594716191292,
-0.05259892717003822,
0.030727894976735115,
-0.005235140677541494,
0.0545625239610672,
0.056551024317741394,
-0.10032375156879425,
0.04836677387356758,
0.03504287078976631,
0.03912049159407616,
0.03530940040946007,
0.04791322350502014,
-0.07052331417798996,
-0.01846666820347309,
0.018076559528708458,
0.008503508754074574,
-0.03959047049283981,
-0.03047950193285942,
0.08891228586435318,
-0.05307934060692787,
0.09150610864162445,
-0.03372325375676155,
0.12445022165775299,
0.031912632286548615,
-0.07755371183156967,
0.0813627541065216,
-0.01054291520267725,
0.017836635932326317,
-0.03528689593076706,
0.024525374174118042,
-3.0938758766028173e-34,
-0.045082833617925644,
-0.012730498798191547,
-0.04886147379875183,
-0.008340064436197281,
-0.04074287787079811,
-0.0664190798997879,
0.09093558043241501,
0.016419216990470886,
-0.09983862191438675,
-0.08047305047512054,
0.015608323737978935,
0.07542616128921509,
-0.042449500411748886,
0.07754282653331757,
0.05821814760565758,
-0.060444384813308716,
-0.031612202525138855,
-0.013970987871289253,
0.06291263550519943,
-0.08279488980770111,
0.11249211430549622,
-0.009409367106854916,
0.01954684965312481,
-0.008774747140705585,
0.038041241466999054,
-0.03067084029316902,
-0.0035136330407112837,
-0.012137680314481258,
0.05145645514130592,
-0.0031551688443869352,
0.027646899223327637,
-0.0517401359975338,
0.030728135257959366,
0.0036734146997332573,
-0.015025496482849121,
0.05354151129722595,
-0.05063726380467415,
0.012759841047227383,
-0.03647088631987572,
-0.05805385485291481,
-0.04076498746871948,
-0.0005204440676607192,
0.06538523733615875,
-0.01854310929775238,
-0.15341788530349731,
-0.036596961319446564,
-0.018149588257074356,
-0.05166067183017731,
-0.0663987398147583,
0.01108990702778101,
-0.01828337460756302,
0.014162132516503334,
0.05260652303695679,
0.04512229934334755,
0.011482713744044304,
0.020716840401291847,
-0.05139123648405075,
0.025439802557229996,
0.03507489711046219,
0.03730309382081032,
0.08942127972841263,
-0.07013989984989166,
0.061832379549741745,
0.047125887125730515,
0.020591916516423225,
-0.04664289206266403,
0.021745052188634872,
-0.012303831987082958,
0.07493506371974945,
0.04485975205898285,
0.008764076977968216,
-0.013559411279857159,
0.07716905325651169,
-0.10732533782720566,
0.04321727156639099,
-0.02301129139959812,
-0.03997624292969704,
0.06312678009271622,
-0.0561535619199276,
-0.07923782616853714,
-0.06030663847923279,
-0.05606895685195923,
0.01159567292779684,
-0.0712975487112999,
0.0032731916289776564,
0.011255471967160702,
-0.02140764147043228,
-0.02491830289363861,
-0.08124804496765137,
0.05788112059235573,
-0.04247262328863144,
0.07756239920854568,
-0.008182377554476261,
0.012446936219930649,
0.06268475204706192,
-2.736956991196044e-34,
-0.004487146157771349,
-0.07948359847068787,
0.053027380257844925,
0.02452496811747551,
0.0908476859331131,
0.033434465527534485,
-0.020918497815728188,
-0.061856914311647415,
-0.06112866476178169,
0.016866404563188553,
-0.10910890996456146,
0.048484496772289276,
0.002778410678729415,
-0.053659968078136444,
0.035886868834495544,
-0.015616366639733315,
0.05457641929388046,
-0.028779149055480957,
0.016849752515554428,
0.015840906649827957,
-0.02692900411784649,
-0.025889720767736435,
-0.03962785005569458,
-0.01571696810424328,
0.057801634073257446,
0.007562291342765093,
-0.02986813522875309,
-0.004802962765097618,
-0.029342995956540108,
0.030866513028740883,
-0.05294640734791756,
-0.05217474699020386,
-0.07707839459180832,
-0.06779276579618454,
-0.042606502771377563,
0.06219308078289032,
-0.021407879889011383,
0.13175641000270844,
-0.01859280653297901,
0.2205544114112854,
0.03615203872323036,
0.029058827087283134,
0.015587027184665203,
-0.042021770030260086,
0.053228892385959625,
0.012513112276792526,
-0.10305158793926239,
0.08382676541805267,
-0.06385892629623413,
-0.03969646617770195,
0.0847618579864502,
0.04645617678761482,
0.03643961250782013,
-0.03182685375213623,
0.0006098982412368059,
0.011581217870116234,
-0.01864088512957096,
-0.016115296632051468,
-0.03450155258178711,
0.05154864862561226,
0.031390685588121414,
-0.10106740146875381,
-0.022885199636220932,
0.0666406974196434,
-0.02536580339074135,
-0.025159280747175217,
0.04573994129896164,
-0.028780007734894753,
-0.03227327764034271,
0.04157993197441101,
-0.03660282492637634,
0.007837517186999321,
-0.003955912310630083,
-0.008397147990763187,
0.040832821279764175,
0.057875797152519226,
0.008872746489942074,
0.0016139368526637554,
0.01674366556107998,
-0.06310530006885529,
-0.06784255057573318,
0.142581507563591,
-0.012304154224693775,
0.03339743614196777,
-0.011185089126229286,
-0.00882708840072155,
0.06160407513380051,
-0.004149438813328743,
0.02124347724020481,
-0.07315197587013245,
0.014303154312074184,
0.0241746436804533,
0.02312084287405014,
-0.028650229796767235,
-0.03471067547798157,
-4.087871019464728e-8,
-0.05813309922814369,
-0.050973109900951385,
0.07930023968219757,
0.01937481015920639,
0.13518182933330536,
0.10219589620828629,
-0.0355752632021904,
0.027584511786699295,
-0.014033657498657703,
-0.006038063671439886,
0.09596956521272659,
-0.047142721712589264,
0.019244737923145294,
-0.009546601213514805,
-0.037381675094366074,
-0.02069341018795967,
-0.017887776717543602,
-0.02815612405538559,
-0.03397827222943306,
-0.021313654258847237,
0.05393732711672783,
0.001562405494041741,
0.04834383726119995,
0.04523687809705734,
0.08128989487886429,
0.0358874537050724,
0.06673963367938995,
-0.023300688713788986,
0.04675861820578575,
0.008340711705386639,
-0.026963870972394943,
-0.03591686487197876,
-0.0027689796406775713,
-0.012721835635602474,
-0.01857641525566578,
-0.0018530415836721659,
-0.015162431634962559,
0.017364075407385826,
-0.0717577338218689,
-0.04394744336605072,
0.08376047015190125,
0.0467214435338974,
0.07368341833353043,
0.023713186383247375,
0.02874370850622654,
-0.01922272890806198,
-0.020397892221808434,
-0.0025034856516867876,
0.044990748167037964,
-0.005247537512332201,
-0.0064942198805511,
-0.08626962453126907,
-0.008475970476865768,
0.08669494092464447,
0.05484958738088608,
-0.07457263767719269,
0.035794008523225784,
0.05360523983836174,
0.07675081491470337,
0.016623904928565025,
0.02817799337208271,
-0.016350843012332916,
-0.06180938705801964,
0.054612789303064346
] |
1401.3825
|
Wiebe van der Hoek
|
Wiebe van der Hoek, Dirk Walther, Michael Wooldridge
|
Reasoning About the Transfer of Control
| null |
Journal Of Artificial Intelligence Research, Volume 37, pages
437-477, 2010
|
10.1613/jair.2901
| null |
cs.AI cs.LO
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present DCL-PC: a logic for reasoning about how the abilities of agents
and coalitions of agents are altered by transferring control from one agent to
another. The logical foundation of DCL-PC is CL-PC, a logic for reasoning about
cooperation in which the abilities of agents and coalitions of agents stem from
a distribution of atomic Boolean variables to individual agents -- the choices
available to a coalition correspond to assignments to the variables the
coalition controls. The basic modal constructs of DCL-PC are of the form
coalition C can cooperate to bring about phi. DCL-PC extends CL-PC with dynamic
logic modalities in which atomic programs are of the form agent i gives control
of variable p to agent j; as usual in dynamic logic, these atomic programs may
be combined using sequence, iteration, choice, and test operators to form
complex programs. By combining such dynamic transfer programs with cooperation
modalities, it becomes possible to reason about how the power of agents and
coalitions is affected by the transfer of control. We give two alternative
semantics for the logic: a direct semantics, in which we capture the
distributions of Boolean variables to agents; and a more conventional Kripke
semantics. We prove that these semantics are equivalent, and then present an
axiomatization for the logic. We investigate the computational complexity of
model checking and satisfiability for DCL-PC, and show that both problems are
PSPACE-complete (and hence no worse than the underlying logic CL-PC). Finally,
we investigate the characterisation of control in DCL-PC. We distinguish
between first-order control -- the ability of an agent or coalition to control
some state of affairs through the assignment of values to the variables under
the control of the agent or coalition -- and second-order control -- the
ability of an agent to exert control over the control that other agents have by
transferring variables to other agents. We give a logical characterisation of
second-order control.
|
[
{
"created": "Thu, 16 Jan 2014 04:27:53 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"van der Hoek",
"Wiebe",
""
],
[
"Walther",
"Dirk",
""
],
[
"Wooldridge",
"Michael",
""
]
] |
[
-0.032570820301771164,
-0.03622397780418396,
-0.042862795293331146,
0.01642538607120514,
-0.005126218777149916,
0.026097670197486877,
0.06293188780546188,
-0.010586563497781754,
0.011835024692118168,
0.007114473730325699,
-0.007119204383343458,
-0.039288293570280075,
0.0740954801440239,
0.0750243067741394,
0.04753402993083,
-0.015274451114237309,
0.0472462959587574,
0.046280138194561005,
-0.11883740872144699,
-0.018664434552192688,
-0.006467464845627546,
-0.05648209899663925,
-0.053744252771139145,
-0.012556079775094986,
-0.11614959686994553,
0.031526822596788406,
-0.024483364075422287,
-0.07127384096384048,
0.038787782192230225,
0.007776850834488869,
-0.008050712756812572,
0.05177002027630806,
-0.0032885014079511166,
0.018226290121674538,
0.0527619905769825,
0.036268360912799835,
-0.014641758985817432,
0.004109687637537718,
0.012690414674580097,
-0.05661218240857124,
-0.05203446373343468,
-0.02624693512916565,
-0.0860154926776886,
-0.01900118589401245,
-0.07989218831062317,
0.047966595739126205,
-0.03354775160551071,
0.04500632733106613,
-0.05706125870347023,
0.01207647379487753,
-0.029317030683159828,
0.026285966858267784,
0.0025377722922712564,
-0.050099898129701614,
0.0674452856183052,
0.013893606141209602,
-0.02052726037800312,
-0.02784452773630619,
-0.011365511454641819,
-0.1226603165268898,
-0.10167469084262848,
0.016198642551898956,
-0.03598691150546074,
0.06192348152399063,
-0.003262978047132492,
-0.013780227862298489,
0.03346032276749611,
0.08395682275295258,
0.06586477160453796,
-0.01970883086323738,
-0.033760420978069305,
-0.05761310085654259,
0.0054200864396989346,
-0.03022901527583599,
0.011780897155404091,
-0.00467407563701272,
0.10852514207363129,
-0.018671058118343353,
0.07653188705444336,
-0.08198052644729614,
-0.06433659791946411,
0.050266001373529434,
-0.05435340479016304,
0.03139848634600639,
0.02042415924370289,
-0.008812748827040195,
-0.014733471907675266,
-0.014907868579030037,
0.09383776038885117,
0.0444888137280941,
-0.01983671635389328,
0.03986603394150734,
0.11902260780334473,
0.05823679640889168,
0.0896650105714798,
0.060758691281080246,
0.04833005368709564,
-0.05592811480164528,
-0.003340860130265355,
0.1334718018770218,
0.009041465818881989,
0.08428965508937836,
-0.014887028373777866,
-0.05977395921945572,
0.02576485276222229,
-0.05007201060652733,
-0.013023240491747856,
-0.039169006049633026,
0.02588658221065998,
-0.025573069229722023,
0.0020068471785634756,
-0.025153320282697678,
0.059196587651968,
-0.07787158340215683,
-0.015065531246364117,
0.007218328770250082,
0.02582395263016224,
0.09593210369348526,
0.04336388409137726,
-0.12942545115947723,
0.04185931384563446,
-0.059575118124485016,
-0.014225318096578121,
0.0684632733464241,
0.11992799490690231,
-0.020240362733602524,
-0.027923917397856712,
7.811476793675846e-34,
0.021966634318232536,
0.027781542390584946,
0.04183859005570412,
0.05436414107680321,
-0.0013281930005177855,
-0.07011093199253082,
0.05988355726003647,
0.011182652786374092,
-0.09631861001253128,
0.01618361286818981,
0.013582376763224602,
0.08738213032484055,
-0.007072252221405506,
0.023429760709404945,
0.06402090191841125,
0.005030397325754166,
-0.0341111496090889,
0.002955026924610138,
-0.003382813883945346,
-0.023173080757260323,
0.03496699780225754,
0.057572949677705765,
0.023144418373703957,
0.025405488908290863,
-0.017900947481393814,
-0.04554460197687149,
-0.012947292067110538,
-0.023543264716863632,
0.02647445723414421,
0.02271801233291626,
-0.005452060606330633,
0.043104976415634155,
-0.0016225329600274563,
0.10798995196819305,
-0.0691346600651741,
0.01447098609060049,
-0.10272036492824554,
-0.10369234532117844,
0.010406790301203728,
-0.030445704236626625,
-0.01654324121773243,
-0.0549079068005085,
-0.03470071032643318,
0.009844896383583546,
0.004596592392772436,
-0.13800129294395447,
-0.07497073709964752,
0.04487001895904541,
-0.08805544674396515,
-0.056444574147462845,
0.05378909036517143,
0.028720660135149956,
0.05089466646313667,
-0.07668405771255493,
-0.009874118492007256,
-0.004663828760385513,
-0.033260051161050797,
0.05311480164527893,
0.010465702973306179,
0.07499195635318756,
-0.030980003997683525,
-0.007424250710755587,
-0.015515526756644249,
0.11032885313034058,
-0.0037396675907075405,
-0.01613910309970379,
-0.14839553833007812,
0.018382642418146133,
0.10716930031776428,
-0.03420032933354378,
-0.03469548001885414,
0.0474659763276577,
-0.009259851649403572,
0.012856949120759964,
0.0652049258351326,
-0.019949229434132576,
-0.0024757087230682373,
-0.07115667313337326,
-0.03907042741775513,
-0.00621357187628746,
-0.04302500560879707,
0.004415981937199831,
-0.04719637334346771,
0.03904176503419876,
0.0046381703577935696,
-0.04398941621184349,
-0.08440594375133514,
-0.029355790466070175,
0.01804608665406704,
-0.07309188693761826,
-0.03729875013232231,
-0.06639989465475082,
0.06369326263666153,
-0.013056788593530655,
-0.00475370092317462,
-3.690565166110361e-33,
-0.026077255606651306,
-0.032569464296102524,
-0.0665496215224266,
0.018589695915579796,
-0.011433104984462261,
-0.06318873167037964,
0.0025251610204577446,
-0.08832892775535583,
-0.0596427246928215,
-0.04148539900779724,
-0.03878561407327652,
-0.004360366612672806,
0.024997711181640625,
-0.023325573652982712,
-0.015916546806693077,
-0.0075841983780264854,
0.033613499253988266,
-0.04819408059120178,
-0.003066434059292078,
0.07975208759307861,
0.07353078573942184,
0.08254871517419815,
-0.021202385425567627,
-0.043510567396879196,
0.016417788341641426,
0.013239527121186256,
-0.06609907746315002,
0.06837596744298935,
0.1261053830385208,
0.07453063130378723,
0.019770443439483643,
-0.022282568737864494,
-0.027469830587506294,
-0.001930791768245399,
-0.005309771746397018,
-0.04448547586798668,
0.026941686868667603,
0.06375090032815933,
-0.10426953434944153,
0.007454866077750921,
-0.016701949760317802,
-0.12706880271434784,
-0.014237507246434689,
0.012922505848109722,
0.07183262705802917,
0.0410982221364975,
0.012755663134157658,
-0.0016017139423638582,
-0.004003150388598442,
-0.029190178960561752,
0.06453489512205124,
0.002809409750625491,
-0.020551448687911034,
-0.006536748260259628,
-0.046946290880441666,
0.07835571467876434,
0.030567340552806854,
0.04100857675075531,
0.05133267492055893,
0.03578629717230797,
0.010159224271774292,
-0.038558103144168854,
0.049458153545856476,
0.0794653594493866,
0.008302460424602032,
0.010167435742914677,
-0.05367755517363548,
0.04045172408223152,
0.08269497752189636,
-0.0661996528506279,
0.009789415635168552,
0.007374868728220463,
0.009507231414318085,
-0.031223803758621216,
0.10486675798892975,
-0.012160807847976685,
-0.023373859003186226,
-0.02916482277214527,
-0.027759289368987083,
0.04158301278948784,
-0.08409229665994644,
-0.006762757897377014,
0.02851506881415844,
0.03823727369308472,
-0.10037730634212494,
-0.01169262733310461,
0.0539240725338459,
0.02791508659720421,
0.025829022750258446,
0.034982044249773026,
-0.07157521694898605,
0.013857475481927395,
0.06352782994508743,
0.0335279144346714,
-0.05622101575136185,
-4.612762438682694e-8,
0.07350791990756989,
0.04124249145388603,
-0.008427748456597328,
0.024114344269037247,
0.04924727976322174,
-0.0313388966023922,
-0.026187755167484283,
-0.09673663973808289,
-0.027850933372974396,
-0.031125202775001526,
0.040999580174684525,
0.06767042726278305,
0.004784169606864452,
-0.00917526800185442,
0.011596724390983582,
0.07749136537313461,
-0.028174234554171562,
-0.08669585734605789,
-0.029704688116908073,
-0.03784703090786934,
0.005749785806983709,
-0.047782111912965775,
-0.010725166648626328,
0.11315784603357315,
-0.01893342100083828,
-0.018360672518610954,
-0.04488004371523857,
0.04332801327109337,
0.01029707957059145,
-0.00015803513815626502,
0.021988194435834885,
0.015616889111697674,
0.06297449767589569,
0.0267900712788105,
0.04190510883927345,
0.06422293931245804,
-0.07521482557058334,
-0.07334475219249725,
0.02707216702401638,
0.013251611962914467,
-0.010661700740456581,
0.0646868422627449,
-0.09771490097045898,
0.04028700664639473,
0.05523638427257538,
-0.05647782236337662,
-0.0420403927564621,
-0.06922313570976257,
0.010159733705222607,
-0.055626627057790756,
-0.07889025658369064,
0.05184762924909592,
-0.11144683510065079,
-0.02571002207696438,
0.03150425851345062,
0.07717248797416687,
-0.046034879982471466,
-0.020197128877043724,
0.05568181723356247,
0.03749760240316391,
-0.034576982259750366,
0.05933011695742607,
0.010229438543319702,
-0.10602898895740509
] | null | null | null | null | null | null | null |
[
-0.032570820301771164,
-0.03622397780418396,
-0.042862795293331146,
0.01642538607120514,
-0.005126218777149916,
0.026097670197486877,
0.06293188780546188,
-0.010586563497781754,
0.011835024692118168,
0.007114473730325699,
-0.007119204383343458,
-0.039288293570280075,
0.0740954801440239,
0.0750243067741394,
0.04753402993083,
-0.015274451114237309,
0.0472462959587574,
0.046280138194561005,
-0.11883740872144699,
-0.018664434552192688,
-0.006467464845627546,
-0.05648209899663925,
-0.053744252771139145,
-0.012556079775094986,
-0.11614959686994553,
0.031526822596788406,
-0.024483364075422287,
-0.07127384096384048,
0.038787782192230225,
0.007776850834488869,
-0.008050712756812572,
0.05177002027630806,
-0.0032885014079511166,
0.018226290121674538,
0.0527619905769825,
0.036268360912799835,
-0.014641758985817432,
0.004109687637537718,
0.012690414674580097,
-0.05661218240857124,
-0.05203446373343468,
-0.02624693512916565,
-0.0860154926776886,
-0.01900118589401245,
-0.07989218831062317,
0.047966595739126205,
-0.03354775160551071,
0.04500632733106613,
-0.05706125870347023,
0.01207647379487753,
-0.029317030683159828,
0.026285966858267784,
0.0025377722922712564,
-0.050099898129701614,
0.0674452856183052,
0.013893606141209602,
-0.02052726037800312,
-0.02784452773630619,
-0.011365511454641819,
-0.1226603165268898,
-0.10167469084262848,
0.016198642551898956,
-0.03598691150546074,
0.06192348152399063,
-0.003262978047132492,
-0.013780227862298489,
0.03346032276749611,
0.08395682275295258,
0.06586477160453796,
-0.01970883086323738,
-0.033760420978069305,
-0.05761310085654259,
0.0054200864396989346,
-0.03022901527583599,
0.011780897155404091,
-0.00467407563701272,
0.10852514207363129,
-0.018671058118343353,
0.07653188705444336,
-0.08198052644729614,
-0.06433659791946411,
0.050266001373529434,
-0.05435340479016304,
0.03139848634600639,
0.02042415924370289,
-0.008812748827040195,
-0.014733471907675266,
-0.014907868579030037,
0.09383776038885117,
0.0444888137280941,
-0.01983671635389328,
0.03986603394150734,
0.11902260780334473,
0.05823679640889168,
0.0896650105714798,
0.060758691281080246,
0.04833005368709564,
-0.05592811480164528,
-0.003340860130265355,
0.1334718018770218,
0.009041465818881989,
0.08428965508937836,
-0.014887028373777866,
-0.05977395921945572,
0.02576485276222229,
-0.05007201060652733,
-0.013023240491747856,
-0.039169006049633026,
0.02588658221065998,
-0.025573069229722023,
0.0020068471785634756,
-0.025153320282697678,
0.059196587651968,
-0.07787158340215683,
-0.015065531246364117,
0.007218328770250082,
0.02582395263016224,
0.09593210369348526,
0.04336388409137726,
-0.12942545115947723,
0.04185931384563446,
-0.059575118124485016,
-0.014225318096578121,
0.0684632733464241,
0.11992799490690231,
-0.020240362733602524,
-0.027923917397856712,
7.811476793675846e-34,
0.021966634318232536,
0.027781542390584946,
0.04183859005570412,
0.05436414107680321,
-0.0013281930005177855,
-0.07011093199253082,
0.05988355726003647,
0.011182652786374092,
-0.09631861001253128,
0.01618361286818981,
0.013582376763224602,
0.08738213032484055,
-0.007072252221405506,
0.023429760709404945,
0.06402090191841125,
0.005030397325754166,
-0.0341111496090889,
0.002955026924610138,
-0.003382813883945346,
-0.023173080757260323,
0.03496699780225754,
0.057572949677705765,
0.023144418373703957,
0.025405488908290863,
-0.017900947481393814,
-0.04554460197687149,
-0.012947292067110538,
-0.023543264716863632,
0.02647445723414421,
0.02271801233291626,
-0.005452060606330633,
0.043104976415634155,
-0.0016225329600274563,
0.10798995196819305,
-0.0691346600651741,
0.01447098609060049,
-0.10272036492824554,
-0.10369234532117844,
0.010406790301203728,
-0.030445704236626625,
-0.01654324121773243,
-0.0549079068005085,
-0.03470071032643318,
0.009844896383583546,
0.004596592392772436,
-0.13800129294395447,
-0.07497073709964752,
0.04487001895904541,
-0.08805544674396515,
-0.056444574147462845,
0.05378909036517143,
0.028720660135149956,
0.05089466646313667,
-0.07668405771255493,
-0.009874118492007256,
-0.004663828760385513,
-0.033260051161050797,
0.05311480164527893,
0.010465702973306179,
0.07499195635318756,
-0.030980003997683525,
-0.007424250710755587,
-0.015515526756644249,
0.11032885313034058,
-0.0037396675907075405,
-0.01613910309970379,
-0.14839553833007812,
0.018382642418146133,
0.10716930031776428,
-0.03420032933354378,
-0.03469548001885414,
0.0474659763276577,
-0.009259851649403572,
0.012856949120759964,
0.0652049258351326,
-0.019949229434132576,
-0.0024757087230682373,
-0.07115667313337326,
-0.03907042741775513,
-0.00621357187628746,
-0.04302500560879707,
0.004415981937199831,
-0.04719637334346771,
0.03904176503419876,
0.0046381703577935696,
-0.04398941621184349,
-0.08440594375133514,
-0.029355790466070175,
0.01804608665406704,
-0.07309188693761826,
-0.03729875013232231,
-0.06639989465475082,
0.06369326263666153,
-0.013056788593530655,
-0.00475370092317462,
-3.690565166110361e-33,
-0.026077255606651306,
-0.032569464296102524,
-0.0665496215224266,
0.018589695915579796,
-0.011433104984462261,
-0.06318873167037964,
0.0025251610204577446,
-0.08832892775535583,
-0.0596427246928215,
-0.04148539900779724,
-0.03878561407327652,
-0.004360366612672806,
0.024997711181640625,
-0.023325573652982712,
-0.015916546806693077,
-0.0075841983780264854,
0.033613499253988266,
-0.04819408059120178,
-0.003066434059292078,
0.07975208759307861,
0.07353078573942184,
0.08254871517419815,
-0.021202385425567627,
-0.043510567396879196,
0.016417788341641426,
0.013239527121186256,
-0.06609907746315002,
0.06837596744298935,
0.1261053830385208,
0.07453063130378723,
0.019770443439483643,
-0.022282568737864494,
-0.027469830587506294,
-0.001930791768245399,
-0.005309771746397018,
-0.04448547586798668,
0.026941686868667603,
0.06375090032815933,
-0.10426953434944153,
0.007454866077750921,
-0.016701949760317802,
-0.12706880271434784,
-0.014237507246434689,
0.012922505848109722,
0.07183262705802917,
0.0410982221364975,
0.012755663134157658,
-0.0016017139423638582,
-0.004003150388598442,
-0.029190178960561752,
0.06453489512205124,
0.002809409750625491,
-0.020551448687911034,
-0.006536748260259628,
-0.046946290880441666,
0.07835571467876434,
0.030567340552806854,
0.04100857675075531,
0.05133267492055893,
0.03578629717230797,
0.010159224271774292,
-0.038558103144168854,
0.049458153545856476,
0.0794653594493866,
0.008302460424602032,
0.010167435742914677,
-0.05367755517363548,
0.04045172408223152,
0.08269497752189636,
-0.0661996528506279,
0.009789415635168552,
0.007374868728220463,
0.009507231414318085,
-0.031223803758621216,
0.10486675798892975,
-0.012160807847976685,
-0.023373859003186226,
-0.02916482277214527,
-0.027759289368987083,
0.04158301278948784,
-0.08409229665994644,
-0.006762757897377014,
0.02851506881415844,
0.03823727369308472,
-0.10037730634212494,
-0.01169262733310461,
0.0539240725338459,
0.02791508659720421,
0.025829022750258446,
0.034982044249773026,
-0.07157521694898605,
0.013857475481927395,
0.06352782994508743,
0.0335279144346714,
-0.05622101575136185,
-4.612762438682694e-8,
0.07350791990756989,
0.04124249145388603,
-0.008427748456597328,
0.024114344269037247,
0.04924727976322174,
-0.0313388966023922,
-0.026187755167484283,
-0.09673663973808289,
-0.027850933372974396,
-0.031125202775001526,
0.040999580174684525,
0.06767042726278305,
0.004784169606864452,
-0.00917526800185442,
0.011596724390983582,
0.07749136537313461,
-0.028174234554171562,
-0.08669585734605789,
-0.029704688116908073,
-0.03784703090786934,
0.005749785806983709,
-0.047782111912965775,
-0.010725166648626328,
0.11315784603357315,
-0.01893342100083828,
-0.018360672518610954,
-0.04488004371523857,
0.04332801327109337,
0.01029707957059145,
-0.00015803513815626502,
0.021988194435834885,
0.015616889111697674,
0.06297449767589569,
0.0267900712788105,
0.04190510883927345,
0.06422293931245804,
-0.07521482557058334,
-0.07334475219249725,
0.02707216702401638,
0.013251611962914467,
-0.010661700740456581,
0.0646868422627449,
-0.09771490097045898,
0.04028700664639473,
0.05523638427257538,
-0.05647782236337662,
-0.0420403927564621,
-0.06922313570976257,
0.010159733705222607,
-0.055626627057790756,
-0.07889025658369064,
0.05184762924909592,
-0.11144683510065079,
-0.02571002207696438,
0.03150425851345062,
0.07717248797416687,
-0.046034879982471466,
-0.020197128877043724,
0.05568181723356247,
0.03749760240316391,
-0.034576982259750366,
0.05933011695742607,
0.010229438543319702,
-0.10602898895740509
] |
1401.3827
|
Ruijie He
|
Ruijie He, Emma Brunskill, Nicholas Roy
|
Efficient Planning under Uncertainty with Macro-actions
| null |
Journal Of Artificial Intelligence Research, Volume 40, pages
523-570, 2011
|
10.1613/jair.3171
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Deciding how to act in partially observable environments remains an active
area of research. Identifying good sequences of decisions is particularly
challenging when good control performance requires planning multiple steps into
the future in domains with many states. Towards addressing this challenge, we
present an online, forward-search algorithm called the Posterior Belief
Distribution (PBD). PBD leverages a novel method for calculating the posterior
distribution over beliefs that result after a sequence of actions is taken,
given the set of observation sequences that could be received during this
process. This method allows us to efficiently evaluate the expected reward of a
sequence of primitive actions, which we refer to as macro-actions. We present a
formal analysis of our approach, and examine its performance on two very large
simulation experiments: scientific exploration and a target monitoring domain.
We also demonstrate our algorithm being used to control a real robotic
helicopter in a target monitoring experiment, which suggests that our approach
has practical potential for planning in real-world, large partially observable
domains where a multi-step lookahead is required to achieve good performance.
|
[
{
"created": "Thu, 16 Jan 2014 04:36:09 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"He",
"Ruijie",
""
],
[
"Brunskill",
"Emma",
""
],
[
"Roy",
"Nicholas",
""
]
] |
[
-0.03217170760035515,
-0.05980632081627846,
-0.003826180240139365,
-0.03467831015586853,
0.0761912390589714,
-0.011739827692508698,
-0.0004950419533997774,
-0.04928473010659218,
0.05618179962038994,
0.039803288877010345,
-0.03752531856298447,
-0.04835302010178566,
0.05121571198105812,
0.00890327338129282,
-0.0009276522905565798,
-0.005554891657084227,
0.07709948718547821,
0.01982242986559868,
-0.02292625419795513,
0.020402386784553528,
-0.013773727230727673,
0.045528169721364975,
0.060478925704956055,
-0.030594011768698692,
-0.04774785414338112,
0.009320189245045185,
0.05668254941701889,
-0.10414253175258636,
0.008832355961203575,
0.0034832744859158993,
0.08913153409957886,
-0.05103160813450813,
0.02476935088634491,
-0.09721595048904419,
-0.03652198985219002,
0.06070255860686302,
-0.10950662195682526,
-0.05875696614384651,
-0.02949506789445877,
-0.08364555984735489,
0.001959770917892456,
0.005658864974975586,
0.07121031731367111,
-0.014489466324448586,
0.03614396974444389,
0.04895650967955589,
0.05602804198861122,
-0.046961355954408646,
0.04494505375623703,
-0.001399642089381814,
-0.08902689069509506,
-0.08187656849622726,
0.05865474417805672,
-0.03623359277844429,
-0.03168177977204323,
0.014521009288728237,
0.034676533192396164,
-0.05118270218372345,
0.062153346836566925,
-0.05794525146484375,
-0.01068627554923296,
-0.07276167720556259,
-0.04587371647357941,
-0.04926367476582527,
-0.0024601276963949203,
0.019457325339317322,
0.03711635619401932,
-0.011744554154574871,
0.01665816269814968,
0.02769598551094532,
0.0007649940671399236,
0.09016498923301697,
0.021525582298636436,
0.017310937866568565,
0.007683387957513332,
-0.0012254227185621858,
-0.025391003116965294,
-0.05341843143105507,
0.003237217664718628,
-0.03842999041080475,
0.028468983247876167,
-0.06966575980186462,
-0.012919396162033081,
0.03400307148694992,
0.08421037346124649,
-0.04599935561418533,
-0.0125500513240695,
0.05897938460111618,
0.10322737693786621,
0.060054294764995575,
-0.03847426176071167,
-0.07770047336816788,
-0.03864645957946777,
-0.009775918908417225,
-0.042101502418518066,
0.03727366030216217,
-0.021057117730379105,
-0.10830242931842804,
0.003684548893943429,
0.043904099613428116,
0.001199041260406375,
0.07641496509313583,
0.03355063498020172,
-0.03429693356156349,
0.008735952898859978,
-0.025157196447253227,
-0.0012171119451522827,
-0.009258493781089783,
0.056187283247709274,
-0.04843435436487198,
-0.02139405533671379,
-0.05134554207324982,
0.029615378007292747,
0.03269731625914574,
0.007312563713639975,
0.03578273579478264,
0.04550182819366455,
0.04031500592827797,
-0.12105778604745865,
0.03772539272904396,
0.04771582782268524,
-0.039356835186481476,
0.13640718162059784,
0.05052005872130394,
0.0988064780831337,
-0.039483796805143356,
-0.04391051456332207,
-6.021710421087102e-34,
0.06610710918903351,
-0.027526285499334335,
0.04266078770160675,
0.058539967983961105,
0.05695648118853569,
0.04261421039700508,
0.055868715047836304,
-0.007165701128542423,
-0.01275519747287035,
0.0003898313734680414,
0.022488117218017578,
0.042497456073760986,
-0.07461734116077423,
0.07515374571084976,
0.08860654383897781,
-0.019064249470829964,
-0.03270202875137329,
0.061691369861364365,
-0.029171913862228394,
-0.01097717322409153,
0.04403967782855034,
-0.03139534592628479,
-0.059888023883104324,
-0.049146030098199844,
0.07645175606012344,
0.0001585898280609399,
0.04708723723888397,
-0.0069943382404744625,
-0.02388204075396061,
0.013673806563019753,
-0.054175060242414474,
0.019276635721325874,
-0.13365325331687927,
0.047852665185928345,
0.02442053146660328,
0.0056906272657215595,
-0.08214106410741806,
-0.031068608164787292,
-0.00868071150034666,
-0.01312374696135521,
-0.012439236044883728,
-0.036047905683517456,
-0.0257891658693552,
0.015301965177059174,
-0.09219282865524292,
-0.10280808806419373,
-0.04488113150000572,
-0.01136741228401661,
0.008211132138967514,
-0.01249084621667862,
0.09055835008621216,
0.01937912590801716,
0.057329751551151276,
-0.12231013923883438,
-0.060906220227479935,
-0.034491248428821564,
-0.0008846732089295983,
0.05000718683004379,
0.0047593084163963795,
0.07520497590303421,
0.04506714642047882,
-0.015881771221756935,
-0.01698768138885498,
0.09024987369775772,
-0.05820603296160698,
0.07434514164924622,
-0.040341589599847794,
0.041050415486097336,
0.1045321524143219,
-0.003379722824320197,
0.0010701235150918365,
0.0025591463781893253,
0.05886160954833031,
-0.10906669497489929,
0.04809608682990074,
0.03434717282652855,
0.0035218026023358107,
-0.027923429384827614,
0.02472177892923355,
-0.006837132852524519,
0.03641672804951668,
0.0024103852920234203,
-0.0740303173661232,
0.0593755841255188,
0.05602170154452324,
-0.015917709097266197,
-0.07484590262174606,
-0.07674609124660492,
-0.08317340910434723,
-0.04524119198322296,
-0.04678816720843315,
0.002455161651596427,
-0.008567930199205875,
0.013158338144421577,
-0.0337558314204216,
-1.567060518959815e-33,
-0.0346769355237484,
-0.013714661821722984,
0.06881338357925415,
0.046636808663606644,
0.001915370929054916,
-0.10348571836948395,
-0.05741756036877632,
-0.029282936826348305,
0.017712058499455452,
-0.061189208179712296,
-0.1359153836965561,
-0.006762434262782335,
-0.013109926134347916,
0.028113001957535744,
0.012100457213819027,
-0.006363116670399904,
0.008557007648050785,
-0.008050098083913326,
0.004910748451948166,
-0.04183163493871689,
0.027350787073373795,
0.04352978989481926,
-0.09411738812923431,
0.006767937447875738,
-0.03281325846910477,
0.06723947823047638,
0.06370389461517334,
0.06343714892864227,
0.024223487824201584,
-0.004636300262063742,
-0.09929679334163666,
-0.024489816278219223,
-0.003552977228537202,
0.039847180247306824,
-0.05313673987984657,
0.05719401314854622,
0.09351129829883575,
0.03182361647486687,
-0.014091978780925274,
0.04981137067079544,
0.06395599246025085,
-0.06960255652666092,
-0.04992668703198433,
-0.02947421371936798,
-0.007208881434053183,
-0.044590841978788376,
-0.049777887761592865,
0.10228019952774048,
0.02111745811998844,
-0.01636463776230812,
-0.04274388402700424,
0.10180728137493134,
-0.10084456950426102,
0.01579413004219532,
-0.04051991552114487,
-0.02492895908653736,
-0.08268066495656967,
0.018445849418640137,
0.0814727246761322,
0.0300375297665596,
-0.09269925206899643,
0.03159227967262268,
0.035717930644750595,
0.06415672600269318,
0.003156667808070779,
0.05323579162359238,
0.03315500169992447,
0.05293551832437515,
0.018108297139406204,
0.012656222097575665,
0.061228711158037186,
0.02630610577762127,
0.011063757352530956,
0.006295409053564072,
0.09776778519153595,
-0.00636935792863369,
0.029674869030714035,
-0.051363907754421234,
0.05939481407403946,
0.0286155603826046,
0.02407638356089592,
-0.00242891744710505,
0.031283874064683914,
-0.01998422108590603,
-0.014082037843763828,
0.04187336564064026,
-0.009313288144767284,
0.009694439359009266,
-0.007547981105744839,
-0.04704008623957634,
-0.03401665762066841,
-0.0021027985494583845,
0.06201941519975662,
0.05056660249829292,
-0.031935229897499084,
-4.6656879248985206e-8,
-0.027448123320937157,
0.016144227236509323,
0.08705222606658936,
-0.0017067795852199197,
0.12144351750612259,
0.04030580073595047,
-0.04931369796395302,
-0.057708561420440674,
-0.041406478732824326,
-0.07816174626350403,
0.07712981849908829,
-0.02339179441332817,
0.009547200053930283,
-0.025592444464564323,
-0.012397430837154388,
-0.013848405331373215,
-0.009609285742044449,
-0.10451369732618332,
-0.05222984030842781,
0.004768033046275377,
0.04408138245344162,
0.018050724640488625,
0.01664184033870697,
-0.0038597960956394672,
-0.017100393772125244,
-0.016953879967331886,
-0.06471247225999832,
0.038038380444049835,
0.04179034009575844,
0.08060514181852341,
0.0005611224914900959,
-0.002544444752857089,
-0.02533694915473461,
0.04347921162843704,
0.01413488108664751,
-0.010298478417098522,
-0.014115129597485065,
-0.1080704778432846,
0.02645460143685341,
-0.03324056789278984,
0.033559251576662064,
0.0531766302883625,
-0.04372347891330719,
0.04609514772891998,
-0.029136328026652336,
0.04567432403564453,
-0.08752157539129257,
-0.13475172221660614,
0.015772707760334015,
-0.05213671922683716,
0.018554145470261574,
-0.04172639176249504,
-0.03941604122519493,
0.1264551281929016,
0.04435648396611214,
0.10582765191793442,
-0.0020708816591650248,
-0.11075994372367859,
-0.0025679506361484528,
0.08131622523069382,
0.057272396981716156,
0.009133071638643742,
-0.09315882623195648,
0.005950172897428274
] | null | null | null | null | null | null | null |
[
-0.03217170760035515,
-0.05980632081627846,
-0.003826180240139365,
-0.03467831015586853,
0.0761912390589714,
-0.011739827692508698,
-0.0004950419533997774,
-0.04928473010659218,
0.05618179962038994,
0.039803288877010345,
-0.03752531856298447,
-0.04835302010178566,
0.05121571198105812,
0.00890327338129282,
-0.0009276522905565798,
-0.005554891657084227,
0.07709948718547821,
0.01982242986559868,
-0.02292625419795513,
0.020402386784553528,
-0.013773727230727673,
0.045528169721364975,
0.060478925704956055,
-0.030594011768698692,
-0.04774785414338112,
0.009320189245045185,
0.05668254941701889,
-0.10414253175258636,
0.008832355961203575,
0.0034832744859158993,
0.08913153409957886,
-0.05103160813450813,
0.02476935088634491,
-0.09721595048904419,
-0.03652198985219002,
0.06070255860686302,
-0.10950662195682526,
-0.05875696614384651,
-0.02949506789445877,
-0.08364555984735489,
0.001959770917892456,
0.005658864974975586,
0.07121031731367111,
-0.014489466324448586,
0.03614396974444389,
0.04895650967955589,
0.05602804198861122,
-0.046961355954408646,
0.04494505375623703,
-0.001399642089381814,
-0.08902689069509506,
-0.08187656849622726,
0.05865474417805672,
-0.03623359277844429,
-0.03168177977204323,
0.014521009288728237,
0.034676533192396164,
-0.05118270218372345,
0.062153346836566925,
-0.05794525146484375,
-0.01068627554923296,
-0.07276167720556259,
-0.04587371647357941,
-0.04926367476582527,
-0.0024601276963949203,
0.019457325339317322,
0.03711635619401932,
-0.011744554154574871,
0.01665816269814968,
0.02769598551094532,
0.0007649940671399236,
0.09016498923301697,
0.021525582298636436,
0.017310937866568565,
0.007683387957513332,
-0.0012254227185621858,
-0.025391003116965294,
-0.05341843143105507,
0.003237217664718628,
-0.03842999041080475,
0.028468983247876167,
-0.06966575980186462,
-0.012919396162033081,
0.03400307148694992,
0.08421037346124649,
-0.04599935561418533,
-0.0125500513240695,
0.05897938460111618,
0.10322737693786621,
0.060054294764995575,
-0.03847426176071167,
-0.07770047336816788,
-0.03864645957946777,
-0.009775918908417225,
-0.042101502418518066,
0.03727366030216217,
-0.021057117730379105,
-0.10830242931842804,
0.003684548893943429,
0.043904099613428116,
0.001199041260406375,
0.07641496509313583,
0.03355063498020172,
-0.03429693356156349,
0.008735952898859978,
-0.025157196447253227,
-0.0012171119451522827,
-0.009258493781089783,
0.056187283247709274,
-0.04843435436487198,
-0.02139405533671379,
-0.05134554207324982,
0.029615378007292747,
0.03269731625914574,
0.007312563713639975,
0.03578273579478264,
0.04550182819366455,
0.04031500592827797,
-0.12105778604745865,
0.03772539272904396,
0.04771582782268524,
-0.039356835186481476,
0.13640718162059784,
0.05052005872130394,
0.0988064780831337,
-0.039483796805143356,
-0.04391051456332207,
-6.021710421087102e-34,
0.06610710918903351,
-0.027526285499334335,
0.04266078770160675,
0.058539967983961105,
0.05695648118853569,
0.04261421039700508,
0.055868715047836304,
-0.007165701128542423,
-0.01275519747287035,
0.0003898313734680414,
0.022488117218017578,
0.042497456073760986,
-0.07461734116077423,
0.07515374571084976,
0.08860654383897781,
-0.019064249470829964,
-0.03270202875137329,
0.061691369861364365,
-0.029171913862228394,
-0.01097717322409153,
0.04403967782855034,
-0.03139534592628479,
-0.059888023883104324,
-0.049146030098199844,
0.07645175606012344,
0.0001585898280609399,
0.04708723723888397,
-0.0069943382404744625,
-0.02388204075396061,
0.013673806563019753,
-0.054175060242414474,
0.019276635721325874,
-0.13365325331687927,
0.047852665185928345,
0.02442053146660328,
0.0056906272657215595,
-0.08214106410741806,
-0.031068608164787292,
-0.00868071150034666,
-0.01312374696135521,
-0.012439236044883728,
-0.036047905683517456,
-0.0257891658693552,
0.015301965177059174,
-0.09219282865524292,
-0.10280808806419373,
-0.04488113150000572,
-0.01136741228401661,
0.008211132138967514,
-0.01249084621667862,
0.09055835008621216,
0.01937912590801716,
0.057329751551151276,
-0.12231013923883438,
-0.060906220227479935,
-0.034491248428821564,
-0.0008846732089295983,
0.05000718683004379,
0.0047593084163963795,
0.07520497590303421,
0.04506714642047882,
-0.015881771221756935,
-0.01698768138885498,
0.09024987369775772,
-0.05820603296160698,
0.07434514164924622,
-0.040341589599847794,
0.041050415486097336,
0.1045321524143219,
-0.003379722824320197,
0.0010701235150918365,
0.0025591463781893253,
0.05886160954833031,
-0.10906669497489929,
0.04809608682990074,
0.03434717282652855,
0.0035218026023358107,
-0.027923429384827614,
0.02472177892923355,
-0.006837132852524519,
0.03641672804951668,
0.0024103852920234203,
-0.0740303173661232,
0.0593755841255188,
0.05602170154452324,
-0.015917709097266197,
-0.07484590262174606,
-0.07674609124660492,
-0.08317340910434723,
-0.04524119198322296,
-0.04678816720843315,
0.002455161651596427,
-0.008567930199205875,
0.013158338144421577,
-0.0337558314204216,
-1.567060518959815e-33,
-0.0346769355237484,
-0.013714661821722984,
0.06881338357925415,
0.046636808663606644,
0.001915370929054916,
-0.10348571836948395,
-0.05741756036877632,
-0.029282936826348305,
0.017712058499455452,
-0.061189208179712296,
-0.1359153836965561,
-0.006762434262782335,
-0.013109926134347916,
0.028113001957535744,
0.012100457213819027,
-0.006363116670399904,
0.008557007648050785,
-0.008050098083913326,
0.004910748451948166,
-0.04183163493871689,
0.027350787073373795,
0.04352978989481926,
-0.09411738812923431,
0.006767937447875738,
-0.03281325846910477,
0.06723947823047638,
0.06370389461517334,
0.06343714892864227,
0.024223487824201584,
-0.004636300262063742,
-0.09929679334163666,
-0.024489816278219223,
-0.003552977228537202,
0.039847180247306824,
-0.05313673987984657,
0.05719401314854622,
0.09351129829883575,
0.03182361647486687,
-0.014091978780925274,
0.04981137067079544,
0.06395599246025085,
-0.06960255652666092,
-0.04992668703198433,
-0.02947421371936798,
-0.007208881434053183,
-0.044590841978788376,
-0.049777887761592865,
0.10228019952774048,
0.02111745811998844,
-0.01636463776230812,
-0.04274388402700424,
0.10180728137493134,
-0.10084456950426102,
0.01579413004219532,
-0.04051991552114487,
-0.02492895908653736,
-0.08268066495656967,
0.018445849418640137,
0.0814727246761322,
0.0300375297665596,
-0.09269925206899643,
0.03159227967262268,
0.035717930644750595,
0.06415672600269318,
0.003156667808070779,
0.05323579162359238,
0.03315500169992447,
0.05293551832437515,
0.018108297139406204,
0.012656222097575665,
0.061228711158037186,
0.02630610577762127,
0.011063757352530956,
0.006295409053564072,
0.09776778519153595,
-0.00636935792863369,
0.029674869030714035,
-0.051363907754421234,
0.05939481407403946,
0.0286155603826046,
0.02407638356089592,
-0.00242891744710505,
0.031283874064683914,
-0.01998422108590603,
-0.014082037843763828,
0.04187336564064026,
-0.009313288144767284,
0.009694439359009266,
-0.007547981105744839,
-0.04704008623957634,
-0.03401665762066841,
-0.0021027985494583845,
0.06201941519975662,
0.05056660249829292,
-0.031935229897499084,
-4.6656879248985206e-8,
-0.027448123320937157,
0.016144227236509323,
0.08705222606658936,
-0.0017067795852199197,
0.12144351750612259,
0.04030580073595047,
-0.04931369796395302,
-0.057708561420440674,
-0.041406478732824326,
-0.07816174626350403,
0.07712981849908829,
-0.02339179441332817,
0.009547200053930283,
-0.025592444464564323,
-0.012397430837154388,
-0.013848405331373215,
-0.009609285742044449,
-0.10451369732618332,
-0.05222984030842781,
0.004768033046275377,
0.04408138245344162,
0.018050724640488625,
0.01664184033870697,
-0.0038597960956394672,
-0.017100393772125244,
-0.016953879967331886,
-0.06471247225999832,
0.038038380444049835,
0.04179034009575844,
0.08060514181852341,
0.0005611224914900959,
-0.002544444752857089,
-0.02533694915473461,
0.04347921162843704,
0.01413488108664751,
-0.010298478417098522,
-0.014115129597485065,
-0.1080704778432846,
0.02645460143685341,
-0.03324056789278984,
0.033559251576662064,
0.0531766302883625,
-0.04372347891330719,
0.04609514772891998,
-0.029136328026652336,
0.04567432403564453,
-0.08752157539129257,
-0.13475172221660614,
0.015772707760334015,
-0.05213671922683716,
0.018554145470261574,
-0.04172639176249504,
-0.03941604122519493,
0.1264551281929016,
0.04435648396611214,
0.10582765191793442,
-0.0020708816591650248,
-0.11075994372367859,
-0.0025679506361484528,
0.08131622523069382,
0.057272396981716156,
0.009133071638643742,
-0.09315882623195648,
0.005950172897428274
] |
1401.3829
|
Amy Greenwald
|
Amy Greenwald, Seong Jae Lee, Victor Naroditskiy
|
RoxyBot-06: Stochastic Prediction and Optimization in TAC Travel
| null |
Journal Of Artificial Intelligence Research, Volume 36, pages
513-546, 2009
|
10.1613/jair.2904
| null |
cs.GT cs.LG
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In this paper, we describe our autonomous bidding agent, RoxyBot, who emerged
victorious in the travel division of the 2006 Trading Agent Competition in a
photo finish. At a high level, the design of many successful trading agents can
be summarized as follows: (i) price prediction: build a model of market prices;
and (ii) optimization: solve for an approximately optimal set of bids, given
this model. To predict, RoxyBot builds a stochastic model of market prices by
simulating simultaneous ascending auctions. To optimize, RoxyBot relies on the
sample average approximation method, a stochastic optimization technique.
|
[
{
"created": "Thu, 16 Jan 2014 04:47:45 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Greenwald",
"Amy",
""
],
[
"Lee",
"Seong Jae",
""
],
[
"Naroditskiy",
"Victor",
""
]
] |
[
-0.0747208297252655,
0.010239948518574238,
-0.049989450722932816,
0.026407819241285324,
-0.052999358624219894,
-0.04401296004652977,
0.004777802154421806,
0.04645710811018944,
-0.020552977919578552,
-0.0067350552417337894,
-0.09626833349466324,
0.033536702394485474,
0.10176559537649155,
0.06483343988656998,
-0.0011078271782025695,
0.011868754401803017,
0.027832968160510063,
0.03075699880719185,
0.007005173247307539,
-0.019379887729883194,
-0.04613138362765312,
-0.014575397595763206,
-0.0006781356642022729,
-0.09826521575450897,
0.048105333000421524,
-0.054646991193294525,
-0.015002358704805374,
-0.022654160857200623,
-0.024467620998620987,
0.008073759265244007,
0.014184148982167244,
-0.061839714646339417,
0.002226470271125436,
0.05229267105460167,
0.021826375275850296,
-0.032437294721603394,
-0.19160756468772888,
-0.08635389804840088,
0.04840771108865738,
0.034619856625795364,
-0.03228611499071121,
-0.04175548627972603,
-0.10511790215969086,
0.01068056095391512,
0.0366067960858345,
0.021651051938533783,
0.049527909606695175,
0.04718434810638428,
0.0641864612698555,
-0.0057214414700865746,
-0.1454469859600067,
-0.019885102286934853,
-0.025370024144649506,
-0.0539730042219162,
-0.03420950472354889,
-0.016372399404644966,
-0.03435467183589935,
-0.07602187246084213,
0.09173696488142014,
-0.024383652955293655,
0.04839789867401123,
-0.046249642968177795,
-0.06084996461868286,
0.054461412131786346,
0.0020928354933857918,
0.00811885204166174,
-0.05419151484966278,
0.04707782715559006,
-0.03565066307783127,
0.005246638786047697,
0.05790251865983009,
0.005718320608139038,
-0.027640745043754578,
-0.003981927875429392,
0.025188859552145004,
-0.06746489554643631,
0.02159786969423294,
-0.026472706347703934,
-0.036895643919706345,
0.0261255893856287,
-0.04622357711195946,
-0.09355126321315765,
-0.07725747674703598,
0.033763278275728226,
0.05221116542816162,
-0.016485018655657768,
0.04772717133164406,
0.037131939083337784,
0.04453905671834946,
-0.033130206167697906,
0.017168976366519928,
-0.0009550804388709366,
-0.0636851042509079,
-0.010232198983430862,
-0.025758972391486168,
0.03501685708761215,
0.04441004619002342,
-0.018058253452181816,
0.046161551028490067,
0.07893700152635574,
0.025718195363879204,
-0.02051270753145218,
0.014951913617551327,
-0.07188700139522552,
0.052867092192173004,
-0.06152952462434769,
0.03963601216673851,
0.019992906600236893,
-0.013220211490988731,
-0.11817038059234619,
-0.08647791296243668,
-0.04276746138930321,
-0.04144710302352905,
-0.0026828970294445753,
-0.025494271889328957,
0.029671402648091316,
-0.026347097009420395,
0.04199627414345741,
-0.042363326996564865,
0.05283254012465477,
0.06403519958257675,
-0.014779988676309586,
0.02312188781797886,
-0.005196128040552139,
0.05357079580426216,
0.03619025647640228,
0.0028243111446499825,
3.3788933082363933e-34,
-0.06459525972604752,
-0.0338628813624382,
0.04540121927857399,
-0.020108763128519058,
-0.01913750171661377,
0.12570184469223022,
0.01894288882613182,
-0.0387209989130497,
-0.019417092204093933,
0.0331161692738533,
-0.010736708529293537,
0.018598493188619614,
-0.06524201482534409,
0.10023096948862076,
0.031668029725551605,
-0.013885371387004852,
-0.025475792586803436,
-0.008043304085731506,
0.05164071172475815,
-0.06362780183553696,
0.1085338220000267,
0.02973855286836624,
0.024393843486905098,
0.022243056446313858,
-0.06948069483041763,
0.02775587886571884,
0.03717600181698799,
-0.06246841326355934,
0.07925261557102203,
0.05183553695678711,
-0.09394220262765884,
0.03899350389838219,
-0.05146583914756775,
0.08116470277309418,
-0.11369536817073822,
0.05116342008113861,
-0.07606914639472961,
-0.057269010692834854,
-0.016445573419332504,
0.05425901338458061,
-0.09324083477258682,
0.025598283857107162,
0.002379445591941476,
-0.04060396924614906,
-0.11449292302131653,
0.021972794085741043,
-0.03453275188803673,
-0.023648027330636978,
0.015404444187879562,
0.038317956030368805,
-0.009930700995028019,
0.0005608169012703001,
0.01921662874519825,
0.008625008165836334,
0.03405003622174263,
-0.04214194416999817,
0.023147419095039368,
-0.010026411153376102,
-0.0985623151063919,
-0.021894602105021477,
-0.03351246938109398,
-0.03755511716008186,
0.04369449242949486,
0.011940519325435162,
-0.006679951213300228,
0.04552431404590607,
0.04180685430765152,
0.033483583480119705,
0.011582892388105392,
0.03508912771940231,
0.03016027808189392,
-0.000533141428604722,
0.008032071404159069,
-0.07198050618171692,
0.015973636880517006,
-0.029103977605700493,
0.09021686762571335,
0.06919433921575546,
0.05068734660744667,
0.0074781146831810474,
-0.06524752825498581,
0.020054074004292488,
0.0021566571667790413,
-0.04378423094749451,
0.010880883783102036,
-0.021736018359661102,
-0.0008098844555206597,
-0.028712626546621323,
-0.04663494601845741,
-0.03226657584309578,
-0.09689254313707352,
0.03615683689713478,
-0.06414835900068283,
0.05466601625084877,
0.019074736163020134,
-2.405859308573021e-33,
-0.025496525689959526,
0.018523279577493668,
0.024934398010373116,
0.06477478891611099,
0.03831269219517708,
-0.02835249900817871,
-0.08769112080335617,
-0.012322671711444855,
0.030237935483455658,
0.07040244340896606,
-0.07392758131027222,
0.017840610817074776,
0.049900542944669724,
-0.018513966351747513,
-0.024618566036224365,
-0.04377519339323044,
0.10277346521615982,
-0.03528909012675285,
0.0025687743909657,
-0.01217336393892765,
0.002542547881603241,
0.1156838983297348,
-0.01584763266146183,
0.029301907867193222,
0.04477377235889435,
0.013390341773629189,
0.039170846343040466,
0.06011854112148285,
0.010131051763892174,
0.010352859273552895,
-0.0055804564617574215,
-0.060541246086359024,
0.005275874864310026,
0.006420973688364029,
-0.015550877898931503,
0.1492588073015213,
0.06554054468870163,
0.07491032779216766,
0.010012956336140633,
0.09698903560638428,
0.08300991356372833,
-0.07465782016515732,
0.009823291562497616,
-0.020027197897434235,
0.014430592767894268,
-0.047262027859687805,
-0.06536741554737091,
0.008038784377276897,
0.04638108238577843,
-0.013259759172797203,
-0.049534160643815994,
0.10835739970207214,
-0.07317716628313065,
-0.03162335604429245,
-0.10271140187978745,
-0.0055218655616045,
-0.07226456701755524,
-0.0091624790802598,
0.07193886488676071,
0.04331078752875328,
-0.00014010630548000336,
0.007852086797356606,
0.05479706451296806,
0.03799159824848175,
-0.02529723569750786,
-0.03996437415480614,
-0.026864424347877502,
-0.038096290081739426,
-0.008885153569281101,
-0.02532719261944294,
0.04846886172890663,
0.0054257092997431755,
0.0225381962954998,
0.06198488548398018,
0.005763077177107334,
-0.013587679713964462,
-0.004570294637233019,
0.08899986743927002,
0.10255394876003265,
0.0006103719933889806,
-0.05438581481575966,
0.10878700762987137,
0.06185446307063103,
0.07615871727466583,
-0.08070812374353409,
-0.03614411503076553,
0.002387923886999488,
0.016028832644224167,
0.053043533116579056,
-0.04408878833055496,
-0.004433768335729837,
0.02358996495604515,
0.07963921874761581,
-0.022345198318362236,
-0.12548162043094635,
-4.055961611015846e-8,
-0.009828909300267696,
-0.030950870364904404,
0.10824454575777054,
0.043668147176504135,
0.050960980355739594,
0.009903480298817158,
0.001272898749448359,
0.0378292053937912,
-0.05243779346346855,
-0.003176602069288492,
0.15331396460533142,
0.0027230395935475826,
0.0038450078573077917,
0.01474410854279995,
-0.09186846017837524,
0.015618735924363136,
-0.00972017738968134,
0.0008206128841266036,
0.008218469098210335,
-0.05134490132331848,
0.018894094973802567,
-0.00697852810844779,
0.057342156767845154,
0.0018719315994530916,
0.04516506940126419,
0.01871659979224205,
-0.0706913098692894,
0.004911387339234352,
0.024028947576880455,
0.07218673080205917,
-0.04138804227113724,
-0.00008457790681859478,
0.027522975578904152,
-0.0012531939428299665,
-0.0011946138693019748,
0.05764574185013771,
0.012550020590424538,
-0.05322149395942688,
-0.08280643075704575,
-0.0399695560336113,
-0.054962147027254105,
-0.017309900373220444,
-0.008852262981235981,
-0.022770822048187256,
0.07265765219926834,
-0.01796850934624672,
0.015004527755081654,
-0.016985192894935608,
0.11283742636442184,
-0.12027915567159653,
-0.027667729184031487,
-0.04741153120994568,
-0.040033191442489624,
0.033545687794685364,
0.11886708438396454,
-0.025640832260251045,
0.015360391698777676,
-0.05097324401140213,
0.05118734389543533,
0.012048522010445595,
-0.04571836441755295,
-0.013495984487235546,
-0.10585805773735046,
0.057115212082862854
] | null | null | null | null | null | null | null |
[
-0.0747208297252655,
0.010239948518574238,
-0.049989450722932816,
0.026407819241285324,
-0.052999358624219894,
-0.04401296004652977,
0.004777802154421806,
0.04645710811018944,
-0.020552977919578552,
-0.0067350552417337894,
-0.09626833349466324,
0.033536702394485474,
0.10176559537649155,
0.06483343988656998,
-0.0011078271782025695,
0.011868754401803017,
0.027832968160510063,
0.03075699880719185,
0.007005173247307539,
-0.019379887729883194,
-0.04613138362765312,
-0.014575397595763206,
-0.0006781356642022729,
-0.09826521575450897,
0.048105333000421524,
-0.054646991193294525,
-0.015002358704805374,
-0.022654160857200623,
-0.024467620998620987,
0.008073759265244007,
0.014184148982167244,
-0.061839714646339417,
0.002226470271125436,
0.05229267105460167,
0.021826375275850296,
-0.032437294721603394,
-0.19160756468772888,
-0.08635389804840088,
0.04840771108865738,
0.034619856625795364,
-0.03228611499071121,
-0.04175548627972603,
-0.10511790215969086,
0.01068056095391512,
0.0366067960858345,
0.021651051938533783,
0.049527909606695175,
0.04718434810638428,
0.0641864612698555,
-0.0057214414700865746,
-0.1454469859600067,
-0.019885102286934853,
-0.025370024144649506,
-0.0539730042219162,
-0.03420950472354889,
-0.016372399404644966,
-0.03435467183589935,
-0.07602187246084213,
0.09173696488142014,
-0.024383652955293655,
0.04839789867401123,
-0.046249642968177795,
-0.06084996461868286,
0.054461412131786346,
0.0020928354933857918,
0.00811885204166174,
-0.05419151484966278,
0.04707782715559006,
-0.03565066307783127,
0.005246638786047697,
0.05790251865983009,
0.005718320608139038,
-0.027640745043754578,
-0.003981927875429392,
0.025188859552145004,
-0.06746489554643631,
0.02159786969423294,
-0.026472706347703934,
-0.036895643919706345,
0.0261255893856287,
-0.04622357711195946,
-0.09355126321315765,
-0.07725747674703598,
0.033763278275728226,
0.05221116542816162,
-0.016485018655657768,
0.04772717133164406,
0.037131939083337784,
0.04453905671834946,
-0.033130206167697906,
0.017168976366519928,
-0.0009550804388709366,
-0.0636851042509079,
-0.010232198983430862,
-0.025758972391486168,
0.03501685708761215,
0.04441004619002342,
-0.018058253452181816,
0.046161551028490067,
0.07893700152635574,
0.025718195363879204,
-0.02051270753145218,
0.014951913617551327,
-0.07188700139522552,
0.052867092192173004,
-0.06152952462434769,
0.03963601216673851,
0.019992906600236893,
-0.013220211490988731,
-0.11817038059234619,
-0.08647791296243668,
-0.04276746138930321,
-0.04144710302352905,
-0.0026828970294445753,
-0.025494271889328957,
0.029671402648091316,
-0.026347097009420395,
0.04199627414345741,
-0.042363326996564865,
0.05283254012465477,
0.06403519958257675,
-0.014779988676309586,
0.02312188781797886,
-0.005196128040552139,
0.05357079580426216,
0.03619025647640228,
0.0028243111446499825,
3.3788933082363933e-34,
-0.06459525972604752,
-0.0338628813624382,
0.04540121927857399,
-0.020108763128519058,
-0.01913750171661377,
0.12570184469223022,
0.01894288882613182,
-0.0387209989130497,
-0.019417092204093933,
0.0331161692738533,
-0.010736708529293537,
0.018598493188619614,
-0.06524201482534409,
0.10023096948862076,
0.031668029725551605,
-0.013885371387004852,
-0.025475792586803436,
-0.008043304085731506,
0.05164071172475815,
-0.06362780183553696,
0.1085338220000267,
0.02973855286836624,
0.024393843486905098,
0.022243056446313858,
-0.06948069483041763,
0.02775587886571884,
0.03717600181698799,
-0.06246841326355934,
0.07925261557102203,
0.05183553695678711,
-0.09394220262765884,
0.03899350389838219,
-0.05146583914756775,
0.08116470277309418,
-0.11369536817073822,
0.05116342008113861,
-0.07606914639472961,
-0.057269010692834854,
-0.016445573419332504,
0.05425901338458061,
-0.09324083477258682,
0.025598283857107162,
0.002379445591941476,
-0.04060396924614906,
-0.11449292302131653,
0.021972794085741043,
-0.03453275188803673,
-0.023648027330636978,
0.015404444187879562,
0.038317956030368805,
-0.009930700995028019,
0.0005608169012703001,
0.01921662874519825,
0.008625008165836334,
0.03405003622174263,
-0.04214194416999817,
0.023147419095039368,
-0.010026411153376102,
-0.0985623151063919,
-0.021894602105021477,
-0.03351246938109398,
-0.03755511716008186,
0.04369449242949486,
0.011940519325435162,
-0.006679951213300228,
0.04552431404590607,
0.04180685430765152,
0.033483583480119705,
0.011582892388105392,
0.03508912771940231,
0.03016027808189392,
-0.000533141428604722,
0.008032071404159069,
-0.07198050618171692,
0.015973636880517006,
-0.029103977605700493,
0.09021686762571335,
0.06919433921575546,
0.05068734660744667,
0.0074781146831810474,
-0.06524752825498581,
0.020054074004292488,
0.0021566571667790413,
-0.04378423094749451,
0.010880883783102036,
-0.021736018359661102,
-0.0008098844555206597,
-0.028712626546621323,
-0.04663494601845741,
-0.03226657584309578,
-0.09689254313707352,
0.03615683689713478,
-0.06414835900068283,
0.05466601625084877,
0.019074736163020134,
-2.405859308573021e-33,
-0.025496525689959526,
0.018523279577493668,
0.024934398010373116,
0.06477478891611099,
0.03831269219517708,
-0.02835249900817871,
-0.08769112080335617,
-0.012322671711444855,
0.030237935483455658,
0.07040244340896606,
-0.07392758131027222,
0.017840610817074776,
0.049900542944669724,
-0.018513966351747513,
-0.024618566036224365,
-0.04377519339323044,
0.10277346521615982,
-0.03528909012675285,
0.0025687743909657,
-0.01217336393892765,
0.002542547881603241,
0.1156838983297348,
-0.01584763266146183,
0.029301907867193222,
0.04477377235889435,
0.013390341773629189,
0.039170846343040466,
0.06011854112148285,
0.010131051763892174,
0.010352859273552895,
-0.0055804564617574215,
-0.060541246086359024,
0.005275874864310026,
0.006420973688364029,
-0.015550877898931503,
0.1492588073015213,
0.06554054468870163,
0.07491032779216766,
0.010012956336140633,
0.09698903560638428,
0.08300991356372833,
-0.07465782016515732,
0.009823291562497616,
-0.020027197897434235,
0.014430592767894268,
-0.047262027859687805,
-0.06536741554737091,
0.008038784377276897,
0.04638108238577843,
-0.013259759172797203,
-0.049534160643815994,
0.10835739970207214,
-0.07317716628313065,
-0.03162335604429245,
-0.10271140187978745,
-0.0055218655616045,
-0.07226456701755524,
-0.0091624790802598,
0.07193886488676071,
0.04331078752875328,
-0.00014010630548000336,
0.007852086797356606,
0.05479706451296806,
0.03799159824848175,
-0.02529723569750786,
-0.03996437415480614,
-0.026864424347877502,
-0.038096290081739426,
-0.008885153569281101,
-0.02532719261944294,
0.04846886172890663,
0.0054257092997431755,
0.0225381962954998,
0.06198488548398018,
0.005763077177107334,
-0.013587679713964462,
-0.004570294637233019,
0.08899986743927002,
0.10255394876003265,
0.0006103719933889806,
-0.05438581481575966,
0.10878700762987137,
0.06185446307063103,
0.07615871727466583,
-0.08070812374353409,
-0.03614411503076553,
0.002387923886999488,
0.016028832644224167,
0.053043533116579056,
-0.04408878833055496,
-0.004433768335729837,
0.02358996495604515,
0.07963921874761581,
-0.022345198318362236,
-0.12548162043094635,
-4.055961611015846e-8,
-0.009828909300267696,
-0.030950870364904404,
0.10824454575777054,
0.043668147176504135,
0.050960980355739594,
0.009903480298817158,
0.001272898749448359,
0.0378292053937912,
-0.05243779346346855,
-0.003176602069288492,
0.15331396460533142,
0.0027230395935475826,
0.0038450078573077917,
0.01474410854279995,
-0.09186846017837524,
0.015618735924363136,
-0.00972017738968134,
0.0008206128841266036,
0.008218469098210335,
-0.05134490132331848,
0.018894094973802567,
-0.00697852810844779,
0.057342156767845154,
0.0018719315994530916,
0.04516506940126419,
0.01871659979224205,
-0.0706913098692894,
0.004911387339234352,
0.024028947576880455,
0.07218673080205917,
-0.04138804227113724,
-0.00008457790681859478,
0.027522975578904152,
-0.0012531939428299665,
-0.0011946138693019748,
0.05764574185013771,
0.012550020590424538,
-0.05322149395942688,
-0.08280643075704575,
-0.0399695560336113,
-0.054962147027254105,
-0.017309900373220444,
-0.008852262981235981,
-0.022770822048187256,
0.07265765219926834,
-0.01796850934624672,
0.015004527755081654,
-0.016985192894935608,
0.11283742636442184,
-0.12027915567159653,
-0.027667729184031487,
-0.04741153120994568,
-0.040033191442489624,
0.033545687794685364,
0.11886708438396454,
-0.025640832260251045,
0.015360391698777676,
-0.05097324401140213,
0.05118734389543533,
0.012048522010445595,
-0.04571836441755295,
-0.013495984487235546,
-0.10585805773735046,
0.057115212082862854
] |
1401.3830
|
Henrik Reif Andersen
|
Henrik Reif Andersen, Tarik Hadzic, David Pisinger
|
Interactive Cost Configuration Over Decision Diagrams
| null |
Journal Of Artificial Intelligence Research, Volume 37, pages
99-139, 2010
|
10.1613/jair.2905
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
In many AI domains such as product configuration, a user should interactively
specify a solution that must satisfy a set of constraints. In such scenarios,
offline compilation of feasible solutions into a tractable representation is an
important approach to delivering efficient backtrack-free user interaction
online. In particular,binary decision diagrams (BDDs) have been successfully
used as a compilation target for product and service configuration. In this
paper we discuss how to extend BDD-based configuration to scenarios involving
cost functions which express user preferences.
We first show that an efficient, robust and easy to implement extension is
possible if the cost function is additive, and feasible solutions are
represented using multi-valued decision diagrams (MDDs). We also discuss the
effect on MDD size if the cost function is non-additive or if it is encoded
explicitly into MDD. We then discuss interactive configuration in the presence
of multiple cost functions. We prove that even in its simplest form,
multiple-cost configuration is NP-hard in the input MDD. However, for solving
two-cost configuration we develop a pseudo-polynomial scheme and a fully
polynomial approximation scheme. The applicability of our approach is
demonstrated through experiments over real-world configuration models and
product-catalogue datasets. Response times are generally within a fraction of a
second even for very large instances.
|
[
{
"created": "Thu, 16 Jan 2014 04:48:15 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Andersen",
"Henrik Reif",
""
],
[
"Hadzic",
"Tarik",
""
],
[
"Pisinger",
"David",
""
]
] |
[
0.009720442816615105,
-0.03833915665745735,
-0.08753460645675659,
-0.03902363032102585,
0.022548697888851166,
-0.047562576830387115,
0.018331531435251236,
0.024002794176340103,
-0.058651190251111984,
0.002684122184291482,
-0.11282610893249512,
-0.07127396762371063,
0.1251402050256729,
0.007898504845798016,
0.07487595081329346,
0.08147986233234406,
0.07363986223936081,
-0.028641747310757637,
-0.020337680354714394,
0.011424326337873936,
0.016321036964654922,
-0.002490532584488392,
-0.038468919694423676,
-0.03150339052081108,
-0.03940623998641968,
0.0021583084017038345,
0.10446975380182266,
-0.03992374613881111,
-0.06011306121945381,
0.03607602417469025,
-0.021036632359027863,
0.004048170521855354,
-0.009164976887404919,
-0.08843011409044266,
-0.014380834065377712,
0.047390811145305634,
-0.019973024725914,
0.03841795027256012,
-0.10257969051599503,
-0.005365988705307245,
-0.049960553646087646,
-0.0018400873523205519,
-0.03241588547825813,
0.02574981190264225,
-0.05332525819540024,
0.04464193433523178,
-0.03094150684773922,
0.03258797898888588,
0.031476348638534546,
0.03911193087697029,
0.011046728119254112,
-0.004546401556581259,
-0.08143724501132965,
-0.019884787499904633,
-0.028173616155982018,
0.008751880377531052,
-0.011093104258179665,
0.007010008208453655,
-0.005664785858243704,
0.005861168261617422,
-0.04429851472377777,
-0.07573007792234421,
0.07536132633686066,
0.0013041998026892543,
0.05188656970858574,
0.05805931240320206,
-0.020018763840198517,
0.000994742033071816,
-0.014846994541585445,
0.026234561577439308,
-0.045839086174964905,
0.037162408232688904,
-0.03512927517294884,
-0.00425724545493722,
-0.005832337308675051,
0.01371507067233324,
0.09978622198104858,
-0.031224556267261505,
-0.01641378551721573,
-0.06919416040182114,
-0.030885610729455948,
0.03406703472137451,
-0.01695491373538971,
0.09791658073663712,
0.05329132452607155,
-0.0340861976146698,
-0.014213621616363525,
0.00730651943013072,
0.10974029451608658,
0.05355698987841606,
-0.0023263683542609215,
-0.009269733913242817,
0.0013002746272832155,
-0.04265449941158295,
0.006892915349453688,
-0.02363583631813526,
0.010174576193094254,
-0.03190981224179268,
-0.05038702115416527,
0.01899166777729988,
-0.11575078219175339,
0.014407803304493427,
0.11937203258275986,
-0.1301613450050354,
-0.02770489826798439,
-0.019452517852187157,
-0.013813803903758526,
0.02492808736860752,
0.007676048204302788,
-0.05457764491438866,
0.00006643377855652943,
0.017605353146791458,
0.0551673024892807,
-0.06821233034133911,
0.008451960049569607,
0.06756976991891861,
-0.030894529074430466,
-0.06367330998182297,
0.004168996121734381,
-0.002552590100094676,
-0.038091327995061874,
0.032518476247787476,
0.08410660177469254,
-0.0018195390002802014,
0.03230876475572586,
-0.06692487746477127,
-0.06684398651123047,
1.204924872276039e-33,
-0.039436016231775284,
0.011859024874866009,
-0.013631892390549183,
0.0157002005726099,
0.04304059222340584,
-0.022243576124310493,
0.014465592801570892,
0.003939431626349688,
-0.04889649525284767,
0.03699754551053047,
0.012793408706784248,
0.07710587233304977,
-0.026250522583723068,
0.0660729929804802,
0.14994275569915771,
0.0607183612883091,
0.06393518298864365,
0.1123422235250473,
-0.0018636848544701934,
-0.08925462514162064,
-0.012103667482733727,
-0.013469468802213669,
-0.04215804859995842,
0.06057097762823105,
0.12502114474773407,
-0.01080153975635767,
0.06934462487697601,
0.013496564701199532,
0.06802865862846375,
-0.06216098368167877,
-0.0294363833963871,
-0.04975758120417595,
0.027087287977337837,
0.025730077177286148,
0.04137318581342697,
-0.013544484041631222,
-0.11838728189468384,
-0.01639731600880623,
-0.047526635229587555,
0.056816548109054565,
-0.007922735996544361,
-0.022353118285536766,
-0.019156470894813538,
0.066749207675457,
-0.06451970338821411,
-0.07218459248542786,
-0.010214577428996563,
0.03306957334280014,
0.006550493184477091,
-0.0599399097263813,
0.049192823469638824,
0.047838933765888214,
0.06002034619450569,
-0.01476002112030983,
-0.04131002351641655,
-0.09376834332942963,
-0.011340634897351265,
-0.007150260731577873,
0.033562708646059036,
0.12259460240602493,
-0.05412624403834343,
-0.020812751725316048,
0.011094160377979279,
0.017816128209233284,
-0.09174083918333054,
0.006543650291860104,
-0.0019522281363606453,
-0.04322327300906181,
0.13032616674900055,
0.009960622526705265,
-0.07588491588830948,
0.002265685237944126,
0.08878899365663528,
-0.059430792927742004,
0.0020078509114682674,
0.03311023861169815,
0.03672369569540024,
-0.09089983254671097,
-0.017760444432497025,
-0.03206661343574524,
-0.05417929217219353,
-0.005957318469882011,
-0.019740624353289604,
0.043144743889570236,
0.0448363833129406,
-0.08509601652622223,
-0.021012773737311363,
-0.006077575962990522,
-0.1411849409341812,
-0.05323028564453125,
-0.10066954046487808,
0.06514839828014374,
-0.07467148452997208,
-0.008861839771270752,
0.0916096642613411,
-1.6835959064934672e-33,
-0.05127890035510063,
-0.07446582615375519,
0.08454566448926926,
0.038335006684064865,
0.04017564654350281,
-0.015945028513669968,
-0.0455360934138298,
-0.00034422174212522805,
0.09612104296684265,
-0.01389465294778347,
-0.07675890624523163,
-0.01151521410793066,
0.008664801716804504,
0.004868833348155022,
-0.023373257368803024,
0.05987229570746422,
-0.13107740879058838,
-0.008579178713262081,
0.026741717010736465,
0.0270033311098814,
0.02585487812757492,
0.1065644845366478,
-0.040556006133556366,
-0.02840384468436241,
-0.05930539593100548,
0.08090338110923767,
-0.024616902694106102,
-0.0009040269069373608,
0.03295481577515602,
0.031153907999396324,
-0.021320587024092674,
-0.06451327353715897,
-0.06807921081781387,
-0.014991285279393196,
0.018651379272341728,
-0.02191852778196335,
0.0147902462631464,
0.02565520443022251,
-0.030856240540742874,
0.05927063524723053,
0.004534199833869934,
-0.045072220265865326,
-0.07172089070081711,
0.006214515771716833,
0.05330885574221611,
0.05319157615303993,
-0.0401066429913044,
-0.04270937293767929,
0.07699928432703018,
-0.027064908295869827,
-0.05962567776441574,
0.047565799206495285,
0.01636362448334694,
-0.018968917429447174,
-0.04172815382480621,
-0.08885988593101501,
-0.05440849810838699,
0.05008310452103615,
0.10087454319000244,
0.0009981798939406872,
-0.03222256526350975,
-0.03393269330263138,
0.10590334981679916,
0.0021527898497879505,
-0.03858046233654022,
0.006354533601552248,
0.042435918003320694,
-0.041909109801054,
-0.08301138877868652,
0.015292461030185223,
-0.05093856528401375,
-0.008771208114922047,
-0.010178374126553535,
0.019766759127378464,
-0.000170634375535883,
0.00874995719641447,
0.04107069596648216,
0.014159703627228737,
0.08202236890792847,
0.056454021483659744,
0.01187660451978445,
0.0632130578160286,
0.04968699812889099,
0.03461983799934387,
-0.01772547885775566,
-0.0002961863938253373,
0.03392224758863449,
0.10130162537097931,
0.059023041278123856,
0.026005232706665993,
-0.005519827362149954,
0.07125787436962128,
0.0004565996350720525,
0.10929033160209656,
-0.04834481328725815,
-5.292372051712846e-8,
-0.029260629788041115,
0.03021777980029583,
0.054946169257164,
0.0011266939109191298,
0.06932743638753891,
0.029416726902127266,
-0.011400074698030949,
0.06515423953533173,
-0.014698336832225323,
0.048824477940797806,
0.04589493200182915,
0.02201513573527336,
-0.006918887607753277,
-0.01876441203057766,
-0.00046644231770187616,
0.05257897824048996,
-0.02180173434317112,
-0.11382962763309479,
-0.04017161205410957,
-0.005417880602180958,
0.04257422313094139,
0.02356868050992489,
0.009281116537749767,
0.08838564157485962,
0.04943055287003517,
-0.04528035223484039,
-0.010586234740912914,
0.033378228545188904,
-0.00028739371919073164,
0.10420402884483337,
0.03259513899683952,
-0.028493577614426613,
0.10756946355104446,
0.0491107702255249,
0.01178144384175539,
-0.03532838076353073,
-0.06525320559740067,
0.04137035086750984,
-0.033414486795663834,
-0.0433928482234478,
0.019175518304109573,
-0.00420311139896512,
-0.01413276419043541,
-0.01897372491657734,
0.08835282176733017,
-0.04687126725912094,
-0.029738236218690872,
-0.03558863699436188,
-0.03666901960968971,
0.028262510895729065,
-0.07295496761798859,
-0.020273517817258835,
0.030701518058776855,
0.02041633054614067,
0.016482023522257805,
0.019959785044193268,
-0.03780457377433777,
-0.057395290583372116,
0.10940961539745331,
0.0706745982170105,
-0.05893341451883316,
-0.04251646250486374,
-0.01683448813855648,
-0.02861335314810276
] | null | null | null | null | null | null | null |
[
0.009720442816615105,
-0.03833915665745735,
-0.08753460645675659,
-0.03902363032102585,
0.022548697888851166,
-0.047562576830387115,
0.018331531435251236,
0.024002794176340103,
-0.058651190251111984,
0.002684122184291482,
-0.11282610893249512,
-0.07127396762371063,
0.1251402050256729,
0.007898504845798016,
0.07487595081329346,
0.08147986233234406,
0.07363986223936081,
-0.028641747310757637,
-0.020337680354714394,
0.011424326337873936,
0.016321036964654922,
-0.002490532584488392,
-0.038468919694423676,
-0.03150339052081108,
-0.03940623998641968,
0.0021583084017038345,
0.10446975380182266,
-0.03992374613881111,
-0.06011306121945381,
0.03607602417469025,
-0.021036632359027863,
0.004048170521855354,
-0.009164976887404919,
-0.08843011409044266,
-0.014380834065377712,
0.047390811145305634,
-0.019973024725914,
0.03841795027256012,
-0.10257969051599503,
-0.005365988705307245,
-0.049960553646087646,
-0.0018400873523205519,
-0.03241588547825813,
0.02574981190264225,
-0.05332525819540024,
0.04464193433523178,
-0.03094150684773922,
0.03258797898888588,
0.031476348638534546,
0.03911193087697029,
0.011046728119254112,
-0.004546401556581259,
-0.08143724501132965,
-0.019884787499904633,
-0.028173616155982018,
0.008751880377531052,
-0.011093104258179665,
0.007010008208453655,
-0.005664785858243704,
0.005861168261617422,
-0.04429851472377777,
-0.07573007792234421,
0.07536132633686066,
0.0013041998026892543,
0.05188656970858574,
0.05805931240320206,
-0.020018763840198517,
0.000994742033071816,
-0.014846994541585445,
0.026234561577439308,
-0.045839086174964905,
0.037162408232688904,
-0.03512927517294884,
-0.00425724545493722,
-0.005832337308675051,
0.01371507067233324,
0.09978622198104858,
-0.031224556267261505,
-0.01641378551721573,
-0.06919416040182114,
-0.030885610729455948,
0.03406703472137451,
-0.01695491373538971,
0.09791658073663712,
0.05329132452607155,
-0.0340861976146698,
-0.014213621616363525,
0.00730651943013072,
0.10974029451608658,
0.05355698987841606,
-0.0023263683542609215,
-0.009269733913242817,
0.0013002746272832155,
-0.04265449941158295,
0.006892915349453688,
-0.02363583631813526,
0.010174576193094254,
-0.03190981224179268,
-0.05038702115416527,
0.01899166777729988,
-0.11575078219175339,
0.014407803304493427,
0.11937203258275986,
-0.1301613450050354,
-0.02770489826798439,
-0.019452517852187157,
-0.013813803903758526,
0.02492808736860752,
0.007676048204302788,
-0.05457764491438866,
0.00006643377855652943,
0.017605353146791458,
0.0551673024892807,
-0.06821233034133911,
0.008451960049569607,
0.06756976991891861,
-0.030894529074430466,
-0.06367330998182297,
0.004168996121734381,
-0.002552590100094676,
-0.038091327995061874,
0.032518476247787476,
0.08410660177469254,
-0.0018195390002802014,
0.03230876475572586,
-0.06692487746477127,
-0.06684398651123047,
1.204924872276039e-33,
-0.039436016231775284,
0.011859024874866009,
-0.013631892390549183,
0.0157002005726099,
0.04304059222340584,
-0.022243576124310493,
0.014465592801570892,
0.003939431626349688,
-0.04889649525284767,
0.03699754551053047,
0.012793408706784248,
0.07710587233304977,
-0.026250522583723068,
0.0660729929804802,
0.14994275569915771,
0.0607183612883091,
0.06393518298864365,
0.1123422235250473,
-0.0018636848544701934,
-0.08925462514162064,
-0.012103667482733727,
-0.013469468802213669,
-0.04215804859995842,
0.06057097762823105,
0.12502114474773407,
-0.01080153975635767,
0.06934462487697601,
0.013496564701199532,
0.06802865862846375,
-0.06216098368167877,
-0.0294363833963871,
-0.04975758120417595,
0.027087287977337837,
0.025730077177286148,
0.04137318581342697,
-0.013544484041631222,
-0.11838728189468384,
-0.01639731600880623,
-0.047526635229587555,
0.056816548109054565,
-0.007922735996544361,
-0.022353118285536766,
-0.019156470894813538,
0.066749207675457,
-0.06451970338821411,
-0.07218459248542786,
-0.010214577428996563,
0.03306957334280014,
0.006550493184477091,
-0.0599399097263813,
0.049192823469638824,
0.047838933765888214,
0.06002034619450569,
-0.01476002112030983,
-0.04131002351641655,
-0.09376834332942963,
-0.011340634897351265,
-0.007150260731577873,
0.033562708646059036,
0.12259460240602493,
-0.05412624403834343,
-0.020812751725316048,
0.011094160377979279,
0.017816128209233284,
-0.09174083918333054,
0.006543650291860104,
-0.0019522281363606453,
-0.04322327300906181,
0.13032616674900055,
0.009960622526705265,
-0.07588491588830948,
0.002265685237944126,
0.08878899365663528,
-0.059430792927742004,
0.0020078509114682674,
0.03311023861169815,
0.03672369569540024,
-0.09089983254671097,
-0.017760444432497025,
-0.03206661343574524,
-0.05417929217219353,
-0.005957318469882011,
-0.019740624353289604,
0.043144743889570236,
0.0448363833129406,
-0.08509601652622223,
-0.021012773737311363,
-0.006077575962990522,
-0.1411849409341812,
-0.05323028564453125,
-0.10066954046487808,
0.06514839828014374,
-0.07467148452997208,
-0.008861839771270752,
0.0916096642613411,
-1.6835959064934672e-33,
-0.05127890035510063,
-0.07446582615375519,
0.08454566448926926,
0.038335006684064865,
0.04017564654350281,
-0.015945028513669968,
-0.0455360934138298,
-0.00034422174212522805,
0.09612104296684265,
-0.01389465294778347,
-0.07675890624523163,
-0.01151521410793066,
0.008664801716804504,
0.004868833348155022,
-0.023373257368803024,
0.05987229570746422,
-0.13107740879058838,
-0.008579178713262081,
0.026741717010736465,
0.0270033311098814,
0.02585487812757492,
0.1065644845366478,
-0.040556006133556366,
-0.02840384468436241,
-0.05930539593100548,
0.08090338110923767,
-0.024616902694106102,
-0.0009040269069373608,
0.03295481577515602,
0.031153907999396324,
-0.021320587024092674,
-0.06451327353715897,
-0.06807921081781387,
-0.014991285279393196,
0.018651379272341728,
-0.02191852778196335,
0.0147902462631464,
0.02565520443022251,
-0.030856240540742874,
0.05927063524723053,
0.004534199833869934,
-0.045072220265865326,
-0.07172089070081711,
0.006214515771716833,
0.05330885574221611,
0.05319157615303993,
-0.0401066429913044,
-0.04270937293767929,
0.07699928432703018,
-0.027064908295869827,
-0.05962567776441574,
0.047565799206495285,
0.01636362448334694,
-0.018968917429447174,
-0.04172815382480621,
-0.08885988593101501,
-0.05440849810838699,
0.05008310452103615,
0.10087454319000244,
0.0009981798939406872,
-0.03222256526350975,
-0.03393269330263138,
0.10590334981679916,
0.0021527898497879505,
-0.03858046233654022,
0.006354533601552248,
0.042435918003320694,
-0.041909109801054,
-0.08301138877868652,
0.015292461030185223,
-0.05093856528401375,
-0.008771208114922047,
-0.010178374126553535,
0.019766759127378464,
-0.000170634375535883,
0.00874995719641447,
0.04107069596648216,
0.014159703627228737,
0.08202236890792847,
0.056454021483659744,
0.01187660451978445,
0.0632130578160286,
0.04968699812889099,
0.03461983799934387,
-0.01772547885775566,
-0.0002961863938253373,
0.03392224758863449,
0.10130162537097931,
0.059023041278123856,
0.026005232706665993,
-0.005519827362149954,
0.07125787436962128,
0.0004565996350720525,
0.10929033160209656,
-0.04834481328725815,
-5.292372051712846e-8,
-0.029260629788041115,
0.03021777980029583,
0.054946169257164,
0.0011266939109191298,
0.06932743638753891,
0.029416726902127266,
-0.011400074698030949,
0.06515423953533173,
-0.014698336832225323,
0.048824477940797806,
0.04589493200182915,
0.02201513573527336,
-0.006918887607753277,
-0.01876441203057766,
-0.00046644231770187616,
0.05257897824048996,
-0.02180173434317112,
-0.11382962763309479,
-0.04017161205410957,
-0.005417880602180958,
0.04257422313094139,
0.02356868050992489,
0.009281116537749767,
0.08838564157485962,
0.04943055287003517,
-0.04528035223484039,
-0.010586234740912914,
0.033378228545188904,
-0.00028739371919073164,
0.10420402884483337,
0.03259513899683952,
-0.028493577614426613,
0.10756946355104446,
0.0491107702255249,
0.01178144384175539,
-0.03532838076353073,
-0.06525320559740067,
0.04137035086750984,
-0.033414486795663834,
-0.0433928482234478,
0.019175518304109573,
-0.00420311139896512,
-0.01413276419043541,
-0.01897372491657734,
0.08835282176733017,
-0.04687126725912094,
-0.029738236218690872,
-0.03558863699436188,
-0.03666901960968971,
0.028262510895729065,
-0.07295496761798859,
-0.020273517817258835,
0.030701518058776855,
0.02041633054614067,
0.016482023522257805,
0.019959785044193268,
-0.03780457377433777,
-0.057395290583372116,
0.10940961539745331,
0.0706745982170105,
-0.05893341451883316,
-0.04251646250486374,
-0.01683448813855648,
-0.02861335314810276
] |
1401.3831
|
Raghav Aras
|
Raghav Aras, Alain Dutech
|
An Investigation into Mathematical Programming for Finite Horizon
Decentralized POMDPs
| null |
Journal Of Artificial Intelligence Research, Volume 37, pages
329-396, 2010
|
10.1613/jair.2915
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Decentralized planning in uncertain environments is a complex task generally
dealt with by using a decision-theoretic approach, mainly through the framework
of Decentralized Partially Observable Markov Decision Processes (DEC-POMDPs).
Although DEC-POMDPS are a general and powerful modeling tool, solving them is a
task with an overwhelming complexity that can be doubly exponential. In this
paper, we study an alternate formulation of DEC-POMDPs relying on a
sequence-form representation of policies. From this formulation, we show how to
derive Mixed Integer Linear Programming (MILP) problems that, once solved, give
exact optimal solutions to the DEC-POMDPs. We show that these MILPs can be
derived either by using some combinatorial characteristics of the optimal
solutions of the DEC-POMDPs or by using concepts borrowed from game theory.
Through an experimental validation on classical test problems from the
DEC-POMDP literature, we compare our approach to existing algorithms. Results
show that mathematical programming outperforms dynamic programming but is less
efficient than forward search, except for some particular problems. The main
contributions of this work are the use of mathematical programming for
DEC-POMDPs and a better understanding of DEC-POMDPs and of their solutions.
Besides, we argue that our alternate representation of DEC-POMDPs could be
helpful for designing novel algorithms looking for approximate solutions to
DEC-POMDPs.
|
[
{
"created": "Thu, 16 Jan 2014 04:49:14 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Aras",
"Raghav",
""
],
[
"Dutech",
"Alain",
""
]
] |
[
-0.05627088248729706,
0.03660035505890846,
0.037410929799079895,
-0.09625369310379028,
-0.03304140269756317,
-0.06267533451318741,
0.034481480717659,
0.042016323655843735,
-0.022235004231333733,
0.0894220694899559,
-0.11082001775503159,
0.011579264886677265,
0.0681358277797699,
0.08680843561887741,
-0.0013758125714957714,
0.017867935821413994,
0.09883520752191544,
0.025940068066120148,
0.0279484111815691,
0.027193402871489525,
-0.050831325352191925,
0.006148722022771835,
-0.006563500966876745,
-0.05459965765476227,
-0.003999473061412573,
0.01959202252328396,
0.060497432947158813,
-0.023855453357100487,
0.01913359947502613,
0.015886925160884857,
0.03593285381793976,
-0.009365776553750038,
0.05872572585940361,
-0.0668838620185852,
-0.025430047884583473,
0.1089043840765953,
-0.03752623498439789,
-0.04170622304081917,
-0.0158110111951828,
0.07391881942749023,
0.020482413470745087,
0.04496700316667557,
-0.03644085302948952,
-0.051175557076931,
-0.009814178571105003,
-0.03117826022207737,
0.047333624213933945,
-0.00928854662925005,
-0.052473559975624084,
-0.058627329766750336,
-0.003590626874938607,
0.021367540583014488,
-0.039712194353342056,
-0.018713315948843956,
-0.044328853487968445,
-0.06902965158224106,
0.013382185250520706,
-0.061089303344488144,
-0.010442701168358326,
-0.075892373919487,
-0.03748491406440735,
-0.038109153509140015,
-0.0012569150421768427,
-0.061153460294008255,
-0.025915302336215973,
-0.003842598060145974,
0.040193453431129456,
0.046384405344724655,
0.015378370881080627,
0.04125693067908287,
-0.015519296750426292,
0.027593884617090225,
-0.012965972535312176,
-0.02741079404950142,
-0.015354366041719913,
-0.01915350742638111,
0.08214622735977173,
-0.025991685688495636,
0.018121246248483658,
0.012853745371103287,
-0.0003056921996176243,
0.08463676273822784,
-0.047862350940704346,
0.026387011632323265,
0.06533219665288925,
-0.038175176829099655,
-0.006704046856611967,
0.061681464314460754,
0.15167082846164703,
-0.021043123677372932,
-0.03578118607401848,
0.009317992255091667,
0.03243684023618698,
0.041659288108348846,
0.04548780620098114,
0.017794180661439896,
-0.00747324712574482,
-0.06125839799642563,
0.032866474241018295,
0.08274012804031372,
-0.06325533241033554,
0.014632455073297024,
0.005322660785168409,
-0.08834609389305115,
-0.010098627768456936,
-0.026519138365983963,
-0.018488770350813866,
0.01676018349826336,
0.00486496277153492,
-0.06364413350820541,
0.03036305494606495,
-0.057058051228523254,
0.05759284272789955,
0.05569950491189957,
-0.0545462928712368,
0.02017962746322155,
0.007578912191092968,
0.028722714632749557,
-0.0214603953063488,
0.030306492000818253,
0.006433755625039339,
-0.006392018403857946,
0.06854557245969772,
0.06816726922988892,
0.042207393795251846,
0.05159474164247513,
0.008272306062281132,
7.505292198532814e-34,
-0.03413088992238045,
-0.07867033779621124,
0.0993613749742508,
0.025882631540298462,
0.05369926989078522,
0.002844665665179491,
0.05740701034665108,
0.01320595107972622,
-0.0009610393899492919,
0.03921673446893692,
0.054453130811452866,
0.0004914589808322489,
-0.04885964095592499,
0.009464775212109089,
0.07906721532344818,
-0.08647887408733368,
-0.008417482487857342,
0.01702083833515644,
0.00952522736042738,
-0.0508691631257534,
0.08594635128974915,
0.01960332691669464,
-0.011405960656702518,
-0.1261696070432663,
0.1345372051000595,
0.03128829970955849,
0.009498226456344128,
-0.021673673763871193,
0.06968629360198975,
-0.00621355976909399,
-0.09727822989225388,
-0.023520546033978462,
0.012522849254310131,
0.08925872296094894,
0.017719870433211327,
0.05559556931257248,
-0.10886696726083755,
0.0007052892469801009,
-0.04047880694270134,
-0.055123891681432724,
-0.04328738898038864,
-0.05237298831343651,
0.012879558838903904,
0.02284766361117363,
-0.027417192235589027,
-0.06863148510456085,
-0.024726122617721558,
-0.013582738116383553,
-0.05286838859319687,
-0.04480694234371185,
0.013809087686240673,
0.02163691073656082,
-0.061041828244924545,
-0.08883821219205856,
-0.07392078638076782,
-0.060852520167827606,
-0.06351269781589508,
0.02940833941102028,
-0.03075682371854782,
0.0751434788107872,
0.0780084952712059,
-0.01230574306100607,
0.04930854216217995,
-0.025819597765803337,
-0.0007316150004044175,
0.0486215204000473,
-0.0755387619137764,
0.04474635049700737,
0.15140917897224426,
-0.004980818368494511,
-0.04364075884222984,
0.018453195691108704,
0.11695367097854614,
-0.052966516464948654,
0.06745584309101105,
-0.0809236615896225,
0.06137754023075104,
0.03192133828997612,
-0.059067633002996445,
-0.03786759451031685,
-0.02291168086230755,
0.020275473594665527,
-0.08336056023836136,
0.017675068229436874,
0.03780686482787132,
-0.009273666888475418,
-0.034885723143815994,
0.03803376853466034,
-0.037108611315488815,
-0.05057332292199135,
-0.08971991389989853,
0.0316658541560173,
-0.013944118283689022,
0.004757309798151255,
0.04779563099145889,
-4.794984720378117e-33,
-0.038418423384428024,
-0.06590308248996735,
-0.013171711005270481,
0.0042125205509364605,
0.017466917634010315,
-0.06957940012216568,
-0.01809447631239891,
-0.07862008363008499,
0.005682668648660183,
-0.024465197697281837,
-0.17316341400146484,
0.023908929899334908,
0.052246782928705215,
-0.008483946323394775,
-0.054137274622917175,
-0.02080575004220009,
0.02965787798166275,
0.02563280612230301,
-0.015185914933681488,
-0.00007283288141479716,
0.010648831725120544,
0.09064647555351257,
-0.09647838771343231,
0.014560929499566555,
0.0787031501531601,
0.06664274632930756,
-0.015593822114169598,
0.02522372454404831,
0.03660799562931061,
0.05501684918999672,
-0.04725465923547745,
-0.047800276428461075,
-0.08941970765590668,
-0.012759115546941757,
-0.035633672028779984,
-0.05736565217375755,
-0.0032457367051392794,
0.09289205074310303,
-0.0837615579366684,
0.07767857611179352,
0.028289180248975754,
-0.14158914983272552,
0.03395070135593414,
0.034275103360414505,
0.00874168612062931,
0.0629439726471901,
-0.047214750200510025,
0.009780993685126305,
0.045638374984264374,
-0.03991095349192619,
-0.02329639159142971,
0.06649746000766754,
-0.11646222323179245,
0.05833239108324051,
-0.059795577079057693,
0.012756828218698502,
-0.058427147567272186,
0.03843815624713898,
0.10509565472602844,
0.04542889818549156,
-0.03240928053855896,
0.01598948799073696,
-0.0006577307358384132,
0.11607431620359421,
-0.03308092802762985,
0.03055659495294094,
-0.0350726842880249,
-0.10790601372718811,
0.048973895609378815,
-0.024220868945121765,
-0.06050337478518486,
0.01786927878856659,
-0.005085426848381758,
0.017985230311751366,
0.09760522097349167,
0.05861174315214157,
0.004139812663197517,
0.05756651610136032,
-0.025020916014909744,
0.02656002901494503,
0.029904427006840706,
-0.01375168189406395,
0.007588142529129982,
0.009367307648062706,
-0.05702229216694832,
-0.014052646234631538,
0.0850633978843689,
0.003860053839161992,
-0.002314430894330144,
-0.01820172369480133,
-0.0035652650985866785,
-0.04769699648022652,
0.0776161253452301,
0.007081527728587389,
-0.05603043735027313,
-5.684470849587342e-8,
-0.009105040691792965,
-0.034772567451000214,
0.023136790841817856,
-0.048002369701862335,
0.008537090383470058,
0.005785044282674789,
-0.03476719185709953,
-0.06390194594860077,
-0.004555610008537769,
-0.03478614240884781,
0.0322965607047081,
0.04077134281396866,
0.030300796031951904,
-0.016016986221075058,
-0.07505230605602264,
0.011478221975266933,
-0.03550305962562561,
-0.07638973742723465,
-0.004146620165556669,
-0.011951782740652561,
-0.04676666110754013,
-0.04453996568918228,
-0.02345235086977482,
0.10340053588151932,
-0.0007014578441157937,
0.04074475169181824,
-0.03882930055260658,
0.031651366502046585,
0.09568435698747635,
0.09129706770181656,
0.04741929844021797,
0.0430658720433712,
0.07638012617826462,
0.0653158575296402,
-0.0026309036184102297,
-0.03702227771282196,
-0.029111869633197784,
-0.0292646624147892,
-0.04128675162792206,
-0.08391036093235016,
0.024241207167506218,
0.06908925622701645,
-0.05895593389868736,
-0.019629662856459618,
0.04429256543517113,
-0.017258472740650177,
-0.018209893256425858,
-0.059481434524059296,
0.002245946554467082,
-0.06393256783485413,
0.013289459981024265,
0.06406445801258087,
-0.03797757253050804,
0.014920716173946857,
0.06053081154823303,
0.008481568656861782,
-0.01185314916074276,
-0.14884641766548157,
-0.012826349586248398,
0.01932400092482567,
-0.031006718054413795,
0.012830006889998913,
-0.011145688593387604,
-0.01570192538201809
] | null | null | null | null | null | null | null |
[
-0.05627088248729706,
0.03660035505890846,
0.037410929799079895,
-0.09625369310379028,
-0.03304140269756317,
-0.06267533451318741,
0.034481480717659,
0.042016323655843735,
-0.022235004231333733,
0.0894220694899559,
-0.11082001775503159,
0.011579264886677265,
0.0681358277797699,
0.08680843561887741,
-0.0013758125714957714,
0.017867935821413994,
0.09883520752191544,
0.025940068066120148,
0.0279484111815691,
0.027193402871489525,
-0.050831325352191925,
0.006148722022771835,
-0.006563500966876745,
-0.05459965765476227,
-0.003999473061412573,
0.01959202252328396,
0.060497432947158813,
-0.023855453357100487,
0.01913359947502613,
0.015886925160884857,
0.03593285381793976,
-0.009365776553750038,
0.05872572585940361,
-0.0668838620185852,
-0.025430047884583473,
0.1089043840765953,
-0.03752623498439789,
-0.04170622304081917,
-0.0158110111951828,
0.07391881942749023,
0.020482413470745087,
0.04496700316667557,
-0.03644085302948952,
-0.051175557076931,
-0.009814178571105003,
-0.03117826022207737,
0.047333624213933945,
-0.00928854662925005,
-0.052473559975624084,
-0.058627329766750336,
-0.003590626874938607,
0.021367540583014488,
-0.039712194353342056,
-0.018713315948843956,
-0.044328853487968445,
-0.06902965158224106,
0.013382185250520706,
-0.061089303344488144,
-0.010442701168358326,
-0.075892373919487,
-0.03748491406440735,
-0.038109153509140015,
-0.0012569150421768427,
-0.061153460294008255,
-0.025915302336215973,
-0.003842598060145974,
0.040193453431129456,
0.046384405344724655,
0.015378370881080627,
0.04125693067908287,
-0.015519296750426292,
0.027593884617090225,
-0.012965972535312176,
-0.02741079404950142,
-0.015354366041719913,
-0.01915350742638111,
0.08214622735977173,
-0.025991685688495636,
0.018121246248483658,
0.012853745371103287,
-0.0003056921996176243,
0.08463676273822784,
-0.047862350940704346,
0.026387011632323265,
0.06533219665288925,
-0.038175176829099655,
-0.006704046856611967,
0.061681464314460754,
0.15167082846164703,
-0.021043123677372932,
-0.03578118607401848,
0.009317992255091667,
0.03243684023618698,
0.041659288108348846,
0.04548780620098114,
0.017794180661439896,
-0.00747324712574482,
-0.06125839799642563,
0.032866474241018295,
0.08274012804031372,
-0.06325533241033554,
0.014632455073297024,
0.005322660785168409,
-0.08834609389305115,
-0.010098627768456936,
-0.026519138365983963,
-0.018488770350813866,
0.01676018349826336,
0.00486496277153492,
-0.06364413350820541,
0.03036305494606495,
-0.057058051228523254,
0.05759284272789955,
0.05569950491189957,
-0.0545462928712368,
0.02017962746322155,
0.007578912191092968,
0.028722714632749557,
-0.0214603953063488,
0.030306492000818253,
0.006433755625039339,
-0.006392018403857946,
0.06854557245969772,
0.06816726922988892,
0.042207393795251846,
0.05159474164247513,
0.008272306062281132,
7.505292198532814e-34,
-0.03413088992238045,
-0.07867033779621124,
0.0993613749742508,
0.025882631540298462,
0.05369926989078522,
0.002844665665179491,
0.05740701034665108,
0.01320595107972622,
-0.0009610393899492919,
0.03921673446893692,
0.054453130811452866,
0.0004914589808322489,
-0.04885964095592499,
0.009464775212109089,
0.07906721532344818,
-0.08647887408733368,
-0.008417482487857342,
0.01702083833515644,
0.00952522736042738,
-0.0508691631257534,
0.08594635128974915,
0.01960332691669464,
-0.011405960656702518,
-0.1261696070432663,
0.1345372051000595,
0.03128829970955849,
0.009498226456344128,
-0.021673673763871193,
0.06968629360198975,
-0.00621355976909399,
-0.09727822989225388,
-0.023520546033978462,
0.012522849254310131,
0.08925872296094894,
0.017719870433211327,
0.05559556931257248,
-0.10886696726083755,
0.0007052892469801009,
-0.04047880694270134,
-0.055123891681432724,
-0.04328738898038864,
-0.05237298831343651,
0.012879558838903904,
0.02284766361117363,
-0.027417192235589027,
-0.06863148510456085,
-0.024726122617721558,
-0.013582738116383553,
-0.05286838859319687,
-0.04480694234371185,
0.013809087686240673,
0.02163691073656082,
-0.061041828244924545,
-0.08883821219205856,
-0.07392078638076782,
-0.060852520167827606,
-0.06351269781589508,
0.02940833941102028,
-0.03075682371854782,
0.0751434788107872,
0.0780084952712059,
-0.01230574306100607,
0.04930854216217995,
-0.025819597765803337,
-0.0007316150004044175,
0.0486215204000473,
-0.0755387619137764,
0.04474635049700737,
0.15140917897224426,
-0.004980818368494511,
-0.04364075884222984,
0.018453195691108704,
0.11695367097854614,
-0.052966516464948654,
0.06745584309101105,
-0.0809236615896225,
0.06137754023075104,
0.03192133828997612,
-0.059067633002996445,
-0.03786759451031685,
-0.02291168086230755,
0.020275473594665527,
-0.08336056023836136,
0.017675068229436874,
0.03780686482787132,
-0.009273666888475418,
-0.034885723143815994,
0.03803376853466034,
-0.037108611315488815,
-0.05057332292199135,
-0.08971991389989853,
0.0316658541560173,
-0.013944118283689022,
0.004757309798151255,
0.04779563099145889,
-4.794984720378117e-33,
-0.038418423384428024,
-0.06590308248996735,
-0.013171711005270481,
0.0042125205509364605,
0.017466917634010315,
-0.06957940012216568,
-0.01809447631239891,
-0.07862008363008499,
0.005682668648660183,
-0.024465197697281837,
-0.17316341400146484,
0.023908929899334908,
0.052246782928705215,
-0.008483946323394775,
-0.054137274622917175,
-0.02080575004220009,
0.02965787798166275,
0.02563280612230301,
-0.015185914933681488,
-0.00007283288141479716,
0.010648831725120544,
0.09064647555351257,
-0.09647838771343231,
0.014560929499566555,
0.0787031501531601,
0.06664274632930756,
-0.015593822114169598,
0.02522372454404831,
0.03660799562931061,
0.05501684918999672,
-0.04725465923547745,
-0.047800276428461075,
-0.08941970765590668,
-0.012759115546941757,
-0.035633672028779984,
-0.05736565217375755,
-0.0032457367051392794,
0.09289205074310303,
-0.0837615579366684,
0.07767857611179352,
0.028289180248975754,
-0.14158914983272552,
0.03395070135593414,
0.034275103360414505,
0.00874168612062931,
0.0629439726471901,
-0.047214750200510025,
0.009780993685126305,
0.045638374984264374,
-0.03991095349192619,
-0.02329639159142971,
0.06649746000766754,
-0.11646222323179245,
0.05833239108324051,
-0.059795577079057693,
0.012756828218698502,
-0.058427147567272186,
0.03843815624713898,
0.10509565472602844,
0.04542889818549156,
-0.03240928053855896,
0.01598948799073696,
-0.0006577307358384132,
0.11607431620359421,
-0.03308092802762985,
0.03055659495294094,
-0.0350726842880249,
-0.10790601372718811,
0.048973895609378815,
-0.024220868945121765,
-0.06050337478518486,
0.01786927878856659,
-0.005085426848381758,
0.017985230311751366,
0.09760522097349167,
0.05861174315214157,
0.004139812663197517,
0.05756651610136032,
-0.025020916014909744,
0.02656002901494503,
0.029904427006840706,
-0.01375168189406395,
0.007588142529129982,
0.009367307648062706,
-0.05702229216694832,
-0.014052646234631538,
0.0850633978843689,
0.003860053839161992,
-0.002314430894330144,
-0.01820172369480133,
-0.0035652650985866785,
-0.04769699648022652,
0.0776161253452301,
0.007081527728587389,
-0.05603043735027313,
-5.684470849587342e-8,
-0.009105040691792965,
-0.034772567451000214,
0.023136790841817856,
-0.048002369701862335,
0.008537090383470058,
0.005785044282674789,
-0.03476719185709953,
-0.06390194594860077,
-0.004555610008537769,
-0.03478614240884781,
0.0322965607047081,
0.04077134281396866,
0.030300796031951904,
-0.016016986221075058,
-0.07505230605602264,
0.011478221975266933,
-0.03550305962562561,
-0.07638973742723465,
-0.004146620165556669,
-0.011951782740652561,
-0.04676666110754013,
-0.04453996568918228,
-0.02345235086977482,
0.10340053588151932,
-0.0007014578441157937,
0.04074475169181824,
-0.03882930055260658,
0.031651366502046585,
0.09568435698747635,
0.09129706770181656,
0.04741929844021797,
0.0430658720433712,
0.07638012617826462,
0.0653158575296402,
-0.0026309036184102297,
-0.03702227771282196,
-0.029111869633197784,
-0.0292646624147892,
-0.04128675162792206,
-0.08391036093235016,
0.024241207167506218,
0.06908925622701645,
-0.05895593389868736,
-0.019629662856459618,
0.04429256543517113,
-0.017258472740650177,
-0.018209893256425858,
-0.059481434524059296,
0.002245946554467082,
-0.06393256783485413,
0.013289459981024265,
0.06406445801258087,
-0.03797757253050804,
0.014920716173946857,
0.06053081154823303,
0.008481568656861782,
-0.01185314916074276,
-0.14884641766548157,
-0.012826349586248398,
0.01932400092482567,
-0.031006718054413795,
0.012830006889998913,
-0.011145688593387604,
-0.01570192538201809
] |
1401.3832
|
Matthew Michelson
|
Matthew Michelson, Craig A. Knoblock
|
Constructing Reference Sets from Unstructured, Ungrammatical Text
| null |
Journal Of Artificial Intelligence Research, Volume 38, pages
189-221, 2010
|
10.1613/jair.2937
| null |
cs.CL cs.IR
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
Vast amounts of text on the Web are unstructured and ungrammatical, such as
classified ads, auction listings, forum postings, etc. We call such text
"posts." Despite their inconsistent structure and lack of grammar, posts are
full of useful information. This paper presents work on semi-automatically
building tables of relational information, called "reference sets," by
analyzing such posts directly. Reference sets can be applied to a number of
tasks such as ontology maintenance and information extraction. Our
reference-set construction method starts with just a small amount of background
knowledge, and constructs tuples representing the entities in the posts to form
a reference set. We also describe an extension to this approach for the special
case where even this small amount of background knowledge is impossible to
discover and use. To evaluate the utility of the machine-constructed reference
sets, we compare them to manually constructed reference sets in the context of
reference-set-based information extraction. Our results show the reference sets
constructed by our method outperform manually constructed reference sets. We
also compare the reference-set-based extraction approach using the
machine-constructed reference set to supervised extraction approaches using
generic features. These results demonstrate that using machine-constructed
reference sets outperforms the supervised methods, even though the supervised
methods require training data.
|
[
{
"created": "Thu, 16 Jan 2014 04:49:45 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Michelson",
"Matthew",
""
],
[
"Knoblock",
"Craig A.",
""
]
] |
[
-0.05006452277302742,
0.006253519095480442,
-0.07021607458591461,
0.024043623358011246,
0.04519758000969887,
-0.031647663563489914,
0.04416712000966072,
0.015344678424298763,
-0.10643914341926575,
-0.04715782776474953,
-0.08077060431241989,
0.009736359119415283,
0.1282857209444046,
-0.016491970047354698,
0.05663634091615677,
0.10017459094524384,
0.12076763063669205,
0.0015103620244190097,
-0.0019261211855337024,
-0.010998612269759178,
0.037664394825696945,
0.0688849464058876,
0.0037905448116362095,
0.017728619277477264,
0.009399712085723877,
-0.028300344944000244,
0.0044010234996676445,
0.017306717112660408,
0.002994232578203082,
0.02200946770608425,
-0.06378141045570374,
0.03329175338149071,
0.00022991481819190085,
-0.012878657318651676,
0.015416938811540604,
0.04301576688885689,
0.006263354327529669,
0.04169702157378197,
-0.026316151022911072,
-0.03275500237941742,
-0.03000238537788391,
-0.006298733875155449,
-0.029137419536709785,
0.015530627220869064,
0.017650485038757324,
0.12870445847511292,
-0.038837578147649765,
0.038471825420856476,
-0.025290951132774353,
0.019192524254322052,
-0.09317462146282196,
0.04969280958175659,
0.02735382691025734,
-0.007668876554816961,
-0.01713416539132595,
0.06193266808986664,
-0.0028197690844535828,
-0.03314802795648575,
-0.039060428738594055,
-0.07039552181959152,
-0.020630357787013054,
-0.04041694477200508,
-0.00998708140105009,
-0.05301900580525398,
-0.041156280785799026,
-0.05083805322647095,
-0.048100538551807404,
0.021054111421108246,
0.01723797246813774,
-0.009375354275107384,
-0.04337238520383835,
0.11368291079998016,
0.0349067859351635,
0.08084020763635635,
-0.023378625512123108,
0.06345635652542114,
0.015414786525070667,
-0.036565154790878296,
-0.06201469153165817,
-0.0006753560155630112,
-0.07610023021697998,
0.004021177068352699,
0.008723767474293709,
0.08655454963445663,
0.020389657467603683,
-0.015447325073182583,
0.08495365083217621,
0.022787008434534073,
-0.001801971229724586,
0.07900569587945938,
-0.06801263242959976,
-0.08415678888559341,
0.12506091594696045,
-0.06438809633255005,
0.09186664968729019,
-0.0012064805487170815,
0.04137352854013443,
-0.025456037372350693,
0.03764006868004799,
0.07093482464551926,
-0.0009137355955317616,
0.1710696816444397,
0.02752052992582321,
-0.0733688622713089,
-0.10009291768074036,
0.06879148632287979,
-0.02373022772371769,
0.03807215020060539,
0.05684998258948326,
-0.059958893805742264,
-0.06914595514535904,
0.020184103399515152,
-0.0763963833451271,
-0.10067875683307648,
-0.014971970580518246,
-0.05229426547884941,
-0.005710967816412449,
0.01029722299426794,
-0.012450650334358215,
0.002280903747305274,
-0.021475007757544518,
0.05818861722946167,
0.01003449596464634,
0.002435282338410616,
0.004917723126709461,
-0.03161361813545227,
-0.024670736864209175,
1.339478384155889e-33,
0.024937188252806664,
0.04985266923904419,
-0.011913509108126163,
0.0089216073974967,
-0.03389941528439522,
-0.01425628736615181,
-0.032463300973176956,
0.055456601083278656,
-0.01102458592504263,
0.01511547900736332,
0.028602566570043564,
0.024516630917787552,
0.026786595582962036,
0.04182548075914383,
0.02194434218108654,
0.011897261254489422,
0.034177266061306,
0.05309575796127319,
0.02254847250878811,
-0.10993274301290512,
0.027496375143527985,
0.04634278267621994,
-0.0263352133333683,
0.059256285429000854,
0.0631759986281395,
-0.05014045536518097,
-0.040992170572280884,
0.05665479600429535,
-0.0465356782078743,
0.005312466062605381,
0.06665331870317459,
-0.06545481830835342,
0.0358332097530365,
-0.008659709244966507,
-0.004013297148048878,
-0.013462760485708714,
-0.05711203068494797,
-0.06661132723093033,
0.04316691681742668,
0.002803156152367592,
-0.06028485670685768,
0.030889544636011124,
-0.05122531205415726,
0.07800973951816559,
-0.05883108079433441,
0.01767081767320633,
-0.11249427497386932,
-0.03608236461877823,
0.05660765990614891,
-0.002315359190106392,
0.08739826828241348,
-0.04669807106256485,
-0.00788857787847519,
0.017547370865941048,
-0.06891436874866486,
-0.01045590452849865,
0.032122936099767685,
-0.0288544874638319,
-0.02325471118092537,
0.050087857991456985,
0.01196630485355854,
-0.022497283294796944,
-0.016188891604542732,
0.012465433217585087,
-0.04120296612381935,
0.06197858229279518,
-0.010857929475605488,
0.004985045175999403,
0.030422693118453026,
-0.06832848489284515,
0.009789714589715004,
0.05247928202152252,
-0.011614096350967884,
-0.007214988116174936,
0.015714040026068687,
0.07055380195379257,
-0.004268675111234188,
-0.05552312731742859,
-0.02773185819387436,
-0.0021738235373049974,
0.04949066415429115,
0.028667248785495758,
0.09277020394802094,
-0.015588289126753807,
-0.00569114787504077,
-0.016434771940112114,
0.014227954670786858,
-0.07723846286535263,
-0.01621822454035282,
-0.0253357645124197,
-0.01119167823344469,
0.024819986894726753,
-0.1543605774641037,
-0.019842538982629776,
0.03285498172044754,
-2.1973710591172875e-33,
-0.03625040128827095,
-0.02670825831592083,
-0.015386891551315784,
-0.032206084579229355,
-0.008821992203593254,
0.00916533824056387,
-0.09121807664632797,
0.03920729085803032,
-0.004298670217394829,
-0.05582549422979355,
-0.01965802162885666,
-0.09903837740421295,
-0.04724052548408508,
-0.05044306069612503,
-0.03777023032307625,
0.003059036796912551,
-0.042425885796546936,
0.00987139530479908,
-0.06021307036280632,
0.17677293717861176,
0.0034109842963516712,
0.018153881654143333,
-0.05290985852479935,
0.05726603791117668,
0.02150621823966503,
0.015614459291100502,
0.032629139721393585,
0.02538495697081089,
0.007972047664225101,
0.04353908821940422,
-0.009944158606231213,
-0.04445631057024002,
-0.017141040414571762,
-0.0346294529736042,
-0.06076271831989288,
-0.012650839053094387,
0.03218372166156769,
-0.028047965839505196,
0.004416763782501221,
-0.008320285007357597,
0.02747076377272606,
0.09282195568084717,
-0.014627552591264248,
-0.06301555037498474,
-0.052072443068027496,
-0.05525289475917816,
-0.09256312996149063,
0.09396790713071823,
0.06540784984827042,
-0.01579395681619644,
-0.042874567210674286,
-0.047785449773073196,
-0.0654086172580719,
-0.049410246312618256,
-0.006759803742170334,
-0.07244367152452469,
-0.026317358016967773,
0.040973395109176636,
0.052543528378009796,
0.020911898463964462,
-0.08745748549699783,
0.12182166427373886,
0.005216115619987249,
0.08802768588066101,
0.08451282232999802,
-0.10313563793897629,
-0.06895484030246735,
0.0007702208240516484,
-0.10576516389846802,
-0.06647804379463196,
0.017532246187329292,
0.015020495280623436,
-0.031083306297659874,
-0.04993890970945358,
-0.04380323365330696,
0.016391849145293236,
0.06316246092319489,
-0.0021083701867610216,
0.0012828591279685497,
-0.03595868498086929,
0.019314825534820557,
0.036727335304021835,
0.09284470975399017,
0.040971796959638596,
0.04012858867645264,
-0.007505504880100489,
-0.03202686086297035,
0.008096297271549702,
0.07577307522296906,
-0.014110463671386242,
-0.020162252709269524,
-0.05198091268539429,
-0.006770878564566374,
0.10088976472616196,
-0.03709692880511284,
-4.515971951946085e-8,
-0.019323108717799187,
0.06309296190738678,
-0.07916861772537231,
0.10682113468647003,
-0.0116736376658082,
0.010654516518115997,
0.022446811199188232,
0.1232055127620697,
-0.07399100810289383,
-0.06309249997138977,
0.0018439634004607797,
-0.001562369056046009,
-0.05582970008254051,
-0.020735351368784904,
-0.018670853227376938,
0.01769586093723774,
0.04498155042529106,
-0.03482282906770706,
-0.004781157709658146,
0.025316735729575157,
0.045065272599458694,
-0.05719617381691933,
0.04442106932401657,
0.034754056483507156,
0.12229800224304199,
-0.048968829214572906,
-0.028734708204865456,
0.06871309131383896,
0.06321776658296585,
-0.001816188683733344,
-0.03763830289244652,
0.012056366540491581,
-0.03235698491334915,
-0.04513633996248245,
0.1353049874305725,
0.04969857260584831,
0.012446093373000622,
-0.033414240926504135,
-0.07677015662193298,
-0.03576100617647171,
0.020478295162320137,
0.02131664752960205,
-0.032817598432302475,
0.02970960922539234,
0.1233392283320427,
-0.0008832663297653198,
-0.04140005260705948,
0.032990723848342896,
0.05875764414668083,
-0.07088304311037064,
-0.06732653081417084,
-0.024452311918139458,
0.035395871847867966,
-0.02757173962891102,
-0.017032086849212646,
0.004558906890451908,
-0.024664033204317093,
0.010982424020767212,
0.09958690404891968,
-0.015048155561089516,
-0.03140643239021301,
0.014106905087828636,
0.046112027019262314,
0.08141634613275528
] | null | null | null | null | null | null | null |
[
-0.05006452277302742,
0.006253519095480442,
-0.07021607458591461,
0.024043623358011246,
0.04519758000969887,
-0.031647663563489914,
0.04416712000966072,
0.015344678424298763,
-0.10643914341926575,
-0.04715782776474953,
-0.08077060431241989,
0.009736359119415283,
0.1282857209444046,
-0.016491970047354698,
0.05663634091615677,
0.10017459094524384,
0.12076763063669205,
0.0015103620244190097,
-0.0019261211855337024,
-0.010998612269759178,
0.037664394825696945,
0.0688849464058876,
0.0037905448116362095,
0.017728619277477264,
0.009399712085723877,
-0.028300344944000244,
0.0044010234996676445,
0.017306717112660408,
0.002994232578203082,
0.02200946770608425,
-0.06378141045570374,
0.03329175338149071,
0.00022991481819190085,
-0.012878657318651676,
0.015416938811540604,
0.04301576688885689,
0.006263354327529669,
0.04169702157378197,
-0.026316151022911072,
-0.03275500237941742,
-0.03000238537788391,
-0.006298733875155449,
-0.029137419536709785,
0.015530627220869064,
0.017650485038757324,
0.12870445847511292,
-0.038837578147649765,
0.038471825420856476,
-0.025290951132774353,
0.019192524254322052,
-0.09317462146282196,
0.04969280958175659,
0.02735382691025734,
-0.007668876554816961,
-0.01713416539132595,
0.06193266808986664,
-0.0028197690844535828,
-0.03314802795648575,
-0.039060428738594055,
-0.07039552181959152,
-0.020630357787013054,
-0.04041694477200508,
-0.00998708140105009,
-0.05301900580525398,
-0.041156280785799026,
-0.05083805322647095,
-0.048100538551807404,
0.021054111421108246,
0.01723797246813774,
-0.009375354275107384,
-0.04337238520383835,
0.11368291079998016,
0.0349067859351635,
0.08084020763635635,
-0.023378625512123108,
0.06345635652542114,
0.015414786525070667,
-0.036565154790878296,
-0.06201469153165817,
-0.0006753560155630112,
-0.07610023021697998,
0.004021177068352699,
0.008723767474293709,
0.08655454963445663,
0.020389657467603683,
-0.015447325073182583,
0.08495365083217621,
0.022787008434534073,
-0.001801971229724586,
0.07900569587945938,
-0.06801263242959976,
-0.08415678888559341,
0.12506091594696045,
-0.06438809633255005,
0.09186664968729019,
-0.0012064805487170815,
0.04137352854013443,
-0.025456037372350693,
0.03764006868004799,
0.07093482464551926,
-0.0009137355955317616,
0.1710696816444397,
0.02752052992582321,
-0.0733688622713089,
-0.10009291768074036,
0.06879148632287979,
-0.02373022772371769,
0.03807215020060539,
0.05684998258948326,
-0.059958893805742264,
-0.06914595514535904,
0.020184103399515152,
-0.0763963833451271,
-0.10067875683307648,
-0.014971970580518246,
-0.05229426547884941,
-0.005710967816412449,
0.01029722299426794,
-0.012450650334358215,
0.002280903747305274,
-0.021475007757544518,
0.05818861722946167,
0.01003449596464634,
0.002435282338410616,
0.004917723126709461,
-0.03161361813545227,
-0.024670736864209175,
1.339478384155889e-33,
0.024937188252806664,
0.04985266923904419,
-0.011913509108126163,
0.0089216073974967,
-0.03389941528439522,
-0.01425628736615181,
-0.032463300973176956,
0.055456601083278656,
-0.01102458592504263,
0.01511547900736332,
0.028602566570043564,
0.024516630917787552,
0.026786595582962036,
0.04182548075914383,
0.02194434218108654,
0.011897261254489422,
0.034177266061306,
0.05309575796127319,
0.02254847250878811,
-0.10993274301290512,
0.027496375143527985,
0.04634278267621994,
-0.0263352133333683,
0.059256285429000854,
0.0631759986281395,
-0.05014045536518097,
-0.040992170572280884,
0.05665479600429535,
-0.0465356782078743,
0.005312466062605381,
0.06665331870317459,
-0.06545481830835342,
0.0358332097530365,
-0.008659709244966507,
-0.004013297148048878,
-0.013462760485708714,
-0.05711203068494797,
-0.06661132723093033,
0.04316691681742668,
0.002803156152367592,
-0.06028485670685768,
0.030889544636011124,
-0.05122531205415726,
0.07800973951816559,
-0.05883108079433441,
0.01767081767320633,
-0.11249427497386932,
-0.03608236461877823,
0.05660765990614891,
-0.002315359190106392,
0.08739826828241348,
-0.04669807106256485,
-0.00788857787847519,
0.017547370865941048,
-0.06891436874866486,
-0.01045590452849865,
0.032122936099767685,
-0.0288544874638319,
-0.02325471118092537,
0.050087857991456985,
0.01196630485355854,
-0.022497283294796944,
-0.016188891604542732,
0.012465433217585087,
-0.04120296612381935,
0.06197858229279518,
-0.010857929475605488,
0.004985045175999403,
0.030422693118453026,
-0.06832848489284515,
0.009789714589715004,
0.05247928202152252,
-0.011614096350967884,
-0.007214988116174936,
0.015714040026068687,
0.07055380195379257,
-0.004268675111234188,
-0.05552312731742859,
-0.02773185819387436,
-0.0021738235373049974,
0.04949066415429115,
0.028667248785495758,
0.09277020394802094,
-0.015588289126753807,
-0.00569114787504077,
-0.016434771940112114,
0.014227954670786858,
-0.07723846286535263,
-0.01621822454035282,
-0.0253357645124197,
-0.01119167823344469,
0.024819986894726753,
-0.1543605774641037,
-0.019842538982629776,
0.03285498172044754,
-2.1973710591172875e-33,
-0.03625040128827095,
-0.02670825831592083,
-0.015386891551315784,
-0.032206084579229355,
-0.008821992203593254,
0.00916533824056387,
-0.09121807664632797,
0.03920729085803032,
-0.004298670217394829,
-0.05582549422979355,
-0.01965802162885666,
-0.09903837740421295,
-0.04724052548408508,
-0.05044306069612503,
-0.03777023032307625,
0.003059036796912551,
-0.042425885796546936,
0.00987139530479908,
-0.06021307036280632,
0.17677293717861176,
0.0034109842963516712,
0.018153881654143333,
-0.05290985852479935,
0.05726603791117668,
0.02150621823966503,
0.015614459291100502,
0.032629139721393585,
0.02538495697081089,
0.007972047664225101,
0.04353908821940422,
-0.009944158606231213,
-0.04445631057024002,
-0.017141040414571762,
-0.0346294529736042,
-0.06076271831989288,
-0.012650839053094387,
0.03218372166156769,
-0.028047965839505196,
0.004416763782501221,
-0.008320285007357597,
0.02747076377272606,
0.09282195568084717,
-0.014627552591264248,
-0.06301555037498474,
-0.052072443068027496,
-0.05525289475917816,
-0.09256312996149063,
0.09396790713071823,
0.06540784984827042,
-0.01579395681619644,
-0.042874567210674286,
-0.047785449773073196,
-0.0654086172580719,
-0.049410246312618256,
-0.006759803742170334,
-0.07244367152452469,
-0.026317358016967773,
0.040973395109176636,
0.052543528378009796,
0.020911898463964462,
-0.08745748549699783,
0.12182166427373886,
0.005216115619987249,
0.08802768588066101,
0.08451282232999802,
-0.10313563793897629,
-0.06895484030246735,
0.0007702208240516484,
-0.10576516389846802,
-0.06647804379463196,
0.017532246187329292,
0.015020495280623436,
-0.031083306297659874,
-0.04993890970945358,
-0.04380323365330696,
0.016391849145293236,
0.06316246092319489,
-0.0021083701867610216,
0.0012828591279685497,
-0.03595868498086929,
0.019314825534820557,
0.036727335304021835,
0.09284470975399017,
0.040971796959638596,
0.04012858867645264,
-0.007505504880100489,
-0.03202686086297035,
0.008096297271549702,
0.07577307522296906,
-0.014110463671386242,
-0.020162252709269524,
-0.05198091268539429,
-0.006770878564566374,
0.10088976472616196,
-0.03709692880511284,
-4.515971951946085e-8,
-0.019323108717799187,
0.06309296190738678,
-0.07916861772537231,
0.10682113468647003,
-0.0116736376658082,
0.010654516518115997,
0.022446811199188232,
0.1232055127620697,
-0.07399100810289383,
-0.06309249997138977,
0.0018439634004607797,
-0.001562369056046009,
-0.05582970008254051,
-0.020735351368784904,
-0.018670853227376938,
0.01769586093723774,
0.04498155042529106,
-0.03482282906770706,
-0.004781157709658146,
0.025316735729575157,
0.045065272599458694,
-0.05719617381691933,
0.04442106932401657,
0.034754056483507156,
0.12229800224304199,
-0.048968829214572906,
-0.028734708204865456,
0.06871309131383896,
0.06321776658296585,
-0.001816188683733344,
-0.03763830289244652,
0.012056366540491581,
-0.03235698491334915,
-0.04513633996248245,
0.1353049874305725,
0.04969857260584831,
0.012446093373000622,
-0.033414240926504135,
-0.07677015662193298,
-0.03576100617647171,
0.020478295162320137,
0.02131664752960205,
-0.032817598432302475,
0.02970960922539234,
0.1233392283320427,
-0.0008832663297653198,
-0.04140005260705948,
0.032990723848342896,
0.05875764414668083,
-0.07088304311037064,
-0.06732653081417084,
-0.024452311918139458,
0.035395871847867966,
-0.02757173962891102,
-0.017032086849212646,
0.004558906890451908,
-0.024664033204317093,
0.010982424020767212,
0.09958690404891968,
-0.015048155561089516,
-0.03140643239021301,
0.014106905087828636,
0.046112027019262314,
0.08141634613275528
] |
1401.3833
|
Bozhena Bidyuk
|
Bozhena Bidyuk, Rina Dechter, Emma Rollon
|
Active Tuples-based Scheme for Bounding Posterior Beliefs
| null |
Journal Of Artificial Intelligence Research, Volume 39, pages
335-371, 2010
|
10.1613/jair.2945
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
The paper presents a scheme for computing lower and upper bounds on the
posterior marginals in Bayesian networks with discrete variables. Its power
lies in its ability to use any available scheme that bounds the probability of
evidence or posterior marginals and enhance its performance in an anytime
manner. The scheme uses the cutset conditioning principle to tighten existing
bounding schemes and to facilitate anytime behavior, utilizing a fixed number
of cutset tuples. The accuracy of the bounds improves as the number of used
cutset tuples increases and so does the computation time. We demonstrate
empirically the value of our scheme for bounding posterior marginals and
probability of evidence using a variant of the bound propagation algorithm as a
plug-in scheme.
|
[
{
"created": "Thu, 16 Jan 2014 04:50:19 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Bidyuk",
"Bozhena",
""
],
[
"Dechter",
"Rina",
""
],
[
"Rollon",
"Emma",
""
]
] |
[
-0.006825834512710571,
-0.05222154036164284,
0.05525106564164162,
-0.07824230939149857,
0.028313810005784035,
0.0079368120059371,
0.007105997763574123,
0.002136807655915618,
0.046788983047008514,
-0.022946873679757118,
-0.00010052993457065895,
0.07000137120485306,
0.09558520466089249,
-0.0262889601290226,
-0.02732240781188011,
0.05470907315611839,
0.10995201021432877,
0.05954381078481674,
-0.03011424094438553,
-0.028176324442029,
-0.02258855663239956,
0.024041105061769485,
-0.026752594858407974,
-0.1284116804599762,
0.04083283990621567,
-0.040724970400333405,
0.10778621584177017,
-0.004173066932708025,
0.053810663521289825,
0.03676432743668556,
-0.07352903485298157,
-0.035621900111436844,
0.01815084181725979,
-0.03229449316859245,
0.03497195616364479,
-0.024242419749498367,
0.003521856153383851,
-0.04259329289197922,
-0.00039126057527028024,
0.09782477468252182,
0.0017539459513500333,
0.03204549103975296,
0.0665915384888649,
0.013353854417800903,
0.02833353355526924,
0.03059302270412445,
-0.02106422930955887,
0.08437187224626541,
0.016124365851283073,
-0.06082272157073021,
-0.032566603273153305,
-0.001213529729284346,
-0.01074679009616375,
0.04173867404460907,
0.04679417237639427,
-0.038483694195747375,
-0.053503457456827164,
-0.0626833513379097,
-0.04469224438071251,
0.052377499639987946,
-0.021129634231328964,
-0.07131358981132507,
-0.058061983436346054,
-0.00849255733191967,
0.018092311918735504,
0.05521628260612488,
-0.037346333265304565,
0.09585677832365036,
-0.04456892982125282,
0.16398358345031738,
-0.034424033015966415,
0.04817492887377739,
-0.08964994549751282,
0.037053097039461136,
-0.025257745757699013,
0.038192667067050934,
0.05581936240196228,
-0.047589343041181564,
-0.05723496899008751,
-0.11718759685754776,
-0.04598423093557358,
-0.007646648213267326,
0.03503384441137314,
-0.017698325216770172,
0.06732203811407089,
-0.06174192577600479,
-0.022374844178557396,
0.011550410650670528,
0.05842317268252373,
0.08217748999595642,
-0.033288974314928055,
-0.030214015394449234,
0.008572587743401527,
0.021016942337155342,
-0.07493095844984055,
-0.020347338169813156,
-0.01073481235653162,
-0.038095567375421524,
-0.039956968277692795,
0.07594418525695801,
-0.030060814693570137,
0.005701072514057159,
0.05756375938653946,
-0.09270874410867691,
0.0023980133701115847,
-0.04534796252846718,
0.00045117901754565537,
0.06080501526594162,
0.0829770490527153,
0.0001726011687424034,
0.007299519143998623,
0.02783590741455555,
-0.034980107098817825,
-0.06578432023525238,
-0.07271474599838257,
-0.040057312697172165,
0.003827275475487113,
0.04140355437994003,
-0.0027097929269075394,
-0.0216513704508543,
-0.03288913890719414,
0.0515245646238327,
0.021121589466929436,
-0.04163716733455658,
0.02140599489212036,
-0.008581598289310932,
-0.03253370523452759,
2.934584545287393e-33,
0.05135435611009598,
-0.04021916538476944,
0.03497127443552017,
0.03800114989280701,
-0.004237304907292128,
0.10612346976995468,
-0.09065454453229904,
-0.10654926300048828,
-0.01742573268711567,
0.01783546432852745,
-0.02654246985912323,
-0.028157124295830727,
-0.03033994697034359,
-0.01747293770313263,
0.09292852133512497,
-0.021049901843070984,
0.039407920092344284,
0.1004287376999855,
0.011132442392408848,
0.004583398345857859,
0.027826638892292976,
-0.10694599151611328,
-0.01431312132626772,
0.06150646135210991,
-0.007743521593511105,
-0.03049256093800068,
-0.027473025023937225,
0.03321970999240875,
0.0031165708787739277,
0.011208652518689632,
-0.0646616593003273,
0.02024661749601364,
0.0716254785656929,
0.021370260044932365,
-0.025784865021705627,
0.011316521093249321,
0.025364164263010025,
-0.05475332587957382,
0.033460576087236404,
-0.05096615105867386,
-0.019368339329957962,
-0.03194642439484596,
0.08225829154253006,
-0.026731416583061218,
-0.07988077402114868,
-0.15060174465179443,
-0.05477733537554741,
0.006755933631211519,
0.019572000950574875,
-0.03521547466516495,
0.0643785297870636,
-0.018486930057406425,
0.06890752911567688,
-0.058470748364925385,
-0.012497665360569954,
0.0017048969166353345,
-0.02951565571129322,
0.05077292025089264,
0.010589861311018467,
0.013464001007378101,
0.013021741062402725,
0.028950616717338562,
0.024342913180589676,
-0.03799664229154587,
0.012127479538321495,
0.1045972928404808,
-0.11397422850131989,
-0.022899478673934937,
0.08208612352609634,
-0.003035764442756772,
-0.0809575542807579,
0.04251426085829735,
0.01342206634581089,
-0.03255482390522957,
0.019783278927206993,
0.06436950713396072,
-0.054211728274822235,
-0.03015391156077385,
0.038843292742967606,
0.027351852506399155,
-0.02980159968137741,
-0.044880460947752,
0.015470561571419239,
0.04445638880133629,
0.07970691472291946,
-0.0033331422600895166,
0.031227808445692062,
0.0746418908238411,
-0.05989992991089821,
-0.026875779032707214,
-0.06274177879095078,
-0.04843655228614807,
0.0006425566971302032,
-0.03603358194231987,
0.08872125297784805,
-3.5808713393694866e-33,
-0.11357048898935318,
0.05288143828511238,
0.09258228540420532,
0.04677582532167435,
-0.020070882514119148,
-0.0886731967329979,
-0.01692359708249569,
-0.009635481983423233,
-0.010144500993192196,
-0.0785592719912529,
-0.0433238223195076,
-0.004737033508718014,
-0.008200852200388908,
-0.10967749357223511,
0.0003413455269765109,
0.005924917757511139,
-0.08150557428598404,
-0.045336101204156876,
-0.0022613347973674536,
-0.064641073346138,
0.02392234466969967,
-0.07179904729127884,
-0.025945128872990608,
0.014706927351653576,
-0.00027674640296027064,
-0.010686212219297886,
0.03148907795548439,
0.05886288359761238,
-0.05777178704738617,
0.022814536467194557,
-0.06387018412351608,
0.0039061824791133404,
-0.1378696858882904,
-0.015957877039909363,
-0.03060256317257881,
0.001643793541006744,
0.014732630923390388,
0.08174802362918854,
-0.03007546439766884,
0.020370785146951675,
0.03861696645617485,
-0.030225005000829697,
-0.08004473149776459,
-0.016515277326107025,
-0.021619392558932304,
0.054011452943086624,
0.037716612219810486,
0.07206196337938309,
0.008707948960363865,
-0.034857600927352905,
0.0060836439952254295,
0.11382956057786942,
0.06496642529964447,
0.0971347987651825,
-0.05855356901884079,
-0.037835583090782166,
-0.041118789464235306,
-0.03889968991279602,
0.12051659822463989,
0.03501661866903305,
-0.05733900144696236,
-0.05431101471185684,
-0.024473300203680992,
0.06303932517766953,
0.016457000747323036,
0.016989637166261673,
-0.017767688259482384,
0.07610876858234406,
-0.0012608346296474338,
0.009509625844657421,
0.03813596069812775,
0.08264756947755814,
0.016675399616360664,
-0.01799636520445347,
0.004347458481788635,
0.032799191772937775,
0.054195307195186615,
0.014726468361914158,
0.026084693148732185,
0.10322319716215134,
0.03421955928206444,
-0.020833581686019897,
-0.0014447326539084315,
0.006706278305500746,
0.07433968037366867,
0.00939798355102539,
0.05835207924246788,
-0.03261986002326012,
0.06800231337547302,
-0.04717235639691353,
-0.07177401334047318,
0.05136924609541893,
0.047993071377277374,
0.029460294172167778,
-0.1939755380153656,
-4.76966093287956e-8,
-0.06988918036222458,
0.008154726587235928,
0.03923717513680458,
-0.017831651493906975,
0.12560054659843445,
0.04394262656569481,
-0.0004969072761014104,
0.07373714447021484,
0.03652790188789368,
-0.027964884415268898,
0.015131277032196522,
0.04724827781319618,
0.0025605156552046537,
-0.04421913996338844,
-0.0068947384133934975,
-0.0023490216117352247,
0.020480887964367867,
-0.01487637311220169,
-0.016433872282505035,
-0.030109841376543045,
0.027510082349181175,
-0.01257211435586214,
0.04142817109823227,
0.04701001197099686,
0.0812336653470993,
-0.06869793683290482,
-0.027496399357914925,
0.011102262884378433,
0.024626407772302628,
0.022104669362306595,
-0.030101854354143143,
-0.019756877794861794,
0.0012902884045615792,
0.05382934585213661,
0.05111030489206314,
0.05468093231320381,
-0.041923921555280685,
-0.003874845104292035,
-0.004085263703018427,
-0.02422371692955494,
0.00952762458473444,
-0.09822498261928558,
-0.005799139384180307,
0.03443169593811035,
0.002602803520858288,
0.040195532143116,
0.07373266667127609,
0.05194496363401413,
-0.019985683262348175,
-0.01487756334245205,
-0.020016850903630257,
-0.00958822388201952,
0.00502978079020977,
-0.057726118713617325,
-0.02847803197801113,
0.03470521420240402,
0.07539239525794983,
-0.015173417516052723,
-0.04168064892292023,
0.027307458221912384,
-0.10494565218687057,
0.07938511669635773,
-0.06897246092557907,
0.03823793679475784
] | null | null | null | null | null | null | null |
[
-0.006825834512710571,
-0.05222154036164284,
0.05525106564164162,
-0.07824230939149857,
0.028313810005784035,
0.0079368120059371,
0.007105997763574123,
0.002136807655915618,
0.046788983047008514,
-0.022946873679757118,
-0.00010052993457065895,
0.07000137120485306,
0.09558520466089249,
-0.0262889601290226,
-0.02732240781188011,
0.05470907315611839,
0.10995201021432877,
0.05954381078481674,
-0.03011424094438553,
-0.028176324442029,
-0.02258855663239956,
0.024041105061769485,
-0.026752594858407974,
-0.1284116804599762,
0.04083283990621567,
-0.040724970400333405,
0.10778621584177017,
-0.004173066932708025,
0.053810663521289825,
0.03676432743668556,
-0.07352903485298157,
-0.035621900111436844,
0.01815084181725979,
-0.03229449316859245,
0.03497195616364479,
-0.024242419749498367,
0.003521856153383851,
-0.04259329289197922,
-0.00039126057527028024,
0.09782477468252182,
0.0017539459513500333,
0.03204549103975296,
0.0665915384888649,
0.013353854417800903,
0.02833353355526924,
0.03059302270412445,
-0.02106422930955887,
0.08437187224626541,
0.016124365851283073,
-0.06082272157073021,
-0.032566603273153305,
-0.001213529729284346,
-0.01074679009616375,
0.04173867404460907,
0.04679417237639427,
-0.038483694195747375,
-0.053503457456827164,
-0.0626833513379097,
-0.04469224438071251,
0.052377499639987946,
-0.021129634231328964,
-0.07131358981132507,
-0.058061983436346054,
-0.00849255733191967,
0.018092311918735504,
0.05521628260612488,
-0.037346333265304565,
0.09585677832365036,
-0.04456892982125282,
0.16398358345031738,
-0.034424033015966415,
0.04817492887377739,
-0.08964994549751282,
0.037053097039461136,
-0.025257745757699013,
0.038192667067050934,
0.05581936240196228,
-0.047589343041181564,
-0.05723496899008751,
-0.11718759685754776,
-0.04598423093557358,
-0.007646648213267326,
0.03503384441137314,
-0.017698325216770172,
0.06732203811407089,
-0.06174192577600479,
-0.022374844178557396,
0.011550410650670528,
0.05842317268252373,
0.08217748999595642,
-0.033288974314928055,
-0.030214015394449234,
0.008572587743401527,
0.021016942337155342,
-0.07493095844984055,
-0.020347338169813156,
-0.01073481235653162,
-0.038095567375421524,
-0.039956968277692795,
0.07594418525695801,
-0.030060814693570137,
0.005701072514057159,
0.05756375938653946,
-0.09270874410867691,
0.0023980133701115847,
-0.04534796252846718,
0.00045117901754565537,
0.06080501526594162,
0.0829770490527153,
0.0001726011687424034,
0.007299519143998623,
0.02783590741455555,
-0.034980107098817825,
-0.06578432023525238,
-0.07271474599838257,
-0.040057312697172165,
0.003827275475487113,
0.04140355437994003,
-0.0027097929269075394,
-0.0216513704508543,
-0.03288913890719414,
0.0515245646238327,
0.021121589466929436,
-0.04163716733455658,
0.02140599489212036,
-0.008581598289310932,
-0.03253370523452759,
2.934584545287393e-33,
0.05135435611009598,
-0.04021916538476944,
0.03497127443552017,
0.03800114989280701,
-0.004237304907292128,
0.10612346976995468,
-0.09065454453229904,
-0.10654926300048828,
-0.01742573268711567,
0.01783546432852745,
-0.02654246985912323,
-0.028157124295830727,
-0.03033994697034359,
-0.01747293770313263,
0.09292852133512497,
-0.021049901843070984,
0.039407920092344284,
0.1004287376999855,
0.011132442392408848,
0.004583398345857859,
0.027826638892292976,
-0.10694599151611328,
-0.01431312132626772,
0.06150646135210991,
-0.007743521593511105,
-0.03049256093800068,
-0.027473025023937225,
0.03321970999240875,
0.0031165708787739277,
0.011208652518689632,
-0.0646616593003273,
0.02024661749601364,
0.0716254785656929,
0.021370260044932365,
-0.025784865021705627,
0.011316521093249321,
0.025364164263010025,
-0.05475332587957382,
0.033460576087236404,
-0.05096615105867386,
-0.019368339329957962,
-0.03194642439484596,
0.08225829154253006,
-0.026731416583061218,
-0.07988077402114868,
-0.15060174465179443,
-0.05477733537554741,
0.006755933631211519,
0.019572000950574875,
-0.03521547466516495,
0.0643785297870636,
-0.018486930057406425,
0.06890752911567688,
-0.058470748364925385,
-0.012497665360569954,
0.0017048969166353345,
-0.02951565571129322,
0.05077292025089264,
0.010589861311018467,
0.013464001007378101,
0.013021741062402725,
0.028950616717338562,
0.024342913180589676,
-0.03799664229154587,
0.012127479538321495,
0.1045972928404808,
-0.11397422850131989,
-0.022899478673934937,
0.08208612352609634,
-0.003035764442756772,
-0.0809575542807579,
0.04251426085829735,
0.01342206634581089,
-0.03255482390522957,
0.019783278927206993,
0.06436950713396072,
-0.054211728274822235,
-0.03015391156077385,
0.038843292742967606,
0.027351852506399155,
-0.02980159968137741,
-0.044880460947752,
0.015470561571419239,
0.04445638880133629,
0.07970691472291946,
-0.0033331422600895166,
0.031227808445692062,
0.0746418908238411,
-0.05989992991089821,
-0.026875779032707214,
-0.06274177879095078,
-0.04843655228614807,
0.0006425566971302032,
-0.03603358194231987,
0.08872125297784805,
-3.5808713393694866e-33,
-0.11357048898935318,
0.05288143828511238,
0.09258228540420532,
0.04677582532167435,
-0.020070882514119148,
-0.0886731967329979,
-0.01692359708249569,
-0.009635481983423233,
-0.010144500993192196,
-0.0785592719912529,
-0.0433238223195076,
-0.004737033508718014,
-0.008200852200388908,
-0.10967749357223511,
0.0003413455269765109,
0.005924917757511139,
-0.08150557428598404,
-0.045336101204156876,
-0.0022613347973674536,
-0.064641073346138,
0.02392234466969967,
-0.07179904729127884,
-0.025945128872990608,
0.014706927351653576,
-0.00027674640296027064,
-0.010686212219297886,
0.03148907795548439,
0.05886288359761238,
-0.05777178704738617,
0.022814536467194557,
-0.06387018412351608,
0.0039061824791133404,
-0.1378696858882904,
-0.015957877039909363,
-0.03060256317257881,
0.001643793541006744,
0.014732630923390388,
0.08174802362918854,
-0.03007546439766884,
0.020370785146951675,
0.03861696645617485,
-0.030225005000829697,
-0.08004473149776459,
-0.016515277326107025,
-0.021619392558932304,
0.054011452943086624,
0.037716612219810486,
0.07206196337938309,
0.008707948960363865,
-0.034857600927352905,
0.0060836439952254295,
0.11382956057786942,
0.06496642529964447,
0.0971347987651825,
-0.05855356901884079,
-0.037835583090782166,
-0.041118789464235306,
-0.03889968991279602,
0.12051659822463989,
0.03501661866903305,
-0.05733900144696236,
-0.05431101471185684,
-0.024473300203680992,
0.06303932517766953,
0.016457000747323036,
0.016989637166261673,
-0.017767688259482384,
0.07610876858234406,
-0.0012608346296474338,
0.009509625844657421,
0.03813596069812775,
0.08264756947755814,
0.016675399616360664,
-0.01799636520445347,
0.004347458481788635,
0.032799191772937775,
0.054195307195186615,
0.014726468361914158,
0.026084693148732185,
0.10322319716215134,
0.03421955928206444,
-0.020833581686019897,
-0.0014447326539084315,
0.006706278305500746,
0.07433968037366867,
0.00939798355102539,
0.05835207924246788,
-0.03261986002326012,
0.06800231337547302,
-0.04717235639691353,
-0.07177401334047318,
0.05136924609541893,
0.047993071377277374,
0.029460294172167778,
-0.1939755380153656,
-4.76966093287956e-8,
-0.06988918036222458,
0.008154726587235928,
0.03923717513680458,
-0.017831651493906975,
0.12560054659843445,
0.04394262656569481,
-0.0004969072761014104,
0.07373714447021484,
0.03652790188789368,
-0.027964884415268898,
0.015131277032196522,
0.04724827781319618,
0.0025605156552046537,
-0.04421913996338844,
-0.0068947384133934975,
-0.0023490216117352247,
0.020480887964367867,
-0.01487637311220169,
-0.016433872282505035,
-0.030109841376543045,
0.027510082349181175,
-0.01257211435586214,
0.04142817109823227,
0.04701001197099686,
0.0812336653470993,
-0.06869793683290482,
-0.027496399357914925,
0.011102262884378433,
0.024626407772302628,
0.022104669362306595,
-0.030101854354143143,
-0.019756877794861794,
0.0012902884045615792,
0.05382934585213661,
0.05111030489206314,
0.05468093231320381,
-0.041923921555280685,
-0.003874845104292035,
-0.004085263703018427,
-0.02422371692955494,
0.00952762458473444,
-0.09822498261928558,
-0.005799139384180307,
0.03443169593811035,
0.002602803520858288,
0.040195532143116,
0.07373266667127609,
0.05194496363401413,
-0.019985683262348175,
-0.01487756334245205,
-0.020016850903630257,
-0.00958822388201952,
0.00502978079020977,
-0.057726118713617325,
-0.02847803197801113,
0.03470521420240402,
0.07539239525794983,
-0.015173417516052723,
-0.04168064892292023,
0.027307458221912384,
-0.10494565218687057,
0.07938511669635773,
-0.06897246092557907,
0.03823793679475784
] |
1401.3834
|
Shahar Dobzinski
|
Shahar Dobzinski, Noam Nisan
|
Mechanisms for Multi-Unit Auctions
| null |
Journal Of Artificial Intelligence Research, Volume 37, pages
85-98, 2010
|
10.1613/jair.2950
| null |
cs.GT
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
We present an incentive-compatible polynomial-time approximation scheme for
multi-unit auctions with general k-minded player valuations. The mechanism
fully optimizes over an appropriately chosen sub-range of possible allocations
and then uses VCG payments over this sub-range. We show that obtaining a fully
polynomial-time incentive-compatible approximation scheme, at least using VCG
payments, is NP-hard. For the case of valuations given by black boxes, we give
a polynomial-time incentive-compatible 2-approximation mechanism and show that
no better is possible, at least using VCG payments.
|
[
{
"created": "Thu, 16 Jan 2014 04:50:35 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Dobzinski",
"Shahar",
""
],
[
"Nisan",
"Noam",
""
]
] |
[
-0.009007113985717297,
0.08010151982307434,
-0.05251690372824669,
-0.08541636168956757,
-0.03673335164785385,
0.05093783885240555,
0.025915462523698807,
0.010057339444756508,
0.058588869869709015,
0.1209598034620285,
-0.10943664610385895,
-0.05490687116980553,
0.06214158982038498,
0.039540886878967285,
0.03370051458477974,
0.018784496933221817,
0.06755025684833527,
0.06418528407812119,
0.06680361926555634,
0.012627246789634228,
-0.01368724089115858,
-0.0407976470887661,
-0.020189089700579643,
-0.07195273786783218,
0.0759287104010582,
-0.12230055779218674,
-0.006657678168267012,
0.06479625403881073,
-0.040721725672483444,
0.0653756633400917,
-0.05470525845885277,
-0.0072205630131065845,
0.03351276367902756,
-0.026702234521508217,
-0.00614506471902132,
0.038000352680683136,
-0.13160425424575806,
-0.00307464343495667,
-0.14355887472629547,
0.04041917622089386,
-0.013198594562709332,
0.04454499110579491,
-0.07077084481716156,
0.09093822538852692,
-0.04219499230384827,
0.04639085382223129,
0.02068953588604927,
0.048155948519706726,
0.0035286315251141787,
-0.042421262711286545,
0.042531996965408325,
-0.048000674694776535,
0.000534314545802772,
0.04627876356244087,
-0.02336769364774227,
-0.011792975477874279,
-0.03603985160589218,
0.07476232945919037,
0.0345611646771431,
0.000181051145773381,
0.006036353763192892,
-0.06096455082297325,
0.02575615979731083,
-0.024959471076726913,
0.026271751150488853,
0.033867064863443375,
0.03542156517505646,
0.07454326003789902,
-0.11155985295772552,
0.0422283336520195,
0.08696175366640091,
-0.004705554340034723,
-0.03442724794149399,
-0.01657748967409134,
0.02809615060687065,
0.013925650157034397,
0.0005863981787115335,
-0.050781819969415665,
0.042001042515039444,
-0.0073016067035496235,
-0.04406698793172836,
-0.01779165491461754,
-0.09875486046075821,
-0.05075932666659355,
0.014048379845917225,
-0.040010109543800354,
0.019413629546761513,
0.03104470483958721,
0.10461907833814621,
0.02756229229271412,
-0.034775372594594955,
-0.008750363253057003,
0.006226799916476011,
-0.047475263476371765,
0.001125704264268279,
-0.011386283673346043,
-0.03746860474348068,
-0.04321727901697159,
0.014625400304794312,
0.05815155431628227,
-0.04373636096715927,
0.027124132961034775,
0.051615189760923386,
-0.12718427181243896,
0.10465943813323975,
0.0004542695533018559,
-0.018232744187116623,
0.04296540468931198,
-0.010518547147512436,
-0.06975076347589493,
-0.041670411825180054,
0.07945653051137924,
0.02092391438782215,
0.009036708623170853,
-0.03608831763267517,
0.08340457081794739,
0.07231417298316956,
0.03417941555380821,
0.0008206017664633691,
-0.014904678799211979,
0.03147617354989052,
-0.06616928428411484,
-0.006587733514606953,
0.008307536132633686,
-0.02491745539009571,
-0.0033592141699045897,
0.021691681817173958,
9.298030597365971e-35,
-0.05143553763628006,
0.004786900710314512,
0.014229962602257729,
-0.06913384050130844,
-0.011817162856459618,
0.07029558718204498,
0.08126194775104523,
0.03772258758544922,
-0.08200693130493164,
-0.009978977032005787,
0.01973789557814598,
0.02705954760313034,
0.014045502059161663,
0.043846674263477325,
0.06744208931922913,
-0.005524651147425175,
-0.058684103190898895,
0.00015039918071124703,
0.07450509816408157,
0.01437462866306305,
0.04659148305654526,
-0.03590046986937523,
0.01246605534106493,
-0.02919388934969902,
-0.05564046651124954,
0.005106019787490368,
-0.0022078596521168947,
-0.04273758828639984,
0.10296890884637833,
-0.03345920518040657,
-0.0031198018696159124,
0.025796012952923775,
0.04082147777080536,
-0.004606285598129034,
-0.05223239213228226,
0.008936011232435703,
-0.010518803261220455,
-0.05450476333498955,
0.012366320937871933,
0.012389897368848324,
-0.006397032178938389,
-0.0013403657358139753,
-0.007982522249221802,
0.029325280338525772,
-0.07544998824596405,
0.03618316724896431,
-0.006374456454068422,
-0.04218347370624542,
-0.050370242446660995,
0.034403253346681595,
0.040069546550512314,
-0.003936226479709148,
-0.04996209964156151,
-0.07030045986175537,
0.009898446500301361,
-0.0679999515414238,
-0.003204019507393241,
0.013189486227929592,
-0.021338459104299545,
-0.04675673693418503,
0.010006487369537354,
-0.1133895069360733,
0.029890259727835655,
-0.06149431690573692,
-0.1627333164215088,
0.060686420649290085,
-0.031019259244203568,
-0.014743827283382416,
0.03851267695426941,
0.001082186819985509,
-0.03532873094081879,
0.03333920240402222,
-0.033475007861852646,
-0.11157114803791046,
-0.04522206634283066,
0.012823846191167831,
0.08770676702260971,
0.012969663366675377,
0.09836247563362122,
0.00426556495949626,
-0.061756689101457596,
0.03743288666009903,
0.01858920231461525,
-0.003996090963482857,
-0.010007229633629322,
-0.0033136422280222178,
0.003959893248975277,
0.06617970764636993,
-0.049133170396089554,
-0.03945349529385567,
-0.07634195685386658,
0.04696086049079895,
-0.07628285884857178,
0.02474220283329487,
0.044886697083711624,
-1.5205832172027287e-33,
0.013002781197428703,
-0.0019929867703467607,
0.04642946273088455,
0.06129540875554085,
0.058402664959430695,
0.024810880422592163,
-0.08995255827903748,
-0.07730533927679062,
-0.007953218184411526,
0.10428833216428757,
-0.09931860119104385,
0.017337530851364136,
0.025628728792071342,
0.015949152410030365,
-0.05022753030061722,
-0.05433288589119911,
-0.02940182201564312,
0.06674857437610626,
0.04650568589568138,
-0.04580537974834442,
0.10999424010515213,
0.08681707829236984,
0.02480572834610939,
0.032460205256938934,
-0.010657566599547863,
0.03111249953508377,
-0.05840151011943817,
0.006446203216910362,
-0.0023163314908742905,
0.015874436125159264,
-0.004334028344601393,
-0.11094097793102264,
-0.07546393573284149,
-0.09890849143266678,
0.050950787961483,
0.016809452325105667,
0.052301209419965744,
0.05422236770391464,
-0.07800042629241943,
0.08878543227910995,
0.04523351043462753,
-0.11403705179691315,
-0.03188598155975342,
-0.004185499157756567,
0.002171468921005726,
-0.007539940997958183,
0.01155006978660822,
-0.018817048519849777,
0.07231475412845612,
-0.0007929864805191755,
-0.02410818822681904,
0.01024946290999651,
-0.05210161209106445,
0.08075422793626785,
-0.0732741579413414,
-0.03884134441614151,
-0.0825490653514862,
0.03777708485722542,
0.08630306273698807,
-0.015126099810004234,
-0.05859217420220375,
-0.017273278906941414,
0.02398598939180374,
0.1045316681265831,
-0.019582390785217285,
0.05289094150066376,
0.07275421917438507,
-0.021830828860402107,
-0.03627035394310951,
-0.023167477920651436,
-0.07119324803352356,
0.026816226541996002,
0.04091976583003998,
-0.0021904604509472847,
-0.061712898313999176,
0.09629859030246735,
-0.01000125054270029,
0.04337463155388832,
0.06630309671163559,
-0.021950233727693558,
-0.011714765802025795,
0.07009530812501907,
0.11566310375928879,
0.028621220961213112,
0.019810659810900688,
-0.1190287321805954,
0.057741083204746246,
0.031903669238090515,
-0.005999368149787188,
-0.035331081598997116,
-0.024167096242308617,
0.00048214077833108604,
0.11224448680877686,
0.0034167058765888214,
-0.05007411539554596,
-4.725377422687416e-8,
-0.020905010402202606,
0.03709449619054794,
-0.004244450479745865,
0.03875817731022835,
0.011024157516658306,
-0.03476494550704956,
-0.030474074184894562,
0.05597245693206787,
-0.007627302780747414,
0.023777281865477562,
0.05631588399410248,
-0.0036609922535717487,
0.05148540064692497,
-0.04593551158905029,
-0.03949849680066109,
0.061200857162475586,
-0.08210359513759613,
0.003656144952401519,
0.00426413444802165,
0.021608399227261543,
-0.023271789774298668,
0.04670559987425804,
0.020283622667193413,
-0.030261419713497162,
-0.0029997306410223246,
0.01764487288892269,
-0.0403868705034256,
0.062235746532678604,
0.06614885479211807,
0.007829570211470127,
-0.05743253603577614,
0.021285831928253174,
0.030452324077486992,
-0.03180630877614021,
0.08208133280277252,
0.029777484014630318,
-0.10196986049413681,
0.030899813398718834,
-0.03265390917658806,
-0.018886497244238853,
0.018740084022283554,
-0.09070178866386414,
-0.04929950460791588,
0.015565724112093449,
0.11208295822143555,
-0.010115960612893105,
-0.03160782903432846,
0.01230730302631855,
-0.04116547852754593,
0.0023089784663170576,
0.07879060506820679,
0.029438722878694534,
-0.07741657644510269,
-0.0016723312437534332,
0.00024314808251801878,
-0.062203820794820786,
-0.014701836742460728,
-0.03263555094599724,
0.06540562212467194,
-0.02377675287425518,
-0.006513152737170458,
-0.06793903559446335,
-0.04562212526798248,
0.038647666573524475
] | null | null | null | null | null | null | null |
[
-0.009007113985717297,
0.08010151982307434,
-0.05251690372824669,
-0.08541636168956757,
-0.03673335164785385,
0.05093783885240555,
0.025915462523698807,
0.010057339444756508,
0.058588869869709015,
0.1209598034620285,
-0.10943664610385895,
-0.05490687116980553,
0.06214158982038498,
0.039540886878967285,
0.03370051458477974,
0.018784496933221817,
0.06755025684833527,
0.06418528407812119,
0.06680361926555634,
0.012627246789634228,
-0.01368724089115858,
-0.0407976470887661,
-0.020189089700579643,
-0.07195273786783218,
0.0759287104010582,
-0.12230055779218674,
-0.006657678168267012,
0.06479625403881073,
-0.040721725672483444,
0.0653756633400917,
-0.05470525845885277,
-0.0072205630131065845,
0.03351276367902756,
-0.026702234521508217,
-0.00614506471902132,
0.038000352680683136,
-0.13160425424575806,
-0.00307464343495667,
-0.14355887472629547,
0.04041917622089386,
-0.013198594562709332,
0.04454499110579491,
-0.07077084481716156,
0.09093822538852692,
-0.04219499230384827,
0.04639085382223129,
0.02068953588604927,
0.048155948519706726,
0.0035286315251141787,
-0.042421262711286545,
0.042531996965408325,
-0.048000674694776535,
0.000534314545802772,
0.04627876356244087,
-0.02336769364774227,
-0.011792975477874279,
-0.03603985160589218,
0.07476232945919037,
0.0345611646771431,
0.000181051145773381,
0.006036353763192892,
-0.06096455082297325,
0.02575615979731083,
-0.024959471076726913,
0.026271751150488853,
0.033867064863443375,
0.03542156517505646,
0.07454326003789902,
-0.11155985295772552,
0.0422283336520195,
0.08696175366640091,
-0.004705554340034723,
-0.03442724794149399,
-0.01657748967409134,
0.02809615060687065,
0.013925650157034397,
0.0005863981787115335,
-0.050781819969415665,
0.042001042515039444,
-0.0073016067035496235,
-0.04406698793172836,
-0.01779165491461754,
-0.09875486046075821,
-0.05075932666659355,
0.014048379845917225,
-0.040010109543800354,
0.019413629546761513,
0.03104470483958721,
0.10461907833814621,
0.02756229229271412,
-0.034775372594594955,
-0.008750363253057003,
0.006226799916476011,
-0.047475263476371765,
0.001125704264268279,
-0.011386283673346043,
-0.03746860474348068,
-0.04321727901697159,
0.014625400304794312,
0.05815155431628227,
-0.04373636096715927,
0.027124132961034775,
0.051615189760923386,
-0.12718427181243896,
0.10465943813323975,
0.0004542695533018559,
-0.018232744187116623,
0.04296540468931198,
-0.010518547147512436,
-0.06975076347589493,
-0.041670411825180054,
0.07945653051137924,
0.02092391438782215,
0.009036708623170853,
-0.03608831763267517,
0.08340457081794739,
0.07231417298316956,
0.03417941555380821,
0.0008206017664633691,
-0.014904678799211979,
0.03147617354989052,
-0.06616928428411484,
-0.006587733514606953,
0.008307536132633686,
-0.02491745539009571,
-0.0033592141699045897,
0.021691681817173958,
9.298030597365971e-35,
-0.05143553763628006,
0.004786900710314512,
0.014229962602257729,
-0.06913384050130844,
-0.011817162856459618,
0.07029558718204498,
0.08126194775104523,
0.03772258758544922,
-0.08200693130493164,
-0.009978977032005787,
0.01973789557814598,
0.02705954760313034,
0.014045502059161663,
0.043846674263477325,
0.06744208931922913,
-0.005524651147425175,
-0.058684103190898895,
0.00015039918071124703,
0.07450509816408157,
0.01437462866306305,
0.04659148305654526,
-0.03590046986937523,
0.01246605534106493,
-0.02919388934969902,
-0.05564046651124954,
0.005106019787490368,
-0.0022078596521168947,
-0.04273758828639984,
0.10296890884637833,
-0.03345920518040657,
-0.0031198018696159124,
0.025796012952923775,
0.04082147777080536,
-0.004606285598129034,
-0.05223239213228226,
0.008936011232435703,
-0.010518803261220455,
-0.05450476333498955,
0.012366320937871933,
0.012389897368848324,
-0.006397032178938389,
-0.0013403657358139753,
-0.007982522249221802,
0.029325280338525772,
-0.07544998824596405,
0.03618316724896431,
-0.006374456454068422,
-0.04218347370624542,
-0.050370242446660995,
0.034403253346681595,
0.040069546550512314,
-0.003936226479709148,
-0.04996209964156151,
-0.07030045986175537,
0.009898446500301361,
-0.0679999515414238,
-0.003204019507393241,
0.013189486227929592,
-0.021338459104299545,
-0.04675673693418503,
0.010006487369537354,
-0.1133895069360733,
0.029890259727835655,
-0.06149431690573692,
-0.1627333164215088,
0.060686420649290085,
-0.031019259244203568,
-0.014743827283382416,
0.03851267695426941,
0.001082186819985509,
-0.03532873094081879,
0.03333920240402222,
-0.033475007861852646,
-0.11157114803791046,
-0.04522206634283066,
0.012823846191167831,
0.08770676702260971,
0.012969663366675377,
0.09836247563362122,
0.00426556495949626,
-0.061756689101457596,
0.03743288666009903,
0.01858920231461525,
-0.003996090963482857,
-0.010007229633629322,
-0.0033136422280222178,
0.003959893248975277,
0.06617970764636993,
-0.049133170396089554,
-0.03945349529385567,
-0.07634195685386658,
0.04696086049079895,
-0.07628285884857178,
0.02474220283329487,
0.044886697083711624,
-1.5205832172027287e-33,
0.013002781197428703,
-0.0019929867703467607,
0.04642946273088455,
0.06129540875554085,
0.058402664959430695,
0.024810880422592163,
-0.08995255827903748,
-0.07730533927679062,
-0.007953218184411526,
0.10428833216428757,
-0.09931860119104385,
0.017337530851364136,
0.025628728792071342,
0.015949152410030365,
-0.05022753030061722,
-0.05433288589119911,
-0.02940182201564312,
0.06674857437610626,
0.04650568589568138,
-0.04580537974834442,
0.10999424010515213,
0.08681707829236984,
0.02480572834610939,
0.032460205256938934,
-0.010657566599547863,
0.03111249953508377,
-0.05840151011943817,
0.006446203216910362,
-0.0023163314908742905,
0.015874436125159264,
-0.004334028344601393,
-0.11094097793102264,
-0.07546393573284149,
-0.09890849143266678,
0.050950787961483,
0.016809452325105667,
0.052301209419965744,
0.05422236770391464,
-0.07800042629241943,
0.08878543227910995,
0.04523351043462753,
-0.11403705179691315,
-0.03188598155975342,
-0.004185499157756567,
0.002171468921005726,
-0.007539940997958183,
0.01155006978660822,
-0.018817048519849777,
0.07231475412845612,
-0.0007929864805191755,
-0.02410818822681904,
0.01024946290999651,
-0.05210161209106445,
0.08075422793626785,
-0.0732741579413414,
-0.03884134441614151,
-0.0825490653514862,
0.03777708485722542,
0.08630306273698807,
-0.015126099810004234,
-0.05859217420220375,
-0.017273278906941414,
0.02398598939180374,
0.1045316681265831,
-0.019582390785217285,
0.05289094150066376,
0.07275421917438507,
-0.021830828860402107,
-0.03627035394310951,
-0.023167477920651436,
-0.07119324803352356,
0.026816226541996002,
0.04091976583003998,
-0.0021904604509472847,
-0.061712898313999176,
0.09629859030246735,
-0.01000125054270029,
0.04337463155388832,
0.06630309671163559,
-0.021950233727693558,
-0.011714765802025795,
0.07009530812501907,
0.11566310375928879,
0.028621220961213112,
0.019810659810900688,
-0.1190287321805954,
0.057741083204746246,
0.031903669238090515,
-0.005999368149787188,
-0.035331081598997116,
-0.024167096242308617,
0.00048214077833108604,
0.11224448680877686,
0.0034167058765888214,
-0.05007411539554596,
-4.725377422687416e-8,
-0.020905010402202606,
0.03709449619054794,
-0.004244450479745865,
0.03875817731022835,
0.011024157516658306,
-0.03476494550704956,
-0.030474074184894562,
0.05597245693206787,
-0.007627302780747414,
0.023777281865477562,
0.05631588399410248,
-0.0036609922535717487,
0.05148540064692497,
-0.04593551158905029,
-0.03949849680066109,
0.061200857162475586,
-0.08210359513759613,
0.003656144952401519,
0.00426413444802165,
0.021608399227261543,
-0.023271789774298668,
0.04670559987425804,
0.020283622667193413,
-0.030261419713497162,
-0.0029997306410223246,
0.01764487288892269,
-0.0403868705034256,
0.062235746532678604,
0.06614885479211807,
0.007829570211470127,
-0.05743253603577614,
0.021285831928253174,
0.030452324077486992,
-0.03180630877614021,
0.08208133280277252,
0.029777484014630318,
-0.10196986049413681,
0.030899813398718834,
-0.03265390917658806,
-0.018886497244238853,
0.018740084022283554,
-0.09070178866386414,
-0.04929950460791588,
0.015565724112093449,
0.11208295822143555,
-0.010115960612893105,
-0.03160782903432846,
0.01230730302631855,
-0.04116547852754593,
0.0023089784663170576,
0.07879060506820679,
0.029438722878694534,
-0.07741657644510269,
-0.0016723312437534332,
0.00024314808251801878,
-0.062203820794820786,
-0.014701836742460728,
-0.03263555094599724,
0.06540562212467194,
-0.02377675287425518,
-0.006513152737170458,
-0.06793903559446335,
-0.04562212526798248,
0.038647666573524475
] |
1401.3835
|
Ivan Jos\'e Varzinczak
|
Ivan Jos\'e Varzinczak
|
On Action Theory Change
| null |
Journal Of Artificial Intelligence Research, Volume 37, pages
189-246, 2010
|
10.1613/jair.2959
| null |
cs.AI
|
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
|
As historically acknowledged in the Reasoning about Actions and Change
community, intuitiveness of a logical domain description cannot be fully
automated. Moreover, like any other logical theory, action theories may also
evolve, and thus knowledge engineers need revision methods to help in
accommodating new incoming information about the behavior of actions in an
adequate manner. The present work is about changing action domain descriptions
in multimodal logic. Its contribution is threefold: first we revisit the
semantics of action theory contraction proposed in previous work, giving more
robust operators that express minimal change based on a notion of distance
between Kripke-models. Second we give algorithms for syntactical action theory
contraction and establish their correctness with respect to our semantics for
those action theories that satisfy a principle of modularity investigated in
previous work. Since modularity can be ensured for every action theory and, as
we show here, needs to be computed at most once during the evolution of a
domain description, it does not represent a limitation at all to the method
here studied. Finally we state AGM-like postulates for action theory
contraction and assess the behavior of our operators with respect to them.
Moreover, we also address the revision counterpart of action theory change,
showing that it benefits from our semantics for contraction.
|
[
{
"created": "Thu, 16 Jan 2014 04:51:08 GMT",
"version": "v1"
}
] |
2014-01-17
|
[
[
"Varzinczak",
"Ivan José",
""
]
] |
[
-0.0010652514174580574,
-0.11757472157478333,
0.03593507409095764,
-0.058382827788591385,
0.024740125983953476,
-0.015264966525137424,
0.049523089081048965,
-0.0012880046851933002,
0.059779174625873566,
0.04046808183193207,
0.007692419923841953,
-0.014298097230494022,
0.012157779186964035,
0.08483635634183884,
0.05126940831542015,
-0.031366389244794846,
-0.006671785376966,
0.05686775594949722,
-0.13533492386341095,
-0.029291503131389618,
0.06345414370298386,
0.012780371122062206,
0.008068450726568699,
0.011048845946788788,
-0.03854262828826904,
0.018413715064525604,
-0.02489786595106125,
-0.04493558406829834,
0.00025159993674606085,
-0.05302513390779495,
-0.03660739213228226,
0.07065858691930771,
-0.015730133280158043,
0.03006400354206562,
-0.011539586819708347,
0.14700669050216675,
-0.0294570941478014,
0.002632127609103918,
-0.0033555745612829924,
-0.10657567530870438,
-0.050553783774375916,
-0.003959701396524906,
-0.033712711185216904,
-0.032533198595047,
0.01566324196755886,
0.1005992516875267,
-0.022323492914438248,
-0.04529740661382675,
-0.06640647351741791,
-0.001646169344894588,
-0.05577467381954193,
-0.0213455893099308,
0.014839543029665947,
-0.025057854130864143,
0.04788309708237648,
-0.04807700589299202,
-0.013689964078366756,
-0.03408980369567871,
0.028742332011461258,
-0.13526587188243866,
0.014242126606404781,
-0.048309944570064545,
-0.03783632814884186,
-0.00576586090028286,
0.003201316110789776,
-0.02246221899986267,
0.06767523288726807,
-0.013736186549067497,
-0.016402941197156906,
0.08083342760801315,
-0.03319366276264191,
0.00120546983089298,
-0.061473067849874496,
0.019140616059303284,
-0.0779709666967392,
0.025069357827305794,
0.06743672490119934,
0.038242217153310776,
-0.008237896487116814,
-0.09351857006549835,
0.033379096537828445,
0.014523728750646114,
0.023180212825536728,
0.028857942670583725,
0.016851818189024925,
-0.011027769185602665,
-0.06301137059926987,
-0.04050334170460701,
0.06142133101820946,
0.05240395665168762,
-0.02897806465625763,
-0.04818427935242653,
0.06621106714010239,
0.05032060295343399,
0.010549696162343025,
0.019535141065716743,
-0.014569850638508797,
-0.028509095311164856,
0.016832517459988594,
0.12757280468940735,
0.03222254291176796,
0.1257120966911316,
-0.02198791317641735,
-0.06021029129624367,
0.10331690311431885,
-0.037036724388599396,
-0.007385616656392813,
-0.05913885310292244,
0.014844985678792,
-0.02583494782447815,
0.016002316027879715,
-0.014787811785936356,
0.02953326888382435,
-0.08276475220918655,
-0.025352386757731438,
-0.051625486463308334,
0.049572817981243134,
0.022728735581040382,
0.0012978981249034405,
-0.05106145888566971,
0.03495510295033455,
-0.014809457585215569,
0.032051656395196915,
0.052618835121393204,
0.10219542682170868,
-0.05751752108335495,
-0.10833250731229782,
4.471772997727929e-33,
0.059084806591272354,
-0.0004972709575667977,
0.07668318599462509,
0.10715009272098541,
0.09160728752613068,
-0.02680882066488266,
-0.015908241271972656,
-0.0185984056442976,
0.052904363721609116,
-0.023466836661100388,
0.02257000096142292,
0.05681779235601425,
-0.041843730956315994,
0.015829801559448242,
0.009255694225430489,
0.017120037227869034,
-0.0027012641075998545,
-0.056739725172519684,
0.009849305264651775,
0.01131601445376873,
0.02790372259914875,
0.020988311618566513,
-0.06964285671710968,
0.062021639198064804,
-0.029722921550273895,
-0.00692466925829649,
0.0603056326508522,
-0.06379900872707367,
-0.027983438223600388,
-0.0036278218030929565,
-0.08124940097332001,
-0.04163827747106552,
-0.005294129718095064,
0.08934872597455978,
0.014211514964699745,
-0.08522748202085495,
-0.05716314911842346,
-0.10239757597446442,
0.011269571259617805,
-0.05016714707016945,
-0.03117230162024498,
0.007854796946048737,
-0.1041569709777832,
-0.039641477167606354,
-0.002354568336158991,
-0.012334165163338184,
-0.019245870411396027,
0.10811854153871536,
0.005967102944850922,
-0.050019316375255585,
0.0973791778087616,
0.03446941822767258,
0.08153475075960159,
-0.06560345739126205,
0.008806339465081692,
0.03890575096011162,
-0.05076059699058533,
0.026373738422989845,
0.06864817440509796,
0.03366653248667717,
-0.01055621262639761,
0.0331096351146698,
0.0038248139899224043,
0.07932312041521072,
-0.013570101000368595,
0.05100477859377861,
-0.15667936205863953,
0.02461847849190235,
0.0883743092417717,
-0.025371909141540527,
-0.05671439319849014,
0.05429244041442871,
-0.05777749791741371,
-0.010735408402979374,
0.04461514577269554,
-0.027703402563929558,
-0.03602370247244835,
-0.12326564639806747,
0.021881524473428726,
0.03120429441332817,
-0.01727220229804516,
-0.0032626341562718153,
-0.03522874042391777,
0.0343455970287323,
0.02093173936009407,
-0.08073553442955017,
0.03098784014582634,
-0.06354259699583054,
-0.06029122322797775,
-0.06507284939289093,
-0.06686753779649734,
-0.042587071657180786,
0.01177773904055357,
0.025184674188494682,
0.051463257521390915,
-7.201744016813486e-33,
-0.013618148863315582,
-0.0527135506272316,
-0.06186733394861221,
0.08204054087400436,
-0.042431388050317764,
-0.08775318413972855,
-0.006842864211648703,
0.011133405379951,
0.01918737217783928,
-0.08627732843160629,
-0.017724158242344856,
0.016779590398073196,
-0.040257904678583145,
0.007532381918281317,
0.023696862161159515,
-0.011409914121031761,
-0.012660103850066662,
-0.03991714119911194,
-0.008725271560251713,
0.08861749619245529,
-0.014510050415992737,
0.09957561641931534,
-0.10512475669384003,
0.02198064886033535,
0.011544641107320786,
0.037665095180273056,
-0.014893550425767899,
0.09450976550579071,
-0.01822652481496334,
0.01975572481751442,
-0.0353626050055027,
-0.07732605934143066,
-0.018868211656808853,
-0.005898226052522659,
0.005274644121527672,
-0.02362404391169548,
0.04544442147016525,
0.041879668831825256,
-0.04165191948413849,
0.05639735236763954,
0.041689254343509674,
-0.06431841105222702,
0.049041297286748886,
0.003987959120422602,
0.034107670187950134,
-0.01706908643245697,
-0.04699083790183067,
-0.00770652387291193,
-0.03629949688911438,
-0.047572243958711624,
0.07594969123601913,
-0.036755941808223724,
-0.016122441738843918,
-0.03366580232977867,
0.07767912745475769,
0.038130879402160645,
0.031510282307863235,
-0.08351203054189682,
-0.036322541534900665,
0.02232636883854866,
-0.04817677661776543,
-0.018227510154247284,
0.009171174839138985,
0.07719923555850983,
0.038849614560604095,
0.04168391227722168,
-0.026065194979310036,
-0.06757425516843796,
-0.00045377283822745085,
-0.014171197079122066,
0.03821210563182831,
-0.04435864835977554,
-0.10086727142333984,
-0.005390003323554993,
0.1265190988779068,
-0.038065601140260696,
0.07047590613365173,
-0.033145491033792496,
0.02116570435464382,
-0.04314909502863884,
-0.03586394339799881,
-0.0576954260468483,
0.07193944603204727,
0.0390390083193779,
-0.0754346176981926,
-0.015394996851682663,
0.0016566063277423382,
0.10214720666408539,
0.04051118344068527,
0.05814974382519722,
-0.05244392156600952,
0.030293058604002,
0.0549452118575573,
0.04510732740163803,
-0.09912247210741043,
-5.501851063627328e-8,
-0.06958822160959244,
0.041549116373062134,
0.04249702766537666,
-0.010130270384252071,
0.12395615875720978,
-0.019998429343104362,
-0.0618978776037693,
-0.03686811029911041,
0.008899330161511898,
-0.07247485220432281,
0.08060628175735474,
0.06176890805363655,
-0.01943783275783062,
-0.027868838980793953,
-0.00010616211511660367,
0.013698277994990349,
0.04034198820590973,
-0.04284745454788208,
-0.07918955385684967,
0.04351092502474785,
-0.025519032031297684,
0.05632990598678589,
0.007757153362035751,
0.005260843317955732,
0.03576165810227394,
-0.050870608538389206,
-0.036112915724515915,
0.06129913032054901,
-0.013286186382174492,
0.04948797821998596,
0.03225179389119148,
0.018947387114167213,
0.05524978041648865,
0.026533886790275574,
-0.004132215864956379,
-0.008751558139920235,
0.007715174462646246,
-0.07175539433956146,
0.025311656296253204,
-0.016013121232390404,
-0.0020211925730109215,
-0.0032328548841178417,
-0.06766829639673233,
0.03941883519291878,
0.060900162905454636,
0.031017521396279335,
-0.055684637278318405,
-0.11496679484844208,
-0.019972965121269226,
0.008683840744197369,
-0.04112858325242996,
0.08431699126958847,
-0.085379458963871,
0.11248379945755005,
-0.018383484333753586,
0.032205432653427124,
0.024578241631388664,
-0.010823160409927368,
0.06064562499523163,
-0.023122694343328476,
0.007587496656924486,
0.038417842239141464,
-0.026069361716508865,
-0.009748613461852074
] | null | null | null | null | null | null | null |
[
-0.0010652514174580574,
-0.11757472157478333,
0.03593507409095764,
-0.058382827788591385,
0.024740125983953476,
-0.015264966525137424,
0.049523089081048965,
-0.0012880046851933002,
0.059779174625873566,
0.04046808183193207,
0.007692419923841953,
-0.014298097230494022,
0.012157779186964035,
0.08483635634183884,
0.05126940831542015,
-0.031366389244794846,
-0.006671785376966,
0.05686775594949722,
-0.13533492386341095,
-0.029291503131389618,
0.06345414370298386,
0.012780371122062206,
0.008068450726568699,
0.011048845946788788,
-0.03854262828826904,
0.018413715064525604,
-0.02489786595106125,
-0.04493558406829834,
0.00025159993674606085,
-0.05302513390779495,
-0.03660739213228226,
0.07065858691930771,
-0.015730133280158043,
0.03006400354206562,
-0.011539586819708347,
0.14700669050216675,
-0.0294570941478014,
0.002632127609103918,
-0.0033555745612829924,
-0.10657567530870438,
-0.050553783774375916,
-0.003959701396524906,
-0.033712711185216904,
-0.032533198595047,
0.01566324196755886,
0.1005992516875267,
-0.022323492914438248,
-0.04529740661382675,
-0.06640647351741791,
-0.001646169344894588,
-0.05577467381954193,
-0.0213455893099308,
0.014839543029665947,
-0.025057854130864143,
0.04788309708237648,
-0.04807700589299202,
-0.013689964078366756,
-0.03408980369567871,
0.028742332011461258,
-0.13526587188243866,
0.014242126606404781,
-0.048309944570064545,
-0.03783632814884186,
-0.00576586090028286,
0.003201316110789776,
-0.02246221899986267,
0.06767523288726807,
-0.013736186549067497,
-0.016402941197156906,
0.08083342760801315,
-0.03319366276264191,
0.00120546983089298,
-0.061473067849874496,
0.019140616059303284,
-0.0779709666967392,
0.025069357827305794,
0.06743672490119934,
0.038242217153310776,
-0.008237896487116814,
-0.09351857006549835,
0.033379096537828445,
0.014523728750646114,
0.023180212825536728,
0.028857942670583725,
0.016851818189024925,
-0.011027769185602665,
-0.06301137059926987,
-0.04050334170460701,
0.06142133101820946,
0.05240395665168762,
-0.02897806465625763,
-0.04818427935242653,
0.06621106714010239,
0.05032060295343399,
0.010549696162343025,
0.019535141065716743,
-0.014569850638508797,
-0.028509095311164856,
0.016832517459988594,
0.12757280468940735,
0.03222254291176796,
0.1257120966911316,
-0.02198791317641735,
-0.06021029129624367,
0.10331690311431885,
-0.037036724388599396,
-0.007385616656392813,
-0.05913885310292244,
0.014844985678792,
-0.02583494782447815,
0.016002316027879715,
-0.014787811785936356,
0.02953326888382435,
-0.08276475220918655,
-0.025352386757731438,
-0.051625486463308334,
0.049572817981243134,
0.022728735581040382,
0.0012978981249034405,
-0.05106145888566971,
0.03495510295033455,
-0.014809457585215569,
0.032051656395196915,
0.052618835121393204,
0.10219542682170868,
-0.05751752108335495,
-0.10833250731229782,
4.471772997727929e-33,
0.059084806591272354,
-0.0004972709575667977,
0.07668318599462509,
0.10715009272098541,
0.09160728752613068,
-0.02680882066488266,
-0.015908241271972656,
-0.0185984056442976,
0.052904363721609116,
-0.023466836661100388,
0.02257000096142292,
0.05681779235601425,
-0.041843730956315994,
0.015829801559448242,
0.009255694225430489,
0.017120037227869034,
-0.0027012641075998545,
-0.056739725172519684,
0.009849305264651775,
0.01131601445376873,
0.02790372259914875,
0.020988311618566513,
-0.06964285671710968,
0.062021639198064804,
-0.029722921550273895,
-0.00692466925829649,
0.0603056326508522,
-0.06379900872707367,
-0.027983438223600388,
-0.0036278218030929565,
-0.08124940097332001,
-0.04163827747106552,
-0.005294129718095064,
0.08934872597455978,
0.014211514964699745,
-0.08522748202085495,
-0.05716314911842346,
-0.10239757597446442,
0.011269571259617805,
-0.05016714707016945,
-0.03117230162024498,
0.007854796946048737,
-0.1041569709777832,
-0.039641477167606354,
-0.002354568336158991,
-0.012334165163338184,
-0.019245870411396027,
0.10811854153871536,
0.005967102944850922,
-0.050019316375255585,
0.0973791778087616,
0.03446941822767258,
0.08153475075960159,
-0.06560345739126205,
0.008806339465081692,
0.03890575096011162,
-0.05076059699058533,
0.026373738422989845,
0.06864817440509796,
0.03366653248667717,
-0.01055621262639761,
0.0331096351146698,
0.0038248139899224043,
0.07932312041521072,
-0.013570101000368595,
0.05100477859377861,
-0.15667936205863953,
0.02461847849190235,
0.0883743092417717,
-0.025371909141540527,
-0.05671439319849014,
0.05429244041442871,
-0.05777749791741371,
-0.010735408402979374,
0.04461514577269554,
-0.027703402563929558,
-0.03602370247244835,
-0.12326564639806747,
0.021881524473428726,
0.03120429441332817,
-0.01727220229804516,
-0.0032626341562718153,
-0.03522874042391777,
0.0343455970287323,
0.02093173936009407,
-0.08073553442955017,
0.03098784014582634,
-0.06354259699583054,
-0.06029122322797775,
-0.06507284939289093,
-0.06686753779649734,
-0.042587071657180786,
0.01177773904055357,
0.025184674188494682,
0.051463257521390915,
-7.201744016813486e-33,
-0.013618148863315582,
-0.0527135506272316,
-0.06186733394861221,
0.08204054087400436,
-0.042431388050317764,
-0.08775318413972855,
-0.006842864211648703,
0.011133405379951,
0.01918737217783928,
-0.08627732843160629,
-0.017724158242344856,
0.016779590398073196,
-0.040257904678583145,
0.007532381918281317,
0.023696862161159515,
-0.011409914121031761,
-0.012660103850066662,
-0.03991714119911194,
-0.008725271560251713,
0.08861749619245529,
-0.014510050415992737,
0.09957561641931534,
-0.10512475669384003,
0.02198064886033535,
0.011544641107320786,
0.037665095180273056,
-0.014893550425767899,
0.09450976550579071,
-0.01822652481496334,
0.01975572481751442,
-0.0353626050055027,
-0.07732605934143066,
-0.018868211656808853,
-0.005898226052522659,
0.005274644121527672,
-0.02362404391169548,
0.04544442147016525,
0.041879668831825256,
-0.04165191948413849,
0.05639735236763954,
0.041689254343509674,
-0.06431841105222702,
0.049041297286748886,
0.003987959120422602,
0.034107670187950134,
-0.01706908643245697,
-0.04699083790183067,
-0.00770652387291193,
-0.03629949688911438,
-0.047572243958711624,
0.07594969123601913,
-0.036755941808223724,
-0.016122441738843918,
-0.03366580232977867,
0.07767912745475769,
0.038130879402160645,
0.031510282307863235,
-0.08351203054189682,
-0.036322541534900665,
0.02232636883854866,
-0.04817677661776543,
-0.018227510154247284,
0.009171174839138985,
0.07719923555850983,
0.038849614560604095,
0.04168391227722168,
-0.026065194979310036,
-0.06757425516843796,
-0.00045377283822745085,
-0.014171197079122066,
0.03821210563182831,
-0.04435864835977554,
-0.10086727142333984,
-0.005390003323554993,
0.1265190988779068,
-0.038065601140260696,
0.07047590613365173,
-0.033145491033792496,
0.02116570435464382,
-0.04314909502863884,
-0.03586394339799881,
-0.0576954260468483,
0.07193944603204727,
0.0390390083193779,
-0.0754346176981926,
-0.015394996851682663,
0.0016566063277423382,
0.10214720666408539,
0.04051118344068527,
0.05814974382519722,
-0.05244392156600952,
0.030293058604002,
0.0549452118575573,
0.04510732740163803,
-0.09912247210741043,
-5.501851063627328e-8,
-0.06958822160959244,
0.041549116373062134,
0.04249702766537666,
-0.010130270384252071,
0.12395615875720978,
-0.019998429343104362,
-0.0618978776037693,
-0.03686811029911041,
0.008899330161511898,
-0.07247485220432281,
0.08060628175735474,
0.06176890805363655,
-0.01943783275783062,
-0.027868838980793953,
-0.00010616211511660367,
0.013698277994990349,
0.04034198820590973,
-0.04284745454788208,
-0.07918955385684967,
0.04351092502474785,
-0.025519032031297684,
0.05632990598678589,
0.007757153362035751,
0.005260843317955732,
0.03576165810227394,
-0.050870608538389206,
-0.036112915724515915,
0.06129913032054901,
-0.013286186382174492,
0.04948797821998596,
0.03225179389119148,
0.018947387114167213,
0.05524978041648865,
0.026533886790275574,
-0.004132215864956379,
-0.008751558139920235,
0.007715174462646246,
-0.07175539433956146,
0.025311656296253204,
-0.016013121232390404,
-0.0020211925730109215,
-0.0032328548841178417,
-0.06766829639673233,
0.03941883519291878,
0.060900162905454636,
0.031017521396279335,
-0.055684637278318405,
-0.11496679484844208,
-0.019972965121269226,
0.008683840744197369,
-0.04112858325242996,
0.08431699126958847,
-0.085379458963871,
0.11248379945755005,
-0.018383484333753586,
0.032205432653427124,
0.024578241631388664,
-0.010823160409927368,
0.06064562499523163,
-0.023122694343328476,
0.007587496656924486,
0.038417842239141464,
-0.026069361716508865,
-0.009748613461852074
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.