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
sequence | embeddings
sequence | 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
sequence |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1401.0240 | Ming-Chang Chen | M.-C. Chen, C. Hern\'andez-Garc\'ia, C. Mancuso, F. Dollar, B.
Galloway, D. Popmintchev, P.-C. Huang, B. Walker, L. Plaja, A. Jaron-Becker,
A. Becker, T. Popmintchev, M. M. Murnane, H. C. Kapteyn | Generation of Bright Isolated Attosecond Soft X-Ray Pulses Driven by
Multi-Cycle Mid-Infrared Lasers | 14 pages, and 4 figures | null | 10.1073/pnas.1407421111 | null | physics.optics physics.atom-ph | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | High harmonic generation driven by femtosecond lasers makes it possible to
capture the fastest dynamics in molecules and materials. However, to date the
shortest attosecond (as) pulses have been produced only in the extreme
ultraviolet (EUV) region of the spectrum below 100 eV, which limits the range
of materials and molecular systems that can be explored. Here we use advanced
experiment and theory to demonstrate a remarkable convergence of physics: when
mid-infrared lasers are used to drive the high harmonic generation process, the
conditions for optimal bright soft X-ray generation naturally coincide with the
generation of isolated attosecond pulses. The temporal window over which phase
matching occurs shrinks rapidly with increasing driving laser wavelength, to
the extent that bright isolated attosecond pulses are the norm for 2 \mu m
driving lasers. Harnessing this realization, we demonstrate the generation of
isolated soft X-ray attosecond pulses at photon energies up to 180 eV for the
first time, that emerge as linearly chirped 300 as pulses with a transform
limit of 35 as. Most surprisingly, we find that in contrast to as pulse
generation in the EUV, long-duration, multi-cycle, driving laser pulses are
required to generate isolated soft X-ray bursts efficiently, to mitigate group
velocity walk-off between the laser and the X-ray fields that otherwise limit
the conversion efficiency. Our work demonstrates a clear and straightforward
approach for robustly generating bright attosecond pulses of electromagnetic
radiation throughout the soft X ray region of the spectrum.
| [
{
"created": "Wed, 1 Jan 2014 01:18:15 GMT",
"version": "v1"
}
] | 2014-07-17 | [
[
"Chen",
"M. -C.",
""
],
[
"Hernández-García",
"C.",
""
],
[
"Mancuso",
"C.",
""
],
[
"Dollar",
"F.",
""
],
[
"Galloway",
"B.",
""
],
[
"Popmintchev",
"D.",
""
],
[
"Huang",
"P. -C.",
""
],
[
"Walker",
"B.",
""
],
[
"Plaja",
"L.",
""
],
[
"Jaron-Becker",
"A.",
""
],
[
"Becker",
"A.",
""
],
[
"Popmintchev",
"T.",
""
],
[
"Murnane",
"M. M.",
""
],
[
"Kapteyn",
"H. C.",
""
]
] | [
-0.06035137176513672,
-0.07912968099117279,
-0.03427138179540634,
0.052964579313993454,
0.047834206372499466,
-0.062494080513715744,
0.008900254033505917,
-0.0043813311494886875,
0.00006058514190954156,
-0.015597319230437279,
0.013529208488762379,
-0.042021747678518295,
-0.010398059152066708,
-0.019457068294286728,
0.06948551535606384,
0.08877500891685486,
0.006558241788297892,
-0.058655962347984314,
-0.011361565440893173,
0.0952635109424591,
0.10893622040748596,
-0.07252398878335953,
0.05649334192276001,
-0.007518240716308355,
0.03208894282579422,
-0.00514740077778697,
0.00364873674698174,
-0.10556894540786743,
0.01708785630762577,
-0.03958664834499359,
0.05786573886871338,
-0.016057569533586502,
-0.04428093507885933,
0.051776234060525894,
0.019228214398026466,
0.04753605276346207,
0.08166748285293579,
0.015694689005613327,
0.007992000319063663,
-0.08612377196550369,
-0.010432886891067028,
-0.05722177401185036,
0.0034364131279289722,
0.026626380160450935,
-0.03951597586274147,
-0.031240208074450493,
0.04392576590180397,
-0.061213795095682144,
-0.060750991106033325,
0.005901026539504528,
0.015767747536301613,
0.03813610225915909,
0.002910058246925473,
-0.05322756618261337,
0.028143927454948425,
0.0746709555387497,
-0.043206509202718735,
0.021640034392476082,
0.02834508754312992,
0.006449336186051369,
-0.012290015816688538,
-0.02517070062458515,
0.03598448261618614,
-0.04073788970708847,
0.02320283092558384,
-0.05498060584068298,
0.04820038378238678,
-0.01032724417746067,
-0.0364106260240078,
0.022053204476833344,
-0.05979616567492485,
0.005052205640822649,
-0.03561931103467941,
0.028435107320547104,
-0.010533352382481098,
-0.0009516926947981119,
0.06574851274490356,
0.010469276458024979,
-0.01580451801419258,
0.009922679513692856,
-0.0025991720613092184,
0.040348198264837265,
0.03947469964623451,
0.018802307546138763,
-0.020022239536046982,
-0.03719322755932808,
0.04087478294968605,
0.10369113087654114,
-0.06754656881093979,
0.03326931223273277,
-0.06672465056180954,
0.023558907210826874,
0.05467154458165169,
0.01136588491499424,
0.06578235328197479,
0.020309148356318474,
0.11490488797426224,
-0.01012209802865982,
0.08575236052274704,
-0.030463650822639465,
0.0543673075735569,
0.016822271049022675,
-0.005192533601075411,
0.058169443160295486,
-0.046787939965724945,
-0.10627461969852448,
0.005192817188799381,
0.11146804690361023,
-0.09947793930768967,
0.026368051767349243,
0.11054670065641403,
0.0019498507026582956,
0.027346625924110413,
-0.016948703676462173,
0.012167433276772499,
0.06433490663766861,
-0.04544209688901901,
-0.010695497505366802,
-0.008365871384739876,
-0.035434771329164505,
-0.07462414354085922,
0.0646962821483612,
-0.01880478300154209,
0.08601199090480804,
0.029004324227571487,
0.0024533038958907127,
-0.01787581667304039,
3.689451017870972e-33,
0.021872056648135185,
0.05900688096880913,
-0.02761673368513584,
-0.060622721910476685,
-0.010310564190149307,
0.015631873160600662,
0.041601262986660004,
0.031067706644535065,
-0.10414275527000427,
0.0445035956799984,
-0.009491373784840107,
0.021189715713262558,
0.027324538677930832,
-0.053017955273389816,
-0.07419531792402267,
-0.04599447920918465,
0.054655689746141434,
0.04484359174966812,
-0.05792449042201042,
0.04502396658062935,
-0.0951162576675415,
0.03293163329362869,
0.0737161859869957,
-0.00026726818759925663,
-0.05643196776509285,
0.0685187578201294,
-0.012991323135793209,
-0.011719096451997757,
0.012437667697668076,
-0.012370817363262177,
-0.004322339314967394,
0.034970253705978394,
-0.04991540312767029,
0.0440296046435833,
0.06309343129396439,
0.036198779940605164,
-0.035858213901519775,
0.06572607904672623,
-0.01205679401755333,
0.007924444042146206,
-0.08991680294275284,
0.049065764993429184,
0.02576773427426815,
-0.06658726930618286,
0.016204137355089188,
0.007152331527322531,
-0.036447763442993164,
0.020344557240605354,
-0.07077929377555847,
0.0014153821393847466,
-0.035874176770448685,
-0.009868357330560684,
-0.02881905622780323,
0.041210874915122986,
0.05923059210181236,
-0.013208258897066116,
0.06269080191850662,
-0.007949233055114746,
-0.036343853920698166,
0.03826036676764488,
0.08594030886888504,
-0.08735641092061996,
0.01831166073679924,
0.041746579110622406,
-0.09022519737482071,
0.0511779859662056,
-0.010161396116018295,
0.008492390625178814,
0.01726500317454338,
0.06592857837677002,
-0.0025341452565044165,
0.017656752839684486,
0.10128958523273468,
-0.15837375819683075,
0.16243916749954224,
0.009980933740735054,
0.06170319393277168,
0.045661404728889465,
-0.015654530376195908,
0.04036197066307068,
-0.007393755950033665,
0.01560886949300766,
0.001336486078798771,
-0.06007365137338638,
-0.07013333588838577,
0.021683236584067345,
-0.08381973206996918,
0.03426305949687958,
-0.09826193004846573,
0.038055937737226486,
-0.0750594437122345,
-0.1487354040145874,
-0.008109443821012974,
-0.03144058212637901,
-0.07371675968170166,
-3.411599418167108e-33,
0.14301042258739471,
-0.02982473000884056,
0.013381581753492355,
0.025359299033880234,
0.06163106858730316,
0.03714961186051369,
0.05657283216714859,
0.010272664949297905,
-0.06432339549064636,
-0.05351464822888374,
0.11637476831674576,
-0.00881266314536333,
-0.07457725703716278,
-0.005967952776700258,
-0.04462224990129471,
0.009283998049795628,
0.10238523781299591,
-0.029959656298160553,
0.029607191681861877,
0.02528134360909462,
0.032905250787734985,
0.09171653538942337,
0.018021725118160248,
0.04877966269850731,
0.027853550389409065,
-0.015067843720316887,
0.0014106769813224673,
-0.057858891785144806,
-0.011547469533979893,
-0.03035070188343525,
-0.08343862742185593,
0.012740261852741241,
-0.03038853220641613,
-0.09342104941606522,
-0.1204308494925499,
0.000762587005738169,
-0.020696869120001793,
0.06440776586532593,
-0.05358130484819412,
-0.0046528843231499195,
0.042771100997924805,
0.02967711351811886,
-0.03736061602830887,
0.0456237718462944,
0.00010245168959954754,
0.11548828333616257,
-0.0330662876367569,
-0.056439436972141266,
-0.02394656278192997,
0.07202677428722382,
0.00517294742166996,
-0.09242699295282364,
0.03965872898697853,
0.05145026370882988,
-0.0830894187092781,
-0.040665507316589355,
-0.0638728067278862,
0.09341242164373398,
-0.017865078523755074,
0.07082797586917877,
-0.0630408227443695,
-0.0006717929500155151,
0.040983960032463074,
-0.04677308723330498,
-0.012603129260241985,
-0.003955480642616749,
-0.03463656082749367,
0.040032025426626205,
-0.02375447377562523,
-0.007297574542462826,
0.0007261872524395585,
-0.041874960064888,
-0.04395043104887009,
0.06814242899417877,
-0.0056673577055335045,
-0.00854003056883812,
-0.02436436526477337,
-0.11521458625793457,
0.0024891048669815063,
-0.030695294961333275,
0.008081874810159206,
0.06959491223096848,
-0.052663419395685196,
0.026971371844410896,
0.06961245834827423,
0.0033540541771799326,
0.04224885255098343,
0.01298623625189066,
-0.02079060859978199,
-0.017328325659036636,
-0.025082478299736977,
0.044647131115198135,
0.0035743708722293377,
-0.04763244464993477,
0.08876568078994751,
-4.432240530150011e-8,
-0.005141381174325943,
0.016311977058649063,
-0.039296697825193405,
0.0351983867585659,
0.10611076653003693,
0.038568370044231415,
-0.03355308249592781,
0.0640937015414238,
0.01592296175658703,
-0.05139229819178581,
0.02910608984529972,
-0.014925656840205193,
0.03974345698952675,
-0.009286319836974144,
0.007568011060357094,
-0.021748818457126617,
-0.006945349276065826,
-0.06376423686742783,
0.03371312841773033,
-0.01950022205710411,
-0.04567752033472061,
-0.008738940581679344,
0.008835675194859505,
0.0161751601845026,
-0.013549098744988441,
-0.04669065773487091,
-0.016130268573760986,
-0.036495696753263474,
0.07847119122743607,
-0.08380620181560516,
-0.029657574370503426,
-0.0198521725833416,
0.015607616864144802,
0.05079903081059456,
-0.08262822031974792,
-0.009557521902024746,
-0.0780739039182663,
-0.025388922542333603,
0.0033282104413956404,
-0.05732068419456482,
-0.009511827491223812,
0.05264719948172569,
-0.01992347463965416,
-0.031156517565250397,
-0.10727966576814651,
0.03753878176212311,
-0.06656388938426971,
-0.0688919723033905,
0.026192547753453255,
0.08240363001823425,
-0.0005254372954368591,
0.0009546616929583251,
0.029873808845877647,
-0.10966183245182037,
0.01666928268969059,
0.00028382064192555845,
0.008679253980517387,
-0.037860237061977386,
0.03949836269021034,
0.029464635998010635,
0.11205772310495377,
-0.10206800699234009,
-0.016930336132645607,
-0.030355481430888176
] | null | null | null | null | null | null | null | [
-0.06035137176513672,
-0.07912968099117279,
-0.03427138179540634,
0.052964579313993454,
0.047834206372499466,
-0.062494080513715744,
0.008900254033505917,
-0.0043813311494886875,
0.00006058514190954156,
-0.015597319230437279,
0.013529208488762379,
-0.042021747678518295,
-0.010398059152066708,
-0.019457068294286728,
0.06948551535606384,
0.08877500891685486,
0.006558241788297892,
-0.058655962347984314,
-0.011361565440893173,
0.0952635109424591,
0.10893622040748596,
-0.07252398878335953,
0.05649334192276001,
-0.007518240716308355,
0.03208894282579422,
-0.00514740077778697,
0.00364873674698174,
-0.10556894540786743,
0.01708785630762577,
-0.03958664834499359,
0.05786573886871338,
-0.016057569533586502,
-0.04428093507885933,
0.051776234060525894,
0.019228214398026466,
0.04753605276346207,
0.08166748285293579,
0.015694689005613327,
0.007992000319063663,
-0.08612377196550369,
-0.010432886891067028,
-0.05722177401185036,
0.0034364131279289722,
0.026626380160450935,
-0.03951597586274147,
-0.031240208074450493,
0.04392576590180397,
-0.061213795095682144,
-0.060750991106033325,
0.005901026539504528,
0.015767747536301613,
0.03813610225915909,
0.002910058246925473,
-0.05322756618261337,
0.028143927454948425,
0.0746709555387497,
-0.043206509202718735,
0.021640034392476082,
0.02834508754312992,
0.006449336186051369,
-0.012290015816688538,
-0.02517070062458515,
0.03598448261618614,
-0.04073788970708847,
0.02320283092558384,
-0.05498060584068298,
0.04820038378238678,
-0.01032724417746067,
-0.0364106260240078,
0.022053204476833344,
-0.05979616567492485,
0.005052205640822649,
-0.03561931103467941,
0.028435107320547104,
-0.010533352382481098,
-0.0009516926947981119,
0.06574851274490356,
0.010469276458024979,
-0.01580451801419258,
0.009922679513692856,
-0.0025991720613092184,
0.040348198264837265,
0.03947469964623451,
0.018802307546138763,
-0.020022239536046982,
-0.03719322755932808,
0.04087478294968605,
0.10369113087654114,
-0.06754656881093979,
0.03326931223273277,
-0.06672465056180954,
0.023558907210826874,
0.05467154458165169,
0.01136588491499424,
0.06578235328197479,
0.020309148356318474,
0.11490488797426224,
-0.01012209802865982,
0.08575236052274704,
-0.030463650822639465,
0.0543673075735569,
0.016822271049022675,
-0.005192533601075411,
0.058169443160295486,
-0.046787939965724945,
-0.10627461969852448,
0.005192817188799381,
0.11146804690361023,
-0.09947793930768967,
0.026368051767349243,
0.11054670065641403,
0.0019498507026582956,
0.027346625924110413,
-0.016948703676462173,
0.012167433276772499,
0.06433490663766861,
-0.04544209688901901,
-0.010695497505366802,
-0.008365871384739876,
-0.035434771329164505,
-0.07462414354085922,
0.0646962821483612,
-0.01880478300154209,
0.08601199090480804,
0.029004324227571487,
0.0024533038958907127,
-0.01787581667304039,
3.689451017870972e-33,
0.021872056648135185,
0.05900688096880913,
-0.02761673368513584,
-0.060622721910476685,
-0.010310564190149307,
0.015631873160600662,
0.041601262986660004,
0.031067706644535065,
-0.10414275527000427,
0.0445035956799984,
-0.009491373784840107,
0.021189715713262558,
0.027324538677930832,
-0.053017955273389816,
-0.07419531792402267,
-0.04599447920918465,
0.054655689746141434,
0.04484359174966812,
-0.05792449042201042,
0.04502396658062935,
-0.0951162576675415,
0.03293163329362869,
0.0737161859869957,
-0.00026726818759925663,
-0.05643196776509285,
0.0685187578201294,
-0.012991323135793209,
-0.011719096451997757,
0.012437667697668076,
-0.012370817363262177,
-0.004322339314967394,
0.034970253705978394,
-0.04991540312767029,
0.0440296046435833,
0.06309343129396439,
0.036198779940605164,
-0.035858213901519775,
0.06572607904672623,
-0.01205679401755333,
0.007924444042146206,
-0.08991680294275284,
0.049065764993429184,
0.02576773427426815,
-0.06658726930618286,
0.016204137355089188,
0.007152331527322531,
-0.036447763442993164,
0.020344557240605354,
-0.07077929377555847,
0.0014153821393847466,
-0.035874176770448685,
-0.009868357330560684,
-0.02881905622780323,
0.041210874915122986,
0.05923059210181236,
-0.013208258897066116,
0.06269080191850662,
-0.007949233055114746,
-0.036343853920698166,
0.03826036676764488,
0.08594030886888504,
-0.08735641092061996,
0.01831166073679924,
0.041746579110622406,
-0.09022519737482071,
0.0511779859662056,
-0.010161396116018295,
0.008492390625178814,
0.01726500317454338,
0.06592857837677002,
-0.0025341452565044165,
0.017656752839684486,
0.10128958523273468,
-0.15837375819683075,
0.16243916749954224,
0.009980933740735054,
0.06170319393277168,
0.045661404728889465,
-0.015654530376195908,
0.04036197066307068,
-0.007393755950033665,
0.01560886949300766,
0.001336486078798771,
-0.06007365137338638,
-0.07013333588838577,
0.021683236584067345,
-0.08381973206996918,
0.03426305949687958,
-0.09826193004846573,
0.038055937737226486,
-0.0750594437122345,
-0.1487354040145874,
-0.008109443821012974,
-0.03144058212637901,
-0.07371675968170166,
-3.411599418167108e-33,
0.14301042258739471,
-0.02982473000884056,
0.013381581753492355,
0.025359299033880234,
0.06163106858730316,
0.03714961186051369,
0.05657283216714859,
0.010272664949297905,
-0.06432339549064636,
-0.05351464822888374,
0.11637476831674576,
-0.00881266314536333,
-0.07457725703716278,
-0.005967952776700258,
-0.04462224990129471,
0.009283998049795628,
0.10238523781299591,
-0.029959656298160553,
0.029607191681861877,
0.02528134360909462,
0.032905250787734985,
0.09171653538942337,
0.018021725118160248,
0.04877966269850731,
0.027853550389409065,
-0.015067843720316887,
0.0014106769813224673,
-0.057858891785144806,
-0.011547469533979893,
-0.03035070188343525,
-0.08343862742185593,
0.012740261852741241,
-0.03038853220641613,
-0.09342104941606522,
-0.1204308494925499,
0.000762587005738169,
-0.020696869120001793,
0.06440776586532593,
-0.05358130484819412,
-0.0046528843231499195,
0.042771100997924805,
0.02967711351811886,
-0.03736061602830887,
0.0456237718462944,
0.00010245168959954754,
0.11548828333616257,
-0.0330662876367569,
-0.056439436972141266,
-0.02394656278192997,
0.07202677428722382,
0.00517294742166996,
-0.09242699295282364,
0.03965872898697853,
0.05145026370882988,
-0.0830894187092781,
-0.040665507316589355,
-0.0638728067278862,
0.09341242164373398,
-0.017865078523755074,
0.07082797586917877,
-0.0630408227443695,
-0.0006717929500155151,
0.040983960032463074,
-0.04677308723330498,
-0.012603129260241985,
-0.003955480642616749,
-0.03463656082749367,
0.040032025426626205,
-0.02375447377562523,
-0.007297574542462826,
0.0007261872524395585,
-0.041874960064888,
-0.04395043104887009,
0.06814242899417877,
-0.0056673577055335045,
-0.00854003056883812,
-0.02436436526477337,
-0.11521458625793457,
0.0024891048669815063,
-0.030695294961333275,
0.008081874810159206,
0.06959491223096848,
-0.052663419395685196,
0.026971371844410896,
0.06961245834827423,
0.0033540541771799326,
0.04224885255098343,
0.01298623625189066,
-0.02079060859978199,
-0.017328325659036636,
-0.025082478299736977,
0.044647131115198135,
0.0035743708722293377,
-0.04763244464993477,
0.08876568078994751,
-4.432240530150011e-8,
-0.005141381174325943,
0.016311977058649063,
-0.039296697825193405,
0.0351983867585659,
0.10611076653003693,
0.038568370044231415,
-0.03355308249592781,
0.0640937015414238,
0.01592296175658703,
-0.05139229819178581,
0.02910608984529972,
-0.014925656840205193,
0.03974345698952675,
-0.009286319836974144,
0.007568011060357094,
-0.021748818457126617,
-0.006945349276065826,
-0.06376423686742783,
0.03371312841773033,
-0.01950022205710411,
-0.04567752033472061,
-0.008738940581679344,
0.008835675194859505,
0.0161751601845026,
-0.013549098744988441,
-0.04669065773487091,
-0.016130268573760986,
-0.036495696753263474,
0.07847119122743607,
-0.08380620181560516,
-0.029657574370503426,
-0.0198521725833416,
0.015607616864144802,
0.05079903081059456,
-0.08262822031974792,
-0.009557521902024746,
-0.0780739039182663,
-0.025388922542333603,
0.0033282104413956404,
-0.05732068419456482,
-0.009511827491223812,
0.05264719948172569,
-0.01992347463965416,
-0.031156517565250397,
-0.10727966576814651,
0.03753878176212311,
-0.06656388938426971,
-0.0688919723033905,
0.026192547753453255,
0.08240363001823425,
-0.0005254372954368591,
0.0009546616929583251,
0.029873808845877647,
-0.10966183245182037,
0.01666928268969059,
0.00028382064192555845,
0.008679253980517387,
-0.037860237061977386,
0.03949836269021034,
0.029464635998010635,
0.11205772310495377,
-0.10206800699234009,
-0.016930336132645607,
-0.030355481430888176
] |
1401.0242 | Shulabh Gupta | Shulabh Gupta, Li Jun Jiang and Christophe Caloz | Unveiling Magnetic Dipole Radiation in Phase-Reversal Leaky-Wave
Antennas | 4 pages, 3 figures | null | 10.1109/LAWP.2014.2317739 | null | physics.class-ph | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The radiation principle of travelling-wave type phase-reversal antennas is
explained in details, unveiling the presence of magnetic-dipole radiation in
addition to well-known electric dipole radiation. It is point out that such
magnetic dipole radiation is specific to the case of traveling-wave
phase-reversal antennas whereas only electric-dipole radiation exists in
resonant-type phase-reversal antennas. It is shown that a phase-reversal
travelling-wave antenna alternately operates as an array of magnetic dipoles
and an array of electric-dipoles during a time-harmonic period. This radiation
mechanism is confirmed through both full-wave and experimental results.
| [
{
"created": "Wed, 1 Jan 2014 02:15:32 GMT",
"version": "v1"
}
] | 2015-06-18 | [
[
"Gupta",
"Shulabh",
""
],
[
"Jiang",
"Li Jun",
""
],
[
"Caloz",
"Christophe",
""
]
] | [
-0.009691618382930756,
0.017977913841605186,
0.050880033522844315,
-0.0018695612670853734,
-0.05011403188109398,
-0.014457257464528084,
-0.011423768475651741,
-0.0030972054228186607,
-0.059165120124816895,
0.0032544322311878204,
0.018674300983548164,
0.05342647060751915,
0.0045958273112773895,
-0.05268820375204086,
0.06527412682771683,
-0.03104371204972267,
-0.009288118220865726,
-0.0651860386133194,
0.11366575211286545,
0.05781544744968414,
-0.07651565968990326,
-0.06755342334508896,
-0.13818050920963287,
-0.04154925420880318,
0.05892724171280861,
0.0541369691491127,
0.03528288006782532,
-0.023177485913038254,
-0.04890727996826172,
0.006004025228321552,
-0.031059078872203827,
0.10825158655643463,
-0.15269999206066132,
-0.015883123502135277,
-0.08668738603591919,
0.04228032007813454,
0.026654988527297974,
-0.005587844178080559,
0.08736567944288254,
0.03959576040506363,
0.013793750666081905,
0.032719485461711884,
-0.001091168960556388,
0.003995637875050306,
-0.06093566492199898,
-0.05509922653436661,
-0.02699781209230423,
0.006822574883699417,
0.03434097394347191,
0.03201978653669357,
0.01371060125529766,
0.031936727464199066,
-0.06026469171047211,
0.06356517970561981,
-0.01549371425062418,
0.04765503853559494,
0.05408720299601555,
0.05035162344574928,
-0.02846803516149521,
0.11541067808866501,
0.011175820603966713,
-0.027282996103167534,
-0.04131288081407547,
-0.044320207089185715,
-0.0009479536674916744,
-0.04208796098828316,
-0.07621564716100693,
0.026884742081165314,
0.06558449566364288,
0.026979386806488037,
0.036370765417814255,
0.01359508279711008,
-0.0055476948618888855,
-0.02693062461912632,
0.015274773351848125,
0.05367163568735123,
0.0028734561055898666,
0.08651726692914963,
-0.007359616924077272,
0.0468732975423336,
-0.10172026604413986,
-0.05421733856201172,
-0.05248416215181351,
-0.003985085058957338,
0.014191935770213604,
-0.02337983250617981,
-0.04237562417984009,
0.00048674122081138194,
-0.030885392799973488,
-0.05630876123905182,
-0.02056041918694973,
0.004624520428478718,
0.041769493371248245,
-0.023619486019015312,
0.02325328439474106,
0.00031456377473659813,
0.017063060775399208,
0.01776016876101494,
0.0382489413022995,
-0.004899904131889343,
0.05916412174701691,
-0.004342848435044289,
0.02609327994287014,
0.036182701587677,
-0.06388363987207413,
-0.08963529765605927,
0.01959574967622757,
-0.0174715518951416,
-0.06011795625090599,
-0.03800437971949577,
-0.0007722983718849719,
0.05190528556704521,
0.023585744202136993,
-0.06242375448346138,
0.0005089732585474849,
-0.07169941812753677,
-0.030252011492848396,
0.08526143431663513,
-0.005887230392545462,
-0.05821264162659645,
-0.00003019688301719725,
0.02923377975821495,
0.11776358634233475,
-0.031368132680654526,
0.04065993055701256,
-0.0132607975974679,
0.02120932750403881,
4.106165601947396e-33,
-0.01943211257457733,
0.03996850550174713,
0.022955700755119324,
0.0008353249868378043,
0.007537842262536287,
0.0182627085596323,
-0.061822064220905304,
0.09168512374162674,
0.09333588182926178,
0.008094524033367634,
0.028127171099185944,
0.06981999427080154,
0.020692525431513786,
0.04974815249443054,
-0.04677003249526024,
-0.0024278543423861265,
-0.005131117533892393,
-0.038974579423666,
-0.001367702498100698,
-0.03321904316544533,
0.009442377835512161,
-0.01036867219954729,
0.02641831897199154,
-0.09654075652360916,
-0.02124749682843685,
-0.004641372244805098,
0.03729371726512909,
-0.06218509376049042,
-0.041605379432439804,
0.03202102705836296,
0.029409319162368774,
0.022046728059649467,
-0.025329802185297012,
0.025603609159588814,
0.07238707691431046,
0.0009957485599443316,
0.03104674443602562,
0.000046481112804031,
0.023559462279081345,
0.08211291581392288,
0.06492432206869125,
-0.07097603380680084,
-0.02612663432955742,
0.03995714336633682,
0.07601051777601242,
-0.08868937939405441,
0.030850175768136978,
-0.025524254888296127,
0.01164131611585617,
-0.02516028843820095,
-0.01229899562895298,
-0.12148746103048325,
-0.047904323786497116,
0.0038848400581628084,
0.0647784173488617,
0.027237383648753166,
-0.029278969392180443,
0.07081833481788635,
-0.05366678163409233,
-0.01796524040400982,
0.04155968129634857,
-0.008206652477383614,
-0.0019294752273708582,
-0.04079549014568329,
-0.024259233847260475,
-0.014401360414922237,
0.004382960963994265,
-0.06561888009309769,
-0.0348755307495594,
0.029479369521141052,
0.08052767813205719,
0.08497672528028488,
-0.008463156409561634,
0.007066292688250542,
0.04357502982020378,
-0.04921281710267067,
0.0045417072251439095,
0.10649625211954117,
0.07364564388990402,
0.02641596645116806,
-0.009560830891132355,
-0.08024156093597412,
-0.011637760326266289,
-0.001999719999730587,
0.037488050758838654,
0.003713706973940134,
0.06332972645759583,
-0.12306047230958939,
-0.04030170291662216,
-0.012107253074645996,
0.016794400289654732,
0.08174680173397064,
-0.014990119263529778,
0.01381553802639246,
0.035522159188985825,
-4.638767765967574e-33,
-0.007625435013324022,
-0.029627280309796333,
-0.09705162048339844,
-0.02979291044175625,
-0.042362481355667114,
0.0305483415722847,
0.07502397149801254,
0.10307484120130539,
-0.01646212488412857,
0.05285055935382843,
0.04935510829091072,
-0.033823397010564804,
-0.0343431755900383,
-0.04722290113568306,
-0.0687311515212059,
0.03259360417723656,
0.10783263295888901,
-0.0082025658339262,
0.07575521618127823,
-0.03955433517694473,
-0.009755581617355347,
0.031310826539993286,
0.08285684883594513,
0.004535152111202478,
0.05082544684410095,
-0.049187999218702316,
0.09861995279788971,
0.05491690710186958,
0.024595076218247414,
0.04779116064310074,
-0.004843135364353657,
0.0775611400604248,
0.09388980269432068,
0.061622217297554016,
0.004447101149708033,
0.08193082362413406,
0.010623065754771233,
-0.03536449000239372,
-0.0033093325328081846,
-0.018779601901769638,
0.006836732849478722,
0.028587058186531067,
0.1418224424123764,
-0.03419393301010132,
-0.06807549297809601,
-0.01981237158179283,
-0.08092565834522247,
0.14579150080680847,
-0.039002034813165665,
-0.013849745504558086,
-0.008747827261686325,
-0.14409711956977844,
0.01031978614628315,
-0.004491713363677263,
0.013942473568022251,
-0.033117979764938354,
0.05787386745214462,
-0.011611863039433956,
0.0765625610947609,
0.09502305835485458,
-0.01615694724023342,
-0.05013550445437431,
-0.011278189718723297,
-0.0921291783452034,
-0.04217036813497543,
0.020621271803975105,
-0.029486220329999924,
-0.06291845440864563,
-0.030612824484705925,
-0.0118715176358819,
0.0711275041103363,
0.002587252762168646,
0.009211980737745762,
-0.08130234479904175,
-0.048157308250665665,
0.047737378627061844,
0.07023992389440536,
0.09182973951101303,
-0.07005898654460907,
-0.06467309594154358,
0.01858421415090561,
-0.00407838262617588,
-0.07211481034755707,
-0.06065772846341133,
-0.015729868784546852,
0.00860467366874218,
-0.10949096083641052,
-0.04272884875535965,
-0.08236876130104065,
0.05224939435720444,
0.031163956969976425,
-0.014844794757664204,
-0.007994841784238815,
0.019019998610019684,
0.11521496623754501,
-4.2791604926151194e-8,
-0.000817299704067409,
0.08314868062734604,
0.06524795293807983,
-0.020449280738830566,
0.02079257182776928,
-0.0588906966149807,
0.02334086410701275,
-0.03508086875081062,
0.00928065087646246,
-0.08011399209499359,
-0.019852658733725548,
0.05880534276366234,
0.040739353746175766,
0.008026638068258762,
-0.005760244559496641,
0.03626648336648941,
-0.04991333186626434,
-0.051634084433317184,
0.035096313804388046,
0.03998316451907158,
-0.028112659230828285,
-0.07750022411346436,
0.07270949333906174,
-0.0023070110473781824,
0.06166552007198334,
0.07790285348892212,
0.0030521636363118887,
-0.06967469304800034,
0.030573254451155663,
0.015635903924703598,
-0.07259337604045868,
-0.003081581089645624,
-0.010703342035412788,
0.07971012592315674,
-0.10060714930295944,
-0.04059214890003204,
-0.03103758953511715,
-0.0363151915371418,
-0.039414387196302414,
-0.027735838666558266,
0.007881118915975094,
-0.003969388548284769,
-0.12292199581861496,
-0.012932994402945042,
-0.03538905084133148,
-0.0218832865357399,
0.03149750083684921,
0.08466258645057678,
-0.05244721472263336,
-0.012808723375201225,
-0.011849887669086456,
-0.03168129920959473,
0.07983753830194473,
-0.07461296766996384,
0.006272855214774609,
0.04719776287674904,
-0.020226027816534042,
-0.06775002926588058,
-0.04604244604706764,
0.024669090285897255,
-0.05699806287884712,
0.06762126088142395,
-0.0038219247944653034,
-0.01109796017408371
] | null | null | null | null | null | null | null | [
-0.009691618382930756,
0.017977913841605186,
0.050880033522844315,
-0.0018695612670853734,
-0.05011403188109398,
-0.014457257464528084,
-0.011423768475651741,
-0.0030972054228186607,
-0.059165120124816895,
0.0032544322311878204,
0.018674300983548164,
0.05342647060751915,
0.0045958273112773895,
-0.05268820375204086,
0.06527412682771683,
-0.03104371204972267,
-0.009288118220865726,
-0.0651860386133194,
0.11366575211286545,
0.05781544744968414,
-0.07651565968990326,
-0.06755342334508896,
-0.13818050920963287,
-0.04154925420880318,
0.05892724171280861,
0.0541369691491127,
0.03528288006782532,
-0.023177485913038254,
-0.04890727996826172,
0.006004025228321552,
-0.031059078872203827,
0.10825158655643463,
-0.15269999206066132,
-0.015883123502135277,
-0.08668738603591919,
0.04228032007813454,
0.026654988527297974,
-0.005587844178080559,
0.08736567944288254,
0.03959576040506363,
0.013793750666081905,
0.032719485461711884,
-0.001091168960556388,
0.003995637875050306,
-0.06093566492199898,
-0.05509922653436661,
-0.02699781209230423,
0.006822574883699417,
0.03434097394347191,
0.03201978653669357,
0.01371060125529766,
0.031936727464199066,
-0.06026469171047211,
0.06356517970561981,
-0.01549371425062418,
0.04765503853559494,
0.05408720299601555,
0.05035162344574928,
-0.02846803516149521,
0.11541067808866501,
0.011175820603966713,
-0.027282996103167534,
-0.04131288081407547,
-0.044320207089185715,
-0.0009479536674916744,
-0.04208796098828316,
-0.07621564716100693,
0.026884742081165314,
0.06558449566364288,
0.026979386806488037,
0.036370765417814255,
0.01359508279711008,
-0.0055476948618888855,
-0.02693062461912632,
0.015274773351848125,
0.05367163568735123,
0.0028734561055898666,
0.08651726692914963,
-0.007359616924077272,
0.0468732975423336,
-0.10172026604413986,
-0.05421733856201172,
-0.05248416215181351,
-0.003985085058957338,
0.014191935770213604,
-0.02337983250617981,
-0.04237562417984009,
0.00048674122081138194,
-0.030885392799973488,
-0.05630876123905182,
-0.02056041918694973,
0.004624520428478718,
0.041769493371248245,
-0.023619486019015312,
0.02325328439474106,
0.00031456377473659813,
0.017063060775399208,
0.01776016876101494,
0.0382489413022995,
-0.004899904131889343,
0.05916412174701691,
-0.004342848435044289,
0.02609327994287014,
0.036182701587677,
-0.06388363987207413,
-0.08963529765605927,
0.01959574967622757,
-0.0174715518951416,
-0.06011795625090599,
-0.03800437971949577,
-0.0007722983718849719,
0.05190528556704521,
0.023585744202136993,
-0.06242375448346138,
0.0005089732585474849,
-0.07169941812753677,
-0.030252011492848396,
0.08526143431663513,
-0.005887230392545462,
-0.05821264162659645,
-0.00003019688301719725,
0.02923377975821495,
0.11776358634233475,
-0.031368132680654526,
0.04065993055701256,
-0.0132607975974679,
0.02120932750403881,
4.106165601947396e-33,
-0.01943211257457733,
0.03996850550174713,
0.022955700755119324,
0.0008353249868378043,
0.007537842262536287,
0.0182627085596323,
-0.061822064220905304,
0.09168512374162674,
0.09333588182926178,
0.008094524033367634,
0.028127171099185944,
0.06981999427080154,
0.020692525431513786,
0.04974815249443054,
-0.04677003249526024,
-0.0024278543423861265,
-0.005131117533892393,
-0.038974579423666,
-0.001367702498100698,
-0.03321904316544533,
0.009442377835512161,
-0.01036867219954729,
0.02641831897199154,
-0.09654075652360916,
-0.02124749682843685,
-0.004641372244805098,
0.03729371726512909,
-0.06218509376049042,
-0.041605379432439804,
0.03202102705836296,
0.029409319162368774,
0.022046728059649467,
-0.025329802185297012,
0.025603609159588814,
0.07238707691431046,
0.0009957485599443316,
0.03104674443602562,
0.000046481112804031,
0.023559462279081345,
0.08211291581392288,
0.06492432206869125,
-0.07097603380680084,
-0.02612663432955742,
0.03995714336633682,
0.07601051777601242,
-0.08868937939405441,
0.030850175768136978,
-0.025524254888296127,
0.01164131611585617,
-0.02516028843820095,
-0.01229899562895298,
-0.12148746103048325,
-0.047904323786497116,
0.0038848400581628084,
0.0647784173488617,
0.027237383648753166,
-0.029278969392180443,
0.07081833481788635,
-0.05366678163409233,
-0.01796524040400982,
0.04155968129634857,
-0.008206652477383614,
-0.0019294752273708582,
-0.04079549014568329,
-0.024259233847260475,
-0.014401360414922237,
0.004382960963994265,
-0.06561888009309769,
-0.0348755307495594,
0.029479369521141052,
0.08052767813205719,
0.08497672528028488,
-0.008463156409561634,
0.007066292688250542,
0.04357502982020378,
-0.04921281710267067,
0.0045417072251439095,
0.10649625211954117,
0.07364564388990402,
0.02641596645116806,
-0.009560830891132355,
-0.08024156093597412,
-0.011637760326266289,
-0.001999719999730587,
0.037488050758838654,
0.003713706973940134,
0.06332972645759583,
-0.12306047230958939,
-0.04030170291662216,
-0.012107253074645996,
0.016794400289654732,
0.08174680173397064,
-0.014990119263529778,
0.01381553802639246,
0.035522159188985825,
-4.638767765967574e-33,
-0.007625435013324022,
-0.029627280309796333,
-0.09705162048339844,
-0.02979291044175625,
-0.042362481355667114,
0.0305483415722847,
0.07502397149801254,
0.10307484120130539,
-0.01646212488412857,
0.05285055935382843,
0.04935510829091072,
-0.033823397010564804,
-0.0343431755900383,
-0.04722290113568306,
-0.0687311515212059,
0.03259360417723656,
0.10783263295888901,
-0.0082025658339262,
0.07575521618127823,
-0.03955433517694473,
-0.009755581617355347,
0.031310826539993286,
0.08285684883594513,
0.004535152111202478,
0.05082544684410095,
-0.049187999218702316,
0.09861995279788971,
0.05491690710186958,
0.024595076218247414,
0.04779116064310074,
-0.004843135364353657,
0.0775611400604248,
0.09388980269432068,
0.061622217297554016,
0.004447101149708033,
0.08193082362413406,
0.010623065754771233,
-0.03536449000239372,
-0.0033093325328081846,
-0.018779601901769638,
0.006836732849478722,
0.028587058186531067,
0.1418224424123764,
-0.03419393301010132,
-0.06807549297809601,
-0.01981237158179283,
-0.08092565834522247,
0.14579150080680847,
-0.039002034813165665,
-0.013849745504558086,
-0.008747827261686325,
-0.14409711956977844,
0.01031978614628315,
-0.004491713363677263,
0.013942473568022251,
-0.033117979764938354,
0.05787386745214462,
-0.011611863039433956,
0.0765625610947609,
0.09502305835485458,
-0.01615694724023342,
-0.05013550445437431,
-0.011278189718723297,
-0.0921291783452034,
-0.04217036813497543,
0.020621271803975105,
-0.029486220329999924,
-0.06291845440864563,
-0.030612824484705925,
-0.0118715176358819,
0.0711275041103363,
0.002587252762168646,
0.009211980737745762,
-0.08130234479904175,
-0.048157308250665665,
0.047737378627061844,
0.07023992389440536,
0.09182973951101303,
-0.07005898654460907,
-0.06467309594154358,
0.01858421415090561,
-0.00407838262617588,
-0.07211481034755707,
-0.06065772846341133,
-0.015729868784546852,
0.00860467366874218,
-0.10949096083641052,
-0.04272884875535965,
-0.08236876130104065,
0.05224939435720444,
0.031163956969976425,
-0.014844794757664204,
-0.007994841784238815,
0.019019998610019684,
0.11521496623754501,
-4.2791604926151194e-8,
-0.000817299704067409,
0.08314868062734604,
0.06524795293807983,
-0.020449280738830566,
0.02079257182776928,
-0.0588906966149807,
0.02334086410701275,
-0.03508086875081062,
0.00928065087646246,
-0.08011399209499359,
-0.019852658733725548,
0.05880534276366234,
0.040739353746175766,
0.008026638068258762,
-0.005760244559496641,
0.03626648336648941,
-0.04991333186626434,
-0.051634084433317184,
0.035096313804388046,
0.03998316451907158,
-0.028112659230828285,
-0.07750022411346436,
0.07270949333906174,
-0.0023070110473781824,
0.06166552007198334,
0.07790285348892212,
0.0030521636363118887,
-0.06967469304800034,
0.030573254451155663,
0.015635903924703598,
-0.07259337604045868,
-0.003081581089645624,
-0.010703342035412788,
0.07971012592315674,
-0.10060714930295944,
-0.04059214890003204,
-0.03103758953511715,
-0.0363151915371418,
-0.039414387196302414,
-0.027735838666558266,
0.007881118915975094,
-0.003969388548284769,
-0.12292199581861496,
-0.012932994402945042,
-0.03538905084133148,
-0.0218832865357399,
0.03149750083684921,
0.08466258645057678,
-0.05244721472263336,
-0.012808723375201225,
-0.011849887669086456,
-0.03168129920959473,
0.07983753830194473,
-0.07461296766996384,
0.006272855214774609,
0.04719776287674904,
-0.020226027816534042,
-0.06775002926588058,
-0.04604244604706764,
0.024669090285897255,
-0.05699806287884712,
0.06762126088142395,
-0.0038219247944653034,
-0.01109796017408371
] |
1401.0245 | Sujit Gath | S.J Gath and R.V Kulkarni | A Review: Expert System for Diagnosis of Myocardial Infarction | 7 pages. arXiv admin note: text overlap with arXiv:1006.4544 by other
authors | null | null | null | cs.AI | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | A computer Program Capable of performing at a human-expert level in a narrow
problem domain area is called an expert system. Management of uncertainty is an
intrinsically important issue in the design of expert systems because much of
the information in the knowledge base of a typical expert system is imprecise,
incomplete or not totally reliable. In this paper, the author present s the
review of past work that has been carried out by various researchers based on
development of expert systems for the diagnosis of cardiac disease
| [
{
"created": "Wed, 1 Jan 2014 03:59:22 GMT",
"version": "v1"
}
] | 2014-01-03 | [
[
"Gath",
"S. J",
""
],
[
"Kulkarni",
"R. V",
""
]
] | [
0.016659440472722054,
0.06143384799361229,
-0.022798903286457062,
-0.0024606683291494846,
-0.06840081512928009,
-0.11205565184354782,
0.04632676765322685,
0.11842482537031174,
-0.07236505299806595,
-0.004567162599414587,
-0.028866464272141457,
-0.028357259929180145,
0.13458020985126495,
0.05595282465219498,
-0.08488557487726212,
0.0010868390090763569,
-0.04569525271654129,
-0.045889243483543396,
-0.0472492054104805,
-0.0006377975805662572,
-0.057405564934015274,
0.011985168792307377,
-0.07663710415363312,
0.027301125228405,
-0.04096844047307968,
0.026143569499254227,
0.01626184768974781,
-0.06605014204978943,
-0.042786914855241776,
0.01103709265589714,
0.04046738147735596,
-0.025680016726255417,
0.11365465819835663,
-0.02684064768254757,
-0.0025764459278434515,
0.028550835326313972,
-0.036623891443014145,
0.08186326175928116,
-0.02542952261865139,
0.04616736248135567,
-0.03496943786740303,
-0.007449284661561251,
0.047067176550626755,
0.05785277858376503,
0.06119934841990471,
0.1004326120018959,
-0.10356605798006058,
0.017062367871403694,
0.04916434735059738,
0.031815338879823685,
-0.1511772871017456,
-0.0967928096652031,
0.04314817488193512,
-0.06450919061899185,
-0.007572275586426258,
0.045367952436208725,
-0.0309987124055624,
-0.04459669068455696,
-0.09772171825170517,
-0.08512245863676071,
-0.013844734989106655,
0.017555484548211098,
-0.06297503411769867,
-0.03851325437426567,
0.054212071001529694,
0.0381644107401371,
-0.0022851130925118923,
0.02140904776751995,
0.08703257888555527,
-0.02156657539308071,
-0.0028781010769307613,
0.07431334257125854,
-0.03696383535861969,
0.09451623260974884,
-0.027732249349355698,
-0.02479468658566475,
-0.03688379377126694,
-0.002689298242330551,
0.0032840718049556017,
0.02151593565940857,
-0.015740280970931053,
-0.008752481080591679,
-0.03861173987388611,
-0.004024903755635023,
0.06567619740962982,
0.014386049471795559,
-0.07899342477321625,
0.07028284668922424,
-0.02592667005956173,
-0.029483631253242493,
0.021391844376921654,
-0.13205374777317047,
0.11166130751371384,
-0.00044266870827414095,
0.026102032512426376,
0.07605428248643875,
0.060575298964977264,
-0.03585316240787506,
-0.022268330678343773,
0.03873509541153908,
-0.05479798465967178,
-0.10030999034643173,
-0.009593147784471512,
0.002254026010632515,
0.011053338646888733,
-0.027191001921892166,
0.023366445675492287,
-0.0011123482836410403,
0.08779418468475342,
-0.08322824537754059,
-0.014618273824453354,
-0.039660338312387466,
-0.01205999031662941,
-0.08467630296945572,
0.01751343533396721,
0.0745839774608612,
-0.03179296478629112,
0.04265357181429863,
-0.013667508028447628,
0.05942515656352043,
-0.02174479514360428,
-0.015741528943181038,
0.06164255738258362,
-0.013999625109136105,
0.09385202825069427,
0.06207725778222084,
-0.015312209725379944,
1.854244992796231e-33,
-0.043643221259117126,
0.0007070265128277242,
0.03349187970161438,
0.0720047727227211,
0.006422291975468397,
-0.0390181802213192,
-0.007206415291875601,
-0.04666699841618538,
0.055349670350551605,
-0.03006257675588131,
-0.002916292753070593,
0.019982168450951576,
0.004208792001008987,
-0.034559398889541626,
0.026317337527871132,
-0.0006110080284997821,
0.019447263330221176,
0.022157665342092514,
-0.051399871706962585,
-0.0016671970952302217,
0.0473625585436821,
-0.05973611772060394,
-0.006238692440092564,
-0.013789943419396877,
-0.0432858020067215,
0.002814752282574773,
0.02581857331097126,
0.031079405918717384,
0.09254078567028046,
-0.02976282127201557,
-0.04886879771947861,
-0.03999890759587288,
0.025937560945749283,
-0.07215818017721176,
0.04709187150001526,
-0.00875159166753292,
0.02248050644993782,
0.03231259435415268,
0.020484138280153275,
0.04064757004380226,
0.008072581142187119,
-0.01760401390492916,
0.02071838453412056,
-0.016488846391439438,
0.02885277383029461,
0.018409112468361855,
0.03601153567433357,
-0.020849911496043205,
-0.01245917845517397,
0.004289469216018915,
0.01842835359275341,
-0.010402336716651917,
0.09819549322128296,
0.010202019475400448,
0.03085670806467533,
0.01158996019512415,
0.007740402594208717,
0.011727754957973957,
0.008495906367897987,
-0.017480656504631042,
0.0060322959907352924,
0.04674716666340828,
0.06595651060342789,
-0.006531537976115942,
-0.0011604239698499441,
0.031112629920244217,
-0.03130536898970604,
-0.03629665449261665,
0.04415840283036232,
0.03944205865263939,
-0.056792858988046646,
-0.021423937752842903,
0.028492968529462814,
-0.00708180945366621,
-0.04876421391963959,
0.03651397302746773,
-0.07724692672491074,
0.07057783752679825,
-0.0607198067009449,
-0.08513351529836655,
-0.0871974304318428,
0.03290606662631035,
-0.024754757061600685,
-0.028448810800909996,
0.045189496129751205,
-0.03039357252418995,
-0.0022274020593613386,
0.04197641462087631,
-0.0771874412894249,
0.01965825818479061,
-0.02888678014278412,
0.07656700164079666,
0.027229217812418938,
0.06989328563213348,
0.013582847081124783,
-3.148116767534108e-33,
-0.10020381957292557,
0.030366085469722748,
-0.0012121627805754542,
-0.03068251721560955,
0.054447755217552185,
-0.01635577157139778,
-0.03225494176149368,
-0.011260461993515491,
0.025145309045910835,
-0.007975057698786259,
0.00866429042071104,
0.013505098409950733,
0.010461334139108658,
0.03401491791009903,
-0.013486954383552074,
0.13619364798069,
-0.10599347203969955,
-0.010494214482605457,
0.013660659082233906,
0.03425021097064018,
-0.09473242610692978,
-0.03463747352361679,
-0.116975799202919,
0.03891218081116676,
-0.01837390661239624,
0.07013659924268723,
-0.02534308098256588,
-0.007350144907832146,
0.009235251694917679,
-0.06667380779981613,
-0.037892866879701614,
-0.056532908231019974,
-0.06492436677217484,
0.04042387008666992,
0.009866449050605297,
0.007307178806513548,
-0.0235012024641037,
0.0390947088599205,
-0.007297254167497158,
-0.001890349667519331,
0.004749090876430273,
0.03782663494348526,
-0.0569855198264122,
-0.07286158949136734,
-0.010262899100780487,
-0.03895874693989754,
-0.003478406695649028,
-0.0587443970143795,
0.020770374685525894,
-0.013753661885857582,
-0.01778521202504635,
-0.08499929308891296,
-0.001765162800438702,
-0.037502702325582504,
-0.06851934641599655,
0.030471961945295334,
-0.0013874223222956061,
0.08211573958396912,
0.012674604542553425,
0.025112342089414597,
-0.029758576303720474,
-0.11881273984909058,
0.01974732056260109,
0.04788673669099808,
0.009469653479754925,
0.08531705290079117,
-0.02460048906505108,
0.07588723301887512,
0.007963180541992188,
0.031594496220350266,
-0.015086825005710125,
0.031007880344986916,
-0.06138765811920166,
0.02007664553821087,
0.061378929764032364,
0.019229836761951447,
-0.03501829504966736,
-0.009520528838038445,
0.005769739393144846,
-0.08330970257520676,
0.028452057391405106,
-0.05803539976477623,
0.046099741011857986,
-0.001982081914320588,
-0.04322082921862602,
0.07926122099161148,
0.06758983433246613,
-0.03606165573000908,
0.008401776663959026,
-0.044051893055438995,
0.005834364797919989,
0.0021273905877023935,
0.005576884839683771,
-0.024852748960256577,
-0.059991855174303055,
-4.0973752390982554e-8,
-0.08431591838598251,
-0.046631522476673126,
-0.00430523743852973,
-0.016218412667512894,
0.016536112874746323,
-0.02630487270653248,
-0.07995934784412384,
-0.024641038849949837,
-0.05208931863307953,
0.007909492589533329,
0.045170318335294724,
-0.035500168800354004,
-0.014949770644307137,
-0.04575422406196594,
0.04941161349415779,
-0.043713200837373734,
-0.031191924586892128,
0.16098494827747345,
-0.04582059383392334,
-0.06743130832910538,
0.21356287598609924,
-0.04890264943242073,
0.01206672191619873,
0.06222347915172577,
0.0693967342376709,
-0.045020945370197296,
-0.022278212010860443,
0.058909714221954346,
-0.018491974100470543,
0.0762685239315033,
-0.007141026668250561,
-0.006891697645187378,
0.07948977500200272,
0.09283089637756348,
0.14113131165504456,
-0.016695158556103706,
0.07840903848409653,
-0.07772425562143326,
-0.08036179095506668,
-0.0456288605928421,
-0.01640263944864273,
-0.021401768550276756,
-0.05806514993309975,
0.0355406254529953,
0.0465206503868103,
-0.07670991867780685,
0.11832295358181,
-0.027783185243606567,
0.06950098276138306,
0.013480228371918201,
-0.0001292114466195926,
0.02588815987110138,
-0.03143889456987381,
0.03812595456838608,
0.054400522261857986,
0.009533670730888844,
0.04556717351078987,
0.01643729954957962,
-0.029941337183117867,
-0.04199204966425896,
0.02832607552409172,
0.09614378213882446,
0.011664528399705887,
0.054064590483903885
] | null | null | null | null | null | null | null | [
0.016659440472722054,
0.06143384799361229,
-0.022798903286457062,
-0.0024606683291494846,
-0.06840081512928009,
-0.11205565184354782,
0.04632676765322685,
0.11842482537031174,
-0.07236505299806595,
-0.004567162599414587,
-0.028866464272141457,
-0.028357259929180145,
0.13458020985126495,
0.05595282465219498,
-0.08488557487726212,
0.0010868390090763569,
-0.04569525271654129,
-0.045889243483543396,
-0.0472492054104805,
-0.0006377975805662572,
-0.057405564934015274,
0.011985168792307377,
-0.07663710415363312,
0.027301125228405,
-0.04096844047307968,
0.026143569499254227,
0.01626184768974781,
-0.06605014204978943,
-0.042786914855241776,
0.01103709265589714,
0.04046738147735596,
-0.025680016726255417,
0.11365465819835663,
-0.02684064768254757,
-0.0025764459278434515,
0.028550835326313972,
-0.036623891443014145,
0.08186326175928116,
-0.02542952261865139,
0.04616736248135567,
-0.03496943786740303,
-0.007449284661561251,
0.047067176550626755,
0.05785277858376503,
0.06119934841990471,
0.1004326120018959,
-0.10356605798006058,
0.017062367871403694,
0.04916434735059738,
0.031815338879823685,
-0.1511772871017456,
-0.0967928096652031,
0.04314817488193512,
-0.06450919061899185,
-0.007572275586426258,
0.045367952436208725,
-0.0309987124055624,
-0.04459669068455696,
-0.09772171825170517,
-0.08512245863676071,
-0.013844734989106655,
0.017555484548211098,
-0.06297503411769867,
-0.03851325437426567,
0.054212071001529694,
0.0381644107401371,
-0.0022851130925118923,
0.02140904776751995,
0.08703257888555527,
-0.02156657539308071,
-0.0028781010769307613,
0.07431334257125854,
-0.03696383535861969,
0.09451623260974884,
-0.027732249349355698,
-0.02479468658566475,
-0.03688379377126694,
-0.002689298242330551,
0.0032840718049556017,
0.02151593565940857,
-0.015740280970931053,
-0.008752481080591679,
-0.03861173987388611,
-0.004024903755635023,
0.06567619740962982,
0.014386049471795559,
-0.07899342477321625,
0.07028284668922424,
-0.02592667005956173,
-0.029483631253242493,
0.021391844376921654,
-0.13205374777317047,
0.11166130751371384,
-0.00044266870827414095,
0.026102032512426376,
0.07605428248643875,
0.060575298964977264,
-0.03585316240787506,
-0.022268330678343773,
0.03873509541153908,
-0.05479798465967178,
-0.10030999034643173,
-0.009593147784471512,
0.002254026010632515,
0.011053338646888733,
-0.027191001921892166,
0.023366445675492287,
-0.0011123482836410403,
0.08779418468475342,
-0.08322824537754059,
-0.014618273824453354,
-0.039660338312387466,
-0.01205999031662941,
-0.08467630296945572,
0.01751343533396721,
0.0745839774608612,
-0.03179296478629112,
0.04265357181429863,
-0.013667508028447628,
0.05942515656352043,
-0.02174479514360428,
-0.015741528943181038,
0.06164255738258362,
-0.013999625109136105,
0.09385202825069427,
0.06207725778222084,
-0.015312209725379944,
1.854244992796231e-33,
-0.043643221259117126,
0.0007070265128277242,
0.03349187970161438,
0.0720047727227211,
0.006422291975468397,
-0.0390181802213192,
-0.007206415291875601,
-0.04666699841618538,
0.055349670350551605,
-0.03006257675588131,
-0.002916292753070593,
0.019982168450951576,
0.004208792001008987,
-0.034559398889541626,
0.026317337527871132,
-0.0006110080284997821,
0.019447263330221176,
0.022157665342092514,
-0.051399871706962585,
-0.0016671970952302217,
0.0473625585436821,
-0.05973611772060394,
-0.006238692440092564,
-0.013789943419396877,
-0.0432858020067215,
0.002814752282574773,
0.02581857331097126,
0.031079405918717384,
0.09254078567028046,
-0.02976282127201557,
-0.04886879771947861,
-0.03999890759587288,
0.025937560945749283,
-0.07215818017721176,
0.04709187150001526,
-0.00875159166753292,
0.02248050644993782,
0.03231259435415268,
0.020484138280153275,
0.04064757004380226,
0.008072581142187119,
-0.01760401390492916,
0.02071838453412056,
-0.016488846391439438,
0.02885277383029461,
0.018409112468361855,
0.03601153567433357,
-0.020849911496043205,
-0.01245917845517397,
0.004289469216018915,
0.01842835359275341,
-0.010402336716651917,
0.09819549322128296,
0.010202019475400448,
0.03085670806467533,
0.01158996019512415,
0.007740402594208717,
0.011727754957973957,
0.008495906367897987,
-0.017480656504631042,
0.0060322959907352924,
0.04674716666340828,
0.06595651060342789,
-0.006531537976115942,
-0.0011604239698499441,
0.031112629920244217,
-0.03130536898970604,
-0.03629665449261665,
0.04415840283036232,
0.03944205865263939,
-0.056792858988046646,
-0.021423937752842903,
0.028492968529462814,
-0.00708180945366621,
-0.04876421391963959,
0.03651397302746773,
-0.07724692672491074,
0.07057783752679825,
-0.0607198067009449,
-0.08513351529836655,
-0.0871974304318428,
0.03290606662631035,
-0.024754757061600685,
-0.028448810800909996,
0.045189496129751205,
-0.03039357252418995,
-0.0022274020593613386,
0.04197641462087631,
-0.0771874412894249,
0.01965825818479061,
-0.02888678014278412,
0.07656700164079666,
0.027229217812418938,
0.06989328563213348,
0.013582847081124783,
-3.148116767534108e-33,
-0.10020381957292557,
0.030366085469722748,
-0.0012121627805754542,
-0.03068251721560955,
0.054447755217552185,
-0.01635577157139778,
-0.03225494176149368,
-0.011260461993515491,
0.025145309045910835,
-0.007975057698786259,
0.00866429042071104,
0.013505098409950733,
0.010461334139108658,
0.03401491791009903,
-0.013486954383552074,
0.13619364798069,
-0.10599347203969955,
-0.010494214482605457,
0.013660659082233906,
0.03425021097064018,
-0.09473242610692978,
-0.03463747352361679,
-0.116975799202919,
0.03891218081116676,
-0.01837390661239624,
0.07013659924268723,
-0.02534308098256588,
-0.007350144907832146,
0.009235251694917679,
-0.06667380779981613,
-0.037892866879701614,
-0.056532908231019974,
-0.06492436677217484,
0.04042387008666992,
0.009866449050605297,
0.007307178806513548,
-0.0235012024641037,
0.0390947088599205,
-0.007297254167497158,
-0.001890349667519331,
0.004749090876430273,
0.03782663494348526,
-0.0569855198264122,
-0.07286158949136734,
-0.010262899100780487,
-0.03895874693989754,
-0.003478406695649028,
-0.0587443970143795,
0.020770374685525894,
-0.013753661885857582,
-0.01778521202504635,
-0.08499929308891296,
-0.001765162800438702,
-0.037502702325582504,
-0.06851934641599655,
0.030471961945295334,
-0.0013874223222956061,
0.08211573958396912,
0.012674604542553425,
0.025112342089414597,
-0.029758576303720474,
-0.11881273984909058,
0.01974732056260109,
0.04788673669099808,
0.009469653479754925,
0.08531705290079117,
-0.02460048906505108,
0.07588723301887512,
0.007963180541992188,
0.031594496220350266,
-0.015086825005710125,
0.031007880344986916,
-0.06138765811920166,
0.02007664553821087,
0.061378929764032364,
0.019229836761951447,
-0.03501829504966736,
-0.009520528838038445,
0.005769739393144846,
-0.08330970257520676,
0.028452057391405106,
-0.05803539976477623,
0.046099741011857986,
-0.001982081914320588,
-0.04322082921862602,
0.07926122099161148,
0.06758983433246613,
-0.03606165573000908,
0.008401776663959026,
-0.044051893055438995,
0.005834364797919989,
0.0021273905877023935,
0.005576884839683771,
-0.024852748960256577,
-0.059991855174303055,
-4.0973752390982554e-8,
-0.08431591838598251,
-0.046631522476673126,
-0.00430523743852973,
-0.016218412667512894,
0.016536112874746323,
-0.02630487270653248,
-0.07995934784412384,
-0.024641038849949837,
-0.05208931863307953,
0.007909492589533329,
0.045170318335294724,
-0.035500168800354004,
-0.014949770644307137,
-0.04575422406196594,
0.04941161349415779,
-0.043713200837373734,
-0.031191924586892128,
0.16098494827747345,
-0.04582059383392334,
-0.06743130832910538,
0.21356287598609924,
-0.04890264943242073,
0.01206672191619873,
0.06222347915172577,
0.0693967342376709,
-0.045020945370197296,
-0.022278212010860443,
0.058909714221954346,
-0.018491974100470543,
0.0762685239315033,
-0.007141026668250561,
-0.006891697645187378,
0.07948977500200272,
0.09283089637756348,
0.14113131165504456,
-0.016695158556103706,
0.07840903848409653,
-0.07772425562143326,
-0.08036179095506668,
-0.0456288605928421,
-0.01640263944864273,
-0.021401768550276756,
-0.05806514993309975,
0.0355406254529953,
0.0465206503868103,
-0.07670991867780685,
0.11832295358181,
-0.027783185243606567,
0.06950098276138306,
0.013480228371918201,
-0.0001292114466195926,
0.02588815987110138,
-0.03143889456987381,
0.03812595456838608,
0.054400522261857986,
0.009533670730888844,
0.04556717351078987,
0.01643729954957962,
-0.029941337183117867,
-0.04199204966425896,
0.02832607552409172,
0.09614378213882446,
0.011664528399705887,
0.054064590483903885
] |
1401.0247 | Yingyu Liang | Maria-Florina Balcan, Yingyu Liang, Pramod Gupta | Robust Hierarchical Clustering | 37 pages | null | null | null | cs.LG cs.DS | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | One of the most widely used techniques for data clustering is agglomerative
clustering. Such algorithms have been long used across many different fields
ranging from computational biology to social sciences to computer vision in
part because their output is easy to interpret. Unfortunately, it is well
known, however, that many of the classic agglomerative clustering algorithms
are not robust to noise. In this paper we propose and analyze a new robust
algorithm for bottom-up agglomerative clustering. We show that our algorithm
can be used to cluster accurately in cases where the data satisfies a number of
natural properties and where the traditional agglomerative algorithms fail. We
also show how to adapt our algorithm to the inductive setting where our given
data is only a small random sample of the entire data set. Experimental
evaluations on synthetic and real world data sets show that our algorithm
achieves better performance than other hierarchical algorithms in the presence
of noise.
| [
{
"created": "Wed, 1 Jan 2014 04:16:21 GMT",
"version": "v1"
},
{
"created": "Sun, 13 Jul 2014 01:51:05 GMT",
"version": "v2"
}
] | 2014-07-15 | [
[
"Balcan",
"Maria-Florina",
""
],
[
"Liang",
"Yingyu",
""
],
[
"Gupta",
"Pramod",
""
]
] | [
-0.06357288360595703,
-0.04720552638173103,
0.05027145892381668,
0.014669502153992653,
0.07136430591344833,
-0.07407565414905548,
0.017979592084884644,
-0.031267017126083374,
0.0005195413250476122,
-0.09129162132740021,
-0.0571073517203331,
-0.056983210146427155,
0.06956258416175842,
0.039760034531354904,
-0.09234367311000824,
0.04494505375623703,
0.09798077493906021,
0.06361459195613861,
-0.05809788778424263,
-0.08616670966148376,
-0.10354940593242645,
0.021722642704844475,
0.052636533975601196,
0.026132045313715935,
0.12832891941070557,
0.018904704600572586,
-0.002177148126065731,
-0.024218952283263206,
-0.02077711932361126,
0.0019292159704491496,
0.009943408891558647,
-0.008147642016410828,
0.054936908185482025,
-0.0013290870701894164,
0.01831698976457119,
0.01819133199751377,
0.025964858010411263,
0.11764266341924667,
-0.0028082432691007853,
0.02098013088107109,
0.01693705841898918,
0.02554367110133171,
0.04355962574481964,
-0.0335739329457283,
-0.0036970677319914103,
0.08491487056016922,
-0.06443477421998978,
-0.04578017815947533,
-0.057083189487457275,
0.008337014354765415,
-0.04379313066601753,
-0.057420697063207626,
-0.06223597005009651,
0.030887801200151443,
-0.014489669352769852,
0.012591750361025333,
0.06907382607460022,
-0.09233700484037399,
0.041683949530124664,
0.002813176019117236,
0.09958462417125702,
-0.060084037482738495,
-0.022607319056987762,
0.04128054156899452,
-0.011194455437362194,
0.016975263133645058,
0.08871055394411087,
0.022539597004652023,
0.019745202735066414,
-0.00015249689749907702,
0.04807159677147865,
0.09411083906888962,
-0.018748603761196136,
0.06170129030942917,
0.03631988540291786,
0.043664321303367615,
0.013376303017139435,
-0.02128402516245842,
0.08525775372982025,
-0.02553863264620304,
0.044800300151109695,
0.058772288262844086,
0.02294032648205757,
0.027328478172421455,
0.0747118890285492,
-0.017901800572872162,
0.013099314644932747,
0.011624270118772984,
-0.03583060950040817,
0.025338081642985344,
-0.12208123505115509,
0.009519509971141815,
-0.012582343071699142,
-0.04137081280350685,
-0.010816122405230999,
-0.014614267274737358,
0.06270302832126617,
-0.13066542148590088,
0.11014993488788605,
0.06884555518627167,
-0.09518533945083618,
0.03021877445280552,
0.10490532219409943,
-0.036564189940690994,
0.003676572348922491,
-0.018081149086356163,
0.04649103432893753,
-0.006175042130053043,
0.04695291444659233,
-0.014576086774468422,
-0.01863463968038559,
0.026494046673178673,
-0.019892200827598572,
0.047031983733177185,
-0.05995779111981392,
0.005990029778331518,
0.058422550559043884,
-0.020024245604872704,
0.010640028864145279,
-0.032963674515485764,
0.031721945852041245,
-0.051298413425683975,
0.04247136414051056,
0.07870042324066162,
0.09413934499025345,
-0.01346509251743555,
-0.0712064802646637,
2.4383980942297357e-33,
0.04935630410909653,
-0.06571900844573975,
0.11492361128330231,
-0.037202611565589905,
0.045728977769613266,
-0.044923730194568634,
-0.09596233814954758,
-0.05045069381594658,
-0.022896330803632736,
0.09157747775316238,
-0.010034305043518543,
0.0002462963166180998,
0.005973522551357746,
0.014401462860405445,
0.06321096420288086,
0.021883612498641014,
0.03310172259807587,
0.04091738164424896,
-0.08105815201997757,
-0.09267015755176544,
0.013540534302592278,
-0.03327611833810806,
0.023167381063103676,
-0.024784453213214874,
-0.04725479707121849,
0.001211720984429121,
0.04156695306301117,
-0.0460519902408123,
0.044939205050468445,
0.01956934668123722,
-0.003908824175596237,
0.008785848505795002,
-0.02575799822807312,
0.07010301947593689,
0.03361669182777405,
0.010131670162081718,
0.006837948691099882,
-0.07052402198314667,
0.05704069882631302,
0.04500037431716919,
0.02514241263270378,
0.08008777350187302,
0.08153039216995239,
-0.07116325199604034,
0.023274684324860573,
0.10032430291175842,
0.017337266355752945,
-0.028795108199119568,
-0.010913517326116562,
0.025224002078175545,
-0.004536439199000597,
-0.08920235931873322,
0.03548791632056236,
0.03714431822299957,
-0.0906929224729538,
0.06255965679883957,
-0.07437292486429214,
-0.0006342537235468626,
-0.009200824424624443,
-0.02964830957353115,
-0.0005421928944997489,
-0.03264011815190315,
-0.01803179457783699,
-0.030151767656207085,
-0.03491224721074104,
-0.03333412483334541,
-0.000832996389362961,
0.07552503794431686,
-0.007699016481637955,
0.08119276165962219,
0.022579943761229515,
0.07957492023706436,
-0.11780014634132385,
-0.015504143200814724,
0.012032420374453068,
0.026386568322777748,
0.07945172488689423,
0.05782301723957062,
-0.07018805295228958,
-0.007327748462557793,
-0.022336134687066078,
-0.02397071197628975,
-0.041328269988298416,
-0.04493806138634682,
-0.07182322442531586,
-0.03488272801041603,
0.00805096048861742,
0.013592061586678028,
-0.09090985357761383,
0.02693193592131138,
-0.13479869067668915,
-0.02515791915357113,
0.02250354178249836,
-0.012317245826125145,
-0.010447351261973381,
-3.2408889857529105e-33,
-0.04307366535067558,
-0.00302467355504632,
0.0459386371076107,
0.06664550304412842,
-0.009878451004624367,
-0.02869892492890358,
-0.03262878581881523,
0.025087447836995125,
0.04977981001138687,
0.04565122351050377,
-0.04769827798008919,
0.019385147839784622,
0.062064334750175476,
-0.04565137252211571,
-0.010411928407847881,
-0.06628790497779846,
0.007827073335647583,
0.03397746384143829,
-0.010797090828418732,
0.05071992054581642,
-0.012426705099642277,
0.042377471923828125,
-0.06369715183973312,
-0.03257766366004944,
-0.003733390476554632,
0.08122338354587555,
-0.1107223629951477,
0.03354215621948242,
-0.06846854835748672,
0.021932855248451233,
-0.051673438400030136,
0.10652206838130951,
-0.016727633774280548,
-0.07082663476467133,
-0.07992545515298843,
0.018122579902410507,
0.0069279298186302185,
-0.050222184509038925,
-0.046500008553266525,
-0.06377381086349487,
-0.049598079174757004,
0.0680631548166275,
-0.09655124694108963,
-0.0073247975669801235,
0.08637316524982452,
-0.08517678827047348,
-0.033102959394454956,
0.0027276964392513037,
-0.03097466379404068,
-0.013134296052157879,
-0.08072854578495026,
-0.01774059422314167,
-0.002678157761693001,
0.002017506631091237,
0.03264211118221283,
0.01098642684519291,
-0.01327418815344572,
-0.0016283963341265917,
-0.04089929908514023,
-0.03212086483836174,
-0.07746302336454391,
-0.0797787457704544,
-0.06526158004999161,
0.07204409688711166,
-0.06338368356227875,
-0.03391639515757561,
0.012299188412725925,
-0.014635121449828148,
-0.019380655139684677,
0.06872855126857758,
-0.0320621132850647,
0.03908751532435417,
-0.022764408960938454,
0.017204169183969498,
-0.025080904364585876,
-0.03250834345817566,
0.041092921048402786,
-0.05106021836400032,
0.033130429685115814,
-0.006080975756049156,
0.07444358617067337,
-0.08465097844600677,
0.04705999791622162,
0.04036172851920128,
0.07492353022098541,
0.05432011932134628,
0.017733203247189522,
0.04266193136572838,
0.03346727043390274,
0.004461793228983879,
-0.08334151655435562,
-0.015129976905882359,
-0.009620778262615204,
0.019477978348731995,
-0.07050862163305283,
-4.1457234090103157e-8,
-0.014343097805976868,
-0.008297816850244999,
-0.01752667874097824,
-0.06253866106271744,
-0.0058227116242051125,
-0.004640976432710886,
-0.020771892741322517,
0.1548841893672943,
-0.0506587028503418,
-0.08579976856708527,
0.01990421861410141,
-0.009835677221417427,
-0.02964712306857109,
-0.02112458273768425,
-0.01002223789691925,
0.03830235078930855,
0.00031284557189792395,
-0.00810664426535368,
-0.051329657435417175,
0.07980185747146606,
-0.12447524070739746,
0.03644249215722084,
-0.025002434849739075,
0.054000262171030045,
0.03646845370531082,
-0.08793120831251144,
0.05260932818055153,
0.009467078372836113,
0.01830865629017353,
-0.05622619763016701,
-0.0037794620729982853,
0.0028054744470864534,
0.025350002571940422,
0.047804687172174454,
0.002411950146779418,
0.03594039008021355,
-0.024987053126096725,
0.025384021922945976,
-0.039371129125356674,
-0.06522845476865768,
0.02738129161298275,
0.07957778871059418,
-0.007279837504029274,
-0.01605108566582203,
0.02800649218261242,
0.09301100671291351,
0.09593731164932251,
-0.032634854316711426,
0.028243085369467735,
-0.003414359875023365,
0.0021017841063439846,
-0.03360269218683243,
-0.05672166123986244,
0.021878790110349655,
0.011960320174694061,
-0.0032475769985467196,
-0.09088360518217087,
-0.04233741760253906,
0.1047467440366745,
0.01281325239688158,
0.019219987094402313,
-0.0635853037238121,
-0.008263995870947838,
-0.04672997444868088
] | null | null | null | null | null | null | null | [
-0.06357288360595703,
-0.04720552638173103,
0.05027145892381668,
0.014669502153992653,
0.07136430591344833,
-0.07407565414905548,
0.017979592084884644,
-0.031267017126083374,
0.0005195413250476122,
-0.09129162132740021,
-0.0571073517203331,
-0.056983210146427155,
0.06956258416175842,
0.039760034531354904,
-0.09234367311000824,
0.04494505375623703,
0.09798077493906021,
0.06361459195613861,
-0.05809788778424263,
-0.08616670966148376,
-0.10354940593242645,
0.021722642704844475,
0.052636533975601196,
0.026132045313715935,
0.12832891941070557,
0.018904704600572586,
-0.002177148126065731,
-0.024218952283263206,
-0.02077711932361126,
0.0019292159704491496,
0.009943408891558647,
-0.008147642016410828,
0.054936908185482025,
-0.0013290870701894164,
0.01831698976457119,
0.01819133199751377,
0.025964858010411263,
0.11764266341924667,
-0.0028082432691007853,
0.02098013088107109,
0.01693705841898918,
0.02554367110133171,
0.04355962574481964,
-0.0335739329457283,
-0.0036970677319914103,
0.08491487056016922,
-0.06443477421998978,
-0.04578017815947533,
-0.057083189487457275,
0.008337014354765415,
-0.04379313066601753,
-0.057420697063207626,
-0.06223597005009651,
0.030887801200151443,
-0.014489669352769852,
0.012591750361025333,
0.06907382607460022,
-0.09233700484037399,
0.041683949530124664,
0.002813176019117236,
0.09958462417125702,
-0.060084037482738495,
-0.022607319056987762,
0.04128054156899452,
-0.011194455437362194,
0.016975263133645058,
0.08871055394411087,
0.022539597004652023,
0.019745202735066414,
-0.00015249689749907702,
0.04807159677147865,
0.09411083906888962,
-0.018748603761196136,
0.06170129030942917,
0.03631988540291786,
0.043664321303367615,
0.013376303017139435,
-0.02128402516245842,
0.08525775372982025,
-0.02553863264620304,
0.044800300151109695,
0.058772288262844086,
0.02294032648205757,
0.027328478172421455,
0.0747118890285492,
-0.017901800572872162,
0.013099314644932747,
0.011624270118772984,
-0.03583060950040817,
0.025338081642985344,
-0.12208123505115509,
0.009519509971141815,
-0.012582343071699142,
-0.04137081280350685,
-0.010816122405230999,
-0.014614267274737358,
0.06270302832126617,
-0.13066542148590088,
0.11014993488788605,
0.06884555518627167,
-0.09518533945083618,
0.03021877445280552,
0.10490532219409943,
-0.036564189940690994,
0.003676572348922491,
-0.018081149086356163,
0.04649103432893753,
-0.006175042130053043,
0.04695291444659233,
-0.014576086774468422,
-0.01863463968038559,
0.026494046673178673,
-0.019892200827598572,
0.047031983733177185,
-0.05995779111981392,
0.005990029778331518,
0.058422550559043884,
-0.020024245604872704,
0.010640028864145279,
-0.032963674515485764,
0.031721945852041245,
-0.051298413425683975,
0.04247136414051056,
0.07870042324066162,
0.09413934499025345,
-0.01346509251743555,
-0.0712064802646637,
2.4383980942297357e-33,
0.04935630410909653,
-0.06571900844573975,
0.11492361128330231,
-0.037202611565589905,
0.045728977769613266,
-0.044923730194568634,
-0.09596233814954758,
-0.05045069381594658,
-0.022896330803632736,
0.09157747775316238,
-0.010034305043518543,
0.0002462963166180998,
0.005973522551357746,
0.014401462860405445,
0.06321096420288086,
0.021883612498641014,
0.03310172259807587,
0.04091738164424896,
-0.08105815201997757,
-0.09267015755176544,
0.013540534302592278,
-0.03327611833810806,
0.023167381063103676,
-0.024784453213214874,
-0.04725479707121849,
0.001211720984429121,
0.04156695306301117,
-0.0460519902408123,
0.044939205050468445,
0.01956934668123722,
-0.003908824175596237,
0.008785848505795002,
-0.02575799822807312,
0.07010301947593689,
0.03361669182777405,
0.010131670162081718,
0.006837948691099882,
-0.07052402198314667,
0.05704069882631302,
0.04500037431716919,
0.02514241263270378,
0.08008777350187302,
0.08153039216995239,
-0.07116325199604034,
0.023274684324860573,
0.10032430291175842,
0.017337266355752945,
-0.028795108199119568,
-0.010913517326116562,
0.025224002078175545,
-0.004536439199000597,
-0.08920235931873322,
0.03548791632056236,
0.03714431822299957,
-0.0906929224729538,
0.06255965679883957,
-0.07437292486429214,
-0.0006342537235468626,
-0.009200824424624443,
-0.02964830957353115,
-0.0005421928944997489,
-0.03264011815190315,
-0.01803179457783699,
-0.030151767656207085,
-0.03491224721074104,
-0.03333412483334541,
-0.000832996389362961,
0.07552503794431686,
-0.007699016481637955,
0.08119276165962219,
0.022579943761229515,
0.07957492023706436,
-0.11780014634132385,
-0.015504143200814724,
0.012032420374453068,
0.026386568322777748,
0.07945172488689423,
0.05782301723957062,
-0.07018805295228958,
-0.007327748462557793,
-0.022336134687066078,
-0.02397071197628975,
-0.041328269988298416,
-0.04493806138634682,
-0.07182322442531586,
-0.03488272801041603,
0.00805096048861742,
0.013592061586678028,
-0.09090985357761383,
0.02693193592131138,
-0.13479869067668915,
-0.02515791915357113,
0.02250354178249836,
-0.012317245826125145,
-0.010447351261973381,
-3.2408889857529105e-33,
-0.04307366535067558,
-0.00302467355504632,
0.0459386371076107,
0.06664550304412842,
-0.009878451004624367,
-0.02869892492890358,
-0.03262878581881523,
0.025087447836995125,
0.04977981001138687,
0.04565122351050377,
-0.04769827798008919,
0.019385147839784622,
0.062064334750175476,
-0.04565137252211571,
-0.010411928407847881,
-0.06628790497779846,
0.007827073335647583,
0.03397746384143829,
-0.010797090828418732,
0.05071992054581642,
-0.012426705099642277,
0.042377471923828125,
-0.06369715183973312,
-0.03257766366004944,
-0.003733390476554632,
0.08122338354587555,
-0.1107223629951477,
0.03354215621948242,
-0.06846854835748672,
0.021932855248451233,
-0.051673438400030136,
0.10652206838130951,
-0.016727633774280548,
-0.07082663476467133,
-0.07992545515298843,
0.018122579902410507,
0.0069279298186302185,
-0.050222184509038925,
-0.046500008553266525,
-0.06377381086349487,
-0.049598079174757004,
0.0680631548166275,
-0.09655124694108963,
-0.0073247975669801235,
0.08637316524982452,
-0.08517678827047348,
-0.033102959394454956,
0.0027276964392513037,
-0.03097466379404068,
-0.013134296052157879,
-0.08072854578495026,
-0.01774059422314167,
-0.002678157761693001,
0.002017506631091237,
0.03264211118221283,
0.01098642684519291,
-0.01327418815344572,
-0.0016283963341265917,
-0.04089929908514023,
-0.03212086483836174,
-0.07746302336454391,
-0.0797787457704544,
-0.06526158004999161,
0.07204409688711166,
-0.06338368356227875,
-0.03391639515757561,
0.012299188412725925,
-0.014635121449828148,
-0.019380655139684677,
0.06872855126857758,
-0.0320621132850647,
0.03908751532435417,
-0.022764408960938454,
0.017204169183969498,
-0.025080904364585876,
-0.03250834345817566,
0.041092921048402786,
-0.05106021836400032,
0.033130429685115814,
-0.006080975756049156,
0.07444358617067337,
-0.08465097844600677,
0.04705999791622162,
0.04036172851920128,
0.07492353022098541,
0.05432011932134628,
0.017733203247189522,
0.04266193136572838,
0.03346727043390274,
0.004461793228983879,
-0.08334151655435562,
-0.015129976905882359,
-0.009620778262615204,
0.019477978348731995,
-0.07050862163305283,
-4.1457234090103157e-8,
-0.014343097805976868,
-0.008297816850244999,
-0.01752667874097824,
-0.06253866106271744,
-0.0058227116242051125,
-0.004640976432710886,
-0.020771892741322517,
0.1548841893672943,
-0.0506587028503418,
-0.08579976856708527,
0.01990421861410141,
-0.009835677221417427,
-0.02964712306857109,
-0.02112458273768425,
-0.01002223789691925,
0.03830235078930855,
0.00031284557189792395,
-0.00810664426535368,
-0.051329657435417175,
0.07980185747146606,
-0.12447524070739746,
0.03644249215722084,
-0.025002434849739075,
0.054000262171030045,
0.03646845370531082,
-0.08793120831251144,
0.05260932818055153,
0.009467078372836113,
0.01830865629017353,
-0.05622619763016701,
-0.0037794620729982853,
0.0028054744470864534,
0.025350002571940422,
0.047804687172174454,
0.002411950146779418,
0.03594039008021355,
-0.024987053126096725,
0.025384021922945976,
-0.039371129125356674,
-0.06522845476865768,
0.02738129161298275,
0.07957778871059418,
-0.007279837504029274,
-0.01605108566582203,
0.02800649218261242,
0.09301100671291351,
0.09593731164932251,
-0.032634854316711426,
0.028243085369467735,
-0.003414359875023365,
0.0021017841063439846,
-0.03360269218683243,
-0.05672166123986244,
0.021878790110349655,
0.011960320174694061,
-0.0032475769985467196,
-0.09088360518217087,
-0.04233741760253906,
0.1047467440366745,
0.01281325239688158,
0.019219987094402313,
-0.0635853037238121,
-0.008263995870947838,
-0.04672997444868088
] |
1401.0248 | Evgeny Latkin | Evgeny Latkin | Twofold fast summation | All used tests and testing results available at author's Web site:
https://sites.google.com/site/yevgenylatkin/ | null | null | null | cs.NA | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Debugging accumulation of floating-point errors is hard; ideally, computer
should track it automatically. Here we consider twofold approximation of an
exact real with value + error pair of floating-point numbers. Normally, value +
error sum is more accurate than value alone, so error can estimate deviation
between value and its exact target. Fast summation algorithm, that provides
twofold sum of x[1]+...+x[N] or dot product x[1]*y[1]+...+x[N]*y[N], can be
same fast as direct summation sometimes if leveraging processor underused
potential. This way, we can hit three goals: improve precision, track
inaccuracy, and do this with little if any loss in performance.
| [
{
"created": "Wed, 1 Jan 2014 04:25:16 GMT",
"version": "v1"
},
{
"created": "Fri, 3 Jan 2014 03:35:24 GMT",
"version": "v2"
}
] | 2014-01-06 | [
[
"Latkin",
"Evgeny",
""
]
] | [
-0.0654587373137474,
0.008891231380403042,
-0.018005529418587685,
0.017262917011976242,
0.006616770755499601,
-0.09675424546003342,
0.024815041571855545,
0.00598228769376874,
0.00924009457230568,
-0.037930507212877274,
-0.06779972463846207,
-0.06642740964889526,
-0.003635131288319826,
-0.008342319168150425,
-0.0857391282916069,
-0.043906934559345245,
-0.04723377153277397,
0.14768989384174347,
0.031644854694604874,
-0.03752462938427925,
0.005111181177198887,
-0.04245377704501152,
-0.1105806902050972,
0.06172686442732811,
0.08769182860851288,
0.029849885031580925,
-0.055337853729724884,
-0.058110952377319336,
-0.015370393171906471,
-0.021696172654628754,
-0.004279591143131256,
0.02729615941643715,
0.05445285513997078,
-0.014726425521075726,
0.0037145360838621855,
-0.004053535405546427,
0.028531137853860855,
0.008736354298889637,
0.049229033291339874,
-0.031698305159807205,
0.010757450945675373,
0.03928035870194435,
0.05346553027629852,
0.03840905800461769,
0.0029424624517560005,
-0.06185249984264374,
0.032267604023218155,
0.0037283285055309534,
0.015355234034359455,
0.024390676990151405,
-0.03845441713929176,
0.14387737214565277,
0.018987542018294334,
0.0065074521116912365,
-0.035317130386829376,
-0.01712775230407715,
0.023180857300758362,
0.06852241605520248,
0.015777258202433586,
0.05355304479598999,
0.016730548813939095,
-0.023955682292580605,
0.04339255020022392,
-0.07060053199529648,
0.07208502292633057,
-0.009163707494735718,
0.07097415626049042,
0.0010224547004327178,
0.0352824404835701,
0.10018246620893478,
0.012866798788309097,
0.08231331408023834,
-0.06686443090438843,
0.0542241595685482,
-0.025471512228250504,
0.047602053731679916,
-0.06435906887054443,
-0.02394021488726139,
0.04662754014134407,
0.05089481547474861,
0.02214881032705307,
-0.036551181226968765,
0.016036344692111015,
-0.011251268908381462,
0.07579323649406433,
0.015443027950823307,
0.038827504962682724,
0.03987845778465271,
0.07789011299610138,
-0.023121943697333336,
-0.016156384721398354,
-0.04273918271064758,
0.0028946208767592907,
0.01815597154200077,
0.07626540958881378,
0.03147699683904648,
0.002646710490807891,
0.02333240583539009,
0.011685963720083237,
0.03151555731892586,
0.07006349414587021,
-0.011162555776536465,
0.0058619314804673195,
-0.07487151771783829,
0.04687535762786865,
-0.034565605223178864,
0.09622006863355637,
0.005157240200787783,
-0.029365507885813713,
-0.06369243562221527,
0.017636002972722054,
-0.06644348800182343,
-0.04300829768180847,
0.022957561537623405,
0.0605856217443943,
0.018826523795723915,
-0.01397645752876997,
-0.020663192495703697,
0.005376913119107485,
-0.06687118858098984,
-0.011990618892014027,
0.029620656743645668,
0.11827318370342255,
0.055633142590522766,
0.06347472220659256,
-0.00020309508545324206,
-0.10859747231006622,
7.765579433076997e-33,
-0.09298891574144363,
0.033397234976291656,
0.05283176153898239,
-0.036328960210084915,
-0.053776487708091736,
-0.022557523101568222,
-0.018768062815070152,
0.027538053691387177,
0.034733887761831284,
0.047437842935323715,
0.03634301573038101,
0.05046295374631882,
-0.02392829768359661,
-0.014198606833815575,
0.0964355617761612,
-0.03825888782739639,
0.02298211306333542,
-0.01072810497134924,
-0.04638711363077164,
0.00035053148167207837,
0.053969789296388626,
-0.11927594989538193,
-0.014442489482462406,
-0.03463410213589668,
0.018264692276716232,
0.04751107841730118,
-0.038889750838279724,
0.06864436715841293,
0.008015873841941357,
0.05125834047794342,
-0.0004828585952054709,
-0.03244982659816742,
-0.007796948309987783,
-0.026279553771018982,
0.053913261741399765,
-0.05892953276634216,
0.02393871545791626,
-0.06008325517177582,
0.030107662081718445,
0.049022573977708817,
-0.0300094336271286,
0.06297243386507034,
-0.032642435282468796,
-0.06309894472360611,
-0.03453456982970238,
0.01324981264770031,
-0.02199230156838894,
0.05182161182165146,
0.030926039442420006,
0.029845714569091797,
-0.04394577443599701,
0.04091635346412659,
-0.06391996145248413,
0.04101037606596947,
-0.0205710269510746,
-0.017012527212500572,
-0.009006203152239323,
-0.05132367089390755,
0.04869803786277771,
0.09937728196382523,
-0.053757715970277786,
0.016280531883239746,
-0.05845191329717636,
-0.04958455264568329,
-0.13345906138420105,
0.07137428224086761,
0.04601430892944336,
0.0325322225689888,
0.005383388604968786,
-0.0024411072954535484,
-0.04857322946190834,
-0.021067369729280472,
0.008199372328817844,
-0.030436832457780838,
0.04618828371167183,
-0.0476473905146122,
0.07128968089818954,
0.017680855467915535,
-0.057350900024175644,
-0.03871780261397362,
-0.00011053476191591471,
0.03117416799068451,
0.06287892162799835,
-0.060217682272195816,
-0.013370907865464687,
-0.035110604017972946,
-0.07869280129671097,
0.05560637265443802,
-0.10293438285589218,
-0.0018547087674960494,
-0.028053848072886467,
0.01677166111767292,
0.008743264712393284,
0.039637256413698196,
-0.08740217983722687,
-7.52539948858111e-33,
-0.1451081484556198,
-0.02234676107764244,
0.016197431832551956,
0.08939068019390106,
-0.043534789234399796,
-0.0449024997651577,
-0.003740133484825492,
-0.10009589791297913,
0.12403461337089539,
-0.06818659603595734,
-0.10594052821397781,
-0.045364443212747574,
-0.037410322576761246,
0.10892059653997421,
0.006853593047708273,
-0.00006123028288129717,
-0.03962317481637001,
0.0019095244351774454,
0.07974383234977722,
-0.003182117361575365,
0.07454434037208557,
0.010759871453046799,
0.05328018218278885,
-0.010715081356465816,
-0.06180302053689957,
0.06092583015561104,
0.008626275695860386,
-0.03982231765985489,
-0.018432509154081345,
-0.05117256939411163,
-0.006277571897953749,
0.027761537581682205,
-0.003887196071445942,
-0.017988353967666626,
0.03210648521780968,
-0.05311858281493187,
0.028722282499074936,
0.021247653290629387,
0.021133476868271828,
-0.06605560332536697,
0.09347940236330032,
0.015443220734596252,
0.031760454177856445,
-0.04226308688521385,
0.06418859213590622,
0.035086583346128464,
-0.02982676960527897,
0.008925970643758774,
0.026814879849553108,
0.054956380277872086,
0.004440965596586466,
-0.013256463222205639,
-0.05837108567357063,
0.04518919438123703,
-0.051574740558862686,
-0.0032650944776833057,
-0.061554837971925735,
0.09087168425321579,
-0.0003318909148219973,
-0.0012742135440930724,
-0.1599900722503662,
-0.06903998553752899,
-0.04278647154569626,
0.018618088215589523,
-0.003732856595888734,
0.03663352131843567,
-0.00759656447917223,
-0.049879271537065506,
0.02320692129433155,
-0.004354191478341818,
0.02802618034183979,
0.040666159242391586,
-0.03248772397637367,
0.04034345969557762,
-0.10370969027280807,
-0.023665301501750946,
-0.013681824319064617,
-0.0432637520134449,
0.060775622725486755,
0.011104146018624306,
0.026178549975156784,
0.03519177436828613,
0.04954400286078453,
-0.0753985047340393,
-0.044015537947416306,
0.07442741096019745,
-0.039477910846471786,
0.03092203103005886,
-0.02552657201886177,
0.0025470457039773464,
-0.068111352622509,
0.03693743795156479,
-0.04742327705025673,
-0.06815297156572342,
-0.052566539496183395,
-5.7818130727582684e-8,
0.007118022534996271,
-0.016723135486245155,
0.021351855248212814,
-0.046389754861593246,
0.07010209560394287,
-0.0013691330095753074,
-0.05274967849254608,
0.05599673464894295,
0.015553448349237442,
-0.09417445212602615,
0.0122856879606843,
-0.05789642781019211,
-0.031795915216207504,
-0.017000174149870872,
0.018115708604454994,
0.0322912372648716,
-0.022428669035434723,
-0.016990553587675095,
-0.04594852775335312,
-0.05514145269989967,
0.03887679800391197,
0.03620116040110588,
0.049495626240968704,
-0.005001707002520561,
-0.0873158723115921,
-0.0028003219049423933,
0.027600256726145744,
0.10983891785144806,
0.050505466759204865,
-0.014349271543323994,
0.04835168272256851,
0.06499005109071732,
0.016323629766702652,
0.08096101135015488,
0.04207824170589447,
0.03753942996263504,
0.029937325045466423,
0.08679050207138062,
-0.022009173408150673,
-0.0040547288954257965,
-0.14558617770671844,
0.07654014229774475,
0.03517790138721466,
-0.026534304022789,
0.05916430428624153,
-0.03535427525639534,
-0.0762457624077797,
-0.026519324630498886,
0.007210318930447102,
-0.06522832065820694,
0.08017127960920334,
0.05123364180326462,
-0.06936392933130264,
0.0712713673710823,
0.017304986715316772,
-0.031893860548734665,
-0.10010826587677002,
-0.10646601021289825,
-0.03379995748400688,
0.10424051433801651,
-0.0347650907933712,
-0.1032043918967247,
-0.02771029807627201,
0.021647397428750992
] | null | null | null | null | null | null | null | [
-0.0654587373137474,
0.008891231380403042,
-0.018005529418587685,
0.017262917011976242,
0.006616770755499601,
-0.09675424546003342,
0.024815041571855545,
0.00598228769376874,
0.00924009457230568,
-0.037930507212877274,
-0.06779972463846207,
-0.06642740964889526,
-0.003635131288319826,
-0.008342319168150425,
-0.0857391282916069,
-0.043906934559345245,
-0.04723377153277397,
0.14768989384174347,
0.031644854694604874,
-0.03752462938427925,
0.005111181177198887,
-0.04245377704501152,
-0.1105806902050972,
0.06172686442732811,
0.08769182860851288,
0.029849885031580925,
-0.055337853729724884,
-0.058110952377319336,
-0.015370393171906471,
-0.021696172654628754,
-0.004279591143131256,
0.02729615941643715,
0.05445285513997078,
-0.014726425521075726,
0.0037145360838621855,
-0.004053535405546427,
0.028531137853860855,
0.008736354298889637,
0.049229033291339874,
-0.031698305159807205,
0.010757450945675373,
0.03928035870194435,
0.05346553027629852,
0.03840905800461769,
0.0029424624517560005,
-0.06185249984264374,
0.032267604023218155,
0.0037283285055309534,
0.015355234034359455,
0.024390676990151405,
-0.03845441713929176,
0.14387737214565277,
0.018987542018294334,
0.0065074521116912365,
-0.035317130386829376,
-0.01712775230407715,
0.023180857300758362,
0.06852241605520248,
0.015777258202433586,
0.05355304479598999,
0.016730548813939095,
-0.023955682292580605,
0.04339255020022392,
-0.07060053199529648,
0.07208502292633057,
-0.009163707494735718,
0.07097415626049042,
0.0010224547004327178,
0.0352824404835701,
0.10018246620893478,
0.012866798788309097,
0.08231331408023834,
-0.06686443090438843,
0.0542241595685482,
-0.025471512228250504,
0.047602053731679916,
-0.06435906887054443,
-0.02394021488726139,
0.04662754014134407,
0.05089481547474861,
0.02214881032705307,
-0.036551181226968765,
0.016036344692111015,
-0.011251268908381462,
0.07579323649406433,
0.015443027950823307,
0.038827504962682724,
0.03987845778465271,
0.07789011299610138,
-0.023121943697333336,
-0.016156384721398354,
-0.04273918271064758,
0.0028946208767592907,
0.01815597154200077,
0.07626540958881378,
0.03147699683904648,
0.002646710490807891,
0.02333240583539009,
0.011685963720083237,
0.03151555731892586,
0.07006349414587021,
-0.011162555776536465,
0.0058619314804673195,
-0.07487151771783829,
0.04687535762786865,
-0.034565605223178864,
0.09622006863355637,
0.005157240200787783,
-0.029365507885813713,
-0.06369243562221527,
0.017636002972722054,
-0.06644348800182343,
-0.04300829768180847,
0.022957561537623405,
0.0605856217443943,
0.018826523795723915,
-0.01397645752876997,
-0.020663192495703697,
0.005376913119107485,
-0.06687118858098984,
-0.011990618892014027,
0.029620656743645668,
0.11827318370342255,
0.055633142590522766,
0.06347472220659256,
-0.00020309508545324206,
-0.10859747231006622,
7.765579433076997e-33,
-0.09298891574144363,
0.033397234976291656,
0.05283176153898239,
-0.036328960210084915,
-0.053776487708091736,
-0.022557523101568222,
-0.018768062815070152,
0.027538053691387177,
0.034733887761831284,
0.047437842935323715,
0.03634301573038101,
0.05046295374631882,
-0.02392829768359661,
-0.014198606833815575,
0.0964355617761612,
-0.03825888782739639,
0.02298211306333542,
-0.01072810497134924,
-0.04638711363077164,
0.00035053148167207837,
0.053969789296388626,
-0.11927594989538193,
-0.014442489482462406,
-0.03463410213589668,
0.018264692276716232,
0.04751107841730118,
-0.038889750838279724,
0.06864436715841293,
0.008015873841941357,
0.05125834047794342,
-0.0004828585952054709,
-0.03244982659816742,
-0.007796948309987783,
-0.026279553771018982,
0.053913261741399765,
-0.05892953276634216,
0.02393871545791626,
-0.06008325517177582,
0.030107662081718445,
0.049022573977708817,
-0.0300094336271286,
0.06297243386507034,
-0.032642435282468796,
-0.06309894472360611,
-0.03453456982970238,
0.01324981264770031,
-0.02199230156838894,
0.05182161182165146,
0.030926039442420006,
0.029845714569091797,
-0.04394577443599701,
0.04091635346412659,
-0.06391996145248413,
0.04101037606596947,
-0.0205710269510746,
-0.017012527212500572,
-0.009006203152239323,
-0.05132367089390755,
0.04869803786277771,
0.09937728196382523,
-0.053757715970277786,
0.016280531883239746,
-0.05845191329717636,
-0.04958455264568329,
-0.13345906138420105,
0.07137428224086761,
0.04601430892944336,
0.0325322225689888,
0.005383388604968786,
-0.0024411072954535484,
-0.04857322946190834,
-0.021067369729280472,
0.008199372328817844,
-0.030436832457780838,
0.04618828371167183,
-0.0476473905146122,
0.07128968089818954,
0.017680855467915535,
-0.057350900024175644,
-0.03871780261397362,
-0.00011053476191591471,
0.03117416799068451,
0.06287892162799835,
-0.060217682272195816,
-0.013370907865464687,
-0.035110604017972946,
-0.07869280129671097,
0.05560637265443802,
-0.10293438285589218,
-0.0018547087674960494,
-0.028053848072886467,
0.01677166111767292,
0.008743264712393284,
0.039637256413698196,
-0.08740217983722687,
-7.52539948858111e-33,
-0.1451081484556198,
-0.02234676107764244,
0.016197431832551956,
0.08939068019390106,
-0.043534789234399796,
-0.0449024997651577,
-0.003740133484825492,
-0.10009589791297913,
0.12403461337089539,
-0.06818659603595734,
-0.10594052821397781,
-0.045364443212747574,
-0.037410322576761246,
0.10892059653997421,
0.006853593047708273,
-0.00006123028288129717,
-0.03962317481637001,
0.0019095244351774454,
0.07974383234977722,
-0.003182117361575365,
0.07454434037208557,
0.010759871453046799,
0.05328018218278885,
-0.010715081356465816,
-0.06180302053689957,
0.06092583015561104,
0.008626275695860386,
-0.03982231765985489,
-0.018432509154081345,
-0.05117256939411163,
-0.006277571897953749,
0.027761537581682205,
-0.003887196071445942,
-0.017988353967666626,
0.03210648521780968,
-0.05311858281493187,
0.028722282499074936,
0.021247653290629387,
0.021133476868271828,
-0.06605560332536697,
0.09347940236330032,
0.015443220734596252,
0.031760454177856445,
-0.04226308688521385,
0.06418859213590622,
0.035086583346128464,
-0.02982676960527897,
0.008925970643758774,
0.026814879849553108,
0.054956380277872086,
0.004440965596586466,
-0.013256463222205639,
-0.05837108567357063,
0.04518919438123703,
-0.051574740558862686,
-0.0032650944776833057,
-0.061554837971925735,
0.09087168425321579,
-0.0003318909148219973,
-0.0012742135440930724,
-0.1599900722503662,
-0.06903998553752899,
-0.04278647154569626,
0.018618088215589523,
-0.003732856595888734,
0.03663352131843567,
-0.00759656447917223,
-0.049879271537065506,
0.02320692129433155,
-0.004354191478341818,
0.02802618034183979,
0.040666159242391586,
-0.03248772397637367,
0.04034345969557762,
-0.10370969027280807,
-0.023665301501750946,
-0.013681824319064617,
-0.0432637520134449,
0.060775622725486755,
0.011104146018624306,
0.026178549975156784,
0.03519177436828613,
0.04954400286078453,
-0.0753985047340393,
-0.044015537947416306,
0.07442741096019745,
-0.039477910846471786,
0.03092203103005886,
-0.02552657201886177,
0.0025470457039773464,
-0.068111352622509,
0.03693743795156479,
-0.04742327705025673,
-0.06815297156572342,
-0.052566539496183395,
-5.7818130727582684e-8,
0.007118022534996271,
-0.016723135486245155,
0.021351855248212814,
-0.046389754861593246,
0.07010209560394287,
-0.0013691330095753074,
-0.05274967849254608,
0.05599673464894295,
0.015553448349237442,
-0.09417445212602615,
0.0122856879606843,
-0.05789642781019211,
-0.031795915216207504,
-0.017000174149870872,
0.018115708604454994,
0.0322912372648716,
-0.022428669035434723,
-0.016990553587675095,
-0.04594852775335312,
-0.05514145269989967,
0.03887679800391197,
0.03620116040110588,
0.049495626240968704,
-0.005001707002520561,
-0.0873158723115921,
-0.0028003219049423933,
0.027600256726145744,
0.10983891785144806,
0.050505466759204865,
-0.014349271543323994,
0.04835168272256851,
0.06499005109071732,
0.016323629766702652,
0.08096101135015488,
0.04207824170589447,
0.03753942996263504,
0.029937325045466423,
0.08679050207138062,
-0.022009173408150673,
-0.0040547288954257965,
-0.14558617770671844,
0.07654014229774475,
0.03517790138721466,
-0.026534304022789,
0.05916430428624153,
-0.03535427525639534,
-0.0762457624077797,
-0.026519324630498886,
0.007210318930447102,
-0.06522832065820694,
0.08017127960920334,
0.05123364180326462,
-0.06936392933130264,
0.0712713673710823,
0.017304986715316772,
-0.031893860548734665,
-0.10010826587677002,
-0.10646601021289825,
-0.03379995748400688,
0.10424051433801651,
-0.0347650907933712,
-0.1032043918967247,
-0.02771029807627201,
0.021647397428750992
] |
1401.0255 | Dinesh Govindaraj | Dinesh Govindaraj, Tao Wang, S.V.N. Vishwanathan | Modeling Attractiveness and Multiple Clicks in Sponsored Search Results | null | null | null | null | cs.IR cs.LG | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | Click models are an important tool for leveraging user feedback, and are used
by commercial search engines for surfacing relevant search results. However,
existing click models are lacking in two aspects. First, they do not share
information across search results when computing attractiveness. Second, they
assume that users interact with the search results sequentially. Based on our
analysis of the click logs of a commercial search engine, we observe that the
sequential scan assumption does not always hold, especially for sponsored
search results. To overcome the above two limitations, we propose a new click
model. Our key insight is that sharing information across search results helps
in identifying important words or key-phrases which can then be used to
accurately compute attractiveness of a search result. Furthermore, we argue
that the click probability of a position as well as its attractiveness changes
during a user session and depends on the user's past click experience. Our
model seamlessly incorporates the effect of externalities (quality of other
search results displayed in response to a user query), user fatigue, as well as
pre and post-click relevance of a sponsored search result. We propose an
efficient one-pass inference scheme and empirically evaluate the performance of
our model via extensive experiments using the click logs of a large commercial
search engine.
| [
{
"created": "Wed, 1 Jan 2014 06:45:58 GMT",
"version": "v1"
}
] | 2014-01-03 | [
[
"Govindaraj",
"Dinesh",
""
],
[
"Wang",
"Tao",
""
],
[
"Vishwanathan",
"S. V. N.",
""
]
] | [
-0.06816902756690979,
-0.10064908117055893,
-0.014940950088202953,
0.05752754583954811,
0.08422745019197464,
-0.020221568644046783,
0.07780437916517258,
-0.00956487562507391,
0.022087140008807182,
-0.09871090203523636,
-0.06438104808330536,
0.006361921783536673,
0.06580992043018341,
-0.009888715110719204,
-0.030405916273593903,
-0.07053162157535553,
0.10869397968053818,
0.04741436243057251,
-0.028895465657114983,
-0.03607046231627464,
0.053435374051332474,
0.03109913133084774,
0.0739096850156784,
-0.030403360724449158,
-0.07984718680381775,
-0.10189128667116165,
-0.026062320917844772,
-0.040202707052230835,
-0.004283559042960405,
0.00017810532881412655,
-0.04138536378741264,
-0.004364767577499151,
0.051457587629556656,
0.017477523535490036,
-0.01920931600034237,
-0.09440836310386658,
-0.09950179606676102,
-0.01719634048640728,
-0.011663793586194515,
-0.04948735982179642,
-0.0032012846786528826,
-0.02843906171619892,
0.003168495837599039,
0.037682898342609406,
0.005389603320509195,
-0.009910554625093937,
-0.033484578132629395,
0.04191310331225395,
0.054182019084692,
0.07211530953645706,
-0.08605881035327911,
-0.012560388073325157,
0.05679616704583168,
-0.02810240350663662,
-0.024765221402049065,
-0.004755688365548849,
-0.017210889607667923,
-0.016613855957984924,
-0.05216522514820099,
-0.029989562928676605,
0.034505315124988556,
-0.04473291337490082,
-0.06513373553752899,
-0.004987915977835655,
0.01785638928413391,
-0.07807594537734985,
0.04052773490548134,
-0.01287376694381237,
-0.043464288115501404,
0.0646609216928482,
-0.012145447544753551,
0.03461692854762077,
-0.0488521009683609,
0.0522523894906044,
0.031219374388456345,
0.015498549677431583,
-0.028589315712451935,
-0.027923960238695145,
-0.0243606548756361,
-0.00480920122936368,
-0.07656901329755783,
-0.06898679584264755,
0.01554874051362276,
-0.055860016494989395,
0.0428396537899971,
-0.025760740041732788,
0.08060162514448166,
-0.024746928364038467,
0.03235555440187454,
-0.020278597250580788,
-0.03352592885494232,
0.000152782115037553,
-0.03227226808667183,
-0.033887870609760284,
0.048369355499744415,
0.041300348937511444,
-0.02153049409389496,
-0.03311561420559883,
0.029721949249505997,
0.046035680919885635,
0.0003434776735957712,
0.11031072586774826,
0.00023931429313961416,
-0.10282981395721436,
-0.005118798464536667,
0.05729568749666214,
-0.03580571711063385,
0.1231769397854805,
0.012791815213859081,
-0.027392104268074036,
-0.03969334438443184,
0.0691962018609047,
0.02913876250386238,
-0.046702515333890915,
0.02707778662443161,
-0.0573132261633873,
0.001514107221737504,
-0.01766045391559601,
0.09900612384080887,
0.05492423474788666,
0.11310557276010513,
0.07255635410547256,
0.05564013868570328,
-0.08349345624446869,
0.020418114960193634,
-0.024230124428868294,
-0.028244171291589737,
1.0678918479176712e-34,
0.058262672275304794,
0.04142080992460251,
-0.02228529192507267,
0.043235164135694504,
0.01825844682753086,
0.050137825310230255,
0.00994131900370121,
0.050438959151506424,
-0.07718000560998917,
-0.04575145244598389,
-0.041452620178461075,
0.052156005054712296,
0.005597546696662903,
0.05322612449526787,
0.0472220741212368,
0.030995585024356842,
-0.019092407077550888,
0.060847003012895584,
-0.040447868406772614,
-0.028736010193824768,
0.05354538559913635,
0.02215537801384926,
0.044180918484926224,
-0.0035190279595553875,
-0.012073266319930553,
0.012099524028599262,
-0.0038396213203668594,
0.0022077420726418495,
-0.0958884209394455,
0.024994229897856712,
-0.07506594061851501,
-0.051446519792079926,
-0.04496658220887184,
-0.03524083271622658,
-0.030006607994437218,
0.006542310584336519,
-0.053635403513908386,
-0.037184424698352814,
0.0396537259221077,
-0.0009971791878342628,
-0.12807880342006683,
-0.01987689919769764,
0.038047511130571365,
-0.01783028617501259,
-0.14664135873317719,
-0.012823847122490406,
-0.08676820993423462,
0.017105301842093468,
-0.00751397805288434,
0.014049172401428223,
0.09734077751636505,
0.008211544714868069,
0.02442692406475544,
0.004905210342258215,
-0.024654094129800797,
0.03426974639296532,
0.029064983129501343,
-0.00037022115429863334,
-0.028791025280952454,
0.010663263499736786,
0.006539964582771063,
0.025120612233877182,
0.09229853004217148,
-0.030536122620105743,
-0.027555275708436966,
0.01884499005973339,
0.00675506517291069,
0.0578291155397892,
0.002844810951501131,
0.035497624427080154,
0.03331935405731201,
-0.025309521704912186,
-0.02152969315648079,
-0.07912711799144745,
-0.013178632594645023,
0.03876933827996254,
-0.02301822043955326,
-0.05207948759198189,
0.0776154175400734,
0.005343532655388117,
0.08208131790161133,
-0.12080203741788864,
0.034392211586236954,
-0.036629192531108856,
-0.030137797817587852,
0.007714203558862209,
0.006830496713519096,
-0.09335735440254211,
-0.07256752997636795,
-0.06796800345182419,
0.012866191565990448,
0.08612433075904846,
-0.04355265572667122,
-0.041375111788511276,
-0.02417132817208767,
-2.1691037260578732e-33,
-0.05909960716962814,
-0.051609478890895844,
0.08744426816701889,
0.06677114963531494,
-0.013677415437996387,
0.0482584610581398,
-0.029543578624725342,
-0.050265513360500336,
-0.06059547886252403,
-0.051869869232177734,
-0.0066056321375072,
-0.002214204054325819,
0.0320543497800827,
0.0023840125650167465,
-0.04603704437613487,
0.09176845848560333,
0.06912991404533386,
-0.0031889351084828377,
-0.07289382815361023,
0.05610986426472664,
0.06292148679494858,
0.05932904779911041,
-0.09435805678367615,
-0.019337184727191925,
-0.06658867746591568,
-0.04315929859876633,
0.011589102447032928,
0.09312224388122559,
0.015238211490213871,
-0.028102034702897072,
0.03027082048356533,
0.015307295136153698,
-0.08184462040662766,
0.0011051404289901257,
0.013663459569215775,
0.11606629192829132,
0.06859796494245529,
-0.05793875455856323,
-0.005214283242821693,
0.13251005113124847,
0.04109591245651245,
-0.010481537319719791,
0.023846909403800964,
-0.02689688466489315,
-0.023725954815745354,
-0.023470614105463028,
-0.09641313552856445,
0.0453798770904541,
0.0028429788071662188,
0.02117391861975193,
-0.009045354090631008,
0.06683643907308578,
-0.01663033477962017,
0.008865101262927055,
-0.08981955796480179,
-0.02490394376218319,
-0.11088883131742477,
-0.0030747263226658106,
0.023379165679216385,
0.030283428728580475,
-0.09189894050359726,
0.0018487927736714482,
-0.002650258596986532,
-0.0006191874272190034,
-0.014406459406018257,
-0.10171589255332947,
0.07791563868522644,
-0.031889211386442184,
-0.030340097844600677,
-0.035180795937776566,
0.06480999290943146,
-0.01570248417556286,
-0.0008480454562231898,
-0.032592806965112686,
-0.017164163291454315,
0.05375949665904045,
0.0829223170876503,
0.006391601171344519,
0.009256635792553425,
-0.05621428042650223,
-0.004265546798706055,
0.03458942845463753,
0.028874939307570457,
-0.02471822127699852,
0.028433386236429214,
0.06738924235105515,
-0.002486308803781867,
0.06865454465150833,
0.008082208223640919,
-0.029529111459851265,
0.03595039248466492,
0.010646780021488667,
-0.05918607488274574,
0.051750145852565765,
-0.023660503327846527,
-3.8706318150616426e-8,
-0.0327463336288929,
0.07604707032442093,
0.027964787557721138,
0.05385086312890053,
0.05915679782629013,
0.03781634196639061,
-0.03291334956884384,
0.11565849930047989,
-0.06297901272773743,
-0.10164573788642883,
0.07333168387413025,
0.04442576318979263,
0.007490463554859161,
0.03945991396903992,
-0.012253303080797195,
0.08487586677074432,
-0.07267206162214279,
-0.05676233023405075,
-0.026169048622250557,
-0.025805940851569176,
-0.016719263046979904,
0.06661266833543777,
0.019702734425663948,
0.008342177607119083,
0.004143407568335533,
0.028233295306563377,
-0.025611504912376404,
0.0949275866150856,
0.0694977417588234,
-0.01788991317152977,
0.013860145583748817,
0.03159157931804657,
-0.1277400553226471,
0.00675452034920454,
0.062488868832588196,
0.013677719049155712,
0.005372772458940744,
-0.08256813883781433,
-0.04968976229429245,
-0.004000839777290821,
0.033212654292583466,
0.05727757140994072,
0.006887122988700867,
0.08397886902093887,
-0.01021497044712305,
0.01675029844045639,
-0.01570744253695011,
-0.0929257869720459,
0.0609869547188282,
-0.03525702282786369,
-0.00969179067760706,
-0.07078011333942413,
0.0029606379102915525,
-0.002565507311373949,
0.032787904143333435,
-0.009130609221756458,
-0.034329723566770554,
0.03617161512374878,
0.12121665477752686,
0.12411045283079147,
0.08069049566984177,
-0.04091034457087517,
-0.05033127963542938,
0.055600233376026154
] | null | null | null | null | null | null | null | [
-0.06816902756690979,
-0.10064908117055893,
-0.014940950088202953,
0.05752754583954811,
0.08422745019197464,
-0.020221568644046783,
0.07780437916517258,
-0.00956487562507391,
0.022087140008807182,
-0.09871090203523636,
-0.06438104808330536,
0.006361921783536673,
0.06580992043018341,
-0.009888715110719204,
-0.030405916273593903,
-0.07053162157535553,
0.10869397968053818,
0.04741436243057251,
-0.028895465657114983,
-0.03607046231627464,
0.053435374051332474,
0.03109913133084774,
0.0739096850156784,
-0.030403360724449158,
-0.07984718680381775,
-0.10189128667116165,
-0.026062320917844772,
-0.040202707052230835,
-0.004283559042960405,
0.00017810532881412655,
-0.04138536378741264,
-0.004364767577499151,
0.051457587629556656,
0.017477523535490036,
-0.01920931600034237,
-0.09440836310386658,
-0.09950179606676102,
-0.01719634048640728,
-0.011663793586194515,
-0.04948735982179642,
-0.0032012846786528826,
-0.02843906171619892,
0.003168495837599039,
0.037682898342609406,
0.005389603320509195,
-0.009910554625093937,
-0.033484578132629395,
0.04191310331225395,
0.054182019084692,
0.07211530953645706,
-0.08605881035327911,
-0.012560388073325157,
0.05679616704583168,
-0.02810240350663662,
-0.024765221402049065,
-0.004755688365548849,
-0.017210889607667923,
-0.016613855957984924,
-0.05216522514820099,
-0.029989562928676605,
0.034505315124988556,
-0.04473291337490082,
-0.06513373553752899,
-0.004987915977835655,
0.01785638928413391,
-0.07807594537734985,
0.04052773490548134,
-0.01287376694381237,
-0.043464288115501404,
0.0646609216928482,
-0.012145447544753551,
0.03461692854762077,
-0.0488521009683609,
0.0522523894906044,
0.031219374388456345,
0.015498549677431583,
-0.028589315712451935,
-0.027923960238695145,
-0.0243606548756361,
-0.00480920122936368,
-0.07656901329755783,
-0.06898679584264755,
0.01554874051362276,
-0.055860016494989395,
0.0428396537899971,
-0.025760740041732788,
0.08060162514448166,
-0.024746928364038467,
0.03235555440187454,
-0.020278597250580788,
-0.03352592885494232,
0.000152782115037553,
-0.03227226808667183,
-0.033887870609760284,
0.048369355499744415,
0.041300348937511444,
-0.02153049409389496,
-0.03311561420559883,
0.029721949249505997,
0.046035680919885635,
0.0003434776735957712,
0.11031072586774826,
0.00023931429313961416,
-0.10282981395721436,
-0.005118798464536667,
0.05729568749666214,
-0.03580571711063385,
0.1231769397854805,
0.012791815213859081,
-0.027392104268074036,
-0.03969334438443184,
0.0691962018609047,
0.02913876250386238,
-0.046702515333890915,
0.02707778662443161,
-0.0573132261633873,
0.001514107221737504,
-0.01766045391559601,
0.09900612384080887,
0.05492423474788666,
0.11310557276010513,
0.07255635410547256,
0.05564013868570328,
-0.08349345624446869,
0.020418114960193634,
-0.024230124428868294,
-0.028244171291589737,
1.0678918479176712e-34,
0.058262672275304794,
0.04142080992460251,
-0.02228529192507267,
0.043235164135694504,
0.01825844682753086,
0.050137825310230255,
0.00994131900370121,
0.050438959151506424,
-0.07718000560998917,
-0.04575145244598389,
-0.041452620178461075,
0.052156005054712296,
0.005597546696662903,
0.05322612449526787,
0.0472220741212368,
0.030995585024356842,
-0.019092407077550888,
0.060847003012895584,
-0.040447868406772614,
-0.028736010193824768,
0.05354538559913635,
0.02215537801384926,
0.044180918484926224,
-0.0035190279595553875,
-0.012073266319930553,
0.012099524028599262,
-0.0038396213203668594,
0.0022077420726418495,
-0.0958884209394455,
0.024994229897856712,
-0.07506594061851501,
-0.051446519792079926,
-0.04496658220887184,
-0.03524083271622658,
-0.030006607994437218,
0.006542310584336519,
-0.053635403513908386,
-0.037184424698352814,
0.0396537259221077,
-0.0009971791878342628,
-0.12807880342006683,
-0.01987689919769764,
0.038047511130571365,
-0.01783028617501259,
-0.14664135873317719,
-0.012823847122490406,
-0.08676820993423462,
0.017105301842093468,
-0.00751397805288434,
0.014049172401428223,
0.09734077751636505,
0.008211544714868069,
0.02442692406475544,
0.004905210342258215,
-0.024654094129800797,
0.03426974639296532,
0.029064983129501343,
-0.00037022115429863334,
-0.028791025280952454,
0.010663263499736786,
0.006539964582771063,
0.025120612233877182,
0.09229853004217148,
-0.030536122620105743,
-0.027555275708436966,
0.01884499005973339,
0.00675506517291069,
0.0578291155397892,
0.002844810951501131,
0.035497624427080154,
0.03331935405731201,
-0.025309521704912186,
-0.02152969315648079,
-0.07912711799144745,
-0.013178632594645023,
0.03876933827996254,
-0.02301822043955326,
-0.05207948759198189,
0.0776154175400734,
0.005343532655388117,
0.08208131790161133,
-0.12080203741788864,
0.034392211586236954,
-0.036629192531108856,
-0.030137797817587852,
0.007714203558862209,
0.006830496713519096,
-0.09335735440254211,
-0.07256752997636795,
-0.06796800345182419,
0.012866191565990448,
0.08612433075904846,
-0.04355265572667122,
-0.041375111788511276,
-0.02417132817208767,
-2.1691037260578732e-33,
-0.05909960716962814,
-0.051609478890895844,
0.08744426816701889,
0.06677114963531494,
-0.013677415437996387,
0.0482584610581398,
-0.029543578624725342,
-0.050265513360500336,
-0.06059547886252403,
-0.051869869232177734,
-0.0066056321375072,
-0.002214204054325819,
0.0320543497800827,
0.0023840125650167465,
-0.04603704437613487,
0.09176845848560333,
0.06912991404533386,
-0.0031889351084828377,
-0.07289382815361023,
0.05610986426472664,
0.06292148679494858,
0.05932904779911041,
-0.09435805678367615,
-0.019337184727191925,
-0.06658867746591568,
-0.04315929859876633,
0.011589102447032928,
0.09312224388122559,
0.015238211490213871,
-0.028102034702897072,
0.03027082048356533,
0.015307295136153698,
-0.08184462040662766,
0.0011051404289901257,
0.013663459569215775,
0.11606629192829132,
0.06859796494245529,
-0.05793875455856323,
-0.005214283242821693,
0.13251005113124847,
0.04109591245651245,
-0.010481537319719791,
0.023846909403800964,
-0.02689688466489315,
-0.023725954815745354,
-0.023470614105463028,
-0.09641313552856445,
0.0453798770904541,
0.0028429788071662188,
0.02117391861975193,
-0.009045354090631008,
0.06683643907308578,
-0.01663033477962017,
0.008865101262927055,
-0.08981955796480179,
-0.02490394376218319,
-0.11088883131742477,
-0.0030747263226658106,
0.023379165679216385,
0.030283428728580475,
-0.09189894050359726,
0.0018487927736714482,
-0.002650258596986532,
-0.0006191874272190034,
-0.014406459406018257,
-0.10171589255332947,
0.07791563868522644,
-0.031889211386442184,
-0.030340097844600677,
-0.035180795937776566,
0.06480999290943146,
-0.01570248417556286,
-0.0008480454562231898,
-0.032592806965112686,
-0.017164163291454315,
0.05375949665904045,
0.0829223170876503,
0.006391601171344519,
0.009256635792553425,
-0.05621428042650223,
-0.004265546798706055,
0.03458942845463753,
0.028874939307570457,
-0.02471822127699852,
0.028433386236429214,
0.06738924235105515,
-0.002486308803781867,
0.06865454465150833,
0.008082208223640919,
-0.029529111459851265,
0.03595039248466492,
0.010646780021488667,
-0.05918607488274574,
0.051750145852565765,
-0.023660503327846527,
-3.8706318150616426e-8,
-0.0327463336288929,
0.07604707032442093,
0.027964787557721138,
0.05385086312890053,
0.05915679782629013,
0.03781634196639061,
-0.03291334956884384,
0.11565849930047989,
-0.06297901272773743,
-0.10164573788642883,
0.07333168387413025,
0.04442576318979263,
0.007490463554859161,
0.03945991396903992,
-0.012253303080797195,
0.08487586677074432,
-0.07267206162214279,
-0.05676233023405075,
-0.026169048622250557,
-0.025805940851569176,
-0.016719263046979904,
0.06661266833543777,
0.019702734425663948,
0.008342177607119083,
0.004143407568335533,
0.028233295306563377,
-0.025611504912376404,
0.0949275866150856,
0.0694977417588234,
-0.01788991317152977,
0.013860145583748817,
0.03159157931804657,
-0.1277400553226471,
0.00675452034920454,
0.062488868832588196,
0.013677719049155712,
0.005372772458940744,
-0.08256813883781433,
-0.04968976229429245,
-0.004000839777290821,
0.033212654292583466,
0.05727757140994072,
0.006887122988700867,
0.08397886902093887,
-0.01021497044712305,
0.01675029844045639,
-0.01570744253695011,
-0.0929257869720459,
0.0609869547188282,
-0.03525702282786369,
-0.00969179067760706,
-0.07078011333942413,
0.0029606379102915525,
-0.002565507311373949,
0.032787904143333435,
-0.009130609221756458,
-0.034329723566770554,
0.03617161512374878,
0.12121665477752686,
0.12411045283079147,
0.08069049566984177,
-0.04091034457087517,
-0.05033127963542938,
0.055600233376026154
] |
1401.0260 | Pedro Henrique Juliano Nardelli | Pedro H. J. Nardelli, Nicolas Rubido, Chengwei Wang, Murilo S.
Baptista, Carlos Pomalaza-Raez, Paulo Cardieri, Matti Latva-aho | Models for the modern power grid | Submitted to EPJ-ST Power Grids, May 2015 | null | 10.1140/epjst/e2014-02219-6 | null | cs.SY | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | This article reviews different kinds of models for the electric power grid
that can be used to understand the modern power system, the smart grid. From
the physical network to abstract energy markets, we identify in the literature
different aspects that co-determine the spatio-temporal multilayer dynamics of
power system. We start our review by showing how the generation, transmission
and distribution characteristics of the traditional power grids are already
subject to complex behaviour appearing as a result of the the interplay between
dynamics of the nodes and topology, namely synchronisation and cascade effects.
When dealing with smart grids, the system complexity increases even more: on
top of the physical network of power lines and controllable sources of
electricity, the modernisation brings information networks, renewable
intermittent generation, market liberalisation, prosumers, among other aspects.
In this case, we forecast a dynamical co-evolution of the smart grid and other
kind of networked systems that cannot be understood isolated. This review
compiles recent results that model electric power grids as complex systems,
going beyond pure technological aspects. From this perspective, we then
indicate possible ways to incorporate the diverse co-evolving systems into the
smart grid model using, for example, network theory and multi-agent simulation.
| [
{
"created": "Wed, 1 Jan 2014 07:14:36 GMT",
"version": "v1"
},
{
"created": "Mon, 14 Apr 2014 13:48:28 GMT",
"version": "v2"
},
{
"created": "Thu, 8 May 2014 06:43:43 GMT",
"version": "v3"
},
{
"created": "Mon, 16 Jun 2014 07:41:15 GMT",
"version": "v4"
}
] | 2015-06-18 | [
[
"Nardelli",
"Pedro H. J.",
""
],
[
"Rubido",
"Nicolas",
""
],
[
"Wang",
"Chengwei",
""
],
[
"Baptista",
"Murilo S.",
""
],
[
"Pomalaza-Raez",
"Carlos",
""
],
[
"Cardieri",
"Paulo",
""
],
[
"Latva-aho",
"Matti",
""
]
] | [
-0.04345148056745529,
-0.00008379952487302944,
-0.030405227094888687,
0.03831811994314194,
0.04178407043218613,
-0.04500269144773483,
-0.041560206562280655,
-0.02951429970562458,
0.0314202681183815,
-0.04072008654475212,
-0.028001056984066963,
-0.031645312905311584,
0.02917230874300003,
-0.022572819143533707,
0.05914359912276268,
-0.058819837868213654,
-0.00914690364152193,
-0.1161530539393425,
-0.012887095101177692,
-0.0225193053483963,
0.06425796449184418,
-0.04573243856430054,
-0.10460836440324783,
-0.050797734409570694,
0.026005391031503677,
0.010345891118049622,
-0.026878828182816505,
0.011333842761814594,
-0.06596971303224564,
0.014580046758055687,
-0.0026044482365250587,
-0.030310826376080513,
-0.07940298318862915,
0.0012225741520524025,
-0.04379405453801155,
0.015587231144309044,
-0.022537685930728912,
0.07550772279500961,
0.10769941657781601,
0.07301505655050278,
0.12042692303657532,
-0.04099658131599426,
-0.06408554315567017,
0.014753688126802444,
-0.0038013807497918606,
0.044978246092796326,
-0.023224523290991783,
0.011535550467669964,
-0.036577582359313965,
-0.04261273145675659,
-0.11658420413732529,
-0.05033759027719498,
0.029199445620179176,
0.010374977253377438,
0.1031862124800682,
-0.02370101399719715,
0.056120097637176514,
-0.019227227196097374,
0.04470718279480934,
-0.006141771096736193,
0.04085212200880051,
-0.08316220343112946,
0.019223568961024284,
0.04026269540190697,
-0.022067423909902573,
0.06329777836799622,
0.011632082983851433,
0.11519072949886322,
0.03869883343577385,
-0.09695042669773102,
0.037041712552309036,
-0.01613607443869114,
-0.0771251693367958,
-0.054940201342105865,
0.02173587866127491,
-0.03024703450500965,
0.027634382247924805,
-0.019337065517902374,
-0.05069075897336006,
-0.018928224220871925,
0.014623335562646389,
0.0790981575846672,
-0.046817950904369354,
-0.018017232418060303,
-0.04626380279660225,
0.011899122968316078,
-0.02506362833082676,
-0.005294634960591793,
0.0747404396533966,
-0.07190404832363129,
-0.049860890954732895,
0.09771733731031418,
0.013114187866449356,
0.05047868564724922,
0.13055232167243958,
0.09602109342813492,
0.030025120824575424,
-0.05648639053106308,
0.00913134217262268,
0.054071709513664246,
0.03254837542772293,
-0.047183528542518616,
0.07450143992900848,
-0.02232940122485161,
0.04431208595633507,
-0.01187147106975317,
-0.005729891825467348,
0.024526577442884445,
-0.00835008081048727,
-0.040762923657894135,
-0.00802360475063324,
-0.018009820953011513,
0.01774619147181511,
-0.006613187026232481,
-0.02296641655266285,
-0.009268381632864475,
0.0729009211063385,
0.02874320186674595,
0.03664695471525192,
-0.003585969330742955,
0.08069021254777908,
-0.05024174600839615,
0.007669828366488218,
0.004206059500575066,
0.10023479163646698,
0.07479412853717804,
0.02780972234904766,
-2.368452874277948e-33,
-0.13456057012081146,
-0.0049543073400855064,
-0.023885855451226234,
0.04237215965986252,
0.07027103006839752,
0.036532897502183914,
0.020652001723647118,
0.0049711535684764385,
0.011189726181328297,
0.043579984456300735,
0.01382181141525507,
0.09621430188417435,
0.007958667352795601,
0.04196508601307869,
0.007459958549588919,
-0.034419603645801544,
0.025471849367022514,
-0.028701219707727432,
0.10496917366981506,
-0.023061348125338554,
0.07274896651506424,
0.01449534296989441,
0.0035489739384502172,
-0.03093392588198185,
-0.03244270011782646,
0.001205965643748641,
0.08415178954601288,
-0.018610581755638123,
0.02351117692887783,
-0.007637864910066128,
0.0524112805724144,
0.07400132715702057,
0.025941431522369385,
0.07384525239467621,
-0.03333166241645813,
-0.006178530864417553,
0.00754892872646451,
-0.022149961441755295,
-0.039848268032073975,
-0.015739943832159042,
-0.013964302837848663,
-0.01042147260159254,
-0.07815705984830856,
0.0003017419367097318,
-0.034805990755558014,
-0.002944714156910777,
0.089256152510643,
-0.04258570820093155,
-0.06214160844683647,
-0.06727337092161179,
-0.0038005532696843147,
0.0072619495913386345,
0.05769730731844902,
-0.03635433316230774,
0.010436125099658966,
0.09703028947114944,
-0.052322763949632645,
0.0007720126304775476,
0.053505439311265945,
0.045880112797021866,
-0.044498197734355927,
-0.05754069238901138,
0.03929055854678154,
-0.02902495488524437,
0.09978040307760239,
0.010974944569170475,
-0.036241572350263596,
-0.0014228104846552014,
0.024909531697630882,
0.0017023951513692737,
0.09478864818811417,
-0.034792497754096985,
-0.09380146861076355,
0.014619426801800728,
0.07106824219226837,
-0.03511545807123184,
-0.032526131719350815,
0.011846567504107952,
-0.09595223516225815,
0.04366500303149223,
-0.10541506111621857,
-0.019125260412693024,
-0.038974590599536896,
0.06698202341794968,
0.033938053995370865,
-0.06969310343265533,
-0.013719326816499233,
0.050103746354579926,
-0.04083050787448883,
-0.05488976091146469,
-0.07008258998394012,
0.028207629919052124,
0.055445775389671326,
0.032567836344242096,
0.03195734694600105,
-1.3228619449875506e-33,
-0.0723222941160202,
0.027577266097068787,
-0.08036812394857407,
0.0085232462733984,
0.03528199344873428,
-0.007798319216817617,
-0.12543582916259766,
-0.0310455821454525,
-0.07751866430044174,
0.01905149407684803,
-0.03505343571305275,
-0.045988552272319794,
-0.05065958946943283,
-0.05050737410783768,
0.051587190479040146,
-0.02826886810362339,
0.01860393024981022,
-0.03191497176885605,
0.0022586314007639885,
0.007936800830066204,
0.03073621354997158,
-0.019727252423763275,
-0.022717757150530815,
-0.00970605667680502,
0.07891009747982025,
0.04471447318792343,
-0.027138780802488327,
0.08306047320365906,
0.019864579662680626,
0.09559663385152817,
-0.10406972467899323,
-0.014784605242311954,
0.010788222774863243,
0.013446945697069168,
-0.030203521251678467,
0.13205291330814362,
0.01576651819050312,
-0.007445439696311951,
0.054296787828207016,
0.012071511708199978,
0.005779921542853117,
-0.13513410091400146,
-0.04395463317632675,
-0.054410170763731,
0.0060893171466887,
-0.04727545008063316,
-0.007201650645583868,
0.1104545146226883,
-0.0839778259396553,
0.024063197895884514,
0.03444407507777214,
0.04175766184926033,
-0.09899915009737015,
-0.04384804517030716,
-0.03130939602851868,
0.024050462990999222,
0.06958364695310593,
0.03994448855519295,
-0.044294003397226334,
-0.09572477638721466,
-0.04108881577849388,
-0.09063439816236496,
0.014255615882575512,
0.06693514436483383,
-0.033087871968746185,
-0.02892346866428852,
0.037586759775877,
-0.1357041299343109,
0.019705208018422127,
0.0073453509248793125,
0.02235950529575348,
0.05246764048933983,
-0.11994992196559906,
-0.051042500883340836,
0.030983123928308487,
-0.024789847433567047,
-0.01617768593132496,
0.04107995703816414,
0.02552599273622036,
-0.05172296240925789,
-0.05167924985289574,
0.07171298563480377,
0.0051005519926548,
-0.04553014785051346,
-0.035425540059804916,
-0.049901269376277924,
0.05269236862659454,
0.013661482371389866,
0.05518586188554764,
0.007164391689002514,
-0.023289985954761505,
-0.021965818479657173,
-0.05690229311585426,
0.056231748312711716,
-0.09184617549180984,
-4.902549477492357e-8,
-0.002738653216511011,
0.059934671968221664,
0.10692848265171051,
-0.009046805091202259,
0.0216389037668705,
-0.024447228759527206,
0.0584903359413147,
-0.0783495306968689,
-0.014432048425078392,
0.026881394907832146,
0.07388710975646973,
-0.021137557923793793,
0.0538768470287323,
0.012871431186795235,
-0.009039467200636864,
0.009212086908519268,
0.012808697298169136,
-0.024582484737038612,
-0.01733720861375332,
0.05944490432739258,
-0.0032144661527127028,
-0.026172136887907982,
-0.05327380821108818,
0.09864354133605957,
0.06458522379398346,
0.01639098860323429,
-0.025959260761737823,
-0.041452113538980484,
0.0269573125988245,
0.07031650841236115,
-0.024007640779018402,
-0.013333210721611977,
0.014604516327381134,
-0.013310257345438004,
-0.08490797132253647,
0.024430761113762856,
-0.007166586816310883,
-0.08038374036550522,
0.00758556742221117,
-0.03592361509799957,
-0.002938608406111598,
-0.05602307245135307,
0.010423277504742146,
-0.0033119572326540947,
0.014856671914458275,
-0.05239368602633476,
-0.06928837299346924,
-0.058368194848299026,
0.12490881234407425,
0.05020495131611824,
-0.04781325161457062,
-0.02988416515290737,
-0.028845978900790215,
-0.0002443862904328853,
-0.003200290724635124,
-0.07332520186901093,
0.0103093096986413,
-0.02176423743367195,
0.08186692744493484,
0.062309760600328445,
0.041548509150743484,
0.03986714780330658,
-0.06934201717376709,
-0.02295534498989582
] | null | null | null | null | null | null | null | [
-0.04345148056745529,
-0.00008379952487302944,
-0.030405227094888687,
0.03831811994314194,
0.04178407043218613,
-0.04500269144773483,
-0.041560206562280655,
-0.02951429970562458,
0.0314202681183815,
-0.04072008654475212,
-0.028001056984066963,
-0.031645312905311584,
0.02917230874300003,
-0.022572819143533707,
0.05914359912276268,
-0.058819837868213654,
-0.00914690364152193,
-0.1161530539393425,
-0.012887095101177692,
-0.0225193053483963,
0.06425796449184418,
-0.04573243856430054,
-0.10460836440324783,
-0.050797734409570694,
0.026005391031503677,
0.010345891118049622,
-0.026878828182816505,
0.011333842761814594,
-0.06596971303224564,
0.014580046758055687,
-0.0026044482365250587,
-0.030310826376080513,
-0.07940298318862915,
0.0012225741520524025,
-0.04379405453801155,
0.015587231144309044,
-0.022537685930728912,
0.07550772279500961,
0.10769941657781601,
0.07301505655050278,
0.12042692303657532,
-0.04099658131599426,
-0.06408554315567017,
0.014753688126802444,
-0.0038013807497918606,
0.044978246092796326,
-0.023224523290991783,
0.011535550467669964,
-0.036577582359313965,
-0.04261273145675659,
-0.11658420413732529,
-0.05033759027719498,
0.029199445620179176,
0.010374977253377438,
0.1031862124800682,
-0.02370101399719715,
0.056120097637176514,
-0.019227227196097374,
0.04470718279480934,
-0.006141771096736193,
0.04085212200880051,
-0.08316220343112946,
0.019223568961024284,
0.04026269540190697,
-0.022067423909902573,
0.06329777836799622,
0.011632082983851433,
0.11519072949886322,
0.03869883343577385,
-0.09695042669773102,
0.037041712552309036,
-0.01613607443869114,
-0.0771251693367958,
-0.054940201342105865,
0.02173587866127491,
-0.03024703450500965,
0.027634382247924805,
-0.019337065517902374,
-0.05069075897336006,
-0.018928224220871925,
0.014623335562646389,
0.0790981575846672,
-0.046817950904369354,
-0.018017232418060303,
-0.04626380279660225,
0.011899122968316078,
-0.02506362833082676,
-0.005294634960591793,
0.0747404396533966,
-0.07190404832363129,
-0.049860890954732895,
0.09771733731031418,
0.013114187866449356,
0.05047868564724922,
0.13055232167243958,
0.09602109342813492,
0.030025120824575424,
-0.05648639053106308,
0.00913134217262268,
0.054071709513664246,
0.03254837542772293,
-0.047183528542518616,
0.07450143992900848,
-0.02232940122485161,
0.04431208595633507,
-0.01187147106975317,
-0.005729891825467348,
0.024526577442884445,
-0.00835008081048727,
-0.040762923657894135,
-0.00802360475063324,
-0.018009820953011513,
0.01774619147181511,
-0.006613187026232481,
-0.02296641655266285,
-0.009268381632864475,
0.0729009211063385,
0.02874320186674595,
0.03664695471525192,
-0.003585969330742955,
0.08069021254777908,
-0.05024174600839615,
0.007669828366488218,
0.004206059500575066,
0.10023479163646698,
0.07479412853717804,
0.02780972234904766,
-2.368452874277948e-33,
-0.13456057012081146,
-0.0049543073400855064,
-0.023885855451226234,
0.04237215965986252,
0.07027103006839752,
0.036532897502183914,
0.020652001723647118,
0.0049711535684764385,
0.011189726181328297,
0.043579984456300735,
0.01382181141525507,
0.09621430188417435,
0.007958667352795601,
0.04196508601307869,
0.007459958549588919,
-0.034419603645801544,
0.025471849367022514,
-0.028701219707727432,
0.10496917366981506,
-0.023061348125338554,
0.07274896651506424,
0.01449534296989441,
0.0035489739384502172,
-0.03093392588198185,
-0.03244270011782646,
0.001205965643748641,
0.08415178954601288,
-0.018610581755638123,
0.02351117692887783,
-0.007637864910066128,
0.0524112805724144,
0.07400132715702057,
0.025941431522369385,
0.07384525239467621,
-0.03333166241645813,
-0.006178530864417553,
0.00754892872646451,
-0.022149961441755295,
-0.039848268032073975,
-0.015739943832159042,
-0.013964302837848663,
-0.01042147260159254,
-0.07815705984830856,
0.0003017419367097318,
-0.034805990755558014,
-0.002944714156910777,
0.089256152510643,
-0.04258570820093155,
-0.06214160844683647,
-0.06727337092161179,
-0.0038005532696843147,
0.0072619495913386345,
0.05769730731844902,
-0.03635433316230774,
0.010436125099658966,
0.09703028947114944,
-0.052322763949632645,
0.0007720126304775476,
0.053505439311265945,
0.045880112797021866,
-0.044498197734355927,
-0.05754069238901138,
0.03929055854678154,
-0.02902495488524437,
0.09978040307760239,
0.010974944569170475,
-0.036241572350263596,
-0.0014228104846552014,
0.024909531697630882,
0.0017023951513692737,
0.09478864818811417,
-0.034792497754096985,
-0.09380146861076355,
0.014619426801800728,
0.07106824219226837,
-0.03511545807123184,
-0.032526131719350815,
0.011846567504107952,
-0.09595223516225815,
0.04366500303149223,
-0.10541506111621857,
-0.019125260412693024,
-0.038974590599536896,
0.06698202341794968,
0.033938053995370865,
-0.06969310343265533,
-0.013719326816499233,
0.050103746354579926,
-0.04083050787448883,
-0.05488976091146469,
-0.07008258998394012,
0.028207629919052124,
0.055445775389671326,
0.032567836344242096,
0.03195734694600105,
-1.3228619449875506e-33,
-0.0723222941160202,
0.027577266097068787,
-0.08036812394857407,
0.0085232462733984,
0.03528199344873428,
-0.007798319216817617,
-0.12543582916259766,
-0.0310455821454525,
-0.07751866430044174,
0.01905149407684803,
-0.03505343571305275,
-0.045988552272319794,
-0.05065958946943283,
-0.05050737410783768,
0.051587190479040146,
-0.02826886810362339,
0.01860393024981022,
-0.03191497176885605,
0.0022586314007639885,
0.007936800830066204,
0.03073621354997158,
-0.019727252423763275,
-0.022717757150530815,
-0.00970605667680502,
0.07891009747982025,
0.04471447318792343,
-0.027138780802488327,
0.08306047320365906,
0.019864579662680626,
0.09559663385152817,
-0.10406972467899323,
-0.014784605242311954,
0.010788222774863243,
0.013446945697069168,
-0.030203521251678467,
0.13205291330814362,
0.01576651819050312,
-0.007445439696311951,
0.054296787828207016,
0.012071511708199978,
0.005779921542853117,
-0.13513410091400146,
-0.04395463317632675,
-0.054410170763731,
0.0060893171466887,
-0.04727545008063316,
-0.007201650645583868,
0.1104545146226883,
-0.0839778259396553,
0.024063197895884514,
0.03444407507777214,
0.04175766184926033,
-0.09899915009737015,
-0.04384804517030716,
-0.03130939602851868,
0.024050462990999222,
0.06958364695310593,
0.03994448855519295,
-0.044294003397226334,
-0.09572477638721466,
-0.04108881577849388,
-0.09063439816236496,
0.014255615882575512,
0.06693514436483383,
-0.033087871968746185,
-0.02892346866428852,
0.037586759775877,
-0.1357041299343109,
0.019705208018422127,
0.0073453509248793125,
0.02235950529575348,
0.05246764048933983,
-0.11994992196559906,
-0.051042500883340836,
0.030983123928308487,
-0.024789847433567047,
-0.01617768593132496,
0.04107995703816414,
0.02552599273622036,
-0.05172296240925789,
-0.05167924985289574,
0.07171298563480377,
0.0051005519926548,
-0.04553014785051346,
-0.035425540059804916,
-0.049901269376277924,
0.05269236862659454,
0.013661482371389866,
0.05518586188554764,
0.007164391689002514,
-0.023289985954761505,
-0.021965818479657173,
-0.05690229311585426,
0.056231748312711716,
-0.09184617549180984,
-4.902549477492357e-8,
-0.002738653216511011,
0.059934671968221664,
0.10692848265171051,
-0.009046805091202259,
0.0216389037668705,
-0.024447228759527206,
0.0584903359413147,
-0.0783495306968689,
-0.014432048425078392,
0.026881394907832146,
0.07388710975646973,
-0.021137557923793793,
0.0538768470287323,
0.012871431186795235,
-0.009039467200636864,
0.009212086908519268,
0.012808697298169136,
-0.024582484737038612,
-0.01733720861375332,
0.05944490432739258,
-0.0032144661527127028,
-0.026172136887907982,
-0.05327380821108818,
0.09864354133605957,
0.06458522379398346,
0.01639098860323429,
-0.025959260761737823,
-0.041452113538980484,
0.0269573125988245,
0.07031650841236115,
-0.024007640779018402,
-0.013333210721611977,
0.014604516327381134,
-0.013310257345438004,
-0.08490797132253647,
0.024430761113762856,
-0.007166586816310883,
-0.08038374036550522,
0.00758556742221117,
-0.03592361509799957,
-0.002938608406111598,
-0.05602307245135307,
0.010423277504742146,
-0.0033119572326540947,
0.014856671914458275,
-0.05239368602633476,
-0.06928837299346924,
-0.058368194848299026,
0.12490881234407425,
0.05020495131611824,
-0.04781325161457062,
-0.02988416515290737,
-0.028845978900790215,
-0.0002443862904328853,
-0.003200290724635124,
-0.07332520186901093,
0.0103093096986413,
-0.02176423743367195,
0.08186692744493484,
0.062309760600328445,
0.041548509150743484,
0.03986714780330658,
-0.06934201717376709,
-0.02295534498989582
] |
1401.0263 | Xiongwei Zhu | Xiongwei Zhu | The Roads to LPA Based Free Electron Laser | 5 pages, 2 figures | null | null | null | physics.acc-ph | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | In this paper, we simply outline the present status of the free electron
laser and the laser plasma based accelerator, and we simply discuss the
potential possible roads appearing in the accelerator community to use the
laser plasma based accelerator into the field of the free electron laser.
| [
{
"created": "Wed, 1 Jan 2014 08:12:43 GMT",
"version": "v1"
}
] | 2014-01-03 | [
[
"Zhu",
"Xiongwei",
""
]
] | [
-0.10092993080615997,
0.01852514035999775,
-0.034439586102962494,
0.040376611053943634,
-0.11306846141815186,
-0.012908280827105045,
-0.05054599046707153,
-0.0020646185148507357,
-0.05449901521205902,
-0.07187245041131973,
0.011801136657595634,
-0.07513018697500229,
0.027911778539419174,
-0.0640726163983345,
0.05054715648293495,
-0.025641556829214096,
0.0009024275932461023,
-0.032866258174180984,
0.04677531123161316,
0.008106483146548271,
-0.03564181923866272,
-0.09842093288898468,
0.01666388288140297,
-0.04164900630712509,
0.019278721883893013,
0.025928890332579613,
-0.017112012952566147,
-0.01459285244345665,
-0.04514336213469505,
0.01091897115111351,
0.07388869673013687,
-0.020343784242868423,
-0.04771518334746361,
0.07384487986564636,
0.00729690957814455,
-0.05146016180515289,
0.012641544453799725,
-0.0047677974216639996,
-0.0289877038449049,
0.04589774087071419,
0.010340657085180283,
-0.0690835639834404,
-0.03729649633169174,
-0.0027135787531733513,
0.057957060635089874,
-0.0038683332968503237,
0.03020106628537178,
-0.11839184910058975,
-0.0699298158288002,
0.037036724388599396,
-0.03382842615246773,
0.0036993655376136303,
-0.0036883933935314417,
-0.01933358423411846,
-0.03983007371425629,
-0.010352132841944695,
0.0011171066435053945,
0.03459608182311058,
-0.04804959148168564,
0.025307511910796165,
-0.0175902359187603,
-0.04341691732406616,
-0.03306859731674194,
0.06795823574066162,
0.018907731398940086,
-0.061594124883413315,
-0.021573951467871666,
-0.0004834531282540411,
0.045939404517412186,
-0.04982312023639679,
-0.016890110448002815,
-0.018805351108312607,
0.028736427426338196,
-0.018804114311933517,
-0.00009931011300068349,
-0.054919615387916565,
0.019908849149942398,
0.02488487772643566,
-0.005204169079661369,
0.031545281410217285,
0.07296018302440643,
-0.018090056255459785,
-0.07402031868696213,
0.12845838069915771,
-0.0340878888964653,
0.0923733189702034,
-0.022596323862671852,
-0.044681861996650696,
-0.005742516368627548,
-0.07794328778982162,
0.008047381415963173,
-0.06353073567152023,
-0.02301870658993721,
-0.005592436529695988,
-0.04052296280860901,
0.0112477270886302,
0.02693844586610794,
-0.04887455701828003,
-0.01990031823515892,
-0.015669086948037148,
0.012480877339839935,
-0.019109519198536873,
0.03637319058179855,
0.0007676014793105423,
-0.10025791078805923,
0.025537429377436638,
0.001886453595943749,
0.10621282458305359,
-0.10412956029176712,
0.03449881076812744,
0.06639695167541504,
-0.041769444942474365,
-0.002200488932430744,
-0.07926081866025925,
0.0352078415453434,
0.08112774044275284,
-0.06505533307790756,
-0.11295321583747864,
0.0137695437297225,
0.00029884633840993047,
-0.13187973201274872,
-0.051994241774082184,
0.05348307266831398,
0.08664073050022125,
0.04592469707131386,
0.03146790340542793,
-0.03619919344782829,
-3.9133011417820295e-33,
-0.01491277851164341,
0.057823870331048965,
-0.005113682243973017,
-0.10330835729837418,
0.010300355963408947,
0.0400877445936203,
-0.0025429788511246443,
0.06739496439695358,
-0.12507471442222595,
-0.042843446135520935,
0.030476730316877365,
0.022179123014211655,
0.02946530096232891,
0.045135147869586945,
0.01942707598209381,
-0.07508867979049683,
0.04207994416356087,
0.043025895953178406,
0.006271690130233765,
0.0902046486735344,
0.07054971903562546,
0.03538603335618973,
0.0006421697908081114,
0.09304168820381165,
-0.022882899269461632,
0.012662013992667198,
-0.08223892748355865,
0.011571729555726051,
-0.07229653000831604,
-0.0025647806469351053,
-0.01800917461514473,
0.15733745694160461,
-0.02670229971408844,
-0.02778148278594017,
-0.04623085632920265,
0.01794661022722721,
-0.1169053316116333,
0.02102074958384037,
-0.026938816532492638,
-0.004932376556098461,
0.015295322053134441,
0.06370651721954346,
-0.03258776292204857,
-0.10657843947410583,
0.04237492009997368,
-0.008730435743927956,
-0.02502349391579628,
-0.02051173709332943,
0.05077501758933067,
0.0017776242457330227,
0.014506828039884567,
0.06579405069351196,
-0.0901806652545929,
0.0334504172205925,
0.0760684534907341,
0.08470330387353897,
0.010385668836534023,
0.10848315805196762,
0.034535493701696396,
-0.020335154607892036,
-0.018100593239068985,
0.042965978384017944,
-0.031947631388902664,
0.03175731748342514,
-0.09323831647634506,
0.0021871498320251703,
0.055059127509593964,
0.04355965554714203,
-0.018731918185949326,
0.028659136965870857,
-0.01397139485925436,
0.01761116087436676,
0.06251871585845947,
-0.010669365525245667,
0.12677918374538422,
0.03185822069644928,
-0.07960517704486847,
0.08129239082336426,
0.004890762269496918,
-0.015020708553493023,
-0.005491502583026886,
-0.08713148534297943,
0.016820713877677917,
0.017017794772982597,
0.10503000766038895,
0.026312774047255516,
-0.022862283512949944,
0.035902272909879684,
-0.05135885253548622,
-0.032953329384326935,
0.04935656115412712,
-0.02568192593753338,
-0.08148570358753204,
-0.0009885362815111876,
-0.014172286726534367,
7.39237219081191e-34,
0.06592445075511932,
-0.006214130204170942,
0.009627418592572212,
0.018661046400666237,
0.03861507400870323,
0.05144597589969635,
-0.0009255385957658291,
0.01397431455552578,
-0.009903655387461185,
0.10538500547409058,
0.006061948370188475,
0.056919895112514496,
0.027439303696155548,
-0.007764577865600586,
0.015605222433805466,
-0.08345412462949753,
-0.0645754262804985,
-0.0037982959765940905,
-0.0040597631596028805,
0.0039980304427444935,
0.03930041939020157,
-0.020583635196089745,
-0.02103583514690399,
-0.006629969459027052,
0.02679755538702011,
-0.04124274477362633,
0.04455208778381348,
-0.04314675182104111,
-0.01896352507174015,
-0.0191244687885046,
-0.08523693680763245,
-0.013152341358363628,
-0.04884674400091171,
-0.010698503814637661,
0.06836079061031342,
-0.0766836628317833,
-0.051519230008125305,
0.027849363163113594,
0.01579740084707737,
-0.10170039534568787,
-0.031564079225063324,
0.002045342233031988,
0.018425000831484795,
0.01576680690050125,
0.0541633740067482,
0.0208725742995739,
-0.014817419461905956,
-0.01324473787099123,
0.02952357940375805,
0.03751511499285698,
-0.044752370566129684,
-0.04423633590340614,
0.06823954731225967,
0.0007968323770910501,
0.02847418375313282,
0.04836162179708481,
0.009241487830877304,
0.02055838331580162,
0.06751767545938492,
0.002584483241662383,
-0.030638352036476135,
-0.0019785668700933456,
0.044065557420253754,
0.054454099386930466,
0.016512688249349594,
-0.01914944127202034,
-0.035490360110998154,
0.08611240983009338,
-0.034936610609292984,
-0.0053110853768885136,
0.12733867764472961,
0.038436681032180786,
-0.009988198056817055,
0.017376216128468513,
-0.05146225169301033,
-0.014032512903213501,
0.056549470871686935,
0.02908431738615036,
0.031261369585990906,
-0.03630807250738144,
0.05094486102461815,
0.03601772338151932,
-0.011730991303920746,
-0.017139066010713577,
0.06685467809438705,
-0.011695874854922295,
0.005858785472810268,
-0.07737986743450165,
-0.048697154968976974,
-0.023838728666305542,
0.029715891927480698,
0.022144848480820656,
0.04516911506652832,
-0.08440740406513214,
0.026495540514588356,
-2.8149402808708146e-8,
0.0070238010957837105,
-0.0020351107232272625,
-0.04570300132036209,
0.1079263985157013,
0.13083624839782715,
-0.05641518160700798,
0.006479358300566673,
0.01764513924717903,
0.004644761327654123,
0.014627642929553986,
0.06045914068818092,
0.012462257407605648,
-0.03975404053926468,
0.1189611554145813,
0.020939093083143234,
0.03177855163812637,
-0.0026066198479384184,
-0.07120561599731445,
-0.031127111986279488,
0.06297570466995239,
0.022863442078232765,
-0.03405370935797691,
0.05281221121549606,
0.018791479989886284,
-0.09830939024686813,
0.002214929787442088,
0.04237234592437744,
-0.03110636956989765,
0.008131835609674454,
-0.04179486632347107,
-0.11371156573295593,
-0.06670238077640533,
0.03920518234372139,
0.008686278946697712,
0.008533310145139694,
-0.03396846726536751,
-0.03433796390891075,
-0.030396316200494766,
0.038850631564855576,
-0.01185673102736473,
0.01733262464404106,
-0.031548596918582916,
0.09069035947322845,
-0.029752718284726143,
-0.007660099770873785,
0.09765923023223877,
-0.06977346539497375,
-0.15373194217681885,
-0.025114821270108223,
0.0942329540848732,
-0.0229870043694973,
-0.0073422715067863464,
0.03125310316681862,
-0.0910521075129509,
-0.04468205198645592,
0.13562078773975372,
-0.003919202834367752,
-0.04936245456337929,
0.08011256903409958,
-0.01384825725108385,
0.09231463074684143,
-0.04583413153886795,
0.073275126516819,
0.02468385361135006
] | null | null | null | null | null | null | null | [
-0.10092993080615997,
0.01852514035999775,
-0.034439586102962494,
0.040376611053943634,
-0.11306846141815186,
-0.012908280827105045,
-0.05054599046707153,
-0.0020646185148507357,
-0.05449901521205902,
-0.07187245041131973,
0.011801136657595634,
-0.07513018697500229,
0.027911778539419174,
-0.0640726163983345,
0.05054715648293495,
-0.025641556829214096,
0.0009024275932461023,
-0.032866258174180984,
0.04677531123161316,
0.008106483146548271,
-0.03564181923866272,
-0.09842093288898468,
0.01666388288140297,
-0.04164900630712509,
0.019278721883893013,
0.025928890332579613,
-0.017112012952566147,
-0.01459285244345665,
-0.04514336213469505,
0.01091897115111351,
0.07388869673013687,
-0.020343784242868423,
-0.04771518334746361,
0.07384487986564636,
0.00729690957814455,
-0.05146016180515289,
0.012641544453799725,
-0.0047677974216639996,
-0.0289877038449049,
0.04589774087071419,
0.010340657085180283,
-0.0690835639834404,
-0.03729649633169174,
-0.0027135787531733513,
0.057957060635089874,
-0.0038683332968503237,
0.03020106628537178,
-0.11839184910058975,
-0.0699298158288002,
0.037036724388599396,
-0.03382842615246773,
0.0036993655376136303,
-0.0036883933935314417,
-0.01933358423411846,
-0.03983007371425629,
-0.010352132841944695,
0.0011171066435053945,
0.03459608182311058,
-0.04804959148168564,
0.025307511910796165,
-0.0175902359187603,
-0.04341691732406616,
-0.03306859731674194,
0.06795823574066162,
0.018907731398940086,
-0.061594124883413315,
-0.021573951467871666,
-0.0004834531282540411,
0.045939404517412186,
-0.04982312023639679,
-0.016890110448002815,
-0.018805351108312607,
0.028736427426338196,
-0.018804114311933517,
-0.00009931011300068349,
-0.054919615387916565,
0.019908849149942398,
0.02488487772643566,
-0.005204169079661369,
0.031545281410217285,
0.07296018302440643,
-0.018090056255459785,
-0.07402031868696213,
0.12845838069915771,
-0.0340878888964653,
0.0923733189702034,
-0.022596323862671852,
-0.044681861996650696,
-0.005742516368627548,
-0.07794328778982162,
0.008047381415963173,
-0.06353073567152023,
-0.02301870658993721,
-0.005592436529695988,
-0.04052296280860901,
0.0112477270886302,
0.02693844586610794,
-0.04887455701828003,
-0.01990031823515892,
-0.015669086948037148,
0.012480877339839935,
-0.019109519198536873,
0.03637319058179855,
0.0007676014793105423,
-0.10025791078805923,
0.025537429377436638,
0.001886453595943749,
0.10621282458305359,
-0.10412956029176712,
0.03449881076812744,
0.06639695167541504,
-0.041769444942474365,
-0.002200488932430744,
-0.07926081866025925,
0.0352078415453434,
0.08112774044275284,
-0.06505533307790756,
-0.11295321583747864,
0.0137695437297225,
0.00029884633840993047,
-0.13187973201274872,
-0.051994241774082184,
0.05348307266831398,
0.08664073050022125,
0.04592469707131386,
0.03146790340542793,
-0.03619919344782829,
-3.9133011417820295e-33,
-0.01491277851164341,
0.057823870331048965,
-0.005113682243973017,
-0.10330835729837418,
0.010300355963408947,
0.0400877445936203,
-0.0025429788511246443,
0.06739496439695358,
-0.12507471442222595,
-0.042843446135520935,
0.030476730316877365,
0.022179123014211655,
0.02946530096232891,
0.045135147869586945,
0.01942707598209381,
-0.07508867979049683,
0.04207994416356087,
0.043025895953178406,
0.006271690130233765,
0.0902046486735344,
0.07054971903562546,
0.03538603335618973,
0.0006421697908081114,
0.09304168820381165,
-0.022882899269461632,
0.012662013992667198,
-0.08223892748355865,
0.011571729555726051,
-0.07229653000831604,
-0.0025647806469351053,
-0.01800917461514473,
0.15733745694160461,
-0.02670229971408844,
-0.02778148278594017,
-0.04623085632920265,
0.01794661022722721,
-0.1169053316116333,
0.02102074958384037,
-0.026938816532492638,
-0.004932376556098461,
0.015295322053134441,
0.06370651721954346,
-0.03258776292204857,
-0.10657843947410583,
0.04237492009997368,
-0.008730435743927956,
-0.02502349391579628,
-0.02051173709332943,
0.05077501758933067,
0.0017776242457330227,
0.014506828039884567,
0.06579405069351196,
-0.0901806652545929,
0.0334504172205925,
0.0760684534907341,
0.08470330387353897,
0.010385668836534023,
0.10848315805196762,
0.034535493701696396,
-0.020335154607892036,
-0.018100593239068985,
0.042965978384017944,
-0.031947631388902664,
0.03175731748342514,
-0.09323831647634506,
0.0021871498320251703,
0.055059127509593964,
0.04355965554714203,
-0.018731918185949326,
0.028659136965870857,
-0.01397139485925436,
0.01761116087436676,
0.06251871585845947,
-0.010669365525245667,
0.12677918374538422,
0.03185822069644928,
-0.07960517704486847,
0.08129239082336426,
0.004890762269496918,
-0.015020708553493023,
-0.005491502583026886,
-0.08713148534297943,
0.016820713877677917,
0.017017794772982597,
0.10503000766038895,
0.026312774047255516,
-0.022862283512949944,
0.035902272909879684,
-0.05135885253548622,
-0.032953329384326935,
0.04935656115412712,
-0.02568192593753338,
-0.08148570358753204,
-0.0009885362815111876,
-0.014172286726534367,
7.39237219081191e-34,
0.06592445075511932,
-0.006214130204170942,
0.009627418592572212,
0.018661046400666237,
0.03861507400870323,
0.05144597589969635,
-0.0009255385957658291,
0.01397431455552578,
-0.009903655387461185,
0.10538500547409058,
0.006061948370188475,
0.056919895112514496,
0.027439303696155548,
-0.007764577865600586,
0.015605222433805466,
-0.08345412462949753,
-0.0645754262804985,
-0.0037982959765940905,
-0.0040597631596028805,
0.0039980304427444935,
0.03930041939020157,
-0.020583635196089745,
-0.02103583514690399,
-0.006629969459027052,
0.02679755538702011,
-0.04124274477362633,
0.04455208778381348,
-0.04314675182104111,
-0.01896352507174015,
-0.0191244687885046,
-0.08523693680763245,
-0.013152341358363628,
-0.04884674400091171,
-0.010698503814637661,
0.06836079061031342,
-0.0766836628317833,
-0.051519230008125305,
0.027849363163113594,
0.01579740084707737,
-0.10170039534568787,
-0.031564079225063324,
0.002045342233031988,
0.018425000831484795,
0.01576680690050125,
0.0541633740067482,
0.0208725742995739,
-0.014817419461905956,
-0.01324473787099123,
0.02952357940375805,
0.03751511499285698,
-0.044752370566129684,
-0.04423633590340614,
0.06823954731225967,
0.0007968323770910501,
0.02847418375313282,
0.04836162179708481,
0.009241487830877304,
0.02055838331580162,
0.06751767545938492,
0.002584483241662383,
-0.030638352036476135,
-0.0019785668700933456,
0.044065557420253754,
0.054454099386930466,
0.016512688249349594,
-0.01914944127202034,
-0.035490360110998154,
0.08611240983009338,
-0.034936610609292984,
-0.0053110853768885136,
0.12733867764472961,
0.038436681032180786,
-0.009988198056817055,
0.017376216128468513,
-0.05146225169301033,
-0.014032512903213501,
0.056549470871686935,
0.02908431738615036,
0.031261369585990906,
-0.03630807250738144,
0.05094486102461815,
0.03601772338151932,
-0.011730991303920746,
-0.017139066010713577,
0.06685467809438705,
-0.011695874854922295,
0.005858785472810268,
-0.07737986743450165,
-0.048697154968976974,
-0.023838728666305542,
0.029715891927480698,
0.022144848480820656,
0.04516911506652832,
-0.08440740406513214,
0.026495540514588356,
-2.8149402808708146e-8,
0.0070238010957837105,
-0.0020351107232272625,
-0.04570300132036209,
0.1079263985157013,
0.13083624839782715,
-0.05641518160700798,
0.006479358300566673,
0.01764513924717903,
0.004644761327654123,
0.014627642929553986,
0.06045914068818092,
0.012462257407605648,
-0.03975404053926468,
0.1189611554145813,
0.020939093083143234,
0.03177855163812637,
-0.0026066198479384184,
-0.07120561599731445,
-0.031127111986279488,
0.06297570466995239,
0.022863442078232765,
-0.03405370935797691,
0.05281221121549606,
0.018791479989886284,
-0.09830939024686813,
0.002214929787442088,
0.04237234592437744,
-0.03110636956989765,
0.008131835609674454,
-0.04179486632347107,
-0.11371156573295593,
-0.06670238077640533,
0.03920518234372139,
0.008686278946697712,
0.008533310145139694,
-0.03396846726536751,
-0.03433796390891075,
-0.030396316200494766,
0.038850631564855576,
-0.01185673102736473,
0.01733262464404106,
-0.031548596918582916,
0.09069035947322845,
-0.029752718284726143,
-0.007660099770873785,
0.09765923023223877,
-0.06977346539497375,
-0.15373194217681885,
-0.025114821270108223,
0.0942329540848732,
-0.0229870043694973,
-0.0073422715067863464,
0.03125310316681862,
-0.0910521075129509,
-0.04468205198645592,
0.13562078773975372,
-0.003919202834367752,
-0.04936245456337929,
0.08011256903409958,
-0.01384825725108385,
0.09231463074684143,
-0.04583413153886795,
0.073275126516819,
0.02468385361135006
] |
1401.0270 | Aurelio Agliolo Gallitto | Rosaria Conti, Aurelio Agliolo Gallitto, Emilio Fiordilino | Measurement of the convective heat-transfer coefficient | 8 pages, 2 embedded figures. Accepted for publication in The Physics
Teacher | Phys. Teach. 52 (2014) 109 | 10.1119/1.4862118 | null | physics.ed-ph | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We propose an experiment for investigating how objects cool down toward the
thermal equilibrium with its surrounding through convection. We describe the
time dependence of the temperature difference of the cooling object and the
environment with an exponential decay function. By measuring the thermal
constant tau, we determine the convective heat-transfer coefficient, which is a
characteristic constant of the convection system.
| [
{
"created": "Wed, 1 Jan 2014 10:38:03 GMT",
"version": "v1"
}
] | 2014-01-28 | [
[
"Conti",
"Rosaria",
""
],
[
"Gallitto",
"Aurelio Agliolo",
""
],
[
"Fiordilino",
"Emilio",
""
]
] | [
-0.0055596474558115005,
0.02039487659931183,
0.030407637357711792,
0.05332886427640915,
0.0692691057920456,
-0.1411251723766327,
-0.0152596989646554,
-0.03005373105406761,
0.07068879902362823,
0.04911930114030838,
0.004738841205835342,
-0.07189232110977173,
0.05261155590415001,
-0.034625086933374405,
0.04955464228987694,
-0.053671058267354965,
0.030428675934672356,
0.017404908314347267,
-0.017533261328935623,
-0.030676428228616714,
-0.11996651440858841,
0.008365947753190994,
-0.10069604963064194,
0.009395885281264782,
-0.004116078373044729,
0.009653570130467415,
-0.05264902859926224,
-0.0925484299659729,
-0.04111333191394806,
0.07458432763814926,
-0.0317189060151577,
-0.047688331454992294,
-0.080251544713974,
0.020849931985139847,
-0.0678817480802536,
-0.013177412562072277,
0.01567576453089714,
-0.03335733339190483,
-0.06315407156944275,
-0.022020574659109116,
0.019624648615717888,
0.03967990353703499,
0.030604295432567596,
-0.004261236172169447,
0.04109013453125954,
0.07249718904495239,
0.02202475629746914,
0.0290883369743824,
-0.06992821395397186,
0.006209006067365408,
0.025319088250398636,
0.04778272286057472,
-0.06295866519212723,
0.03850403428077698,
0.010820531286299229,
0.13330093026161194,
0.05926686152815819,
-0.06908981502056122,
-0.06376811116933823,
0.02537929266691208,
0.06511504203081131,
-0.0006891152588650584,
-0.07465942203998566,
0.008519371040165424,
0.00564687279984355,
-0.023278778418898582,
0.007090489845722914,
0.06481154263019562,
0.024312380701303482,
0.04076776280999184,
-0.0035669219214469194,
0.10082104057073593,
0.008340553380548954,
-0.08347093313932419,
0.04445483908057213,
-0.013780064880847931,
-0.028130842372775078,
-0.020568719133734703,
-0.00295388069935143,
-0.045964259654283524,
0.11791940033435822,
-0.04357552528381348,
-0.09457957744598389,
-0.07877874374389648,
-0.07821747660636902,
-0.022756213322281837,
0.12338390201330185,
0.015636088326573372,
-0.013345891609787941,
-0.0258106030523777,
0.005291925277560949,
0.03862348943948746,
-0.06920009106397629,
-0.09436643123626709,
-0.05103098228573799,
-0.025700384750962257,
0.043813515454530716,
0.06461812555789948,
0.06137188896536827,
-0.0033073732629418373,
-0.09816433489322662,
-0.06632472574710846,
0.00888589397072792,
0.12807638943195343,
-0.00019079979392699897,
0.05306873470544815,
0.03355337306857109,
-0.09125372767448425,
0.061605874449014664,
0.007985848933458328,
-0.030935006216168404,
-0.04161501303315163,
-0.04608973115682602,
0.024742435663938522,
0.08340498805046082,
-0.051974330097436905,
-0.008679019287228584,
0.03460327908396721,
-0.0012915142579004169,
-0.036371245980262756,
0.04045046865940094,
0.08559814840555191,
-0.015456635504961014,
0.007735996041446924,
0.014617267064750195,
0.06522428244352341,
0.03226791322231293,
-3.081814478043915e-33,
-0.016408968716859818,
-0.016541998833417892,
-0.03994690254330635,
0.04924563691020012,
0.09626836329698563,
-0.02519281394779682,
-0.01985922083258629,
0.07834512740373611,
0.025626476854085922,
0.06531975418329239,
0.05318141356110573,
0.003568653017282486,
-0.08690724521875381,
0.04270518198609352,
0.03867459297180176,
0.01621568389236927,
-0.013067875988781452,
0.016627967357635498,
-0.015720242634415627,
0.04899135231971741,
-0.04204874113202095,
-0.006220175884664059,
-0.02499919757246971,
-0.009643915109336376,
0.027592364698648453,
0.0062914215959608555,
-0.029166392982006073,
-0.0283582154661417,
-0.08196257054805756,
0.005273750517517328,
0.04727122187614441,
-0.011909629218280315,
-0.16112354397773743,
0.003009677864611149,
-0.028586504980921745,
-0.03146253898739815,
-0.0015021545113995671,
0.066702701151371,
0.029775718227028847,
0.01285818312317133,
-0.01147206500172615,
-0.03471849486231804,
0.005512304604053497,
0.05753901228308678,
-0.06789910793304443,
-0.05836286395788193,
0.049919210374355316,
-0.008262289687991142,
0.018333230167627335,
0.0005534038064070046,
0.025724245235323906,
-0.05261807143688202,
-0.09250522404909134,
-0.05577573925256729,
-0.025384267792105675,
-0.0262351855635643,
0.07133213430643082,
0.04321793094277382,
-0.016013560816645622,
-0.035888973623514175,
-0.0009034735849127173,
0.005589636508375406,
0.030175110325217247,
-0.08506132662296295,
-0.007417461834847927,
0.06502317637205124,
-0.04256439581513405,
0.002288902411237359,
-0.0426340326666832,
0.0045019215904176235,
0.020667562261223793,
0.01790187694132328,
-0.0010260947747156024,
-0.008256725035607815,
0.01035231165587902,
0.001308930804952979,
0.004954393953084946,
-0.007282652892172337,
-0.04238616302609444,
-0.04350482299923897,
-0.04439806938171387,
-0.0738021731376648,
-0.02376294508576393,
-0.06808456033468246,
-0.05398496985435486,
-0.07873092591762543,
0.030156956985592842,
0.002388767432421446,
0.015138791874051094,
0.03436412662267685,
-0.099187932908535,
-0.007863781414926052,
0.060523711144924164,
0.05811242386698723,
0.027908872812986374,
-3.1305012500030665e-34,
0.01061810553073883,
-0.04492330551147461,
-0.042004864662885666,
0.10421253740787506,
-0.03101634420454502,
0.03352644294500351,
-0.058202918618917465,
0.06637568026781082,
-0.035385336726903915,
-0.04753481224179268,
0.03761635720729828,
0.042662788182497025,
0.01579929329454899,
0.005677763372659683,
0.09286302328109741,
-0.04641452059149742,
0.008182285353541374,
-0.07037226855754852,
-0.028877485543489456,
-0.00896506104618311,
-0.03038286603987217,
0.0003881323791574687,
-0.00013413028500508517,
-0.04099344089627266,
-0.013589905574917793,
0.013516774401068687,
0.03487537428736687,
-0.000004315333626436768,
0.04627177491784096,
-0.04169582203030586,
-0.0799008458852768,
-0.009361675009131432,
0.03974265232682228,
0.03738529980182648,
-0.05625317618250847,
0.01072271354496479,
0.1213994100689888,
-0.06856018304824829,
0.02675379253923893,
-0.0456952303647995,
0.09101032465696335,
0.036657560616731644,
0.05647258833050728,
0.061401885002851486,
-0.0033659369219094515,
-0.006471166852861643,
-0.05332477390766144,
0.024853849783539772,
0.08280915766954422,
-0.008748924359679222,
0.10897140204906464,
-0.050026971846818924,
-0.059167731553316116,
-0.025771798565983772,
0.011605293489992619,
0.05362657457590103,
0.01727692410349846,
0.04775363206863403,
0.07805833220481873,
-0.040044620633125305,
-0.015999753028154373,
-0.06863029301166534,
0.04161601513624191,
0.027550144121050835,
-0.014484685845673084,
0.03662024810910225,
-0.08766000717878342,
0.025512579828500748,
0.03758345916867256,
0.006943859625607729,
0.10691756010055542,
0.0670878067612648,
-0.0710567757487297,
-0.019954849034547806,
-0.0071851946413517,
0.05261894315481186,
0.04545316845178604,
-0.024050192907452583,
0.03795977309346199,
0.0820976048707962,
-0.14852669835090637,
0.0006561384652741253,
0.008917023427784443,
-0.008393448777496815,
0.056920818984508514,
-0.1159246489405632,
-0.06644789129495621,
-0.027117982506752014,
-0.05108294636011124,
0.006526283919811249,
-0.022789394482970238,
-0.02548573538661003,
0.07590249180793762,
-0.06883343309164047,
-0.013566973619163036,
-3.9440617882746665e-8,
-0.04219989851117134,
-0.06806358695030212,
0.019427593797445297,
0.0756760984659195,
0.003536625998094678,
0.08108782768249512,
0.02547965943813324,
-0.07269776612520218,
0.027621401473879814,
-0.04284944757819176,
-0.008212885819375515,
0.04648818075656891,
0.07249614596366882,
0.01271991990506649,
-0.04193813353776932,
0.03412114828824997,
-0.022405628114938736,
-0.09087523818016052,
0.0045388564467430115,
-0.03760925680398941,
0.006635588593780994,
0.04444851353764534,
0.04890550673007965,
0.008901425637304783,
-0.005800170823931694,
0.07732823491096497,
-0.004639232065528631,
0.004933527670800686,
0.06945677846670151,
-0.039612166583538055,
-0.08819067478179932,
0.0025406633503735065,
-0.05227270722389221,
-0.003129122545942664,
0.08327513933181763,
-0.0037895210552960634,
0.059878941625356674,
0.07741615921258926,
0.03150060400366783,
0.01841774582862854,
-0.00036307607661001384,
0.013968255370855331,
-0.1492239534854889,
0.005042066797614098,
0.04773658886551857,
0.009552812203764915,
0.013418952003121376,
-0.023808499798178673,
-0.062093328684568405,
0.11191677302122116,
0.04100969061255455,
-0.004827262368053198,
-0.023215698078274727,
0.012275460176169872,
-0.08621467649936676,
-0.1077040508389473,
-0.039156001061201096,
-0.006006636656820774,
-0.0007930452702566981,
0.05078714340925217,
-0.051591094583272934,
0.05751395970582962,
-0.03791661188006401,
-0.01248926855623722
] | null | null | null | null | null | null | null | [
-0.0055596474558115005,
0.02039487659931183,
0.030407637357711792,
0.05332886427640915,
0.0692691057920456,
-0.1411251723766327,
-0.0152596989646554,
-0.03005373105406761,
0.07068879902362823,
0.04911930114030838,
0.004738841205835342,
-0.07189232110977173,
0.05261155590415001,
-0.034625086933374405,
0.04955464228987694,
-0.053671058267354965,
0.030428675934672356,
0.017404908314347267,
-0.017533261328935623,
-0.030676428228616714,
-0.11996651440858841,
0.008365947753190994,
-0.10069604963064194,
0.009395885281264782,
-0.004116078373044729,
0.009653570130467415,
-0.05264902859926224,
-0.0925484299659729,
-0.04111333191394806,
0.07458432763814926,
-0.0317189060151577,
-0.047688331454992294,
-0.080251544713974,
0.020849931985139847,
-0.0678817480802536,
-0.013177412562072277,
0.01567576453089714,
-0.03335733339190483,
-0.06315407156944275,
-0.022020574659109116,
0.019624648615717888,
0.03967990353703499,
0.030604295432567596,
-0.004261236172169447,
0.04109013453125954,
0.07249718904495239,
0.02202475629746914,
0.0290883369743824,
-0.06992821395397186,
0.006209006067365408,
0.025319088250398636,
0.04778272286057472,
-0.06295866519212723,
0.03850403428077698,
0.010820531286299229,
0.13330093026161194,
0.05926686152815819,
-0.06908981502056122,
-0.06376811116933823,
0.02537929266691208,
0.06511504203081131,
-0.0006891152588650584,
-0.07465942203998566,
0.008519371040165424,
0.00564687279984355,
-0.023278778418898582,
0.007090489845722914,
0.06481154263019562,
0.024312380701303482,
0.04076776280999184,
-0.0035669219214469194,
0.10082104057073593,
0.008340553380548954,
-0.08347093313932419,
0.04445483908057213,
-0.013780064880847931,
-0.028130842372775078,
-0.020568719133734703,
-0.00295388069935143,
-0.045964259654283524,
0.11791940033435822,
-0.04357552528381348,
-0.09457957744598389,
-0.07877874374389648,
-0.07821747660636902,
-0.022756213322281837,
0.12338390201330185,
0.015636088326573372,
-0.013345891609787941,
-0.0258106030523777,
0.005291925277560949,
0.03862348943948746,
-0.06920009106397629,
-0.09436643123626709,
-0.05103098228573799,
-0.025700384750962257,
0.043813515454530716,
0.06461812555789948,
0.06137188896536827,
-0.0033073732629418373,
-0.09816433489322662,
-0.06632472574710846,
0.00888589397072792,
0.12807638943195343,
-0.00019079979392699897,
0.05306873470544815,
0.03355337306857109,
-0.09125372767448425,
0.061605874449014664,
0.007985848933458328,
-0.030935006216168404,
-0.04161501303315163,
-0.04608973115682602,
0.024742435663938522,
0.08340498805046082,
-0.051974330097436905,
-0.008679019287228584,
0.03460327908396721,
-0.0012915142579004169,
-0.036371245980262756,
0.04045046865940094,
0.08559814840555191,
-0.015456635504961014,
0.007735996041446924,
0.014617267064750195,
0.06522428244352341,
0.03226791322231293,
-3.081814478043915e-33,
-0.016408968716859818,
-0.016541998833417892,
-0.03994690254330635,
0.04924563691020012,
0.09626836329698563,
-0.02519281394779682,
-0.01985922083258629,
0.07834512740373611,
0.025626476854085922,
0.06531975418329239,
0.05318141356110573,
0.003568653017282486,
-0.08690724521875381,
0.04270518198609352,
0.03867459297180176,
0.01621568389236927,
-0.013067875988781452,
0.016627967357635498,
-0.015720242634415627,
0.04899135231971741,
-0.04204874113202095,
-0.006220175884664059,
-0.02499919757246971,
-0.009643915109336376,
0.027592364698648453,
0.0062914215959608555,
-0.029166392982006073,
-0.0283582154661417,
-0.08196257054805756,
0.005273750517517328,
0.04727122187614441,
-0.011909629218280315,
-0.16112354397773743,
0.003009677864611149,
-0.028586504980921745,
-0.03146253898739815,
-0.0015021545113995671,
0.066702701151371,
0.029775718227028847,
0.01285818312317133,
-0.01147206500172615,
-0.03471849486231804,
0.005512304604053497,
0.05753901228308678,
-0.06789910793304443,
-0.05836286395788193,
0.049919210374355316,
-0.008262289687991142,
0.018333230167627335,
0.0005534038064070046,
0.025724245235323906,
-0.05261807143688202,
-0.09250522404909134,
-0.05577573925256729,
-0.025384267792105675,
-0.0262351855635643,
0.07133213430643082,
0.04321793094277382,
-0.016013560816645622,
-0.035888973623514175,
-0.0009034735849127173,
0.005589636508375406,
0.030175110325217247,
-0.08506132662296295,
-0.007417461834847927,
0.06502317637205124,
-0.04256439581513405,
0.002288902411237359,
-0.0426340326666832,
0.0045019215904176235,
0.020667562261223793,
0.01790187694132328,
-0.0010260947747156024,
-0.008256725035607815,
0.01035231165587902,
0.001308930804952979,
0.004954393953084946,
-0.007282652892172337,
-0.04238616302609444,
-0.04350482299923897,
-0.04439806938171387,
-0.0738021731376648,
-0.02376294508576393,
-0.06808456033468246,
-0.05398496985435486,
-0.07873092591762543,
0.030156956985592842,
0.002388767432421446,
0.015138791874051094,
0.03436412662267685,
-0.099187932908535,
-0.007863781414926052,
0.060523711144924164,
0.05811242386698723,
0.027908872812986374,
-3.1305012500030665e-34,
0.01061810553073883,
-0.04492330551147461,
-0.042004864662885666,
0.10421253740787506,
-0.03101634420454502,
0.03352644294500351,
-0.058202918618917465,
0.06637568026781082,
-0.035385336726903915,
-0.04753481224179268,
0.03761635720729828,
0.042662788182497025,
0.01579929329454899,
0.005677763372659683,
0.09286302328109741,
-0.04641452059149742,
0.008182285353541374,
-0.07037226855754852,
-0.028877485543489456,
-0.00896506104618311,
-0.03038286603987217,
0.0003881323791574687,
-0.00013413028500508517,
-0.04099344089627266,
-0.013589905574917793,
0.013516774401068687,
0.03487537428736687,
-0.000004315333626436768,
0.04627177491784096,
-0.04169582203030586,
-0.0799008458852768,
-0.009361675009131432,
0.03974265232682228,
0.03738529980182648,
-0.05625317618250847,
0.01072271354496479,
0.1213994100689888,
-0.06856018304824829,
0.02675379253923893,
-0.0456952303647995,
0.09101032465696335,
0.036657560616731644,
0.05647258833050728,
0.061401885002851486,
-0.0033659369219094515,
-0.006471166852861643,
-0.05332477390766144,
0.024853849783539772,
0.08280915766954422,
-0.008748924359679222,
0.10897140204906464,
-0.050026971846818924,
-0.059167731553316116,
-0.025771798565983772,
0.011605293489992619,
0.05362657457590103,
0.01727692410349846,
0.04775363206863403,
0.07805833220481873,
-0.040044620633125305,
-0.015999753028154373,
-0.06863029301166534,
0.04161601513624191,
0.027550144121050835,
-0.014484685845673084,
0.03662024810910225,
-0.08766000717878342,
0.025512579828500748,
0.03758345916867256,
0.006943859625607729,
0.10691756010055542,
0.0670878067612648,
-0.0710567757487297,
-0.019954849034547806,
-0.0071851946413517,
0.05261894315481186,
0.04545316845178604,
-0.024050192907452583,
0.03795977309346199,
0.0820976048707962,
-0.14852669835090637,
0.0006561384652741253,
0.008917023427784443,
-0.008393448777496815,
0.056920818984508514,
-0.1159246489405632,
-0.06644789129495621,
-0.027117982506752014,
-0.05108294636011124,
0.006526283919811249,
-0.022789394482970238,
-0.02548573538661003,
0.07590249180793762,
-0.06883343309164047,
-0.013566973619163036,
-3.9440617882746665e-8,
-0.04219989851117134,
-0.06806358695030212,
0.019427593797445297,
0.0756760984659195,
0.003536625998094678,
0.08108782768249512,
0.02547965943813324,
-0.07269776612520218,
0.027621401473879814,
-0.04284944757819176,
-0.008212885819375515,
0.04648818075656891,
0.07249614596366882,
0.01271991990506649,
-0.04193813353776932,
0.03412114828824997,
-0.022405628114938736,
-0.09087523818016052,
0.0045388564467430115,
-0.03760925680398941,
0.006635588593780994,
0.04444851353764534,
0.04890550673007965,
0.008901425637304783,
-0.005800170823931694,
0.07732823491096497,
-0.004639232065528631,
0.004933527670800686,
0.06945677846670151,
-0.039612166583538055,
-0.08819067478179932,
0.0025406633503735065,
-0.05227270722389221,
-0.003129122545942664,
0.08327513933181763,
-0.0037895210552960634,
0.059878941625356674,
0.07741615921258926,
0.03150060400366783,
0.01841774582862854,
-0.00036307607661001384,
0.013968255370855331,
-0.1492239534854889,
0.005042066797614098,
0.04773658886551857,
0.009552812203764915,
0.013418952003121376,
-0.023808499798178673,
-0.062093328684568405,
0.11191677302122116,
0.04100969061255455,
-0.004827262368053198,
-0.023215698078274727,
0.012275460176169872,
-0.08621467649936676,
-0.1077040508389473,
-0.039156001061201096,
-0.006006636656820774,
-0.0007930452702566981,
0.05078714340925217,
-0.051591094583272934,
0.05751395970582962,
-0.03791661188006401,
-0.01248926855623722
] |
1401.0279 | Darko Dimitrov | Darko Dimitrov | On structural properties of trees with minimal atom-bond connectivity
index | null | null | null | null | cs.DM math.CO | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | The {\em atom-bond connectivity (ABC) index} is a degree-based molecular
descriptor, that found chemical applications. It is well known that among all
connected graphs, the graphs with minimal ABC index are trees. A complete
characterization of trees with minimal $ABC$ index is still an open problem. In
this paper, we present new structural properties of trees with minimal ABC
index. Our main results reveal that trees with minimal ABC index do not contain
so-called {\em $B_k$-branches}, with $k \geq 5$, and that they do not have more
than four $B_4$-branches.
| [
{
"created": "Wed, 1 Jan 2014 12:44:58 GMT",
"version": "v1"
}
] | 2014-01-03 | [
[
"Dimitrov",
"Darko",
""
]
] | [
0.03873225301504135,
0.03288017585873604,
-0.03047853894531727,
0.020555803552269936,
0.01577524095773697,
0.03280879929661751,
-0.028457436710596085,
0.026506079360842705,
0.08383230119943619,
0.0035176791716367006,
0.02667551301419735,
0.010007613338530064,
0.0021229865960776806,
0.04948416352272034,
-0.01552128791809082,
0.025498541072010994,
-0.10047303885221481,
0.035988423973321915,
-0.011874602176249027,
0.02727065421640873,
0.004514378495514393,
0.03578706085681915,
-0.017109258100390434,
-0.014232142828404903,
0.0007758332649245858,
0.020932992920279503,
0.005777620244771242,
0.009045006707310677,
0.04752833768725395,
-0.017641890794038773,
-0.008192641660571098,
0.003622162388637662,
0.07677149772644043,
0.040873050689697266,
0.0331379659473896,
-0.03983721882104874,
0.014637287706136703,
-0.046611640602350235,
0.02572234533727169,
0.031114263460040092,
0.03221028298139572,
0.08222801983356476,
0.05938590317964554,
0.02125971019268036,
-0.02146509289741516,
0.024112168699502945,
-0.0646887719631195,
0.036033518612384796,
-0.06415358185768127,
-0.08428985625505447,
-0.009957161732017994,
0.007107245735824108,
-0.09492572396993637,
-0.021941399201750755,
0.021698620170354843,
0.05330297723412514,
-0.07433776557445526,
-0.03638087213039398,
-0.00987686775624752,
0.05570206046104431,
0.20001280307769775,
0.036448121070861816,
0.015113716013729572,
-0.020621368661522865,
0.011209669522941113,
0.1260058879852295,
0.0735161304473877,
-0.017366250976920128,
0.036653146147727966,
0.004253140650689602,
-0.016943473368883133,
-0.002210509730502963,
-0.05830618739128113,
0.03584149479866028,
0.05136345326900482,
0.056302253156900406,
0.05394665151834488,
0.008080531843006611,
-0.033090751618146896,
-0.09508658945560455,
-0.0972919911146164,
0.010027813725173473,
-0.018828438594937325,
0.04993051663041115,
-0.014167355373501778,
-0.04027833789587021,
-0.018556583672761917,
-0.036986030638217926,
-0.051070816814899445,
0.024876071140170097,
0.0049399142153561115,
0.02728406898677349,
-0.030757403001189232,
-0.054507095366716385,
-0.06294779479503632,
0.07521655410528183,
0.05659623444080353,
0.04928511753678322,
-0.041040319949388504,
0.024089140817523003,
-0.009455110877752304,
0.036042265594005585,
-0.022141125053167343,
-0.04362120106816292,
-0.05603766441345215,
0.11298052966594696,
-0.010482702404260635,
-0.05516728013753891,
0.003513995325192809,
-0.02242870442569256,
0.0032525681890547276,
0.00472154701128602,
-0.03699257969856262,
-0.009004822000861168,
0.0006182788056321442,
-0.0790485292673111,
0.007653455715626478,
-0.06273970752954483,
0.0804564580321312,
0.0647735595703125,
-0.002371801296249032,
0.003216247772797942,
-0.038402799516916275,
-0.03128381818532944,
0.013364375568926334,
-0.03556191548705101,
-0.07752937078475952,
9.597136282876404e-34,
0.09086988866329193,
0.06257263571023941,
0.07761730998754501,
-0.04787931963801384,
0.05085316672921181,
-0.035417672246694565,
-0.08137653768062592,
-0.03530513122677803,
-0.11091367155313492,
0.024163229390978813,
-0.14134158194065094,
0.026135442778468132,
0.07016918063163757,
-0.04682726413011551,
0.02999182604253292,
0.02970845252275467,
0.031017053872346878,
-0.002499822061508894,
0.05115808546543121,
-0.041513312608003616,
-0.045490019023418427,
0.058831147849559784,
-0.011765825562179089,
-0.02516602911055088,
0.05172701179981232,
0.009630194865167141,
0.022638417780399323,
-0.04813322052359581,
0.026924077421426773,
-0.03568138927221298,
-0.051917511969804764,
0.02741236984729767,
-0.015013736672699451,
0.026404688134789467,
0.038643136620521545,
-0.0038055861368775368,
-0.04758356511592865,
0.011116057634353638,
-0.05512364208698273,
-0.0662519708275795,
0.007933135144412518,
0.04703656956553459,
-0.007293198723345995,
0.04170285910367966,
0.02948812022805214,
0.08331942558288574,
-0.043656881898641586,
-0.020572366192936897,
-0.02544368989765644,
0.00016979705833364278,
-0.0508258193731308,
0.019850963726639748,
-0.004402406979352236,
0.03677721694111824,
-0.026117699220776558,
0.016953039914369583,
0.009894178248941898,
0.08544690907001495,
-0.01845918409526348,
0.0962640643119812,
-0.014865838922560215,
0.0023706809151917696,
-0.062166258692741394,
0.004676910117268562,
0.019909590482711792,
0.08343331515789032,
-0.11149904131889343,
-0.0345626026391983,
0.04376215487718582,
0.0027313593309372663,
-0.05834965407848358,
0.05466391146183014,
0.041293222457170486,
-0.07377231866121292,
-0.003281954675912857,
0.022589096799492836,
-0.053023066371679306,
-0.12035690993070602,
0.01624319888651371,
0.0487704798579216,
-0.0619586706161499,
-0.08470238745212555,
0.08935827761888504,
-0.07006154954433441,
-0.002867198782041669,
-0.100273996591568,
-0.004574308637529612,
-0.009669356979429722,
0.057277221232652664,
-0.00481322780251503,
0.0386824831366539,
-0.06414268165826797,
0.039030905812978745,
-0.040568120777606964,
0.04758090525865555,
-2.6186956014298505e-33,
0.0063130720518529415,
-0.06796087324619293,
0.10168645530939102,
0.005744490306824446,
-0.01942344382405281,
-0.049764953553676605,
-0.019598407670855522,
-0.07563764601945877,
-0.06847406923770905,
-0.012927732430398464,
0.14429450035095215,
0.037744440138339996,
-0.008946928195655346,
-0.09257221966981888,
0.027821803465485573,
0.05426289886236191,
0.012708594091236591,
-0.017117829993367195,
0.07539080083370209,
0.03319123387336731,
0.05723504349589348,
0.05318004637956619,
-0.01721544750034809,
0.00928307045251131,
0.008432742208242416,
-0.03628547117114067,
0.001731029711663723,
-0.056033603847026825,
0.00729595310986042,
-0.02955448254942894,
0.04529154300689697,
0.0037394994869828224,
-0.03534155711531639,
-0.05745267495512962,
-0.09842974692583084,
0.026268018409609795,
-0.04232983663678169,
-0.0789303183555603,
-0.016802053898572922,
0.04359780624508858,
-0.02050716057419777,
0.004371548071503639,
-0.020013293251395226,
0.04169687256217003,
0.09529055655002594,
0.04928695037961006,
-0.07976876944303513,
0.03112243115901947,
-0.046134863048791885,
-0.029118528589606285,
0.033984895795583725,
-0.016860248520970345,
0.06564486026763916,
-0.052834536880254745,
0.01572663150727749,
-0.012108149006962776,
-0.0511927455663681,
0.07235898077487946,
0.019801387563347816,
0.026281805709004402,
0.047103945165872574,
-0.08174841850996017,
-0.017869338393211365,
-0.02516833320260048,
-0.03411508724093437,
-0.09527729451656342,
-0.030788766220211983,
-0.0201277956366539,
-0.0162572730332613,
-0.04284292459487915,
0.03701198846101761,
0.019768938422203064,
0.0201470535248518,
0.011348450556397438,
0.013519072905182838,
0.0010509589919820428,
0.01373087614774704,
-0.0540115088224411,
-0.07124270498752594,
0.05983447656035423,
-0.09808791428804398,
0.10316808521747589,
-0.04119123890995979,
0.0328666977584362,
0.025186611339449883,
-0.0211880374699831,
0.004146995954215527,
0.04767101630568504,
0.038037024438381195,
0.05138399824500084,
-0.052588894963264465,
0.026844359934329987,
0.04335338994860649,
0.07805448025465012,
0.026891229674220085,
-3.939362969163085e-8,
-0.042660750448703766,
-0.010205427184700966,
-0.05535642430186272,
-0.11408770084381104,
0.014663749374449253,
0.029068194329738617,
0.05727078393101692,
0.11261505633592606,
-0.030812634155154228,
0.04285125806927681,
0.11031600832939148,
0.007535181008279324,
-0.12402033805847168,
0.07971028238534927,
0.05886441469192505,
-0.029329659417271614,
-0.015100301243364811,
-0.06136132776737213,
0.021552473306655884,
0.0391106903553009,
-0.037364933639764786,
0.02727658860385418,
-0.05772289261221886,
0.07062993943691254,
-0.005078812129795551,
-0.09763486683368683,
0.055797625333070755,
-0.013955177739262581,
-0.05083785951137543,
0.0516042485833168,
0.010400718078017235,
0.024790216237306595,
0.08502408862113953,
0.06764979660511017,
0.013128533959388733,
0.04311929643154144,
-0.007593953981995583,
0.024897269904613495,
-0.12739455699920654,
0.016845155507326126,
0.02903083711862564,
-0.06810980290174484,
-0.0802852064371109,
0.004296485334634781,
0.023769699037075043,
-0.02861289121210575,
0.0211911890655756,
0.13854221999645233,
0.01984991692006588,
-0.037391554564237595,
-0.02672833949327469,
-0.04442199692130089,
-0.11436790227890015,
-0.10297007113695145,
-0.04527723789215088,
0.0028011256363242865,
-0.028751712292432785,
0.0124412402510643,
0.059947021305561066,
-0.06684329360723495,
-0.0009068307117559016,
-0.0858258381485939,
0.0329144112765789,
-0.009873717091977596
] | null | null | null | null | null | null | null | [
0.03873225301504135,
0.03288017585873604,
-0.03047853894531727,
0.020555803552269936,
0.01577524095773697,
0.03280879929661751,
-0.028457436710596085,
0.026506079360842705,
0.08383230119943619,
0.0035176791716367006,
0.02667551301419735,
0.010007613338530064,
0.0021229865960776806,
0.04948416352272034,
-0.01552128791809082,
0.025498541072010994,
-0.10047303885221481,
0.035988423973321915,
-0.011874602176249027,
0.02727065421640873,
0.004514378495514393,
0.03578706085681915,
-0.017109258100390434,
-0.014232142828404903,
0.0007758332649245858,
0.020932992920279503,
0.005777620244771242,
0.009045006707310677,
0.04752833768725395,
-0.017641890794038773,
-0.008192641660571098,
0.003622162388637662,
0.07677149772644043,
0.040873050689697266,
0.0331379659473896,
-0.03983721882104874,
0.014637287706136703,
-0.046611640602350235,
0.02572234533727169,
0.031114263460040092,
0.03221028298139572,
0.08222801983356476,
0.05938590317964554,
0.02125971019268036,
-0.02146509289741516,
0.024112168699502945,
-0.0646887719631195,
0.036033518612384796,
-0.06415358185768127,
-0.08428985625505447,
-0.009957161732017994,
0.007107245735824108,
-0.09492572396993637,
-0.021941399201750755,
0.021698620170354843,
0.05330297723412514,
-0.07433776557445526,
-0.03638087213039398,
-0.00987686775624752,
0.05570206046104431,
0.20001280307769775,
0.036448121070861816,
0.015113716013729572,
-0.020621368661522865,
0.011209669522941113,
0.1260058879852295,
0.0735161304473877,
-0.017366250976920128,
0.036653146147727966,
0.004253140650689602,
-0.016943473368883133,
-0.002210509730502963,
-0.05830618739128113,
0.03584149479866028,
0.05136345326900482,
0.056302253156900406,
0.05394665151834488,
0.008080531843006611,
-0.033090751618146896,
-0.09508658945560455,
-0.0972919911146164,
0.010027813725173473,
-0.018828438594937325,
0.04993051663041115,
-0.014167355373501778,
-0.04027833789587021,
-0.018556583672761917,
-0.036986030638217926,
-0.051070816814899445,
0.024876071140170097,
0.0049399142153561115,
0.02728406898677349,
-0.030757403001189232,
-0.054507095366716385,
-0.06294779479503632,
0.07521655410528183,
0.05659623444080353,
0.04928511753678322,
-0.041040319949388504,
0.024089140817523003,
-0.009455110877752304,
0.036042265594005585,
-0.022141125053167343,
-0.04362120106816292,
-0.05603766441345215,
0.11298052966594696,
-0.010482702404260635,
-0.05516728013753891,
0.003513995325192809,
-0.02242870442569256,
0.0032525681890547276,
0.00472154701128602,
-0.03699257969856262,
-0.009004822000861168,
0.0006182788056321442,
-0.0790485292673111,
0.007653455715626478,
-0.06273970752954483,
0.0804564580321312,
0.0647735595703125,
-0.002371801296249032,
0.003216247772797942,
-0.038402799516916275,
-0.03128381818532944,
0.013364375568926334,
-0.03556191548705101,
-0.07752937078475952,
9.597136282876404e-34,
0.09086988866329193,
0.06257263571023941,
0.07761730998754501,
-0.04787931963801384,
0.05085316672921181,
-0.035417672246694565,
-0.08137653768062592,
-0.03530513122677803,
-0.11091367155313492,
0.024163229390978813,
-0.14134158194065094,
0.026135442778468132,
0.07016918063163757,
-0.04682726413011551,
0.02999182604253292,
0.02970845252275467,
0.031017053872346878,
-0.002499822061508894,
0.05115808546543121,
-0.041513312608003616,
-0.045490019023418427,
0.058831147849559784,
-0.011765825562179089,
-0.02516602911055088,
0.05172701179981232,
0.009630194865167141,
0.022638417780399323,
-0.04813322052359581,
0.026924077421426773,
-0.03568138927221298,
-0.051917511969804764,
0.02741236984729767,
-0.015013736672699451,
0.026404688134789467,
0.038643136620521545,
-0.0038055861368775368,
-0.04758356511592865,
0.011116057634353638,
-0.05512364208698273,
-0.0662519708275795,
0.007933135144412518,
0.04703656956553459,
-0.007293198723345995,
0.04170285910367966,
0.02948812022805214,
0.08331942558288574,
-0.043656881898641586,
-0.020572366192936897,
-0.02544368989765644,
0.00016979705833364278,
-0.0508258193731308,
0.019850963726639748,
-0.004402406979352236,
0.03677721694111824,
-0.026117699220776558,
0.016953039914369583,
0.009894178248941898,
0.08544690907001495,
-0.01845918409526348,
0.0962640643119812,
-0.014865838922560215,
0.0023706809151917696,
-0.062166258692741394,
0.004676910117268562,
0.019909590482711792,
0.08343331515789032,
-0.11149904131889343,
-0.0345626026391983,
0.04376215487718582,
0.0027313593309372663,
-0.05834965407848358,
0.05466391146183014,
0.041293222457170486,
-0.07377231866121292,
-0.003281954675912857,
0.022589096799492836,
-0.053023066371679306,
-0.12035690993070602,
0.01624319888651371,
0.0487704798579216,
-0.0619586706161499,
-0.08470238745212555,
0.08935827761888504,
-0.07006154954433441,
-0.002867198782041669,
-0.100273996591568,
-0.004574308637529612,
-0.009669356979429722,
0.057277221232652664,
-0.00481322780251503,
0.0386824831366539,
-0.06414268165826797,
0.039030905812978745,
-0.040568120777606964,
0.04758090525865555,
-2.6186956014298505e-33,
0.0063130720518529415,
-0.06796087324619293,
0.10168645530939102,
0.005744490306824446,
-0.01942344382405281,
-0.049764953553676605,
-0.019598407670855522,
-0.07563764601945877,
-0.06847406923770905,
-0.012927732430398464,
0.14429450035095215,
0.037744440138339996,
-0.008946928195655346,
-0.09257221966981888,
0.027821803465485573,
0.05426289886236191,
0.012708594091236591,
-0.017117829993367195,
0.07539080083370209,
0.03319123387336731,
0.05723504349589348,
0.05318004637956619,
-0.01721544750034809,
0.00928307045251131,
0.008432742208242416,
-0.03628547117114067,
0.001731029711663723,
-0.056033603847026825,
0.00729595310986042,
-0.02955448254942894,
0.04529154300689697,
0.0037394994869828224,
-0.03534155711531639,
-0.05745267495512962,
-0.09842974692583084,
0.026268018409609795,
-0.04232983663678169,
-0.0789303183555603,
-0.016802053898572922,
0.04359780624508858,
-0.02050716057419777,
0.004371548071503639,
-0.020013293251395226,
0.04169687256217003,
0.09529055655002594,
0.04928695037961006,
-0.07976876944303513,
0.03112243115901947,
-0.046134863048791885,
-0.029118528589606285,
0.033984895795583725,
-0.016860248520970345,
0.06564486026763916,
-0.052834536880254745,
0.01572663150727749,
-0.012108149006962776,
-0.0511927455663681,
0.07235898077487946,
0.019801387563347816,
0.026281805709004402,
0.047103945165872574,
-0.08174841850996017,
-0.017869338393211365,
-0.02516833320260048,
-0.03411508724093437,
-0.09527729451656342,
-0.030788766220211983,
-0.0201277956366539,
-0.0162572730332613,
-0.04284292459487915,
0.03701198846101761,
0.019768938422203064,
0.0201470535248518,
0.011348450556397438,
0.013519072905182838,
0.0010509589919820428,
0.01373087614774704,
-0.0540115088224411,
-0.07124270498752594,
0.05983447656035423,
-0.09808791428804398,
0.10316808521747589,
-0.04119123890995979,
0.0328666977584362,
0.025186611339449883,
-0.0211880374699831,
0.004146995954215527,
0.04767101630568504,
0.038037024438381195,
0.05138399824500084,
-0.052588894963264465,
0.026844359934329987,
0.04335338994860649,
0.07805448025465012,
0.026891229674220085,
-3.939362969163085e-8,
-0.042660750448703766,
-0.010205427184700966,
-0.05535642430186272,
-0.11408770084381104,
0.014663749374449253,
0.029068194329738617,
0.05727078393101692,
0.11261505633592606,
-0.030812634155154228,
0.04285125806927681,
0.11031600832939148,
0.007535181008279324,
-0.12402033805847168,
0.07971028238534927,
0.05886441469192505,
-0.029329659417271614,
-0.015100301243364811,
-0.06136132776737213,
0.021552473306655884,
0.0391106903553009,
-0.037364933639764786,
0.02727658860385418,
-0.05772289261221886,
0.07062993943691254,
-0.005078812129795551,
-0.09763486683368683,
0.055797625333070755,
-0.013955177739262581,
-0.05083785951137543,
0.0516042485833168,
0.010400718078017235,
0.024790216237306595,
0.08502408862113953,
0.06764979660511017,
0.013128533959388733,
0.04311929643154144,
-0.007593953981995583,
0.024897269904613495,
-0.12739455699920654,
0.016845155507326126,
0.02903083711862564,
-0.06810980290174484,
-0.0802852064371109,
0.004296485334634781,
0.023769699037075043,
-0.02861289121210575,
0.0211911890655756,
0.13854221999645233,
0.01984991692006588,
-0.037391554564237595,
-0.02672833949327469,
-0.04442199692130089,
-0.11436790227890015,
-0.10297007113695145,
-0.04527723789215088,
0.0028011256363242865,
-0.028751712292432785,
0.0124412402510643,
0.059947021305561066,
-0.06684329360723495,
-0.0009068307117559016,
-0.0858258381485939,
0.0329144112765789,
-0.009873717091977596
] |
1401.0281 | Artem Badasyan | Artem Badasyan, Shushanik A. Tonoyan, Achille Giacometti, Rudolf
Podgornik, V. Adrian Parsegian, Yevgeni Sh. Mamasakhlisov and Vladimir F.
Morozov | A unified description of solvent effects in the helix-coil transition | 12 pages, 12 figures, to be submitted to PRE | null | 10.1103/PhysRevE.89.022723 | null | q-bio.BM cond-mat.soft physics.bio-ph | http://arxiv.org/licenses/nonexclusive-distrib/1.0/ | We analyze the problem of the helix-coil transition in explicit solvents
analytically by using spin-based models incorporating two different mechanisms
of solvent action: explicit solvent action through the formation of
solvent-polymer hydrogen bonds that can compete with the intrinsic
intra-polymer hydrogen bonded configurations (competing interactions) and
implicit solvent action, where the solvent-polymer interactions tune biopolymer
configurations by changing the activity of the solvent (non-competing
interactions). The overall spin Hamiltonian is comprised of three terms: the
background \emph{in vacuo} Hamiltonian of the "Generalized Model of Polypeptide
Chain" type and two additive terms that account for the two above mechanisms of
solvent action. We show that on this level the solvent degrees of freedom can
be {\sl explicitly} and {\sl exactly} traced over, the ensuing effective
partition function combining all the solvent effects in a unified framework. In
this way we are able to address helix-coil transitions for polypeptides,
proteins, and DNA, with different buffers and different external constraints.
Our spin-based effective Hamiltonian is applicable for treatment of such
diverse phenomena as cold denaturation, effects of osmotic pressure on the cold
and warm denaturation, complicated temperature dependence of the hydrophobic
effect as well as providing a conceptual base for understanding the behavior of
Intrinsically Disordered Proteins and their analogues.
| [
{
"created": "Wed, 1 Jan 2014 13:29:29 GMT",
"version": "v1"
}
] | 2015-06-18 | [
[
"Badasyan",
"Artem",
""
],
[
"Tonoyan",
"Shushanik A.",
""
],
[
"Giacometti",
"Achille",
""
],
[
"Podgornik",
"Rudolf",
""
],
[
"Parsegian",
"V. Adrian",
""
],
[
"Mamasakhlisov",
"Yevgeni Sh.",
""
],
[
"Morozov",
"Vladimir F.",
""
]
] | [
-0.06925001740455627,
-0.09089390933513641,
-0.016577405855059624,
-0.06419649720191956,
0.019522840157151222,
0.04144654422998428,
-0.02596050128340721,
0.04088689759373665,
0.026996251195669174,
-0.046473197638988495,
-0.013620978221297264,
0.10501065105199814,
-0.004855836275964975,
0.017753159627318382,
0.036249224096536636,
0.012973793782293797,
-0.03955414146184921,
0.07946978509426117,
-0.04185347259044647,
0.03490522503852844,
0.05723206326365471,
-0.08009415119886398,
0.00409994600340724,
-0.028666850179433823,
-0.029394695535302162,
0.0594308078289032,
0.07362724840641022,
-0.021289046853780746,
-0.020899157971143723,
-0.017818231135606766,
0.02229652740061283,
-0.0018536146963015199,
-0.1130746379494667,
-0.07929299026727676,
0.06666549295186996,
0.05881568044424057,
-0.018417026847600937,
-0.05475303903222084,
-0.09201186150312424,
-0.04832513630390167,
0.16749534010887146,
0.0815456211566925,
0.02034039981663227,
0.01805889792740345,
-0.026142405346035957,
-0.04821008816361427,
0.010235777124762535,
0.01682693138718605,
-0.04322844743728638,
-0.013920051045715809,
0.06301271915435791,
-0.014086592011153698,
0.0009428018820472062,
-0.11509495973587036,
-0.08390279114246368,
0.08188710361719131,
0.011603058315813541,
-0.03651867061853409,
-0.023443829268217087,
-0.061843499541282654,
0.019602099433541298,
-0.01637691631913185,
-0.01639293134212494,
-0.012852697633206844,
0.004347318317741156,
0.004942179191857576,
0.1306922435760498,
-0.013425085693597794,
0.020040113478899002,
0.04974237456917763,
-0.10552876442670822,
0.030462725088000298,
-0.04626987501978874,
-0.0028846771456301212,
0.08199485391378403,
-0.060917191207408905,
0.010143531486392021,
0.0022218653466552496,
0.009977543726563454,
-0.01737210899591446,
-0.014385723508894444,
-0.058914706110954285,
0.06043983995914459,
0.0011979176197201014,
0.007636357098817825,
0.0522378571331501,
0.02546415850520134,
0.010940446518361568,
0.055200088769197464,
0.00616227462887764,
-0.07523763179779053,
-0.03486359491944313,
-0.03856411576271057,
-0.04059666767716408,
-0.015109133906662464,
0.000506802462041378,
0.06403511017560959,
0.03408617153763771,
0.007127361372113228,
-0.03374600410461426,
0.0405290350317955,
-0.017850728705525398,
-0.024692097678780556,
-0.08870823681354523,
0.07144292443990707,
-0.058347564190626144,
0.004043311346322298,
-0.0052649700082838535,
-0.014499188400804996,
0.050526443868875504,
-0.06007838249206543,
0.04240518808364868,
0.05916095897555351,
0.006355517543852329,
-0.018767666071653366,
-0.007492753677070141,
-0.007577330339699984,
0.030090628191828728,
0.06349807977676392,
0.043934065848588943,
0.05542182922363281,
0.02545587718486786,
-0.011269739829003811,
-0.0018111473182216287,
-0.016633592545986176,
-0.07269970327615738,
-0.13742518424987793,
-1.2314629429427983e-33,
0.03656663000583649,
-0.04743167385458946,
0.1046295315027237,
0.06270132213830948,
-0.03050040639936924,
-0.04399561136960983,
-0.01064989808946848,
-0.03491279110312462,
-0.10001390427350998,
0.10037311911582947,
-0.034924037754535675,
-0.002500864677131176,
0.0226975679397583,
-0.013116364367306232,
-0.04214678704738617,
-0.0000821213616291061,
0.02830655500292778,
0.08162300288677216,
0.026469765231013298,
-0.024182522669434547,
0.02801474928855896,
0.05364372953772545,
0.00006429164204746485,
0.08510279655456543,
-0.047103818506002426,
-0.014020710252225399,
-0.010575748980045319,
-0.021415824070572853,
0.04345371946692467,
-0.002093781717121601,
-0.01792798936367035,
-0.050064537674188614,
-0.08662426471710205,
0.13600055873394012,
0.09563896805047989,
0.010625523515045643,
-0.019749047234654427,
-0.06994084268808365,
0.05211519077420235,
0.025183044373989105,
-0.016131233423948288,
-0.009048125706613064,
0.08606477081775665,
-0.07852424681186676,
-0.06791604310274124,
0.04281877353787422,
0.1189202144742012,
-0.024086477234959602,
-0.08869630843400955,
-0.024055706337094307,
0.00026667368365451694,
0.0076647792011499405,
0.04654214158654213,
0.049768347293138504,
-0.05035032331943512,
-0.05066561698913574,
-0.0105547234416008,
0.03490215912461281,
-0.08925028890371323,
0.004124076571315527,
-0.01756059192121029,
0.03664623945951462,
-0.029847709462046623,
-0.042998056858778,
0.06988967210054398,
0.034007806330919266,
-0.020890062674880028,
-0.024146871641278267,
0.04277022182941437,
0.050998784601688385,
-0.01363976951688528,
0.05908886715769768,
0.006470490712672472,
0.024139633402228355,
0.08821899443864822,
0.03766442462801933,
0.0037956207524985075,
-0.07220864295959473,
0.0006748019950464368,
0.0501440167427063,
-0.03260429948568344,
-0.0036774268373847008,
-0.059905167669057846,
-0.0521467849612236,
-0.0858508050441742,
-0.060461997985839844,
-0.009542002342641354,
-0.013903344981372356,
0.00787388812750578,
-0.005594316869974136,
-0.09379299730062485,
-0.0521843396127224,
0.06899438798427582,
-0.04401758685708046,
0.036551058292388916,
-3.325588496517441e-33,
0.021082233637571335,
-0.07467500120401382,
0.09224550426006317,
0.008496478199958801,
0.006565609946846962,
-0.01828508824110031,
0.07995288819074631,
-0.013508371077477932,
0.00106640940066427,
-0.1392846554517746,
0.06426713615655899,
-0.03256247565150261,
0.057998206466436386,
0.01663087122142315,
-0.06604772806167603,
0.051167815923690796,
-0.11283628642559052,
0.04300718382000923,
0.12733414769172668,
0.014762286096811295,
-0.07588772475719452,
0.023169443011283875,
-0.016205498948693275,
0.0896579921245575,
-0.017936119809746742,
-0.020721599459648132,
-0.009380078874528408,
0.012251011095941067,
0.024559153243899345,
0.04991926625370979,
-0.013457433320581913,
0.0046427296474576,
-0.038991961628198624,
0.0629212036728859,
-0.10553555935621262,
0.11328709870576859,
-0.062266260385513306,
-0.04230162128806114,
0.05037195235490799,
0.02137262187898159,
-0.015179303474724293,
-0.08041345328092575,
0.04016225412487984,
-0.024847153574228287,
0.07946377247571945,
0.004751578439027071,
-0.05225484445691109,
-0.00007240004924824461,
0.005302715115249157,
0.014620209112763405,
-0.015978390350937843,
0.019660482183098793,
0.032378505915403366,
0.03316216170787811,
-0.015102013014256954,
-0.011342646554112434,
-0.01245918683707714,
-0.077042356133461,
0.01896585337817669,
0.0012800677213817835,
-0.02522241324186325,
0.01343320682644844,
-0.05534706264734268,
0.034944940358400345,
-0.08483929932117462,
0.010032753460109234,
0.022654952481389046,
-0.07418057322502136,
0.06770172715187073,
-0.07664170116186142,
0.02504768967628479,
0.013818665407598019,
0.0957026407122612,
0.05966682359576225,
0.0837385281920433,
-0.06605441123247147,
-0.017028074711561203,
-0.12649162113666534,
-0.0016281192656606436,
-0.07561654597520828,
-0.03866142779588699,
0.07263296097517014,
-0.11528130620718002,
-0.07419023662805557,
0.030079878866672516,
-0.04910155013203621,
0.023440467193722725,
-0.0029952784534543753,
-0.009095629677176476,
-0.10032759606838226,
0.03143236041069031,
0.004018086940050125,
0.046046581119298935,
0.0660211518406868,
-0.012479123659431934,
-4.732659419914853e-8,
0.08461245894432068,
0.058949947357177734,
0.04041241854429245,
-0.018107745796442032,
0.023945068940520287,
0.09614593535661697,
-0.004562882706522942,
-0.06199469044804573,
0.004040322732180357,
0.05578303337097168,
0.03061189316213131,
0.04743778333067894,
0.013855920173227787,
-0.04919235408306122,
0.03519272059202194,
0.04899084195494652,
-0.02749844267964363,
-0.007141484413295984,
-0.02663726545870304,
-0.05639701709151268,
0.016753293573856354,
0.07279693335294724,
-0.10073411464691162,
-0.01835908740758896,
0.018630262464284897,
0.014198974706232548,
0.027323540300130844,
-0.038116808980703354,
0.056384824216365814,
0.0035962413530796766,
-0.0005109163466840982,
0.009501657448709011,
0.024910714477300644,
0.029476717114448547,
-0.05801267921924591,
0.04313775897026062,
-0.046092789620161057,
0.05354975536465645,
0.016187530010938644,
0.03442501649260521,
0.025719713419675827,
0.020352574065327644,
-0.12655487656593323,
-0.02371077798306942,
-0.030291955918073654,
0.00503162806853652,
-0.04570535197854042,
0.04130274057388306,
-0.05307156965136528,
0.0395713746547699,
0.00584308011457324,
0.019861813634634018,
-0.01457788422703743,
0.01392333023250103,
0.009802664630115032,
0.017439475283026695,
-0.04253128170967102,
-0.017332803457975388,
0.01272369921207428,
-0.0070226797834038734,
-0.03006616421043873,
-0.04871358722448349,
0.010428369976580143,
-0.0537707693874836
] | null | null | null | null | null | null | null | [
-0.06925001740455627,
-0.09089390933513641,
-0.016577405855059624,
-0.06419649720191956,
0.019522840157151222,
0.04144654422998428,
-0.02596050128340721,
0.04088689759373665,
0.026996251195669174,
-0.046473197638988495,
-0.013620978221297264,
0.10501065105199814,
-0.004855836275964975,
0.017753159627318382,
0.036249224096536636,
0.012973793782293797,
-0.03955414146184921,
0.07946978509426117,
-0.04185347259044647,
0.03490522503852844,
0.05723206326365471,
-0.08009415119886398,
0.00409994600340724,
-0.028666850179433823,
-0.029394695535302162,
0.0594308078289032,
0.07362724840641022,
-0.021289046853780746,
-0.020899157971143723,
-0.017818231135606766,
0.02229652740061283,
-0.0018536146963015199,
-0.1130746379494667,
-0.07929299026727676,
0.06666549295186996,
0.05881568044424057,
-0.018417026847600937,
-0.05475303903222084,
-0.09201186150312424,
-0.04832513630390167,
0.16749534010887146,
0.0815456211566925,
0.02034039981663227,
0.01805889792740345,
-0.026142405346035957,
-0.04821008816361427,
0.010235777124762535,
0.01682693138718605,
-0.04322844743728638,
-0.013920051045715809,
0.06301271915435791,
-0.014086592011153698,
0.0009428018820472062,
-0.11509495973587036,
-0.08390279114246368,
0.08188710361719131,
0.011603058315813541,
-0.03651867061853409,
-0.023443829268217087,
-0.061843499541282654,
0.019602099433541298,
-0.01637691631913185,
-0.01639293134212494,
-0.012852697633206844,
0.004347318317741156,
0.004942179191857576,
0.1306922435760498,
-0.013425085693597794,
0.020040113478899002,
0.04974237456917763,
-0.10552876442670822,
0.030462725088000298,
-0.04626987501978874,
-0.0028846771456301212,
0.08199485391378403,
-0.060917191207408905,
0.010143531486392021,
0.0022218653466552496,
0.009977543726563454,
-0.01737210899591446,
-0.014385723508894444,
-0.058914706110954285,
0.06043983995914459,
0.0011979176197201014,
0.007636357098817825,
0.0522378571331501,
0.02546415850520134,
0.010940446518361568,
0.055200088769197464,
0.00616227462887764,
-0.07523763179779053,
-0.03486359491944313,
-0.03856411576271057,
-0.04059666767716408,
-0.015109133906662464,
0.000506802462041378,
0.06403511017560959,
0.03408617153763771,
0.007127361372113228,
-0.03374600410461426,
0.0405290350317955,
-0.017850728705525398,
-0.024692097678780556,
-0.08870823681354523,
0.07144292443990707,
-0.058347564190626144,
0.004043311346322298,
-0.0052649700082838535,
-0.014499188400804996,
0.050526443868875504,
-0.06007838249206543,
0.04240518808364868,
0.05916095897555351,
0.006355517543852329,
-0.018767666071653366,
-0.007492753677070141,
-0.007577330339699984,
0.030090628191828728,
0.06349807977676392,
0.043934065848588943,
0.05542182922363281,
0.02545587718486786,
-0.011269739829003811,
-0.0018111473182216287,
-0.016633592545986176,
-0.07269970327615738,
-0.13742518424987793,
-1.2314629429427983e-33,
0.03656663000583649,
-0.04743167385458946,
0.1046295315027237,
0.06270132213830948,
-0.03050040639936924,
-0.04399561136960983,
-0.01064989808946848,
-0.03491279110312462,
-0.10001390427350998,
0.10037311911582947,
-0.034924037754535675,
-0.002500864677131176,
0.0226975679397583,
-0.013116364367306232,
-0.04214678704738617,
-0.0000821213616291061,
0.02830655500292778,
0.08162300288677216,
0.026469765231013298,
-0.024182522669434547,
0.02801474928855896,
0.05364372953772545,
0.00006429164204746485,
0.08510279655456543,
-0.047103818506002426,
-0.014020710252225399,
-0.010575748980045319,
-0.021415824070572853,
0.04345371946692467,
-0.002093781717121601,
-0.01792798936367035,
-0.050064537674188614,
-0.08662426471710205,
0.13600055873394012,
0.09563896805047989,
0.010625523515045643,
-0.019749047234654427,
-0.06994084268808365,
0.05211519077420235,
0.025183044373989105,
-0.016131233423948288,
-0.009048125706613064,
0.08606477081775665,
-0.07852424681186676,
-0.06791604310274124,
0.04281877353787422,
0.1189202144742012,
-0.024086477234959602,
-0.08869630843400955,
-0.024055706337094307,
0.00026667368365451694,
0.0076647792011499405,
0.04654214158654213,
0.049768347293138504,
-0.05035032331943512,
-0.05066561698913574,
-0.0105547234416008,
0.03490215912461281,
-0.08925028890371323,
0.004124076571315527,
-0.01756059192121029,
0.03664623945951462,
-0.029847709462046623,
-0.042998056858778,
0.06988967210054398,
0.034007806330919266,
-0.020890062674880028,
-0.024146871641278267,
0.04277022182941437,
0.050998784601688385,
-0.01363976951688528,
0.05908886715769768,
0.006470490712672472,
0.024139633402228355,
0.08821899443864822,
0.03766442462801933,
0.0037956207524985075,
-0.07220864295959473,
0.0006748019950464368,
0.0501440167427063,
-0.03260429948568344,
-0.0036774268373847008,
-0.059905167669057846,
-0.0521467849612236,
-0.0858508050441742,
-0.060461997985839844,
-0.009542002342641354,
-0.013903344981372356,
0.00787388812750578,
-0.005594316869974136,
-0.09379299730062485,
-0.0521843396127224,
0.06899438798427582,
-0.04401758685708046,
0.036551058292388916,
-3.325588496517441e-33,
0.021082233637571335,
-0.07467500120401382,
0.09224550426006317,
0.008496478199958801,
0.006565609946846962,
-0.01828508824110031,
0.07995288819074631,
-0.013508371077477932,
0.00106640940066427,
-0.1392846554517746,
0.06426713615655899,
-0.03256247565150261,
0.057998206466436386,
0.01663087122142315,
-0.06604772806167603,
0.051167815923690796,
-0.11283628642559052,
0.04300718382000923,
0.12733414769172668,
0.014762286096811295,
-0.07588772475719452,
0.023169443011283875,
-0.016205498948693275,
0.0896579921245575,
-0.017936119809746742,
-0.020721599459648132,
-0.009380078874528408,
0.012251011095941067,
0.024559153243899345,
0.04991926625370979,
-0.013457433320581913,
0.0046427296474576,
-0.038991961628198624,
0.0629212036728859,
-0.10553555935621262,
0.11328709870576859,
-0.062266260385513306,
-0.04230162128806114,
0.05037195235490799,
0.02137262187898159,
-0.015179303474724293,
-0.08041345328092575,
0.04016225412487984,
-0.024847153574228287,
0.07946377247571945,
0.004751578439027071,
-0.05225484445691109,
-0.00007240004924824461,
0.005302715115249157,
0.014620209112763405,
-0.015978390350937843,
0.019660482183098793,
0.032378505915403366,
0.03316216170787811,
-0.015102013014256954,
-0.011342646554112434,
-0.01245918683707714,
-0.077042356133461,
0.01896585337817669,
0.0012800677213817835,
-0.02522241324186325,
0.01343320682644844,
-0.05534706264734268,
0.034944940358400345,
-0.08483929932117462,
0.010032753460109234,
0.022654952481389046,
-0.07418057322502136,
0.06770172715187073,
-0.07664170116186142,
0.02504768967628479,
0.013818665407598019,
0.0957026407122612,
0.05966682359576225,
0.0837385281920433,
-0.06605441123247147,
-0.017028074711561203,
-0.12649162113666534,
-0.0016281192656606436,
-0.07561654597520828,
-0.03866142779588699,
0.07263296097517014,
-0.11528130620718002,
-0.07419023662805557,
0.030079878866672516,
-0.04910155013203621,
0.023440467193722725,
-0.0029952784534543753,
-0.009095629677176476,
-0.10032759606838226,
0.03143236041069031,
0.004018086940050125,
0.046046581119298935,
0.0660211518406868,
-0.012479123659431934,
-4.732659419914853e-8,
0.08461245894432068,
0.058949947357177734,
0.04041241854429245,
-0.018107745796442032,
0.023945068940520287,
0.09614593535661697,
-0.004562882706522942,
-0.06199469044804573,
0.004040322732180357,
0.05578303337097168,
0.03061189316213131,
0.04743778333067894,
0.013855920173227787,
-0.04919235408306122,
0.03519272059202194,
0.04899084195494652,
-0.02749844267964363,
-0.007141484413295984,
-0.02663726545870304,
-0.05639701709151268,
0.016753293573856354,
0.07279693335294724,
-0.10073411464691162,
-0.01835908740758896,
0.018630262464284897,
0.014198974706232548,
0.027323540300130844,
-0.038116808980703354,
0.056384824216365814,
0.0035962413530796766,
-0.0005109163466840982,
0.009501657448709011,
0.024910714477300644,
0.029476717114448547,
-0.05801267921924591,
0.04313775897026062,
-0.046092789620161057,
0.05354975536465645,
0.016187530010938644,
0.03442501649260521,
0.025719713419675827,
0.020352574065327644,
-0.12655487656593323,
-0.02371077798306942,
-0.030291955918073654,
0.00503162806853652,
-0.04570535197854042,
0.04130274057388306,
-0.05307156965136528,
0.0395713746547699,
0.00584308011457324,
0.019861813634634018,
-0.01457788422703743,
0.01392333023250103,
0.009802664630115032,
0.017439475283026695,
-0.04253128170967102,
-0.017332803457975388,
0.01272369921207428,
-0.0070226797834038734,
-0.03006616421043873,
-0.04871358722448349,
0.010428369976580143,
-0.0537707693874836
] |
End of preview. Expand
in Dataset Viewer.
- Downloads last month
- 62