NonparametricDecompositionofSparseTensorsConorTillinghast1ShandianZhe1AbstractDecompositionisafundamentalframeworkformultiwaydataanalysis.Ingeneral,tensorDecompositionaimstoes-TensorDecompositionis...
ASampling-BasedMethodforTensorRingDecompositionOsmanAsifMalik1StephenBecker1Abstractthateachhavestrengthsandweaknesses(Kolda&Bader,2009).ThenumberofparametersintheCPDecompositionWeproposeasampling-...
UnsupervisedSpeechDecompositionviaTripleInformationBottleneckKaizhiQian12YangZhang1ShiyuChang1DavidCox1MarkHasegawa-Johnson2Abstractofthetoneofthespeaker,andrhythmcharacterizeshowfastthespeakerutte...
Q-valuePathDecompositionforDeepMultiagentReinforcementLearningYaodongYang1JianyeHao12GuangyongChen3HongyaoTang1YingfengChen4YujingHu4ChangjieFan4ZhongyuWei5Abstract1.IntroductionRecently,deepmultia...
PartialTraceRegressionandLow-RankKrausDecompositionHachemKadri1StéphaneAyache1RiikkaHuusari2AlainRakotomamonjy34LivaRalaivola4AbstractFigure1.Illustrationofthepartialtraceoperation.Thepartialtrace...
FastDeterministicCURMatrixDecompositionwithAccuracyAssuranceYasutoshiIda12SekitoshiKanai1YasuhiroFujiwara3TomoharuIwata3KohTakeuchi24HisashiKashima24Abstractthedatamatrix.Namely,thedecomposedmatric...
EvolutionaryTopologySearchforTensorNetworkDecompositionChaoLi1ZhunSun1AbstractMorerecently,somestudiesbroughttheideafromphysicstoextendTDintoamoresophisticatedform,i.e.,tensornet-Tensornetwork(TN)d...
EfficientDomainGeneralizationviaCommon-SpecificLow-RankDecompositionVihariPiratla1PraneethNetrapalli2SunitaSarawagi1Abstractlardomainadaptationtask(Mansouretal.,2009;Ben-Davidetal.,2006;Daume´IIIe...
TACO:LearningTaskDecompositionviaTemporalAlignmentforControlKyriacosShiarlis1MarkusWulfmeier2SashaSalter2ShimonWhiteson3IngmarPosner2Abstractplatform,LfDrequiresonlytheabilitytocontroltheagent.Many...
SoundAbstractionandDecompositionofProbabilisticProgramsStevenHoltzen1GuyVandenBroeck1ToddMillstein1Abstractindependencesthatcanspeedupinferencebyfactorization;forexample,low-widthtreeDecompositions...
ProbabilisticBooleanTensorDecompositionTammoRukat12ChrisC.Holmes12ChristopherYau23AbstractFigure1:Graphicalintuitionfor3-wayBooleantensorDecomposition.Logicalconjunction(∧)ofBooleanvectorsBooleant...
ParallelandStreamingAlgorithmsforK-CoreDecompositionHosseinEsfandiari1SilvioLattanzi1VahabMirrokni1Abstractproblem(Leeetal.,2010;Bahmanietal.,2012;Epastoetal.,2015;Esfandiarietal.,2015).Thek-corede...
LossDecompositionforFastLearninginLargeOutputSpacesIanE.H.Yen1SatyenKale2FelixX.Yu2DanHoltmann-Rice2SanjivKumar2PradeepRavikumar1Abstractevaluation.Thiscanbeasignificantbottleneckiniterativemethods...
DecompositionofUncertaintyinBayesianDeepLearningforEfficientandRisk-sensitiveLearningStefanDepeweg12Jose´MiguelHerna´ndez-Lobato3FinaleDoshi-Velez4SteffenUdluft1AbstractInthisworkweshowhowtoperfo...
CanonicalTensorDecompositionforKnowledgeBaseCompletionTimothéeLacroix12NicolasUsunier1GuillaumeObozinski2Abstractetal.,2014),aparticularcaseofCPwhichsharesthefac-torsforthesubjectandobjectmodes,wa...
TensorDecompositionwithSmoothnessMasaakiImaizumi1KoheiHayashi23AbstractTosolvetheseproblems,thelow-rankassumption,i.e.,giventensorisgeneratedfromasmallnumberoflatentRealdatatensorsaretypicallyhighd...
TensorDecompositionviaSimultaneousPowerIterationPo-AnWang1Chi-JenLu1Abstractandinfactseveralproblemsrelatedtotensordecomposi-tionareknowntobeNP-hard(Hillar&Lim,2013).Nev-TensorDecompositionisanimpo...
OrthogonalizedALS:ATheoreticallyPrincipledTensorDecompositionAlgorithmforPracticalUseVatsalSharan1GregoryValiant1Abstracttheirpracticalutilitywillonlyincrease,withtheriseofmulti-modalmeasurements(e...
Gram-CTC:AutomaticUnitSelectionandTargetDecompositionforSequenceLabellingHairongLiu1ZhenyaoZhu1XiangangLi1SanjeevSatheesh1Abstract2016),machinetranslation(Sébastienetal.,2015),andparsing(Vinyalset...