CoresetsforVectorSummarizationwithApplicationstoNetworkGraphsDanFeldman1SedatOzer2DanielaRus2Abstractgroups,gatheringplaces,collectiveactivitypatterns,etc.Thereareseveralkeychallengestoachievethese...
ConvergenceAnalysisofProximalGradientwithMomentumforNonconvexOptimizationQunweiLi1YiZhou1YingbinLiang1PramodK.Varshney1AbstractAlgorithm1APGInthiswork,weinvestigatetheacceleratedprox-Input:y1=x1=x0...
ContextualDecisionProcesseswithlowBellmanrankarePAC-LearnableNanJiang1AkshayKrishnamurthy2AlekhAgarwal3JohnLangford3RobertE.Schapire3AbstracteralizeMDPswherethestateformsthecontext(Ex.1)andPOMDPswh...
ConnectedSubgraphDetectionwithMirrorDescentonSDPsCemAksoylar1LorenzoOrecchia1VenkateshSaligrama1AbstractThedetectionorestimationofarbitraryconnectedsub-graphsovergraph-structuredsignalsisanexampleo...
ConditionalImageSynthesiswithAuxiliaryClassifierGANsAugustusOdena1ChristopherOlah1JonathonShlens1Abstractseveralpromisingapproachesforbuildingimagesynthe-sismodels.Variationalautoencoders(VAEs)maxi...
ComposingTreeGraphicalModelswithPersistentHomologyFeaturesforClusteringMixed-TypeDataXiuyanNi1NoviQuadrianto23YusuWang4ChaoChen1Abstractsuchintuitionistheimportantbasisofmanysuccessfulgeometricclus...
BidirectionalLearningforTime-seriesModelswithHiddenUnitsTakayukiOsogami1HiroshiKajino1TaroSekiyama1Abstractdenunits,however,makeitdifficulttolearntheparametersofthosemodels.Forexample,theBaum-Welch...
BayesianOptimizationwithTree-structuredDependenciesRodolpheJenatton1CedricArchambeau1JavierGonzalez2MatthiasSeeger1Abstractwithcomplexmachinelearningmodels,suchasdeepneuralnetworks.Historically,thi...
BayesianinferenceonrandomsimplegraphswithpowerlawdegreedistributionsJuhoLee1CreightonHeaukulani2ZoubinGhahramani23LancelotF.James4SeungjinChoi1Abstractabsenceoflinksbetweenobjectsinthenetwork.Forex...
BayesianModelsofDataStreamswithHierarchicalPowerPriorsAndre´sMasegosa12ThomasD.Nielsen3HelgeLangseth2Dar´ıoRamos-Lo´pez1AntonioSalmero´n1AndersL.Madsen34Abstractgettingapproaches(Honkela&Valpo...
AsynchronousStochasticGradientDescentwithDelayCompensationShuxinZheng1QiMeng2TaifengWang3WeiChen3NenghaiYu2Zhi-MingMa4Tie-YanLiu3Abstract(Zhangetal.,2015;Chen&Huo,2016;Chenetal.,2016).withthefastde...
AnInfiniteHiddenMarkovModelwithSimilarity-BiasedTransitionsColinReimerDawson1ChaofanHuang1ClaytonT.Morrison2Abstractinga“stick”offoftheremainingweightaccordingtoaBeta(1,γ)distribution.Theparamet...
AnAdaptiveTestofIndependencewithAnalyticKernelEmbeddingsWittawatJitkrittum1ZoltánSzabó2ArthurGretton1AbstractAbasicnonlineardependencemeasureistheHilbert-SchmidtIndependenceCriterion(HSIC),whichi...