OnEstimationinLatentVariableModelsGuanhuaFang,PingLiCognitiveComputingLabBaiduResearch10900NE8thStBellevueWA98004USA{guanhuafang,liping11}@baidu.comAbstractVariablescanbeaggregatedinamodeltoreprese...
IsometricGaussianProcessLatentVariableModelforDissimilarityDataMartinJørgensen1SørenHauberg2AbstractPCAProbabilisticTopologyDistanceMDSWepresentaprobabilisticmodelwherethelatentIsoMap()()Variable...
AProxyVariableViewofSharedConfoundingYixinWang1DavidM.Blei2Abstractconfounder)aredifficulttoobtain,e.g.,requiringexpensivereal-timetrackingofactivities.LifestyleisnecessarilyanCausalinferencefromob...
VariableSkippingforAutoregressiveRangeDensityEstimationEricLiang1ZonghengYang1IonStoica1PieterAbbeel12YanDuan2XiChen2AbstractBaselineMultiOrderSkippingMultiOrder+Skipping100000Deepautoregressivemod...
LatentVariableModellingwithHyperbolicNormalizingFlowsAvishekJoeyBose12AriellaSmofsky12RenjieLiao34PrakashPanangaden12WilliamL.Hamilton12Abstractℝ2ℍ2KThechoiceofapproximateposteriordistributionsℝ...
TensorVariableEliminationforPlatedFactorGraphsFritzObermeyer1EliBingham1MartinJankowiak1JustinChiu2NeerajPradhan1AlexanderM.Rush2NoahGoodman13AbstractInrecentyearsresearchershaveexploitedtheequival...
kernelPSI:aPost-SelectionInferenceFrameworkforNonlinearVariableSelectionLotfiSlim12Cle´mentChatelain1Chloe´-AgatheAzencott23Jean-PhilippeVert24AbstracttheVariablestestedafterselectionarelikelytoe...
DiscriminativeRegularizationforLatentVariableModelswithApplicationstoElectrocardiographyAndrewC.Miller1ZiadObermeyer2JohnP.Cunningham3SendhilMullainathan4Abstracttion(e.g.atrialfibrillationorafib,a...
ProvableVariableSelectionforStreamingFeaturesJingWang1JieShen2PingLi3Abstractandonlyrelatedfeatureswillbeincludedintherecommen-dationmodel.Hence,inreal-worldapplications,featuresInlarge-scalemachin...
NonparametricVariableimportanceusinganaugmentedneuralnetworkwithmulti-tasklearningJeanFeng1BrianD.Williamson1MarcoCarone12NoahSimon1AbstractrequiresarigorousdefinitionofanestimableVariableim-portan...
Nonoverlap-PromotingVariableSelectionPengtaoXie12HongbaoZhang1YichenZhu3EricP.Xing1Abstractimportantfactors,regularization-basedVariable-selectionmethodshavebeenwidelystudied.ThemostnotableoneVaria...
LearninginIntegerLatentVariableModelswithNestedAutomaticDifferentiationDanielSheldon12KevinWinner1DeboraSujono1Abstract()(+-()($+Wedevelopnestedautomaticdifferentiation(AD)!"algorithmsforexactinfer...
LearningBinaryLatentVariableModels:ATensorEigenpairApproachArielJaffe1RoiWeiss1ShaiCarmi2YuvalKluger3BoazNadler1AbstractForsimplicityweassumeitisGaussian,thoughourmethodcanbemodifiedtohandleotherno...
AnAlgorithmicFrameworkofVariableMetricOver-RelaxedHybridProximalExtra-GradientMethodLiShen1PengSun1YitongWang1WeiLiu1TongZhang1Abstracttimizationandconvex-concavesaddle-pointoptimization,encompasse...