KernelSteinDiscrepancyDescentAnnaKorba1Pierre-CyrilAubin-Frankowski2SzymonMajewski3PierreAblin4AbstractbySimon-Gabriel(2018),classicaldissimilaritiesincludeAmongdissimilaritiesbetweenprobabilitydis...
InterpretableSteinGoodness-of-fitTestsonRiemannianManifoldsWenkaiXu1TakeruMatsuda2AbstractonRiemannianmanifolds(Chikuse,2012;Mardia&Jupp,1999;Ley&Verdebout,2017).Inmanyapplications,weencounterdatao...
ActiveSlicesforSlicedSteinDiscrepancyWenboGong1KaiboZhang1YingzhenLi2Jose´MiguelHerna´ndez-Lobato1Abstracttumetal.,2017;Gorham&Mackey,2017)andmodellearn-ing(Liu&Wang,2016;Puetal.,2017;Huetal.,201...
LearningtheSteinDiscrepancyforTrainingandEvaluatingEnergy-BasedModelswithoutSamplingWillGrathwohl1Kuan-ChiehWang1Jo¨rn-HenrikJacobsen1DavidDuvenaud1RichardZemel1AbstractFigure1.Densitymodelstraine...
KernelizedSteinDiscrepancyTestsofGoodness-of-fitforTime-to-EventDataTamaraFerna´ndez1ArthurGretton1Nicola´sRivera2WenkaiXu1Abstracttimeofapatientinaclinicaltrial(Collett,2015;Biswasetal.,2007);or...
QuantileSteinVariationalGradientDescentforBatchBayesianOptimizationChengyueGong1JianPeng2QiangLiu1AbstractorexpensiveobjectivefunctionasarandomvariableandleverageBayesianinference,typicallywithaGau...
NonlinearSteinVariationalGradientDescentforLearningDiversifiedMixtureModelsDilinWang1QiangLiu1Abstractwhere✓icanbethecomponentparametersinmixturemod-elsoradditivemodels,ortheposteriorsamplesinBaye...
SteinVariationalMessagePassingforContinuousGraphicalModelsDilinWang1ZheZeng2QiangLiu1Abstractpropagateuncertainty,wellsuitedfordecentralizedinfer-encetaskssuchassensornetworklocalization(e.g.,Ihler...
SteinVariationalGradientDescentWithoutGradientJunHan1QiangLiu2AbstractMCMCandVI.Byleveraginganewtypeoffunctionalgra-dientdescentofKLdivergenceonthespaceofdistributions,Steinvariationalgradientdecen...
SteinPointsWilsonYeChen1LesterMackey2JacksonGorham3Franc¸ois-XavierBriol456Chris.J.Oates76Abstractareextensivelyusedforthistaskbutsuffer(intermsofaccuracy)from‘clustering’ofthepoints{xi}ni=1when...
MessagePassingSteinVariationalGradientDescentJingweiZhuo1ChangLiu1JiaxinShi1JunZhu1NingChen1BoZhang1Abstractparametricfamiliesascommonlydoneintraditionalvari-ationalinference(VI)methods.Besides,SVG...
Goodness-of-FitTestingforDiscreteDistributionsviaSteinDiscrepancyJiasenYang1QiangLiu2VinayakRao1JenniferNeville13Abstractfornetworkdata.Whileavarietyofapproximateinferencetechniquessuchaspseudo-lik...