RobustProbabilisticModelingwithBayesianDataReweightingYixinWang1AlpKucukelbir1DavidM.Blei1Abstractobservations,oringeneral,measurementsthatdonotbelongDensitytotheprocesswearemodeling.Robustmodelssh...
PreferentialBayesianOptimizationJavierGonza´lez1ZhenwenDai1AndreasDamianou1NeilD.Lawrence12AbstractX×Xfromwhichweobtainbinaryfeedback{0,1}thatrepresentswhetherornotxispreferredoverx(haslowerBayes...
MultiplicativeNormalizingFlowsforVariationalBayesianNeuralNetworksChristosLouizos12MaxWelling13Abstractwhenadoctordeterminesthediseaseofapatientbasedontheoutputofsuchanetwork.Wereinterpretmultiplic...
Multi-fidelityBayesianOptimisationwithContinuousApproximationsKirthevasanKandasamy1GautamDasarathy2JeffSchneider1Barnaba´sPo´czos1AbstractTypically,insuchapplications,eachfunctionevaluationisexpe...
Max-valueEntropySearchforEfficientBayesianOptimizationZiWang1StefanieJegelka1AbstractAmongthemostpopularonesrangetheGaussianprocessupperconfidencebound(GP-UCB)(Auer,2002;SrinivasEntropySearch(ES)an...
Local-to-GlobalBayesianNetworkStructureLearningTianGao1KshitijFadnis1MurrayCampbell1AbstractThepredominantexactscore-basedstructurelearningal-gorithmsadopttheglobalapproachandfocusonbet-Weintroduce...
LocalBayesianOptimizationofMotorSkillsRiadAkrour1DmitrySorokin1JanPeters12GerhardNeumann13Abstractcarryanadditionaloptimizationphaseonthephysicalsys-tem.Bayesianoptimizationisrenownedforitssam-plee...
HighDimensionalBayesianOptimizationwithElasticGaussianProcessSantuRana1ChengLi1SunilGupta1VuNguyen1SvethaVenkatesh1Abstract1998)whicharealsoexpensivetoevaluate.Examplesin-cludeexperimentaldesigntoo...
FastBayesianIntensityEstimationforthePermanentalProcessChristianJ.Walder12AdrianN.Bishop123Abstractin(Lloydetal.,2015;KomSamo&Roberts,2015).TheCoxprocessisastochasticprocesswhichTosatisfynon-negati...
EvaluatingBayesianModelswithPosteriorDispersionIndicesAlpKucukelbir1YixinWang1DavidM.Blei1Abstractvalidationcapturesanotionofgeneralizationandjustifiesholdingoutdata.Thissimplecombinationhasfueledt...
DropoutInferenceinBayesianNeuralNetworkswithAlpha-divergencesYingzhenLi1YarinGal12Abstractinformationcanbeused,forexample,toidentifywhenavi-sionmodelisgivenanadversarialimage(studiedbelow),Toobtain...
DeepBayesianActiveLearningwithImageDataYarinGal12RiashatIslam1ZoubinGhahramani13Abstractmedicaldiagnosis,microbiology,andmanufacturing(Tong,2001).Inactivelearning,amodelistrainedonasmallEventhougha...
BayesianOptimizationwithTree-structuredDependenciesRodolpheJenatton1CedricArchambeau1JavierGonzalez2MatthiasSeeger1Abstractwithcomplexmachinelearningmodels,suchasdeepneuralnetworks.Historically,thi...
BayesianinferenceonrandomsimplegraphswithpowerlawdegreedistributionsJuhoLee1CreightonHeaukulani2ZoubinGhahramani23LancelotF.James4SeungjinChoi1Abstractabsenceoflinksbetweenobjectsinthenetwork.Forex...
BayesianBooleanMatrixFactorisationTammoRukat1ChrisC.Holmes12MichalisK.Titsias3ChristopherYau4AbstractN=10observationofsizeD=17x10Booleanmatrixfactorisationaimstodecomposen=0n=1n=2n=3n=4n=5n=6n=7n=8...
BayesianModelsofDataStreamswithHierarchicalPowerPriorsAndre´sMasegosa12ThomasD.Nielsen3HelgeLangseth2Dar´ıoRamos-Lo´pez1AntonioSalmero´n1AndersL.Madsen34Abstractgettingapproaches(Honkela&Valpo...
BatchedHigh-dimensionalBayesianOptimizationviaStructuralKernelLearningZiWang1ChengtaoLi1StefanieJegelka1PushmeetKohli2Abstracteffectiveforconvexoptimizationproblemsdefinedovercontinuousdomains,thes...