NonparametricHamiltonianMonteCarloCarolMak1FabianZaiser1LukeOng1Abstractessentialtoautomatetheinferenceoflatentvariablesinthemodel,conditionedontheobserveddata.Probabilisticprogrammingusesprogramst...
NonparametricDecompositionofSparseTensorsConorTillinghast1ShandianZhe1Abstractdecompositionisafundamentalframeworkformultiwaydataanalysis.Ingeneral,tensordecompositionaimstoes-Tensordecompositionis...
ConsistentNonparametricMethodsforNetworkAssistedCovariateEstimationXueyuMao1DeepayanChakrabarti2PurnamritaSarkar3Abstractforinvestigatingprivacyinsocialnetworks,amongothers.Thus,ageneralsolutiontot...
Self-ModulatingNonparametricEvent-TensorFactorizationZhengWang1XinqiChu2ShandianZhe1Abstractfactorization,whichlearnsasetoflatentfactorstorepresenteachparticipant.Withthefactorrepresentations,wecan...
NonparametricScoreEstimatorsYuhaoZhou1JiaxinShi1JunZhu1Abstractcludeparametricscorematching(Hyva¨rinen,2005;Sasakietal.,2014;Songetal.,2019),itsdenoisingvariantsasEstimatingthescore,i.e.,thegradie...
EfficientNonparametricstatisticalinferenceonpopulationfeatureimportanceusingShapleyvaluesBrianD.Williamson1JeanFeng2AbstractLikewise,vaccineresearchersmaywanttoknowthemostimportantmolecularphenotyp...
Sliced-WassersteinFlows:NonparametricGenerativeModelingviaOptimalTransportandDiffusionsAntoineLiutkus1UmutS¸ims¸ekli2SzymonMajewski3AlainDurmus4Fabian-RobertSto¨ter1Abstract2013)andgenerativeadv...
ScalableNonparametricSamplingfromMultimodalPosteriorswiththePosteriorBootstrapEdwinFong12SimonLyddon1ChrisHolmes12AbstractsamplefrommultimodalposteriorswithMCMCincludepar-alleltempering(Neal,1996)a...
NonparametricBayesianDeepNetworkswithLocalCompetitionKonstantinosP.Panousis1SotiriosChatzis2SergiosTheodoridis13AbstractInaddition,thisfactrendersDNNssusceptibletostrongoverfittingtendenciesthatmay...
CombiningParametricandNonparametricModelsforOff-PolicyEvaluationOmerGottesman1YaoLiu2ScottSussex1EmmaBrunskill2FinaleDoshi-Velez1Abstractjectoriesundertheevaluationpolicyviastitchingtogetheractualt...
BayesianNonparametricFederatedLearningofNeuralNetworksMikhailYurochkin12MayankAgarwal12SoumyaGhosh123KristjanGreenewald12TrongNghiaHoang12YasamanKhazaeni12Abstractneedforcentralizeddata,insteaddesi...
Nonparametricvariableimportanceusinganaugmentedneuralnetworkwithmulti-tasklearningJeanFeng1BrianD.Williamson1MarcoCarone12NoahSimon1Abstractrequiresarigorousdefinitionofanestimablevariableim-portan...
NonparametricRegressionwithComparisons:EscapingtheCurseofDimensionalitywithOrdinalInformationYichongXu1HariankMuthakana1SivaramanBalakrishnan2ArturDubrawski3AartiSingh1AbstractRd×R,invarioustaskso...
DistributedNonparametricRegressionunderCommunicationConstraintsYuanchengZhu1JohnLafferty2Abstractaggregatedfromthemultiplelocationstoformthefinalesti-mate.However,thecommunicationbetweenmachinesmay...
DeepBayesianNonparametricTrackingAonanZhang1JohnPaisley1Abstractcomplexmachinelearningtechniquessuchasdeepneuralnetworks(LeCunetal.,2015)usuallyfitsmoothnonlin-Time-seriesdataoftenexhibitirregularb...
FromPatchestoImages:ANonparametricGenerativeModelGengJi1MichaelC.Hughes2ErikB.Sudderth13Abstractanddenoisingtoextractinformationdirectlyfromasinglecorruptedimage.Alternatively,theaccurateexpectedpa...