FiniteMixturemodelsdonotreliablylearnthenumberofcomponentsDianaCai1TrevorCampbell2TamaraBroderick3Abstracthakaranetal.,2016),microscopygroups(Rubin-Delanchyetal.,2015;Griffie´etal.,2016),haplotype...
RecoveryofSparseSignalsfromaMixtureofLinearSamplesAryaMazumdar1SoumyabrataPal1AbstractWewillrefertothevaluesreturnedbytheoraclegiventhesequeriesassamples.Mixtureoflinearregressionsisapopularlearnin...
QuantumExpectation-MaximizationforGaussianMixturemodelsIordanisKerenidis12AlessandroLuongo31AnupamPrakash2AbstractHere,welookatExpectation-Maximization(EM),afun-WedefineaquantumversionofExpectation...
ControllingOverestimationBiaswithTruncatedMixtureofContinuousDistributionalQuantileCriticsArseniiKuznetsov1PavelShvechikov12AlexanderGrishin13DmitryVetrov13AbstractThrun&Schwartz(1993)elucidatetheo...
TemporalGaussianMixtureLayerforVideosAJPiergiovanni1MichaelS.Ryoo1AbstractLLMσ1WeintroduceanewconvolutionallayernamedtheTemporalGaussianMixture(TGM)layerandμ1presenthowitcanbeusedtoefficientlycap...
MixtureModelsforDiverseMachineTranslation:TricksoftheTradeTianxiaoShen1MyleOtt2MichaelAuli2Marc’AurelioRanzato2Abstractstylessuchasformal/informal,literal/notliteral,etc.Thisraisesthequestionofhow...
InfiniteMixturePrototypesforFew-ShotLearningKelseyR.Allen1EvanShelhamer2HanulShin1JoshuaB.Tenenbaum1AbstractTwopopularclassesofnonparametricmethodsarenearestneighbormethodsandprototypicalmethods.Ne...
TopologicalMixtureEstimationSteveHuntsman1Abstractratescomponentdensities.Wefurthershowhowtoopti-mallysmooththeMixturewhentheinputdensityitselfisbe-WeintroducetopologicalMixtureestimation,aingestim...
LearningaMixtureofTwoMultinomialLogitsFlavioChierichetti1RaviKumar2AndrewTomkins2Abstractnoknownpolynomial-timealgorithmstolearn(exactlyorapproximately)anynon-trivialMixtureofmultinomiallo-Theclass...