TighterBoundsontheLogMarginalLikelihoodofGaussianProcessRegressionusingConjugateGradientsArtemArtemev12DavidR.Burt3MarkvanderWilk1Abstractdientbasedmethodsinordertoautomaticallyselectmodelhyperpara...
ScalableMarginalLikelihoodEstimationforModelSelectioninDeepLearningAlexanderImmer12MatthiasBauer†34VincentFortuin1GunnarRätsch12MohammadEmtiyazKhan5Abstract3layers,5221params1layer,151paramsMargL...
WhittleNetworks:ADeepLikelihoodModelforTimeSeriesZhongjieYu1FabrizioVentola1KristianKersting12Abstract2015).Consider,e.g.,thestockpricechangesofindus-trialsectorsshowninFig.1(Left).Thedropinlate201...
QuantifyingandReducingBiasinMaximumLikelihoodEstimationofStructuredAnomaliesUthsavChitra1KimberlyDing1JasperC.H.Lee2BenjaminJ.Raphael1Abstract1.IntroductionAnomalyestimation,ortheproblemoffindingAn...
OnlineLimitedMemoryNeural-LinearBanditswithLikelihoodMatchingOfirNabati1TomZahavy12ShieMannor13Abstractplorationduringtherepresentationlearningphaseisstillanopenproblem.The-greedypolicy(Langford&Zh...
CompressedMaximumLikelihoodYiHao1AlonOrlitsky1AbstractAnestimatorforfisafunctionfˆ:Z→QsuchthatwhenZ∼p,thelossd(fˆ(Z),f(p))issmall.TheMLplug-inMaximumLikelihood(ML)isoneofthemostfundamentalandge...
AmortizedConditionalNormalizedMaximumLikelihood:ReliableOutofDistributionUncertaintyEstimationAurickZhou1SergeyLevine1Abstractdictionaccuracy,theygenerallydonotprovidethemeanstoaccuratelyquantifyth...
ExplorationThroughRewardBiasing:Reward-BiasedMaximumLikelihoodEstimationforStochasticMulti-ArmedBanditsXiLiu1Ping-ChunHsieh2Yu-HengHung2AnirbanBhattacharya3P.R.Kumar1Abstractandthenappliestheaction...
EquivariantFlows:ExactLikelihoodGenerativeLearningforSymmetricDensitiesJonasKo¨hler1LeonKlein1FrankNoe´123Abstractproblems,suchasvalidconformationsofproteins.Normalizingflowsareexact-Likelihoodge...
MaximumLikelihoodEstimationforLearningPopulationsofParametersRamyaKorlakaiVinayak1WeihaoKong2GregoryValiant2ShamKakade1Abstractrameterofinterestperindividual.Insuchsparseobservationscenarios,howacc...
MallowsRankingModels:MaximumLikelihoodEstimateandRegenerationWenpinTang1AbstractSnbethesetofpermutationsof[n]:={1,...,n}.TheparametricmodelThispaperisconcernedwithvariousMallowsrankingmodels.Westud...
FastandStableMaximumLikelihoodEstimationforIncompleteMultinomialModelsChenyangZhang1GuoshengYin1Abstractplesareincompleteinthecaseofpartialorconditionalclassification.Forsomeobservations,asubsetofc...
StateSpaceGaussianProcesseswithNon-GaussianLikelihoodHannesNickisch1ArnoSolin2AlexanderGrigorievskiy23Abstractaddressedbyapproximatecovariancecomputationsusingsparseinducingpointmethods(Quin˜onero...
EstimationofMarkovChainviaRank-ConstrainedLikelihoodXudongLi1MengdiWang1AnruZhang2AbstractofMarkovchainswithlow-ranktransitionmatricesinthispaper.Low-ranknessisubiquitousinpractice.Forexam-Thispape...
CompositeMarginalLikelihoodMethodsforRandomUtilityModelsZhibingZhao1LirongXia1AbstractwhichistheRUMwithGumbeldistributions.RUMs,espe-ciallythePlackett-Lucemodel,havebeenwidelyappliedWeproposeanovel...
Closed-formMarginalLikelihoodinGamma-PoissonMatrixFactorizationLouisFilstroff1AlbertoLumbreras1Ce´dricFe´votte1AbstractwhereweusetheshapeandrateparametrizationoftheGammadistribution,i.e.,Gamma(x...
AUnifiedMaximumLikelihoodApproachforEstimatingSymmetricPropertiesofDiscreteDistributionsJayadevAcharya1HirakenduDas2AlonOrlitsky3AnandaTheerthaSuresh4Abstractapplications.Symmetricdistributionprope...