FastandStableMaximumLikelihoodEstimationforIncompleteMultinomialModelsChenyangZhang1GuoshengYin1Abstractplesareincompleteinthecaseofpartialorconditionalclassification.Forsomeobservations,asubsetofc...
Doubly-CompetitiveDistributionEstimationYiHao1AlonOrlitsky1Abstract1.1.DistributionEstimationDistributionEstimationisastatistical-learningLet∆kdenotethecollectionofdistributionsoverthedis-cornerst...
CommunicationComplexityinLocallyPrivateDistributionEstimationandHeavyHittersJayadevAcharya1ZitengSun1AbstractWasserman&Zhou,2010;Wainwrightetal.,2012;Chaud-hurietal.,2011)).DifferentialPrivacy(DP)(...
BoostedDensityEstimationRemasteredZacCranko12RichardNock213Abstractcosthere,insofaraswehavebeenabletodevise,isthatoneforgoeslearninganefficientsampler(aswithaGAN),andTherehasrecentlybeenasteadyincr...
ApproximationandNon-parametricEstimationofResNet-typeConvolutionalNeuralNetworksKentaOono12TaijiSuzuki13AbstractForfully-connectedneuralnetworks(FNNs),thereisalotofexistingwork,datingbacktothe80’s...
ABaselineforAnyOrderGradientEstimationinStochasticComputationGraphsJingkaiMao1JakobFoerster2TimRockta¨schel3MaruanAl-Shedivat4GregoryFarquhar2ShimonWhiteson2Abstract1.IntroductionByenablingcorrect...
TopologicalMixtureEstimationSteveHuntsman1Abstractratescomponentdensities.Wefurthershowhowtoopti-mallysmooththemixturewhentheinputdensityitselfisbe-WeintroducetopologicalmixtureEstimation,aingestim...
MutualInformationNeuralEstimationMohamedIshmaelBelghazi1AristideBaratin12SaiRajeswar1SherjilOzair1YoshuaBengio134AaronCourville13RDevonHjelm14Abstracttrasttocorrelation,mutualinformationcapturesnon...
LocalDensityEstimationinHighDimensionsXianWu1MosesCharikar1VishnuNatchu2Abstractchinelearningmethodsareincreasinglyshiftingtowardse.g.wordembeddings(Penningtonetal.,2014;MikolovAnimportantquestiont...
Large-ScaleSparseInverseCovarianceEstimationviaThresholdingandMax-DetMatrixCompletionRichardY.Zhang1SalarFattahi1SomayehSojoudi2Abstractzero.ForGaussiandistributions,thestatisticalinterpre-tationof...
KernelRecursiveABC:PointEstimationwithIntractableLikelihoodTakafumiKajihara12MotonobuKanagawa3KeisukeYamazaki2KenjiFukumizu4Abstractpopulationgenetics(Pritchardetal.,1999)anddynamicalsystems(Toniet...
ImplicitRegularizationinNonconvexStatisticalEstimation:GradientDescentConvergesLinearlyforPhaseRetrievalandMatrixCompletionCongMa1KaizhengWang1YuejieChi2YuxinChen3Abstract1.IntroductionRecentyearsh...
EstimationofMarkovChainviaRank-ConstrainedLikelihoodXudongLi1MengdiWang1AnruZhang2AbstractofMarkovchainswithlow-ranktransitionmatricesinthispaper.Low-ranknessisubiquitousinpractice.Forexam-Thispape...
ErrorEstimationforRandomizedLeast-SquaresAlgorithmsviatheBootstrapMilesE.Lopes1ShusenWang2MichaelW.Mahoney2AbstractDrineasetal.,2012;Clarkson&Woodruff,2013;Woodruff,2014;Maetal.,2014;Mengetal.,2014...
CovariateAdjustedPrecisionMatrixEstimationviaNonconvexOptimizationJinghuiChen1PanXu2LingxiaoWang2JianMa3QuanquanGu2AbstractassideinformationtoadjusttheEstimationofprecisionmatrixcouldleadtobetterac...
ConditionalNoise-ContrastiveEstimationofUnnormalisedModelsCiwanCeylan1MichaelU.Gutmann2Abstractxi∈Xareindependentlysampledfromtheunknowndatadistributionpd.Unnormalisedmodelsoutputnon-negativeManyp...
Candidatesvs.NoisesEstimationforLargeMulti-ClassClassificationProblemLeiHan1YihengHuang1TongZhang1Abstractforestimatingprobabilitydensitiesandhasbeenappliedtovariouslanguagemodelingsituations,sucha...
BayesianUncertaintyEstimationforBatchNormalizedDeepNetworksMattiasTeye12HosseinAzizpour1KevinSmith13Abstractorifthenetworkisconfrontedwithadversarialexamples(Goodfellowetal.,2014).Whenexposedtodata...
AnEstimationandAnalysisFrameworkfortheRaschModelAndrewS.Lan1MungChiang2ChristophStuder3Abstractresponsetheory(IRT)model(Lord,1980),isgivenbyTheRaschmodeliswidelyusedforitemre-p(Yu,i=1)=Φ(au−di),(...
ActiveLearningforAccurateEstimationofLinearModelsCarlosRiquelme1MohammadGhavamzadeh2AlessandroLazaric3Abstractassumethattheobservationsarecorruptedbynoiselevelsthatareproblem-dependentandmustbelear...