Closed-formMarginalLikelihoodinGamma-PoissonMatrixFactorizationLouisFilstroff1AlbertoLumbreras1Ce´dricFe´votte1AbstractwhereweusetheshapeandrateparametrizationoftheGammadistribution,i.e.,Gamma(x...
TowardEfficientandAccurateCovarianceMatrixEstimationonCompressedDataXixianChen12MichaelR.Lyu12IrwinKing12Abstractwithitsextensions(Zouetal.,2006),LinearDiscrimi-nantAnalysis(LDA),andQuadraticDiscri...
ProvableAlternatingGradientDescentforNon-negativeMatrixFactorizationwithStrongCorrelationsYuanzhiLi1YingyuLiang1AbstractBydoingso,onecanavoidcancellationofdifferentfea-turesandimproveinterpretabili...
OnMixedMembershipsandSymmetricNonnegativeMatrixFactorizationsXueyuMao1PurnamritaSarkar2DeepayanChakrabarti3Abstractinstance,individualsinasocialnetworkmayhavemul-tipleinterests,andhencearebestdescr...
NonnegativeMatrixFactorizationforTimeSeriesRecoveryFromaFewTemporalAggregatesJialiMei12YohannDeCastro1YannigGoude12GeorgesHe´brail2AbstractticipantisbilledbytheTSO.Tocalculatetheimbalancecausedbya...
NearlyOptimalRobustMatrixCompletionYeshwanthCherapanamjeri1KartikGupta1PrateekJain1AbstractSupp(S∗)⊂ΩandsamplingoperatorPΩ:Rm×n→Rm×nisdefinedas:Inthispaper,weconsidertheproblemofRo-bustMatri...
FasterPrincipalComponentRegressionandStableMatrixChebyshevApproximationZeyuanAllen-Zhu1YuanzhiLi2AbstracttasksofPCPandPCRbecometrivialbecausetheprojec-tionMatrixcanbeconstructedexplicitly.Wesolvepr...
BayesianBooleanMatrixFactorisationTammoRukat1ChrisC.Holmes12MichalisK.Titsias3ChristopherYau4AbstractN=10observationofsizeD=17x10BooleanMatrixfactorisationaimstodecomposen=0n=1n=2n=3n=4n=5n=6n=7n=8...
AlgebraicVarietyModelsforHigh-RankMatrixCompletionGregOngie1RebeccaWillett2RobertD.Nowak2LauraBalzano1AbstracttheMatrix.TheassumptionthattheMatrixislow-rankisequivalenttoassumingthedatalieson(ornea...