PrincipalComponentHierarchyforSparseQuadraticProgramsRobbieVreugdenhil1VietAnhNguyen23ArminEftekhari4PeymanMohajerinEsfahani1Abstractspecifically,weconsidertheproblemWeproposeanovelapproximationhie...
DualPrincipalComponentPursuitforRobustSubspaceLearning:TheoryandAlgorithmsforaHolisticApproachTianyuDing1ZhihuiZhu2Rene´Vidal3DanielP.Robinson4Abstractoutliersandnoise.Unlikeinliers,whichexactlyli...
UpperboundsforModel-FreeRow-SparsePrincipalComponentAnalysisGuanyiWang1SantanuDey1AbstractwhereA:=1XX⊤isthesamplecovariancematrix,MSparseprincipalComponentanalysis(PCA)isandIrdenotesther×ridentit...
OnlineAdaptivePrincipalComponentAnalysisandItsextensionsJianjunYuan1AndrewLamperski1AbstractThestandardperformancemetricforonlinelearningmea-suresthedifferencebetweenthedecisionmaker’scumula-Wepro...
NoisyDualPrincipalComponentPursuitTianyuDing1ZhihuiZhu2TianjiaoDing3YunchenYang3Rene´Vidal2ManolisC.Tsakiris3DanielP.Robinson1AbstractInthehighrelativedimensionregime,state-of-the-artcon-vexoptimi...
StreamingPrincipalComponentAnalysisinNoisySettingsTeodorV.Marinov1PooryaMianjy1RamanArora1AbstractBigdataischaracterizednotonlybyitssheer“volume”butalsobyits“veracity”,orthelackthereof.Mostbigd...
HyperplaneClusteringviaDualPrincipalComponentPursuitManolisC.Tsakiris1Rene´Vidal1Abstractlieinaunionofhyperplanes,asin,e.g.,projectivemotionsegmentation(Vidaletal.,2006),3DpointcloudanalysisState-...
FasterPrincipalComponentRegressionandStableMatrixChebyshevApproximationZeyuanAllen-Zhu1YuanzhiLi2AbstracttasksofPCPandPCRbecometrivialbecausetheprojec-tionmatrixcanbeconstructedexplicitly.Wesolvepr...
Communication-efficientAlgorithmsforDistributedStochasticPrincipalComponentAnalysisDanGarber1OhadShamir2NathanSrebro3Abstractchinelearning.FordatathatconsistsofNvectorsinWestudythefundamentalproble...