DualPrincipalComponentPursuitforRobustSubspaceLearning:TheoryandAlgorithmsforaHolisticApproachTianyuDing1ZhihuiZhu2Rene´Vidal3DanielP.Robinson4Abstractoutliersandnoise.Unlikeinliers,whichexactlyli...
NoisyDualPrincipalComponentPursuitTianyuDing1ZhihuiZhu2TianjiaoDing3YunchenYang3Rene´Vidal2ManolisC.Tsakiris3DanielP.Robinson1AbstractInthehighrelativedimensionregime,state-of-the-artcon-vexoptimi...
OnMatchingPursuitandCoordinateDescentFrancescoLocatello12AnantRaj1SaiPraneethKarimireddy3GunnarRätsch2BernhardSchölkopf1SebastianU.Stich3MartinJaggi3Abstractmachinelearningcommunity(Seber&Lee,201...
InnovationPursuit:ANewApproachtotheSubspaceClusteringProblemMostafaRahmani1GeorgeAtia1Abstracttothesesubspaces.Subspaceclusteringnaturallyarisesinmanymachinelearninganddataanalysisproblems,in-Thisp...
HyperplaneClusteringviaDualPrincipalComponentPursuitManolisC.Tsakiris1Rene´Vidal1Abstractlieinaunionofhyperplanes,asin,e.g.,projectivemotionsegmentation(Vidaletal.,2006),3DpointcloudanalysisState-...
CoherencePursuit:Fast,Simple,andRobustSubspaceRecoveryMostafaRahmani1GeorgeAtia1AbstractdimensionalsubspacebysolvingAremarkablysimple,yetpowerful,algorithmminD−UˆUˆTDFsubjecttoUˆTUˆ=I,(1)terme...