RepresentationSubspaceDistanceforDomainAdaptationRegressionXinyangChen1SinanWang1JianminWang1MingshengLong1Abstractsuchasobjectlocalization,imageregistration,humanposeestimation,tonameafew(Lathuili...
DualPrincipalComponentPursuitforRobustSubspaceLearning:TheoryandAlgorithmsforaHolisticApproachTianyuDing1ZhihuiZhu2Rene´Vidal3DanielP.Robinson4Abstractoutliersandnoise.Unlikeinliers,whichexactlyli...
SubspaceFittingMeetsRegression:TheEffectsofSupervisionandOrthonormalityConstraintsonDoubleDescentofGeneralizationErrorsYehudaDar1PaulMayer1LorenzoLuzi1RichardG.Baraniuk1AbstractFigure1.Thesupervisi...
StochasticSubspaceCubicNewtonMethodFilipHanzely1NikitaDoikov2PeterRichta´rik1YuriiNesterov2Abstractareinterestedintheregimewherethedimensiondisverylarge,whicharisesinmanycontexts,suchasthetraining...
SparseSubspaceClusteringwithEntropy-NormLiangBai1JiyeLiang1Abstracthigh-dimensionaldatawhichisubiquitousinreal-worlddataminingapplications,suchasimageprocessing,textInthispaper,weprovideanexplicitt...
NestedSubspaceArrangementforRepresentationofRelationalDataNozomiHata1ShizuoKaji2AkihiroYoshida1KatsukiFujisawa2Abstracttion,multiplication,differentiation,metric,andtopologysothatvariousoperations,...
SubspaceRobustWassersteinDistancesFranc¸ois-PierrePaty1MarcoCuturi21Abstractdistancescangrowexponentiallyindimension(Dudley,1969;Fournier&Guillin,2015),whichmeansthatanirre-MakingsenseofWasserstei...
NeuralCollaborativeSubspaceClusteringTongZhang12PanJi3MehrtashHarandi4WenbingHuang5HongdongLi2Abstractresultsinthedevelopmentofnon-linearSCtechniques.Ker-nelmethods(Chenetal.,2009;Pateletal.,2013;P...
TheoreticalAnalysisofSparseSubspaceClusteringwithMissingEntriesManolisC.Tsakiris1Rene´Vidal2Abstractfoundnumerousapplicationsinmachinelearning,com-putervision,patternrecognition,bioinformaticsands...
SubspaceEmbeddingandLinearRegressionwithOrliczNormAlexandrAndoni1ChengyuLin1YingSheng1PeilinZhong1RuiqiZhong1Abstractwherel:Rn→R+isthelossfunction.Whenl(y)=nWeconsiderageneralizationoftheclassicli...
NearlyOptimalRobustSubspaceTrackingPraneethNarayanamurthy1NamrataVaswani1Abstractetal.,2011),AltProj(Netrapallietal.,2014),RPCA-GD(Yietal.,2016),NO-RMC(Cherapanamjerietal.,2016).RobustSubspacetrack...
LeveragingUnionofSubspaceStructuretoImproveConstrainedClusteringJohnLipor1LauraBalzano1AbstractvectorsandestimatetheunderlyingSubspaces,achievingex-cellentperformanceonavarietyofrealdatasets.Howeve...
InnovationPursuit:ANewApproachtotheSubspaceClusteringProblemMostafaRahmani1GeorgeAtia1AbstracttotheseSubspaces.Subspaceclusteringnaturallyarisesinmanymachinelearninganddataanalysisproblems,in-Thisp...
CoherencePursuit:Fast,Simple,andRobustSubspaceRecoveryMostafaRahmani1GeorgeAtia1AbstractdimensionalSubspacebysolvingAremarkablysimple,yetpowerful,algorithmminD−UˆUˆTDFsubjecttoUˆTUˆ=I,(1)terme...