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参考[1]林宙辰.机器学习及其应用2013,availableathttpwww.cispkueducn/faculty/vision/zlin/Publications/Rank_Minimization.pdf.[2]、、、郭孝英.黎曼几何导论(修订版).高等教育,[3]范金城、梅长林.数据分析(第二版).科学,[4]拱.应用多变量统计分析.科学,A.BeckandM.Teboulle.Afastiterativeshrinkage-thresholdingalgorithmforlinearinverseproblems.SIAMJournalonImagingSciences,pp.183-202,2009.AmirBeckandMarcTeboulle.Alinearlyconvergentalgorithmforsolvingaclassofnonconvex/affinefeasibilityproblems.Fixed-PointAlgorithmsforInverseProblemsinScienceandEngineering,SpringerOptimizationandItsApplications,pages33–48,2011.M.BeckaandG.Oksa.Onvariableblockingfactorinaparalleldynamicblock-JacobiSVDalgorithm.ParallelComputing,pp.1153-1174,2003.M.Becka,G.Oksa,andM.Vajtersic.Dynamicorderingforaparallelblock-JacobiSVDalgorithm.ParallelComputing,pp.243-262,2002.J.BennettandS.Lanning.Thenetflixprize.InProceedingsofKDDCupandWorkshop,2007.D.P.Bertsekas.NonlinearProgramming.AthenaScientific,2ndedition,D.P.Bertsekas,A.Nedic,andA.E.Ozdaglar.ConvexysisandAthenaScientific,C.M.Bishop.PatternRecognitionandMachineLearning.Springer,WilliamM.Boothby.AnIntroductiontoDifferentiableManifoldsandRiemannianGeometry.Elsevier,2003.S.BoydandL.Vandenberghe.ConvexOptimization.CambridgeUniversityPress,P.A.BusingerandG.H.Golub.Algorithm358:singularvalue positionofacomplexmatrix.CommunicationsoftheACM,pp.564-565,1969.J.F.Cai,E.J.Candes,andZ.Shen.Asingularvaluethresholdingalgorithmformatrixcompletion.SIAMJournalonOptimization,20(4):1956–1982,2010.E.J.Candes.Compressivesampling.InProceedingsoftheInternationalCongressofMathematicians,2006.E.J.Candes,X.Li,Y.Ma,andJ.Wright.RobustprincipalcomponentJournaloftheACM,58(1):1–37,E.J.CandesandY.Plan.Matrixcompletionwithnoise.ProceedingsoftheIEEE,98(6):925–936,2010.E.J.CandesandB. ExactmatrixcompletionviaconvexFoundationsofComputationalMathematics,9(6):717–772,E.J.CandesandJ.Romberg.Sparsityandincoherenceincompressivesampling.InverseProblems,pp.969-985,2006.E.J.Candes,M.Rudelson,T.Tao,andR.Vershynin.Errorcorrectionvialinearprogramming.InProceedingsofthe46thAnnualIEEESymposiumonFoundationsofComputerScience,2005.E.J.CandesandT.Tao.Reflectionsoncompressedsensing.IEEEInformationTheorySocietyNewsletter,pp.14-17,2008.E.J.CandesandM.Wakin.Anintroductiontocompressivesampling.IEEESignalProcessingMagazine,pp.21-30,2008.HongChang,Dit-YanYeung,andYiminXiong.Super-resolutionthroughneigh-borembedding.pages275–282.InProceedingsofComputerVisionandPatternRecognition,2004.B.Cheng,J.,S.Yan,Y.Fu,andT.S.Huang.Learningwithℓ1-graphforimageysis.IEEETransactionsonImageProcessing,19(4),2010.HongCheng,ZichengLiu,Lu,andXuewenChen.Sparserepresentationandlearninginvisualrecognition:Theoryandapplications.SignalProcessing,93(6):1408–1425,2013.FanR.K.Chung.SpectralGraphTheory.AmericanMathematicalSociety,J.CosteiraandT.Kanade.Amultibodyfactorizationmethodforindependentlymovingobjects.InternationalJournalofComputerVision,29(3):159–179,1998.J.W.DemmelandW.Kahan.Accuratesingularvaluesofbidiagoanlmatrices.SIAM:SIAMJournalonScientificComputing,pp.873-912,1990.W.Deng,W.Yin,andY.Zhang.Groupsparseoptimizationbyalternatingdirectionmethod.TR11-06,DepartmentofComputationalandAppliedMathematics,RiceUniversity,2011.I.Dhillon,J.Demmel,andM.Gu.Efficientcomputationofthesingularvaluepositionwithapplicationstoleastsquaresproblems.LBLReport#36201,D.Donoho.De-noisingbysoft-thresholding.IEEETransactiononInformationTheory,41(3):613–627,1995.Z.DRMAC.AposterioricomputationofthesingularvectorsinapreconditionedJacobiSVDalgorithm.IMAJournalofNumericalysis,pp.191-213,1999.Z.DrmacandK.Veselic.NewfastandaccurateJacobiSVDalgorithm.I.SIAMJournalonMatrixysisandApplications,pp.1322-1342,2007.Z.DrmacandK.Veselic.NewfastandaccurateJacobiSVDalgorithm:II.J.Matrix.Appl.,pp.1343-1362,A.Edelman,T.Arias,andS.T.Smith.Thegeometryofalgorithmswithorthogonal-ityconstraints.SIAMJounalonMatrixysisandApplications,20(2):303–353,inSignalandImageProcessing.Springer,1edition,2010.E.ElhamifarandR.Vidal.Sparsesubspaceclustering.InIEEEInternationalConferenceonComputerVisionandPatternRecognition.IEEE,2009.M.Fazel.MatrixRankMinimizationwithApplications.Ph.D.Thesis,JiashiFeng,ZhouchenLin,HuanXu,andShuichengYan.Robustsubspacesegmen-tationwithblock-diagonalprior.InProceedingsofIEEEConferenceonComputerVisionandPatternRecognition,2014.SimonFoucartandHolgerRauhut.AMathematicalIntroductiontoCompressiveSensing.Birkhauser,1edition,2013.A.Ganesh,Z.Lin,J.Wright,L.Wu,M.Chen,andY.Ma.Fastalgorithmsforrecoveringacorruptedlow-rankmatrix.pages213–216.InternationalWorkshoponComputationalAdvancesinMulti-SensorAdaptiveProcessing,2009.NavinGoel,GeeBebis,andAraNefian.Facerecognitionexperimentswithrandomprojection.Proc.SPIE5779,2004.G.H.GolubandC.F.VanLoan.Matrixcomputations(3rded.).JohnsHopkinsUniversityPress,1996.M.GuandS.C.Eisenstat.Adivide-and-conqueralgorithmforthebidiagonalSVD.SIAMJournalonMatrixysisandApplicationsVolume16,Number1,pp.79-92,1995.B.He,M.Tao,andX.Yuan.AlternatingdirectionmethodwithGaussianbacksubstitutionforseparableconvexprogramming.SIAMJ.Optimization,22(2):313–340,2012.B.HeandX.Yuan.LinearizedalternatingdirectionmethodwithGaussianbacksubstitutionforseparableconvexprogramming.NumericalAlgebra,ControlandOptimization,3(2):247–260,2013.A.S.Householder.Unitarytriangularizationofanonsymmetricmatrix.JournaloftheACM,pp.339-342,1958.YaoHu,DebingZhang,JieYe,XuelongLi,andXiaofeiHe.Fastandaccuratematrixcompletionviatruncatednuclearnormregularization.IEEETransactiononPatternysisandMachineInligence,35(9):2117–2130,2013.L.Jacob,G.Obozinski,andJ.P.Vert.GroupLassowithoverlapandgraphICML,pages433–440,D.JamesandV.Kresimir.Jacobi’smethodismoreaccuratethanQR.SIAMJournalonMatrixysisandApplications,pp.1204-1245,1992.H.Ji,C.Liu,Z.Shen,andY.Xu.Robustdenoisingusinglowrankmatrixcompletion.InProceedingsofIEEEConferenceonComputerVisionandPatternRecognition(CVPR),2010.I.T.Jolliffe.PrincipalComponentysis.SpringerSeriesinStatistics.Springer-Verlag,Berlin,1986.A.Kerr,D.Campbell,andM.Richards.QR positiononGPUs.InPro-ceedingsof2ndWorkshoponGeneralPurposeProcessingonGraphicsProcessingUnits,2009.R.H.Keshavan,A.Montanari,andS.Oh.Matrixcompletionfromnoisyentries.Priprint,2009.S.Lafon.Diffusionmapsandgeometricharmonics.Ph.D.thesis,YaleUniversity,S.LahabarandP.J.Narayanan.Singularvalue positiononGPUusingCU-DA.IEEEInternationalSymposiumonParallel&DistributedProcessing,2009.IEEETransactionsonImageProcessing,21(3):1327–1338,R.M.Larsen.rmunk/PROPACK/.ErikG.LarssonandYngveSelen.LinearregressionwithasparseparameterIEEETransactionsonSignalProcessing,55(2):451–460,Chun-GuangLi,ZhouchenLin,andJunGuo.Basessorting:Generalizingtheconceptoffrequencyfor pletedictionaries. puting,115:192–200,Z.Lin,M.Chen,L.Wu,andY.Ma.Theaugmentedlagrangemultipliermethodforexactrecoveryofacorruptedlow-rankmatrix.Preprint,2009.Z.Lin,R.Liu,andZ.Su.Linearizedalternatingdirectionmethodwithadaptivepenaltyforlow-rankrepresentation.pages612–620.InProceedingsofAdvancesinNeuralInformationProcessingSystems(NIPS),2011.ZhouchenLin,RishengLiu,andHuanLi.Linearizedalternatingdirectionmethodwithparallelsplittingandadaptivepenalityforseparableconvexprogramsinma-chinelearning.MachineLearning,pageaccepted.G.Liu,Z.Lin,andY.Yu.Robustsubspacesegmentationbylow-rankrepresen-tation.InProceedingsofthe26thInternationalConferenceonMachineLearning,Haifa,Israel,2010.G.Liu,H.Xu,andS.Yan.Exactsubspacesegmentationandoutlierdetectionbylow-rankrepresentation.pages703–711.ProceedingsofInternationalConferenceonArtificialInligenceandStatistics(AISTAT),2012.G.LiuandS.Yan.Latentlow-rankrepresentationforsubspacesegmentationandfeatureextraction.InICCV,2011.ofsubspacestructuresbylow-rankrepresentation.IEEETransactionsonPatternysisandMachine ligence,35(1):171–184,ofsubspacestructuresbylow-rankrepresentation.IEEETrans.PatternysisandMachineInligence,35(1):171–184,2013.R.Liu,Z.Lin,andZ.Su.Linearizedalternatingdirectionmethodwithparallelsplittingandadaptivepenaltyforseparableconvexprogramsinmachinelearning.InProceedingsofAsianConferenceonMachineLearning(ACML),2013.Z.LiuandL.Vandenberghe.Semidefiniteprogrammingmethodsforsystemreal-izationandidentification.InProceedingsofIEEEConferenceonDecisionandControl,2009.S.Ma,D.Goldfarb,andL.Chen.Fixedpointandbregmaniterativemethodsformatrixrankminimization.MathematicalProgramming,128(1-2):321–359,2011.Y.Ma,S.Soatto,J.Kosecka,andS.S.Sastry.AnInvitationto3-DVision:FromImagestoGeometricModels.Springer,1edition,2004.L.Meier,S.VanDeGeer,andP.B¨hlmann.ThegroupLassoforlogisticregres-sion.JournaloftheRoyalStatisticalSociety:SeriesB(StatisticalMethodology),70(1):53–71,2008.R.Meka,P.Jain,andI.S.Dhillon.Matrixcompletionfrompower-lawdistribut-edsamples.InProceedingsoftheConferenceonNeuralInformationProcessingSystems(NIPS),2009.J.Meng,W.Yin,E.Houssain,andZ.Han.Collaborativespectrumsensingfromsparseobservationsusingmatrixcompletionforcognitiveradionetworks.InPro-ceedingsofInternationalConferenceonAcoustics,Speech,andSignalProcessing,S.Negahban,P.Ravikumar,M.Wainwright,andB.Yu.Aunifiedframeworkforhigh-dimensionalysisofm-estimatorswith posableregularizers.InPro-ceedingsoftheConferenceonNeuralInformationProcessingSystems(NIPS),2009.A.Nemirovski.EfficientMethodsinConvexProgramming.Preprint,Y.Nesterov.AmethodofsolvingaconvexprogrammingproblemwithconvergencerateO(1/k2).SovietMathematicsDoklady,27(2):372–376,1983.NVIDIA.CUDACUBLASlibrary.NVIDIACorporation,NVIDIA.NVIDIACUDAprogrammingguide.C.C.PaigeandM.A.Saunders.LSQR:gorithmforsparselinearequationsandsparseleastsquares.ACMTransactionsonMathematicalSoftware,pp.43-71,K.Pearson.Onlinesandplanesofclosestfittosystemsofpointsinspace.Philo-sophicalMagazine,2(6):559–572.Y.Peng,A.Ganesh,J.Wright,W.Xu,andY.Ma.RASL:robustalignmentbysparseandlow-rank positionforlinearlycorrelatedimages.InProceedingsofIEEEConferenceonComputerVisionandPatternRecognition(CVPR),2010.XiangRenandZhouchenLin.Linearizedalternatingdirectionmethodwithadap-tivepenaltyandwarmstartsforfastsolvingtransforminvariantlow-ranktextures.InternationalJournalofComputerVision,104:1–14.J.RennieandN.Srebro.Fast ummarginmatrixfactorizationforcollabora-tiveprediction.InternationalConferenceonMachineLearning(ICML),2005.R.Rockafellar.Convexysis.PrincetonUniversityPress,1edition,S.T.RoweisandL.K.Saul.Nonlineardimensionalityreductionbylocallylinearembedding.Science,290(5500):2323–2326,December2000.J.ShiandJ.Malik.Normalizedcutsandimagesegmentation.IEEETransactiononPatternysisandMachineInligence,22(8):888–905,August2000.A.SingerandM.Cucuringu.Uniquenessoflow-rankmatrixcompletionbyrigiditytheory.SIAMJournalonMatrixysisandApplications,pp.1621-1641,2010.A.Subramanian,P.Tamayo,V.K.Mootha,S.Mukherjee,andetal.Genesetenrientysis:Aknowledge-basedapproachforinterpretinggenome-wideexpressionprofiles.ProceedingsoftheNationalAcademyofSciences,102(43):267–288,2005.nonlineardimensionalityreduction.Science,290(5500):2319–2323,December2000.K.C.TohandS.W.Yun.Anacceleratedproximalgradientalgorithmfornuclearnormregularizedleastsquaresproblems.AcceptedbyPacificJ.Optimization,2009.IvanaToˇsi´candPascalFrossard.Dictionarylearning.IEEESignalProcessingMagazine,28(2):27–38,2011.MK-STso.Reduced-rankregressionandcanonicalysis.JournaloftheRoyalStatisticalSociety,SeriesB(Methodological),43(2):183–189,1981. positions.pages962–967.Allerton’09Proceedingsofthe47thAnnualAllertonConferenceonCommunication,Control,andComputing,2009.M.J.vandeVijver,Y.D.He,L.J.van’tVeer,H.Dai,andetal.Agene-expressionsignatureasapredictorofsurvivalinbreastcancer.TheNewEnglandJournalofMedicine,347(25):1999–2009,2002.V.N.Vapnik.TheNatureofStatisticalLearningTheory.Springer-Verlag,2edition,JianzhongWang.GeometricStructureofHigh-DimensionalDataandDimension-alityReduction.Springer,2012.G.A.Watson.Characterizationofthesubdifferentialofsomematrixnorms.LinearAlgebraanditsApplications,170:33–45,1992.SimingWeiandZhouchenLin.ysisandimprovementoflowrankrepresenta-tionforsubspacesegmentation.Technicalreport,arXiv:1107.1561.,2010.J.Wright,A.Ganesh,K.Min,andY.Ma.Compressiveprincipalcomponentpur-suit.pages1276–1280.InternationalSymposiumonInformationTheory(ISIT),J.Wright,A.Ganesh,S.Rao,Y.Peng,andY.Ma.Robustprincipalcomponentysis:exactrecoveryofcorruptedlow-rankmatricesviaconvexoptimization.pages2080–2088.InProceedingsoftheConferenceonNeuralInformationingSystems(NIPS),Y.Xu,W.Yin,andZ.Wen.ternatingdirectionalgorithmformatrixcomple-tionwithnonnegativefactors.CAAMTechnicalReportTR11-03,2011.Allen,ArvindGanesh,ShankarSastry,andYiMa.Fastl1-minimizationalgorithmsandanapplicationinrobustfacerecognition:Areview.TechnicalReportUCB/EECS-2010-13,EECSDepartment,UniversityofCalifornia,Berkeley,Feb2010.J.andX.Yuan.LinearizedaugmentedLagrangianandalternatingdi-rectionmethodsfornuclearnormminimization.MathematicsofComputation,82(281):301–329,2013.Jianchao,ZhaowenWang,ZheLin,ScottCohen,andThomasS.Huang.Cou-pleddictionarytrainingforimagesuper-resolution.IEEETransactionsonImageProcessing,21(8):3467–3478,August2012.SlaX.YuandJianboShi.Multiclassspectralclustering.pages313–319.InProceedingsofInternationalConferenceonComputerVision,2003.S.Zhang.OnesidedjacobimethodonCUDAforSVD.ApplicationResearchofZ.Zhang,A.Ganesh,X.Liang,andY.Ma.Tilt:Transforminvariantlow-ranktextures.InternationalJournalofComputerVision,99(1):1–24,2012.Z.Zhang,X.Liang,andY.Ma.Unwraplow-ranktexturesongeneraliz
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