搜索
高维数据的降维理论及应用作者：谭璐学位授予单位：国防科学技术大学研究生院被引用次数：6次参考文献(148条)1.DLDonohoHighDimensionalDataAnalysis:TheCursesandBlessingsofDimensionality20002.BellmanRichardAdaptiveControlProcesses:AGuidedTour20003.HongyuanZha.ZhenyueZhangIsometricEmbeddingandContinuumISOMAP.CSE-03-00120034.ZhenyueZhang.HongyuanZhaLocalLinearSmoothingforNonlinearManifoldLearning.CSE-03-00320035.VindeSilva.JoshuaBTenenbaum.DavidDDenison.MarkH.Hansen,ChristopherV.Holmens,BaniMallick,BinYuUnsupervisedlearningofcurvedmanifolds,NonlinearEstimationandClassi-fication20026.LSaul.SRoweisThinkGlobally,FitLocally:UnsupervisedLearningofNonlinearManifolds20027.MBelkin.PNiyogiLaplacianEigenmapsandSpectralTechniquesforEmbeddingandClustering20028.DavidLDonoho.CarrieGrimesHessianEigenmaps:newlocallylinearembeddingtechniquesforhigh-dimensionaldata9.LJimenez.DALandgrebeProjectionpursuitforhighdimensionalfeaturereduction:Parallelandsequentialapproaches199510.LJimenez.DALandgrebeProjectionpursuitinhighdimensionaldatareduction:Initialconditions,featuresselectionandtheassumptionofnormality199911.AIfarraguerri.Chein-IChangUnsupervisedHyperspectralImageAnalysiswithprojectionpursuit[外文期刊]200012.DDonoho.CGrimesWhendoesISOMAPrecoverthenaturalparametrizationoffamiliesofarticulatedimages?200213.DonohoDavidL.GrimesCarrieWhendoesgeodesicdistancerecoverthetruehiddenparametrizationoffamiliesofarticulatedimages?200214.DonohoDavidL.GrimesCarrieLocalIsomapperfectlyrecoverstheunderlyingparametrizationforfamilitesofoccludedlacunaryimages200215.EnriqueFigueroa.ChristianHoudreLoselesscodingthroughtheconcentrationofmeasurephenomenon200216.KevinBeyer.JonathanGoldstein.RaghuRamakrishnan.UriShaftWhenis‘nearestneighbor'meaningful?199917.TechnicalReport:UnknownSparsitybycontrollingtheFalseDiscoveryRate200018.TsuhanChen.YufengJessieHsu.XiaomingLiu.WendeZhangPrincipleComponentAnalysisAndItsVariantsForBiometrics200219.ThomasLGriffiths.MichaelLKalishAMultidimensionalscalingapproachtomentalmultiplication2002(01)20.SBalakrishnama.AGanapathirajuLinearDiscriminantAnalysis-ABriefTutorial,InstituteforSignalandinformationProcessing199821.XiaofeiHe.ParthaNiyogiLocalityPreservingProjections(LPP),TechnicalReportTR-2002-0922.MBelkin.PNiyogiLaplacianEigenmapsandSpectralTechniquesforEmbeddingandClustering,AdvancesinNeuralInformationProcessingSystems15200123.SamTRoweis.LawrenceKSaulNonlinearDimensionalityReductionbyLocallyLinearEmbedding200024.HongyuanZha.ZhenyueZhangIsometricEmbeddingandContinuumIsomap,CSE-03-001200325.MKFleming.GWCottrellCategorizationoffacesusingunsupervisedfeaturesextraction199026.AALubischewOntheuseofdiscriminantfunctionsintaxonomy27.MiguelACarreira-Perpinan,AReviewofDimensionReductionTechniques,TechnicalReportCS-96-09199728.AKrogh.MBrownHiddenMarkovmodelsincomputationalbiology199429.DJCMackayBayesianneuralnetworksanddensitynetworks199530.MiguelAngelCarreira-Perpinan,Continuouslatentvariablemodelsfordimensionalityreductionandsequentialdatareconstruction200131.DWScottMultivariateDensityEstimation.Theory,Practice,andVisualization,WileySeriesinProbabilityandMathematicalStatistics199232.DAsimovThegrandtour:Atoolforviewingmultidimensionaldata1985(06)33.HChernoTheuseoffacestorepresentpointsink-dimensionalspacegraphically1973(342)34.RBellmanAdaptiveControlProcesses::AGuidedTour196135.DWScott.JRThompsonProbabilitydensityestimationinhigherdimensions198336.BWSilvermanDensityEstimationforStatisticsandDataAnalysis.Number26inMonographsonStatisticsandAppliedProbability198637.IbragimovI.KhasminskiiRZStatisticalestimation:asymptotictheory198138.EJWegmanHyperdimensionaldataanalysisusingparallelcoordinates1990(411)39.LuisJimenez.DavidLandgrebeSupervisedClassificationinHighDimensionalSpace:Geometrical,StatisticalandAsymptoticalPropertiesofMultivariateData1998(01)40.PersiDiaconis.DavidFreedmanAsymptoticsofGraphicalProjectionPursuit1984(03)41.MichaelSteinbach.LeventErtoz.VipinKumarTheChallengesofClusteringHighDimensionalData42.JEJacksonAUser'sGuidetoPrincipalComponents.WileySeriesinProbabilityandMathematicalStatistics199143.ITJolliffePrincipalComponentAnalysis.SpringerSeriesinStatistics198644.HHotellingAnalysisofacomplexofstatisticalvariablesintoprincipalcomponents193345.JNKapurMaximum-EntropyModelsinScienceandEngineering198946.TMCover.JAThomasElementsofInformationTheory,WileySeriesinTelecommunications199147.DJBartholomewLatentVariableModelsandFactorAnalysis198748.BSEverittAnIntroductiontoLatentVariableModels.MonographsonStatisticsandAppliedProbability198449.EOjaPrincipalcomponents,minorcomponents,andlinearneuralnetworks1992(06)50.FScarselli.ACTsoiUniversalapproximationusingfeedforwardneuralnetworks:Asurveyofsomeexistingmethods,andsomenewresults1998(01)51.NKambhatla.TKLeenDimensionreductionbylocalprincipalcomponentanalysis1997(07)52.BScholkopf.SMika.CJCBurges.P.Knirsch,K.-R.Muller,G.Ratsch,A.SmolaInputspacevs.featurespaceinkernel-basedmethods1999(05)53.BScholkopf.ASmola.K-RMullerNonlinearcomponentanalysisasakerneleigenvalueproblem1998(05)54.KaYeeYeung.WalterLRuzzoAnempiricalstudyonPrincipalComponentAnalysisfor