基于支持向量机的特征选择方法的研究与应用

浙江大学博士学位论文基于支持向量机的特征选择方法的研究与应用姓名：毛勇申请学位级别：博士专业：控制科学与工程指导教师：孙优贤20060401基于支持向量机的特征选择方法的研究与应用作者：毛勇学位授予单位：浙江大学被引用次数：3次参考文献(203条)1.参考文献2.AbeS.InoueTFuzzysupportvectormachinesformulticlassproblems20023.AdamBL.QuYSerumproteinfingerprintingcoupledwithapattern-matchingalgorithmdistinguishedprostatecancerfrombenignprostatehyperplasiaandhealthymen2002(13)4.AdamBL.VlahouAProteomicapproachestobiomarkerdiscoveryinprostateandbladdercancers20015.AebersoldR.MannMMass-spectrometry-basedproteomics2003(6928)6.AhmadA.DeyLAfeatureselectiontechniqueforclassificatoryanalysis[外文期刊]20057.AlizadehAA.EisenMBDistincttypesofdiffuselargeB-celllymphomaidentifiedbygeneexpressionprofiling20008.AllweinEL.SchapireREReducingmulticlasstobinary:aunifyingapproachformarginclassifiers20009.BaggerlyKA.EdmonsonSRHigh-resolutionserumproteomicpatternsforovariancancerdetection200410.BaldiP.BrunakSBioinformatics:themachinelearningapproach200411.BarzilayO.BrailovskyVLOndomainknowledgeandfeatureselectionusingasupportvectormachine[外文期刊]199912.BaudatG.AnouarFFeaturevectorselectionandprojectionusingkernels[外文期刊]200313.BaughmanDRNeuralnetworksinbioprocessingandchemicalengineering199514.BerrarEP.DubitzkiWPracticalapproachtomicroarraydataanalysis200315.BertoniAB.FolgieriRBio-melecularcancerpredictionwithrandomsubspaceensemblesofsupportvectormachines200516.BlakeCL.MerzCJUCIrepositoryofmachinelearningdatabases199817.BlamA.LangleyPSelectionofrelevantfeaturesandexamplesinmachinelearning199718.BolandMV.MurphyRFAneuralnetworkclassifiercapableofrecognizingthepatternsofallmajorsubcellularstructuresinfluorescencemicroscopeimagesofHeLacells[外文期刊]2001(12)19.Braga-NetoU.HashinotoRIscross-validationbetterthanresustitutionforrankinggenes?2004(02)20.BrailovskyVL.BarzilayOOnglobal,local,mixedandneighborhoodkernelsforsupportvectormachines199921.BreimanL.FriedmanJHClassificationandRegressionTrees198422.BrownMPS.GrundyWNKnowledge-basedanalysisofmicroarraygeneexpressiondatabyusingsupportvectormachines200023.BullJH.EllisonGIdentificationofpotentialdiagnosticmarkersofprostatecancerandprostaticintraepithelialneoplasiausingcDNAmicroarray2001(11)24.BurgesCJCAtutorialonsupportvectormachinesforpatternrecognition199825.BurksEK.GustafsonSDiversityingeneticprogramming:ananalysisofmeasuresandcorrelationwithfitness2004(01)26.CaoLJ.ChuaKSAcomparisonofPCA,KPCAandICAfordimensionalityreductioninsupportvectormachine200327.CelisJEProteomics:keytechnologyindrugdiscovery1998(05)28.ChapelleO.VapnikVChoosingkernelparametersforsupportvectormachines200229.ChenFZ.WangXZDiscoveryofoperationalspacesfromprocessdataforproductionofmultiplegradesofproducts200030.ChenJ.PattonRJRobustmodel-basedfaultdiagnosisfordynamicsystems199931.ChenQ.KrugerUSynthesisofT2andQ-StatisticsforProcessMonitoring2004(06)32.ChenXWAnimprovedbranchandboundalgorithmforfeatureselection[外文期刊]200333.ChenYD.DoughertyERRatio-baseddecisionsandthequantitativeanalysisofcDNAmicroarrayimages1997(04)34.CherkasskyV.MullierFLearningfromdata,concepts,theory,andmethods199835.CheungVG.MorleyMMakingandreadingmicroarrays1999(01)36.ChiangLH.KotanchekMEFaultdiagnosisbasedonFisherdiscriminantanalysisandsupportvectormachines[外文期刊]200437.ChiangLH.PellRJGeneticalgorithmscombinedwithdiscriminantanalysisforkeyvariableidentification[外文期刊]200438.ChiangLH.RussellELData-drivenmethodsforfaultdetectionanddiagnosisinchemicalprocess200039.ChiangLH.RussellELFaultdetectionanddiagnosisinindustrialsystems200140.ChoJH.LeeDKGeneselectionandclassificationfrommicroarraydatausingkernelmachine200441.ChowEY.WillskyASAnalyticalredundancyandthedesignofrobustfailuredetectionsystems1984(07)42.ChuYH.QinSJFaultdetectionandoperationidentificationbasedonpatternclassificationwithvariableselection200443.ConradsTP.ZhouMCancerdiagnosisusingproteomicpatterns2003(04)44.CortesC.VapnikVSupportvectornetworks199545.CristianiniN.CampbellCKernelmethods:currentresearchandfuturedirections200246.CristianiniN.Shawe-TaylorJAnIntroductiontoSupportVectorMachines200047.DashM.LiuHConsistency-basedsearchinfeatureselection[外文期刊]200348.DebK.ReddyARReliableclassificationoftwo-classcancerdatausingevolutinaryalgorithms200349.DennisJE.SchnabelRBNumericalmethodsforun-constrainedoptimizationandnonlinearequations198350.DettlingM.BuhlmannPFindingpredictivegenegroupsfrommicroarraydata[外文期刊]200451.DiamandisEPProteomicpatternsinserumandidentificationofovariancancer2002(9327)52.DoughertyERSmallsampleissuesformicroarray-basedclassification200153.DoughertyER.ShmulevichIGenomicsignalprocessing:thesalientissues200454.DownsJJ.VogelEFAplant-wideindustrial-processcontrolproblem199355.DudaRO.HartPEPatternclassification200456.DudoitS.FridlyandJComparisonofdiscriminationmethodsfortheclassificationoftumorsusinggeneexpressiondata200257.DugganDJ.BittnerMExpressionprofilingusingcDNAmicroarrays199958.FortunaJ.CapsonDImprovedsupportvectorclassificationusingPCAandICAfeaturespacemodification[外文期刊]200459.FrankPM.DingSXModel-basedfaultdiagnosisintechnicalprocesses2000(01)60.FuLM.Fu-LiuCSMulti-classcancersubtypeclassificationbasedongeneexpression