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2015 HanmoWang,LiangDu*,PengZhou,LeiShi,YuHuaQianandYi-DongShen.LocalizedMultipleKernelExperimentalDesign.inProceedingsoftheFifteenthIEEEInternationalConferenceonDataMining(ICDM),pagesxxx-xxx,AtlanticCity,NJ,USA,November14–17,2015,Toappear.(Regularpaper,acceptancerate68/807=8.4%). NanNanGu,MingYuFan,DiWang,LiHaoJiaandLiangDu.Semi-supervisedclassificationbasedonaffinesubspacesparserepresentation.ScienceinChina-SeriesF:InformationSciences,2015,Toappear.[pdf] LiangDuandYi-DongShen.UnsupervisedFeatureSelectionwithAdaptiveStructureLearning.inProceedingsofthe21thACMSIGKDDConferenceonKnowledgeDiscoveryandDataMining(KDD),pages209-218,Sydney,Australia,August10–13,2015.(Oralpaper,Acceptancerate159/819=19.41%).[pdf][codes][slide][poster] NannanGu,MingyuFan,LiangDu,DongchunRen.EfficientSequentialFeatureSelectionBasedonAdaptiveEigenspaceModel.Neurocomputing,Volume161,Pages199–209,August2015.[pdf] LiangDu,PengZhou,LeiShi,HanmoWang,MingyuFan,WenjianWang,Yi-DongShen.RobustMultipleKernelK-meansClusteringusingL21-norm.inProceedingsoftheTwenty-FourthInternationalJointConferenceonArtificialIntelligence(IJCAI),pages3476-3482,BuenosAires,Argentinean,July25-31,2015.(Oralpaper,acceptancerate575/1996=28.8%).[pdf][codes] PengZhou,LiangDu*,LeiShi,HanmoWang,Yi-DongShen.RecoveryofCorruptedMultipleKernelsforClustering.inProceedingsoftheTwenty-FourthInternationalJointConferenceonArtificialIntelligence(IJCAI),pages4105-4111,BuenosAires,Argentinean,July25-31,2015.(Oralpaper,acceptancerate575/1996=28.8%).[pdf] PengZhou,LiangDu*,HanmoWang,LeiShi,Yi-DongShen.LearningaRobustConsensusMatrixforClusteringEnsembleviaKullback-LeiblerDivergenceMinimization.inProceedingsoftheTwenty-FourthInternationalJointConferenceonArtificialIntelligence(IJCAI),pages4112-4118,BuenosAires,Argentinean,July25-31,2015.(Oralpaper,acceptancerate575/1996=28.8%).[pdf] PengZhou,LiangDu,MingyuFan,andYi-DongShen.AnLLEbasedHeterogeneousMetricLearningforCross-mediaRetrieval.InProceedingsoftheEleventhSIAMInternationalConferenceonDataMining(SDM),pages64-72,Vancouver,BritishColumbia,Canda,April30-May2,2015.(Oralpaper,acceptancerate72/491=14.66%).[pdf] HanmoWang,LiangDuandYi-DongShen.ConvexBatchModeActiveSamplingviaalpha-relativePearsonDivergence.TheTwenty-NinthAAAIConferenceonArtificialIntelligence(AAAI),pages3045-3051,AustinTexas,USA,January25-29,2015.(Acceptancerate531/1991=26.67%).[pdf] 2014 LiangWu,LiangDu,BoLiu,GuandongXu,YongGe,YanjieFu,YuanchunZhou,JianhuiLiandHuiXiong.HeterogeneousMetricLearningwithContent-basedRegularizationforSoftwareArtifactRetrieval.The14thIEEEInternationalConferenceonDataMining(ICDM),pages610-619,Shenzhen,China,December14-17,2014.(Regularpaper,acceptancerate71/727=9.7%).[pdf] LeiShi,LiangDuandYi-DongShen.RobustSpectralLearningforUnsupervisedFeatureSelection.The14thIEEEInternationalConferenceonDataMining(ICDM),pages977-982,Shenzhen,China,December14-17,2014.[pdf][codes] 2013 LiangDu,ZhiyongShen,XuanLi,PengZhouandYi-DongShen.LocalandGlobalDiscriminativeLearningforUnsupervisedFeatureSelection.The13thIEEEInternationalConferenceonDataMining(ICDM),pages131-140,Dallas,TX,USA,December7-10,2013.(Regularpaper,acceptancerate94/809=11.6%).[pdf] JunDeng,LiangDuandYi-DongShen.HeterogeneousMetricLearningforCross-ModalMultimediaRetrieval,The14thInternationalConferenceonWebInformationSystemEngineering(WISE),pages43-56,Nanjing,China,October13-15,2013.[pdf] LiangDuandYi-DongShen.Towardsrobustco-clustering.The23rdInternationalJointConferenceonArtificialIntelligence(IJCAI,pages1317-1322,Beijing,China,August3-9,2013.(Oralpaper,acceptancerate195/1473=13.2%).[pdf] LiangDuandYi-DongShen.Jointclusteringandfeatureselection.The14thInternationalConferenceonWeb-AgeInformationManagement(WAIM),pages253-264,Beidaihe,China,June14-16,2013.[pdf] LiangDuandYi-DongShen,ZhiyongShen,JianyingWangandZhiwuXu.Aself-supervisedframeworkforclusteringensemble.The14thInternationalConferenceonWeb-AgeInformationManagement(WAIM),pages253-264,Beidaihe,China,June14-16,2013.[pdf] XuanLi,LiangDuandYi-DongShen.Updatesummarizationviagraph-basedsentenceranking.IEEETransactionsonKnowledgeandDataEngineering(TKDE),May2013,vol.25,no.5,pages1162-1174.[pdf] LiangWu,AlvinChin,GuandongXu,LiangDu,XiaWang,KangjianMeng,YonggangGuoandYuanchunZhou.WhoWillFollowYourShop?ExploitingMultipleInformationSourcesinFindingFollowers.DatabaseSystemsforAdvancedApplications(DASFAA),pages401-415,Wuhan,China,April22-25,2013.[pdf] 2012 LiangDuXuanLiandYi-DongShen.Robustnonnegativematrixfactorizationviahalf-quadraticminimization.InProceedingsofIEEE12thInternationalConferenceonDataMining(ICDM),pages201-210,Brussels,Belgium,December10-13,2012.(Regularpaper,acceptancerate81/756=10.7%).[pdf] 2011 LiangDu,XuanLi,andYi-DongShen.UserGraphRegularizedPairwiseMatrixFactorizationforItemRecommendation,inProceedingsofthe7thInternationalConferenceonAdvancedDataMiningandApplications(ADMA),pages372-385,Beijing,China,December18-20,2011.[pdf] LiangDu,XuanLi,andYi-DongShen.ClusterEnsemblesviaWeightedGraphRegularizedNonnegativeMatrixFactorization,inProceedingsofthe7thInternationalConferenceonAdvancedDataMiningandApplications(ADMA),pages215-228,Beijing,China,December18-20,2011.[pdf] XuanLi,LiangDu,andYi-DongShen.Graph-BasedMarginalRankingforUpdateSummarization,inProceedingsofthe11thSIAMInternationalConferenceonDataMining(SDM),pages486-497,Arizona,USA,April28-30,2011.[pdf] 2010 ZhiyongShen,LiangDu,XukunShen,andYi-DongShen.Interval-valuedMatrixFactorizationwithApplications,inProceedingsofthe10thIEEEInternationalConferenceonDataMining(ICDM),pages1037-1042,Sydney,Australia,December14-17,2010.[pdf] XuanLi,Yi-DongShen,LiangDu,andChen-YanXiong.Exploitingnovelty,coverageandbalancefortopic-focusedmulti-documentsummarization,inProceedingsofthe19thACMConferenceonInformationandKnowledgeManagement(CIKM),pages1765-1768,Toronto,Canada,October26-30,2010.[pdf]