個人簡介
張召,男,博士,蘇州大學特聘副教授,碩士生導師,IEEE高級會員/ACM會員/CCF高級會員/CAAI高級會員,江蘇省“六大人才高峰”高層次人才,江蘇省“青藍工程”優秀青年骨幹教師培養對象。2013年獲香港城市大學電子工程學系(EE)博士學位,2012年2-5月在新加坡國立大學Learning&Vision(LV)ResearchGroup擔任訪問研究工程師(合作教授:Prof.ShuichengYan顏水成,IEEEFellow、IAPRFellow,現任奇虎360人工智慧研究院院長、首席科學家),同年9-12月在中科院自動化所模式識別國家重點實驗室進行訪問研究(合作教授:Prof.Cheng-LinLiu劉成林,IEEEFellow、IAPRFellow,現任自動化研究所副所長、國家重點實驗室主任)。
研究方向
MycurrentresearchinterestsmainlyconsistofDataMining&MachineLearning,PatternRecognition&ImageAnalysis.Morespecifically,Iaminterestedin:
(1)TraditionalHigh-dimensionalDataAnalysis:SubspaceLearning,ManifoldLearningandDimensionalityReduction,withapplicationtoDataVisualization,ClusteringandClassification.
(2)Low-RankCoding/DictionaryLearning/SparseCoding:SparseandLow-RankSignalRecovery,Representation,De-nosing,CompressionandClassification.
(3)GraphbasedSemi-SupervisedClassification:AdvancedRobustLabelPropagationforTransductiveandInductiveClassification.
(4)ApplicationsofDeepLearning:ConvolutionalNeuralNetworks(CNN)andDeepDictionaryLearningforRepresentationandClassification.
主要論著
代表性論文節選:
ZhaoZhang*,WeimingJiang,JieQin,LiZhang,FanzhangLi,MinZhangandShuichengYan.JointlyLearningStructuredAnalysisDiscriminativeDictionaryandAnalysisMulticlassClassifier.IEEETransactionsonNeuralNetworksandLearningSystems(IEEETNNLS),vol.00,iss.00,pp.00-00,August2017.
ZhaoZhang*,FanzhangLi,LeiJia,JieQin,LiZhangandShuichengYan.RobustAdaptiveEmbeddedLabelPropagationwithWeightLearningforInductiveClassification.IEEETransactionsonNeuralNetworksandLearningSystems(IEEETNNLS),vol.00,iss.00,pp.00-00,July2017.
ZhaoZhang*,LeiJia,MingboZhao,GuangcanLiu,MengWangandShuichengYan.Kernel-InducedLabelPropagationbyMappingforSemi-SupervisedClassification.IEEETransactionsonBigData(IEEETBD),vol.00,iss.00,pp.00-00,Jan2018.
ZhaoZhang*,FanzhangLi,MingboZhao,LiZhangandShuichengYan.RobustNeighborhoodPreservingProjectionbyNuclear/L2,1-NormRegularizationforImageFeatureExtraction.IEEETransactionsonImageProcessing(IEEETIP),vol.26,iss.4,pp.1607-1622,April2017.
ZhaoZhang*,WeimingJiang,FanzhangLi,MingboZhao,BingLiandLiZhang.StructuredLatentLabelConsistentDictionaryLearningforSalientMachineFaultsRepresentationbasedRobustClassification.IEEETransactionsonIndustrialInformatics(IEEETII),vol.13,iss.2,pp.642-654,April2017.
ZhaoZhang*,FanzhangLi,TommyW.S.Chow,LiZhangandShuichengYan.SparseCodesAuto-ExtractorforClassification:AJointEmbeddingandDictionaryLearningFrameworkforRepresentation.IEEETransactionsonSignalProcessing(IEEETSP),vol.64,iss.14,pp.3790-3805,July2016.
ZhaoZhang*,FanzhangLi,MingboZhao,LiZhangandShuichengYan.JointLow-rankandSparsePrincipalFeatureCodingforEnhancedRobustRepresentationandVisualClassification.IEEETransactionsonImageProcessing(IEEETIP),vol.25,iss.6,pp.2429-2443,June2016.
ZhaoZhang*,MingboZhaoandTommyW.S.Chow.GraphbasedConstrainedSemi-SupervisedLearningFrameworkviaLabelPropagationoverAdaptiveNeighborhood.IEEETransactionsonKnowledgeandDataEngineering(IEEETKDE),vol.27,no.9,pp.2362-2376,Sep2015.
ZhaoZhang*,Cheng-LinLiuandMingboZhao.ASparseProjectionandLow-RankRecoveryFrameworkforHandwritingRepresentationandSalientStrokeFeatureExtraction.ACMTransactionsonIntelligentSystemsandTechnology(ACMTIST),vol.6,no.1,pp.9:1-9:26,April2015.
ZhaoZhang*,ShuichengYanandMingboZhao.PairwiseSparsityPreservingEmbeddingforUnsupervisedSubspaceLearningandClassification.IEEETransactionsonImageProcessing(IEEETIP),vol.22,iss.12,pp.4640-4651,Dec2013.
ZhaoZhang*,TommyW.S.ChowandMingboZhao.M-Isomap:OrthogonalConstrainedMarginalIsomapforNonlinearDimensionalityReduction.IEEETransactionsonCybernetics(IEEETCYB),vol.43,iss.1,pp.180-192,Feb2013.
ZhaoZhang,MingboZhaoandTommyW.S.Chow*.Binary-andMulti-ClassGroupSparseCanonicalCorrelationAnalysisforFeatureExtractionandClassification.IEEETransactionsonKnowledgeandDataEngineering(IEEETKDE),vol.25,iss.10,pp.2192-2205,Oct2013.
ZhaoZhang,TommyW.S.Chow*andMingboZhao.TraceRatioOptimizationbasedSemi-SupervisedNonlinearDimensionalityReductionforMarginalManifoldVisualization.IEEETransactionsonKnowledgeandDataEngineering(IEEETKDE),vol.25,iss.5,pp.1148-1161,May2013.