管子玉 - 西安电子科技大学 - 计算机科学与技术学院

个人简介

个人简介管子玉，1982年生，博士，西安电子科技大学教授、博士生导师，国家优秀青年科学基金获得者。主持基金委重点项目、面上项目等国家级项目。在数据挖掘、信息检索、数据管理等领域的顶级国际会议和期刊发表论文60余篇，包括TKDE、TNNLS、TIP、VLDB、SIGMOD、SIGIR、ICDE、WWW、AAAI、IJCAI、SIGKDD、CVPR等。教育经历 2000/08~2004/06，浙江大学，计算机科学与技术学院（计算机科学与技术专业），工学学士 2004/08~2010/06，浙江大学，计算机科学与技术学院（计算机科学与技术专业），工学博士（保送）研究经历 2010~2012，美国加州大学圣芭芭拉分校，博士后研究 2012~2013，西北大学，研究员 2014~至今，西北大学，教授、博士生导师 2017~至今，西安电子科技大学，教授科学研究主持科研项目序号项目名称项目来源项目经费起止时间 1跨模态社会媒体深度分析与决策支持国家自然科学基金重点项目301万元2020.1-2024.12 2 智能媒体计算国家自然科学基金优秀青年科学基金项目 130万元 2016.1-2018.12 3基于弱监督和迁移学习的深度文本理解模型学习方法国家自然科学基金面上项目62万元2019.1-2022.12 4基于标签和多特征融合的图像语义空间学习技术研究国家自然科学基金面上项目79万元2014.1-2017.12 5基于深度学习的文本智能理解技术研究陕西省青年科技新星项目 10万元 2017.8-2019.12

研究领域

1.机器学习 2.数据挖掘 3.多媒体计算

近期论文

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期刊论文： WeiZhao,CaiXu*,ZiyuGuan*,YingLiu.Multi-viewConceptLearningviaDeepMatrixFactorization.IEEETransactionsonNeuralNetworksandLearningSystems(SCI一区),accepted,2020. ShuwenXiao,ZhouZhao,ZijianZhang,ZiyuGuan,DengCai.Query-biasedSelf-attentiveNetworkforQuery-focusedVideoSummarization.IEEETransactionsonImageProcessing(TIP，CCFA类),accepted,2020. WanqingZhao,ShaoboZhang,ZiyuGuan,HangzaiLuo,LeiTang,JinyePeng,JianpingFan.6Dobjectposeestimationviaviewpointrelationreasoning.Neurocomputing,accepted,2020. PengfeiXu,FeiXie,TongshengSu,ZhaoxinWan,ZhaoyongZhou,XiaoyuXin,ZiyuGuan*.AutomaticEvaluationofFacialNerveParalysisbyDual-PathLSTMwithDeepDifferentiatedNetwork.Neurocomputing,accepted,2020. WeiZhao,ZiyuGuan*,YuhuiHuang,TingtingXi,HuanSun,ZhihengWang,XiaofeiHe.DiscerningInfluencePatternswithBeta-PoissonFactorizationinMicrobloggingEnvironments.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.32,No.6,pages1092-1103,2020. YuZhu,JinghaoLin,ShibiHe,BeidouWang,ZiyuGuan,HaifengLiu,DengCai.AddressingtheItemCold-startProblembyAttribute-drivenActiveLearning.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.32,No.4,pages631-644,2020. ZhouYang,HeliSun,JianbinHuang,ZhongbinSun,HuiXiong,ShaojieQiao,ZiyuGuan,XiaolinJia.AnEfficientDestinationPredictionApproachBasedonFutureTrajectoryPredictionandTransitionMatrixOptimization.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.32,No.2,pages203-217,2020. WeiZhao,ShulongTan,ZiyuGuan*,BoxuanZhang,MaoguoGong,ZhengwenCao,QuanWang.Learningtomapsocialnetworkusersbyunifiedmanifoldalignmentonhypergraph.IEEETransactionsonNeuralNetworksandLearningSystems(SCI一区),Vol.29,No.12,pages5834-5846,2018. WeiZhao,ZiyuGuan*,LongChen,XiaofeiHe,DengCai,BeidouWang,QuanWang.Weakly-supervisedDeepEmbeddingforProductReviewSentimentAnalysis.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.30,No.1,pages185-197,2018. YuZhu,ZiyuGuan,ShulongTan,HaifengLiu,DengCai,XiaofeiHe.Heterogeneoushypergraphembeddingfordocumentrecommendation.Neurocomputing,Vol.216,pages150-162,2016. WeiZhao,ZiyuGuan,ZhengwenCao,ZhengLiu.MiningandHarvestingHighQualityTopicalResourcesfromtheWeb.ChineseJournalofElectronics,Vol.25,No.1,pages48-57,2016. WeiZhao,ZhengLiu,ZiyuGuan*,BinbinLin,DengCai.OrthogonalProjectiveSparseCodingforImageRepresentation.Neurocomputing,Vol.173,pages270-277,2016. ZiyuGuan,LijunZhang,JinyePeng,JianpingFan.Multi-viewConceptLearningforDataRepresentation.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.27,No.11,pages3016-3028,2015. ZiyuGuan,ShengqiYang,HuanSun,MudhakarSrivatsa,XifengYan.Fine-GrainedKnowledgeSharinginCollaborativeEnvironments.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.27,No.8,pages2163-2174,2015. WeiZhao,ZiyuGuan*,ZhengLiu.Rankingonheterogeneousmanifoldsfortagrecommendationinsocialtaggingservices.Neurocomputing,Vol.148,pages521-534,2015. ShulongTan,YangLi,HuanSun,ZiyuGuan*,XifengYan,JiajunBu,ChunChen,XiaofeiHe.Interpretingthepublicsentimentvariationsontwitter.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.26,No.5,pages1158-1170,2014. ZiyuGuan,GengxinMiao,RussellMcLoughlin,XifengYan,DengCai.Co-OccurrenceBasedDiffusionforExpertSearchontheWeb.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.25,No.5,pages1001-1014,2013 JianWu,ZiyuGuan,QingZhang,AmbujSingh,XifengYan.StaticandDynamicStructuralCorrelationsinGraphs.IEEETransactionsonKnowledgeandDataEngineering(TKDE，CCFA类),Vol.25,No.9,pages2147-2160,2013. LongfeiZhang,ZiyuGuan,AlexanderHauptmann.Theco-attentionmodelfortinyactivityanalysis.Neurocomputing,Vol.105,pages51-60,2013. CanWang,XiaofeiHe,JiajunBu,ZhengguangChen,ChunChen,ZiyuGuan.ImagerepresentationusingLaplacianregularizednonnegativetensorfactorization.PatternRecognition,Vol.44,No.10,pages2516-2526,2011. ZiyuGuan,CanWang,ZhengguangChen,JiajunBu,ChunChen.E_cientFaceRecognitionUsingTensorSubspaceRegression.Neurocomputing,Vol.73,No.13,pages2744-2753,2010. CanWang,ZiyuGuan,ChunChen,JiajunBu,JunfengWangandHuaizhongLin.On-lineTopicalImportanceEstimation:Ane_ectivefocusedcrawlingalgorithmcombininglinkandcontentanalysis.JournalofZhejiangUniversity,Vol.10,No.8,pages1114-1124,2009. 精选会议论文： WanqingZhao,ShaoboZhang,ZiyuGuan*,WeiZhao,JinyePeng*,JianpingFan.Learningdeepnetworkfordetecting3Dobjectkeypointsand6Dposes.Proceedingsofthe2020IEEEConferenceonComputerVisionandPatternRecognition(CVPR，CCFA类),accepted,2020. LongChen,ZiyuGuan*,QibinXu,QiongZhang,HuanSun,GuangyueLu,DengCai.Question-drivenPurchasingPropensityAnalysisforRecommendation.Proceedingsofthe34thAAAIConferenceonArtificialIntelligence(AAAI，CCFA类),accepted,2020. YuZhu,YuGong,QingwenLiu,YingcaiMa,WenwuOu,JunxiongZhu,BeidouWang,ZiyuGuan,DengCai.Query-basedInteractiveRecommendationbyMeta-PathandAdaptedAttention-GRU.Proceedingsofthe28thACMinternationalconferenceonInformationandknowledgemanagement(CIKM，CCFB类),pages2585-2593,2019. CaiXu,ZiyuGuan*,WeiZhao,HongchangWu,YunfeiNiu,BeileiLing.{\emAdversarialIncompleteMulti-viewClustering}.Proceedingsofthe28thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),pages3933-3939,2019. WeiZhao,BoxuanZhang,BeidouWang,ZiyuGuan*,WanxianGuan,GuangQiu,WeiNing,JimingChen,HongminLiu.PersonalizedAttractionEnhancedSponsoredSearchwithMulti-taskLearning.Proceedingsofthe25thACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages2632-2642,2019. YuGong,YuZhu,LuDuan,QingwenLiu,ZiyuGuan*,FeiSun,WenwuOu,KennyZhu.Exact-KRecommendationviaMaximalCliqueOptimization.Proceedingsofthe25thACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages617-626,2019. JunZhao,ZhouZhou,ZiyuGuan*,WeiZhao,NingWei,GuangQiu,XiaofeiHe.IntentGC:aScalableGraphConvolutionFrameworkFusingHeterogeneousInformationforRecommendation.Proceedingsofthe25thACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages2347-2357,2019. JieZhao,ZiyuGuan,HuanSun.Riker:MiningRichKeywordRepresentationsforInterpretableProductQuestionAnswering.Proceedingsofthe25thACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages1389-1398,2019. LongChen,ZiyuGuan*,WeiZhao,WanqingZhao,XiaopengWang,ZhouZhao,HuanSun.AnswerIdentificationfromProductReviewsforUserQuestionsbyMulti-taskAttentiveNetworks.Proceedingsofthe33rdAAAIConferenceonArtificialIntelligence(AAAI，CCFA类),pages45-52,2019. BeidouWang,XinGuo,MartinEster,ZiyuGuan,BandeepSingh,YuZhu,JiajunBu,DengCai.Device-AwareRuleRecommendationfortheInternetofThings.Proceedingsofthe27thACMinternationalconferenceonInformationandknowledgemanagement(CIKM，CCFB类),pages2037-2045,2018. JunZhao,GuangQiu,ZiyuGuan,WeiZhao,XiaofeiHe.Deepreinforcementlearningforsponsoredsearchreal-timebidding.Proceedingsofthe24thACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages1021-1030,2018. ZiyuGuan,FeiXie,WanqingZhao,XiaopengWang,LongChen,WeiZhao,JinyePeng.Tag-basedWeakly-supervisedHashingforImageRetrieval.Proceedingsofthe27thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),pages3776-3782,2018. CaiXu,ZiyuGuan*,WeiZhao,YunfeiNiu,QuanWang,ZhihengWang.DeepMulti-ViewConceptLearning.Proceedingsofthe27thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),pages2898-2904,2018. YuZhu,JunxiongZhu,JieHou,YongliangLi,BeidouWang,ZiyuGuan,DengCai.ABrand-levelRankingSystemwiththeCustomizedAttention-GRUModel.Proceedingsofthe27thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),2018. PengfeiXu,LeiWang,ZiyuGuan,XiaZheng,XiaojiangChen,ZhanyongTang,DingyuFang,XiaoqingGong,ZhengWang.EvaluatingBrushMovementsforChineseCalligraphy:AComputerVisionBasedApproach.Proceedingsofthe27thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),pages1050-1056,2018. XiaohanZhao,BoZong,ZiyuGuan,KaiZhang,WeiZhao.SubstructureAssemblingNetworkforGraphClassification.Proceedingsofthe32ndAAAIConferenceonArtificialIntelligence(AAAI，CCFA类),accepted,2018. JieZhao,YuSu,ZiyuGuan,HuanSun.AnEnd-to-EndDeepFrameworkforAnswerTriggeringwithaNovelGroup-LevelObjective.Proceedingsofthe2017ConferenceonEmpiricalMethodsinNaturalLanguageProcessing(EMNLP,CCFB类),2017. YuZhu,HaoLi,YikangLiao,BeidouWang,ZiyuGuan,HaifengLiu,DengCai.WhattoDoNext:ModelingUserBehaviorsbyTime-LSTM.Proceedingsofthe26thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),2017. WanqingZhao,ZiyuGuan,HangzaiLuo,JinyePeng,JianpingFan.DeepMultipleInstanceHashingforObject-basedImageRetrieval.Proceedingsofthe26thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),2017. BeidouWang,MartinEster,YikangLiao,JiajunBu,YuZhu,ZiyuGuan,DengCai.TheMillionDomainChallenge:BroadcastEmailPrioritizationbyCross-domainRecommendation.Proceedingsofthe22ndACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages1895-1904,2016. ZiyuGuan,LongChen,WeiZhao,YiZheng,ShulongTan,DengCai.Weakly-supervisedDeepLearningforCustomerReviewSentimentClassification.Proceedingsofthe25thInternationalJointConferenceonArtificialIntelligence(IJCAI，CCFA类),pages3719-3725,2016. BeidouWang,MartinEster,JiajunBu,YuZhu,ZiyuGuan,DengCai.WhichtoView:PersonalizedPrioritizationforBroadcastEmails.Proceedingsofthe25thinternationalconferenceonWorldwideweb(WWW，CCFA类),pages1181-1190,2016. ShulongTan,ZiyuGuan,DengCai,XuzhenQin,JiajunBu,ChunChen.MappingUsersacrossNetworksbyManifoldAlignmentonHypergraph.ProceedingsoftheTwenty-EighthAAAIConferenceonArtificialIntelligence(AAAI，CCFA类),pages159-165,2014. NanLi,ZiyuGuan,LijieRen,JianWu,JiaweiHan,XifengYan.gIceberg:TowardsIcebergAnalysisinLargeGraphs.Proceedingsofthe29thIEEEInternationalConferenceonDataEngineering(ICDE，CCFA类),pages1021-1032,2013. GengxinMiao,ZiyuGuan,LouiseMoser,XifengYan,ShuTao,NikosAnerousis.LatentAssociationAnalysisofDocumentPairs.Proceedingsofthe18thACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages1415-1423,2012. ZiyuGuan,XifengYan,LanceM.Kaplan.MeasuringTwo-EventStructuralCorrelationsonGraphs.Proceedingsofthe38thinternationalconferenceonverylargedatabases(VLDB，CCFA类),pages1400-1411,2012. JiejunXu,VishwakarmaSingh,ZiyuGuan,B.S.Manjunath.Uni_edhypergraphforimagerankinginamultimodalcontext.ProceedingsoftheIEEEInternationalConferenceonAcoustics,SpeechandSignalProcessing(ICASSP),pages2333-2336,2012. ZiyuGuan,JianWu,QingZhang,AmbujSingh,XifengYan.AssessingandRankingStructuralCorrelationsinGraphs.Proceedingsofthe2011internationalconferenceonmanagementofdata(SIGMOD，CCFA类),pages937-948,2011. ArijitKhan,NanLi,XifengYan,ZiyuGuan,SupriyoChakraborty,ShuTao.Neighbor-hoodBasedFastGraphSearchinLargeNetworks.Proceedingsofthe2011internationalconferenceonmanagementofdata(SIGMOD，CCFA类),pages901-912,2011. ZiyuGuan,CanWang,KunYang,JiajunBu,ChunChen,DengCai.DocumentRecommendationinSocialTaggingServices.Proceedingsofthe19thinternationalconferenceonWorldwideweb(WWW，CCFA类),pages391-400,2010. JunZhao,JiajunBu,ChunChen,ZiyuGuan,CanWang,ChengZhang.Learningauser-threadalignmentmanifoldforthreadrecommendationinonlineforum.Proceedingsofthe19thACMinternationalconferenceonInformationandknowledgemanagement(CIKM),pages559-568,2010. ZiyuGuan,JiajunBu,QiaozhuMei,ChunChenandCanWang.PersonalizedTagRecommendationUsingGraph-basedRankingonMulti-typeInterrelatedObjects.Proceedingsofthe32ndannualinternationalACMSIGIRconference(SIGIR，CCFA类),pages540-547,2009. JunfengWang,ChunChen,CanWang,JianPei,JiajunBu,ZiyuGuan,WeiVivianZhang.CanWeLearnaTemplate-IndependentWrapperforNewsArticleExtractionfromaSingleTrainingSite?Proceedingsofthe15thACMSIGKDDconferenceonknowledgediscoveryanddatamining(SIGKDD，CCFA类),pages1345-1354,2009. CanWang,JunfengWang,ChunChen,LiLin,ZiyuGuan,JunyanZhu,ChengZhang,JiajunBu.LearningtoExtractWebNewsTitleinTemplateIndependentWay.Proceedingsofthe4thInternationalConferenceonRoughSetsandKnowledgeTechnology(RSKT),pages192-199,2009. JunfengWang,XiaofeiHe,CanWang,JianPei,JiajunBu,ChunChen,ZiyuGuan,LuGang.NewsArticleExtractionwithTemplate-IndependentWrapper.Proceedingsofthe18thinternationalconferenceonWorldWideWeb(WWW，CCFA类),pages1085-1086,2009. ZiyuGuan,CanWang,ChunChen,JiajunBuandJunfengWang.GuideFocusedCrawlerEfficientlyandEffectivelyUsingOn-lineTopicalImportanceEstimation.Proceedingsofthe31stannualinternationalACMSIGIRconference(SIGIR，CCFA类),pages757-758,2008. 学术论著章节： 1.ZiyuGuan,XifengYan.MeasuringStructuralCorrelationsinGraphs,Chapter2ofComputationalNetworkTheory:TheoreticalFoundationsandApplications,WileyVCH,2015.

学术兼职

担任领域内知名SCI期刊Neurocomputing和InternationalJournalofMachineLearningandCybernetics的编委，担任多个顶级国际会议程序委员会委员，如SIGKDD、IJCAI、AAAI、NIPS、CIKM等，顶级会议IJCAI2017/2018/2019/2020资深程序委员会委员，领域内知名国际会议环太平洋多媒体会议PCM2016组织主席。