个人简介

钱宇华，博士，教授、博士生导师，山西大学大数据科学与产业研究院负责人，计算智能与中文信息处理教育部重点实验室副主任，2018年全球高被引科学家。从事人工智能、大数据、数据挖掘与机器学习等方面的研究。国家优秀青年基金获得者，三晋学者，山西省中青年拔尖创新人才，教育部新世纪人才，山西省学术技术带头人，省委联系的高级专家，山西省青年学术带头人。中国人工智能学会粒计算与知识发现专业委员会副主任，中国人工智能学会知识工程与分布智能专委会常务委员，中国计算机学会人工智能与模式识别专业委员会委员，中国人工智能学会机器学习专委会委员，CCF优博轮值主席。 近年来，主持和参与国家重点研发计划、国家自然科学基金优秀青年基金、国家自然科学基金重点项目、教育部新世纪人才计划项目、教育部社科类重点项目等国家级项目20余项。围绕粒计算、机器学习、进化智能、关联学习、复杂网络分析等领域中的共性基础问题开展系统研究，先后在《ArtificialIntelligence》、《ACMTransactionsonInformationSystems》、《ACMTransactionsonKnowledgeDiscoveryfromData》、《InternationalJournalofApproximateReasoning》、《IEEETransactionsonNeuralNetworksandLearningSystems》、《IEEETransactionsonKnowledgeandDataEngineering》、《IEEETransactionsonFuzzySystems》、《IEEETransactionsonSystems,ManandCybernetics》、《PatternRecognition》、《中国科学》等国际重要期刊发表SCI论文100余篇，获发明专利2项。 曾获得山西省科学技术奖（自然科学类）一等奖，教育部宝钢教育基金特等奖，CCF优秀博士论文奖，山西省“五四青年奖章”，全国百篇优秀博士论文提名奖。2014-2018年，连续入选爱思唯尔中国高被引学者榜单。

研究领域

研究方向：人工智能、大数据与机器学习等

科研项目 1.国家重点研发计划子课题(2018YFB1004304):自动深层化知识处理方法与技术，2018/05-2021/04，(主持人) 2.国家自然科学优秀青年基金(61322211):智能信息处理，2014/01-2016/12，(主持人) 3.三晋学者（特聘教授）:计算机科学与技术，2017/01-2021/12，(主持人) 4.国家自然科学基金面上项目(61672332):面向多模态数据的多粒度计算理论与方法，2017/01-2020/12，(主持人) 5.山西省教育厅高等学校中青年拔尖创新人才支持计划(02150116072021):大数据关联关系挖掘的理论与方法，2017/01-2019/12，(主持人) 6.教育部新世纪人才支持计划，215024901026，基于认知机理的多模态海量数据知识发现，2013/01-2015/12，(主持人)

近期论文

查看导师新发文章 （温馨提示：请注意重名现象，建议点开原文通过作者单位确认）

[1]FeijiangLi,YuhuaQian,JietingWang,ChuangyinDang,LipingJing,Clusteringensemblebasedonsample'sstability,ArtificialIntelligence,2019,273,37-55. [2]AnhuiTan,WeizhiWu,YuhuaQian,JiyeLiang,JinkunChen,JinjinLi,Intuitionisticfuzzyroughset-basedgranularstructuresandattributesubsetselection,IEEETransactionsonFuzzySystems,2019,27(3),527-539. [3]HonghongCheng,YuhuaQian,Diversity-inducedfuzzyclustering,InternationalJournalofApproximateReasoning,2019,106，89-106. [4]YanChen,QianGuo,XinyanLiang,JiangWang,YuhuaQian,Environmentalsoundclassificationwithdilatedconvolutions,AppliedAcoustics,2019,148,123-132. [5]XibeiYang,ShaochenLiang,HualongYu,ShangGao,YuhuaQian,Pseudo-labelneighborhoodroughset:measuresandattributereductions,InternationalJournalofApproximateReasoning,2019,105,112-129. [6]LinSun,XiaoyuZhang,YuhuaQian,etal.,Jointneighborhoodentropy-basedgeneselectionmethodwithfisherscorefortumorclassification,AppliedIntelligence,2019,InPress. [7]FeijiangLi,YuhuaQian,JietingWang,ChuangyinDang,BingLiu,Cluster'squalityevaluationandselectiveclusteringensemble,ACMTransactionsonKnowledgeDiscoveryfromData,2018,12(5),60. [8]FuyuanCao,JoshuaZhexueHuang,JiyeLiang,XingwangZhao,YinfengMeng,KaiFeng,YuhuaQian,Analgorithmforclusteringcategoricaldatawithset-valuedfeatures,IEEETransactionsonNeuralNetworksandLearningSystems,2018,29(10),4593-4606. [9]JianhuaDai,HuHu,WeizhiWu,YuhuaQian,DebiaoHuang,Maximaldiscernibilityparisbasedapproachtoattributereductioninfuzzyroughsets,IEEETransactionsonFuzzySystems,2018,26(4),2174-2187. [10]ZhongyingZhao,WenqiangLiu,YuhuaQian,LiqiangNie,YilongYin,YongZhang,Identifyingadvisor-adviseerelationshipsfromco-authornetworksviaanoveldeepmodel,InformationSciences,2018,466,258-269. [11]XiaoyingGuo,YuhuaQian,LiangLi,AkiraAsano,Assessmentmodelforperceivedvisualcomplexityofpaintingimages,Knowledge-BasedSystems,2018,159,110-119. [12]PengSong,JiyeLiang,YuhuaQian,WeiWei,FengWang,Acautiousrankingmethodologywithitsapplicationforstockscreening,AppliedSoftComputing,2018,71,835-848. [13]QiWang,YuhuaQian,XinyanLiang,QianGuo,JiyeLiang,Localneighborhoodroughset,Knowledge-BasedSystems,2018,153,53-64. [14]YanhongShe,XiaoliHe,YuhuaQian,WeihuaXu,JinhaiLi,Aquantitativeapproachtoreasoningaboutincompleteknowledge,InformationSciences,2018,451-452,100-111. [15]ShujiaoLiao,QingxinZhu,YuhuaQian,GuopingLin,Multi-granularityfeatureselectiononcost-sensitivedatawithmeasurementerrorsandvariablecosts,Knowledge-BasedSystems,2018,158,25-42. [16]ChangzhongWang,XizhaoWang,DegangChen,QinghuaHu,YuhuaQian.Featureselectionbasedonneighborhooddiscriminationindex,IEEETransactionsonNeuralNetworksandLearningSystems,2018,29(7),2986-2999. [17]YuhuaQian,XinyanLiang,QiWang,etal.Localroughset:asolutiontoroughdataanalysisinbigdata,InternationalJournalofApproximateReasoning,2018,97，38-63. [18]ZhiweiQiao,GageRelder,ZhiguoGui,YuhuaQian,BorisEpel,HowardHalpern,Threenovelaccuratepixel-drevenprojectionmethodsfor2DCTand3DEPRimaging,JournalofX-RayScienceandTechnology,2018,26(1),83-102 [19]FurongPeng,XuanLu,ChaoMa,YuhuaQian,etal.,Multi-levelpreferenceregressionforcold-startrecommendations,InternationalJournalofMachineLearningandCybernetics,2017,InPress. [20]JieWang,WenpingZheng,YuhuaQian,JiyeLiang,Aseedexpansiongraphclusteringmethodforproteincomplexesdetectioninproteininteractionnetworks,Molecules,2017,22,2179,1-19. [21]HangXu,WenjianWang,YuhuaQian,Fusingcompletemonotonicdecisiontrees,IEEETransactionsonKnowledgeandDataEngineering,2017,29(10),2223-2235 [22]YuhuaQian,YebinLi,MinZhang,GuoshuaiMa,FurongLu,Quantifyingedgesignificanceonmaintainingglobalconnectivity,ScientificReports,2017,DOI:10.1038/srep45380 [23]XiaoqiangGuan,JiyeLiang,YuhuaQian,JifangPang,Amulti-viewOVAmodelbasedondecisiontreeformulti-classificationtasks,Knowledge-BasedSystems,2017,138,208-219. [24]BingzhenSun,WeiminMa,YuhuaQian,Multigranulationfuzzyroughsetovertwouniversesanditsapplicationtodecisionmaking,Knowledge-BasedSystems,2017,123,61-74 [25]YanhongShe,XiaoliHe,HuixianShi,YuhuaQian,Amultiple-valuedlogicapproachformultigranulationroughsetmodel,InternationalJournalofApproximateReasoning,2017,82,270-284 [26]YuhuaQian,XinyanLiang,GuopingLin,QianGuo,JiyeLiang,Localmultigranulationdecision-theoreticroughsets,InternationalJournalofApproximateReasoning,2017,82,119-137. [27]YuhuaQian,HonghongCheng,JietingWang,JiyeLiang,etal.,Groupinggranularstructuresinhumangranulationintelligence,InformationSciences,2017,382-382,150-169. [28]FeijiangLi,YuhuaQian,JietingWang,JiyeLiang.Multigranulationinformationfusion:aDempster-Shaferevidencetheory-basedclusteringensemblemethod.InformationSciences,2017,378,309-409 [29]JinhaiLi,ChenchenHuang,JianjunQi,YuhuaQian,WenqiLiu,Three-wayconceptlearningviamulti-granularity,InformationSciences,2017,378,244-263. [30]WeizhiWu,YuhuaQian,TongjunLi,ShenmingGu,Onruleacquisitioninincompletemulti-scaledecisiontables,InformationSciences,2017,378,282-302. [31]YuhuaQian,FeijiangLi,JiyeLiang,BingLiu,ChuangyinDang.Spacestructureandclusteringofcategoricaldata.IEEETransactionsonNeuralNetworksandLearningSystems2016,27(10):2047-2059. [32]ZhiqiangWang,JiyeLiang,RuLi,YuhuaQian,Anapproachtocold-startlinkprediction:establishingconnectionsbetweennon-topologicalandtopologicalinformation,IEEETransactionsonKnowledgeandDataEngineering,2016,28(11),2857-2870. [33]ChangzhongWang,MingwenShao,QiangHe,YuhuaQian,YaliQi,Featuresubsetselectionbasedonfuzzyneighborhoodroughsets,Knowledge-BasedSystems,2016,111(1):173-179. [34]ChangzhongWang,YaliQi,MingwenShao,QinghuaHu,DegangChen,YuhuaQian,YaojinLin.Afittingmodelforfeatureselectionwithfuzzyroughsets,IEEETransactionsonFuzzySystems,2016(InPress) [35]YinfengMeng,JiyeLiang,YuhuaQian,Comparisonstudyoforthonormalrepresentationsoffunctionaldatainclassification,Knowledge-BasedSystems,2016,97,224-236. [36]GuopingLin,JiyeLiang,YuhuaQian,JinjinLi.Afuzzymultigranulationdecision-theoreticapproachtomulti-sourcefuzzyinformationsystems,Knowledge-BasedSystems,2016,91:102-113 [37]YanliSang,JiyeLiang,YuhuaQian,Decision-theoreticroughsetsunderdynamicgranulation,Knowledge-BasedSystems,2016,91:84-92. [38]JinhaiLi,YueRen,ChanglinMei,YuhuaQian,XibeiYang,Acomparativestudyofmultigranulationroughsetsandconceptlatticesviaruleacquisition,Knowledge-BasedSystems,2016,91,152-164. [39]YuhuaQian,HangXu,JiyeLiang,BingLiu,JietingWang,Fusingmonotonicdecisiontrees,IEEETransactionsonKnowledgeandDataEngineering,2015,27(10),2717-2728. [40]YuhuaQian,YebinLi,JiyeLiang,GuopingLin,ChuangyinDang,Fuzzygranularstructuredistance,IEEETransactionsonFuzzySystems2015,23(6),2245-2259. [41]JiyeLiang,YuhuaQian,DeyuLi,QinghuaHu,Theoryandmethodofgranularcomputingforbigdatadiscovery,ScienceinChina-SeriesE:InformationSciences(中国科学）,2015,45(11):1355-1369. [42]ZhiweiQiao,GageRedler,BorisEpel,YuhuaQian,HowardHalpern.3DpulseEPRimagingfromsparse-viewprojectionsviaconstrained,totalvariationminimization.JournalofMagneticResonance,2015,258，49-57. [43]ZhiweiQiao,GageRedler,BorisEpel,YuhuaQian,HowardHalpern.ImplementationofGPU-AcceleratedBackProjectionforEPRimaging.JournalofXRayScienceandTechnology,2015,InPress [44]GuopingLin,JiyeLiang,YuhuaQian,Aninformationfusionapproachbycombiningmultigranulationroughsetsandevidencetheory,InformationSciences,2015,314,184-199. [45]BaoliWang,JiyeLiang,YuhuaQian,ChuangyinDang,Anormalizednumericalscalingmethodfortheunbalancedmulti-granularlinguisticsets,InternationalJournalofUncertainty,FuzzinessandKnowledge-BasedSystems,2015,23(2),221-243. [46]JinhaiLi,ChanglinMei,WeihuaXu,YuhuaQian,Conceptlearningviagranularcomputing-acognitiveviewpoint,InformationSciences,2015,298,447-467. [47]GuopingLin,JiyeLiang,YuhuaQian,Uncertaintymeasuresformultigranulationapproximationspace,InternationalJournalofUncertianty,FuzzinessandKnowledge-BasedSystems,2015,23(3),443-457. [48]YuhuaQian,QiWang,HonghongCheng,JiyeLiang,ChuangyinDang.Fuzzy-roughfeatureselectionaccelerator,FuzzySetsandSystems,2015,258,61-78. [49]YuhuaQian,HuZhang,FeijiangLi,QinghuaHu,JiyeLiang.Set-BasedGranularComputing:aLatticeModel.InternationalJournalofApproximateReasoning,2014,55,834-852. [50]YaliLv,ShizhongLiao,HongboShi,YuhuaQian,SuqinJi.QMIQPN:AnenhancedQPNbasedonqualitativemutualinformationforreducingambiguity,Knowledge-BasedSystems,2014,71,114-125. [51]BaoliWang,JiyeLiang,YuhuaQian.Preorderinformationbasedatributeweightslearninginmulitattributedecisionmaking.FundamentaInformaticae,2014,132,331-347. [52]JiyeLiang,FengWang,ChuangyinDang,YuhuaQian.Incrementalapproachtofeatureselectionbasedonroughsettheory.IEEETransactionsonKnowledgeandDataEngineering,2014,26(2)294-308. [53]BaoliWang,JiyeLiang,YuhuaQian.Determiningdecisionmaker'sweightsingroupranking:agranularcomputingmethod.InternationalJournalofMachineLearningandCybernetics,2014,(InPress). [54]YuhuaQian,ShunyongLi,JiyeLiang,ZhongzhiShi,FengWang.Pessimisticroughsetbaseddecisions:amultigranulationfusionstrategy,InformationSciences,2014,264,196-210. [55]XinLiu,YuhuaQian,JiyeLiang.Arule-extractionframeworkundermultigranulationroughsets.InternationalJournalofMachineLearningandCybernetics,2014,5:319-326. [56]GuopingLin,JiyeLiang,YuhuaQian,Topologicalapproachtomultigranulationroughsets.InternationalJournalofMachineLearningandCybernetics,2014,5:233-243. [57]YuhuaQian,HuZhang,YanliSang,JiyeLiang.Multigranulationdecision-theoreticroughsets,InternationalJournalofApproximateReasoning,2014,55,225-237. [58]GuopingLin,JiyeLiang,YuhuaQian.Multigranulationroughsets:frompartitiontocovering,InformationSciences,241(2013)101-118. [59]XibeiYang,YuhuaQian,JingyuYang,Oncharacterizinghierarchiesofgranulationstructures,FundamentaInformaticae,123(2013)365-380. [60]WeiWei,JiyeLiang,JunhongWang,YuhuaQian.Decision-relativediscernibilitymatrixesinthesenseofentropies.InternationalJournalofGeneralSystems,2013,42(7):721-738. [61]FengWang,JiyeLiang,YuhuaQian.Attributereduction:Adimensionincrementalstrategy,Knowledge-BasedSystems,2013,39:95-108. [62]WeiWei,JiyeLiang,YuhuaQian,ChuangyinDang,Canfuzzyentropiesbeeffectivemeasureforevaluatingtheroughnessofaroughset?InformationSciences,2013,232:143-166. [63]XibeiYang,YuhuaQian,JingyuYang.Hierarchicalstructuresonmultigranulationspaces.JournalofComputerScienceandTechnology,2012,27(6):1169-1183. [64]GuopingLin,YuhuaQian,JinjinLi.NMGRS:Neighborhood-basedmultigranulationroughsets.InternationalJournalofApproximateReasoning,2012,53:1080-1093. [65]YuhuaQian,JiyeLiang,PengSong,ChuangyinDang,WeiWei.Evaluationofthedecisionperformanceofthedecisionrulesetfromanordereddecisiontable.Knowledge-BasedSystems,2012,36:39–50. [66]JiyeLiang,FengWang,ChuangyinDang,YuhuaQian.Anefficientroughfeatureselectionalgorithmwithamulti-granulationview.InternationalJournalofApproximateReasoning,2012,53,912-926. [67]YuhuaQian,JiyeLiang,Weiwei.Consistency-preservingattributereductioninfuzzyroughsetframework.InternationalJournalofMachingLearningandCybernetics,2012,45-53. [68]YuhuaQian,JiyeLiang,WeizhiWu,ChuangyinDang.Partialorderingsofinformationgranulations-afurtherinvestigation.ExpertSystems,2012,29(1),3-24. [69]JiyeLiang,RuLi,YuhuaQian.Distance-amorecomprehensiveperspectiveformeasuresinroughsettheory.Knowledge-BasedSystems,2012,27,126-136. [70]WeiWei,JiyeLiang,YuhuaQian.Acomparativestudyofroughsetsforhybriddata.InformationSciences,2012,190(1),1-16. [71]PengSong,JiyeLiang,YuhuaQian.Atwo-gradeapproachtorankingintervaldata.Knowledge-BasedSystems,2012,27,234-244. [72]YuhuaQian,JiyeLiang,WeizhiWu,ChuangyinDang.InformationgranularityinfuzzybinaryGrCmodel.IEEETransactionsonFuzzySystems,2011,19(2),253-264. [73]YuhuaQian,JiyeLiang,WitoldPedrycz,ChuangyinDang.Anefficientacceleratorforattributereductionfromincompletedatainroughsetframework.PatternRecognition,2011,44,1658-1670. [74]YuhuaQian,JiyeLiang,FengWang.面向非完备决策表的正向近似特征选择加速算法.计算机学报，2011,34(3),435-442. [75]FanMin,HuapingHe,YuhuaQian,WilliamZhu,Test-cost-sensitiveattributereduction,InformationSciences,2011,181,4928-4942. [76]YuhuaQian,JiyeLiang,PengSong,ChuangyinDang.Ondominancerelationsindisjunctiveset-valuedorderedinformationsystems.InternationalJournalofInformationTechnology&DecisionMaking,2010,9(1),9-33. [77]YuhuaQian,JiyeLiang,YiyuYao,ChuangyinDang.MGRS:amultigranulationroughset.InformationSciences,2010,180,949-970. [78]YuhuaQian,JiyeLiang,WitoldPedrycz,ChuangyinDang.Positiveapproximation:anacceleratorforattributereductioninroughsettheory.ArtificialIntelligence,2010,174,597-618. [79]WeiWei,JiyeLiang,YuhuaQian,FengWang,ChuangyinDang.Comparativestudyofdecisionperformanceofdecisiontablesinducedbyattributereductions,InternationalJournalofGeneralSystems,2010,39(8),813-838. [80]YuhuaQian,JiyeLiang,ChuangyinDang.Incompletemultigranulationroughset.IEEETransactionsonSystems,ManandCybernetics-PartA,2010,40(2),420-431. [81]YuhuaQian,JiyeLiang,DeyuLi,FengWang,NannanMa.Approximationreductionininconsistentincompletedecisiontables.Knowledge-BasedSystems,2010,23(5),427-433. [82]YuhuaQian,JiyeLiang,ChuangyinDang.Knowledgestructure,knowledgegranulationandknowledgedistanceinaknowledgebase.InternationalJournalofApproximateReasoning,2009,50(1),174-188. [83]YuhuaQian,JiyeLiang,ChuangyinDang,DaweiTang.Set-valuedorderedinformationsystems,InformationSciences,2009,179,2809-2832. [84]YuhuaQian,JiyeLiang,FengWang.Anewmethodformeasuringtheuncertaintyinincompleteinformationsystems.InternationalJournalofUncertainty,FuzzinessandKnowledge-BasedSystems,2009,17(6),855-880. [85]JiyeLiang,JunhongWang,YuhuaQian.Anewmeasureofuncertaintybasedonbasedonknowledgegranulationforroughsets.InformationSciences,2009,179,458-470. [86]梁吉业，钱宇华.信息系统中的信息粒与熵理论.中国科学E辑：信息科学，2008,38(12),2048-2065. [87]YuhuaQian,JiyeLiang,ChuangyinDang,HaiyunZhang,JianminMa.Ontheevaluationofthedecisionperformanceofanincompletedecisiontable.Data&KnowledgeEngineering,2008,65(3),373-400. [88]YuhuaQian,JiyeLiang,ChuangyinDang.Consistencymeasure,inclusiondegreeandfuzzymeasureindecisiontables.FuzzySetsandSystems,2008,159,2353-2377. [89]JiyeLiang,YuhuaQian.Informationgranulesandentropytheoryininformationsystems.ScienceinChina,SeriesF:InformationSciences,2008,51(10),1427-1444. [90]YuhuaQian,JiyeLiang,ChuangyinDang.Intervalorderedinformationsystems,Computers&MathematicswithApplications,2008,56,1994-2009. [91]YuhuaQian,JiyeLiang.Combinationentropy&combinationgranulationinroughsettheory.InternationalJournalofUncertainty,FuzzinessandKnowledge-BasedSystems,2008,16(2),179-193. [92]YuhuaQian,JiyeLiang,ChuangyinDang.Converseapproximationandruleextractionfromdecisiontablesinroughsettheory,Computers&MathematicswithApplications,2008,55,1754-1765. [93]JunhongWang,JiyeLiang,YuhuaQian,ChuangyinDang.uncertaintymeasureofroughsetsbasedonaknowledgegranulationforincompleteinformationsystems,2008,16(2),233-244. [94]YuhuaQian,JiyeLiang,DeyuLi,HaiyunZhang,ChuangyinDang.Measuresforevaluatingthedecisionperformanceofadecisiontableinroughsettheory.InformationSciences,2008,178(1),181-202.

学术兼职

中国人工智能学会粒计算与知识发现专业委员会副主任，中国计算机学会人工智能与模式识别专业委员会委员，中国人工智能学会知识工程与分布智能专委会委员，中国人工智能学会机器学习专委会委员等；担任国际期刊《World Research Journal of Pattern Recognition》Associate Editor、《Artificial Intelligence Research》、《International Journal of Knowledge-Based Organizations》等编委；曾多次担任JRS、ICIC、IEEE GrC、IJCAI、AAAI、IScIDE、ICMLC、CCFAI、RS等国际国内学术会议的大会（联合）主席/程序委员会主席/专题主席/程序委员会委员等