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个人简介

教育经历 1982年获得中国人民大学学士学位,1985年国家公派赴欧洲留学分别于1988年和1992年获得比利时鲁汶大学(KUL)硕士、博士学位。 工作经历 现为清华大学文科资深教授,校学术委员会副主任,经济管理学院教授。 现任国家自然科学基金委大数据重大研究计划指导专家组组长,教育部高等学校管理科学与工程类专业教学指导委员会主任,国家信息化专家咨询委员会成员,教育部新文科建设工作组成员。 曾任国际模糊系统学会(IFSA)副主席,CNAIS创始主席,国际管理商学院联盟(PIM)联执主席。曾多年担任清华大学经济管理学院常务副院长、学术委员会主任、讲席教授。担任/曾任中国信息经济学会等多个国内一级学会副理事长。曾主持国家自然科学基金委重大项目等多个国家级科研项目,以及多个国际合作项目、企业信息战略管理项目等。

研究领域

商务智能与大数据分析、电子商务与决策支持、IT战略与管理、模糊逻辑等。

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)

“When Images Backfire: The Effect of Customer-Generated Images on Product Rating Dynamics”. Information Systems Research (ISR), 2022 accepted. (with Y Guan, Y Tan, Q Wei) “Voice-Based AI in Call Center Customer Service: A Natural Field Experiment”. Production and Operations Management (POM), 2022 accepted. (with LL Wang, N Huang, YL Hong, LN Liu, XH Guo) “First Things First? Order Effects in Online Product Recommender Systems”. ACM Transactions on Human-Computer Interaction (ACM TOCHI), 2022 accepted. (with XH Guo, LL Wang, MY Zhang) “Graph-Based Embedding Smoothing for Sequential Recommendation”. IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE), VOL. 35, NO.1, 2023, 496 - 508. (with TY Zhu, LL Sun) “Embedding Disentanglement in Graph Convolutional Networks for Recommendation”. IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE), VOL. 35, NO.1, 2023, 431 - 442. (with TY Zhu, LL Sun) “数智赋能:信息系统研究的新跃迁”,《管理世界》,180-195,2022.1。(合作者:任明、卫强、郭迅华、易成) "A Review Selection Method for Finding an Informative Subset from Online Reviews". INFORMS Journal on Computing (INFORMS JOC), V33, N1, 2021, 280-299. (with J Zhang, C Wang) “‘大数据-小数据’问题:以小见大的洞察”,《管理世界》,262-272,2021.2。(合作者:张瑾,王聪,卫强,郭迅华) "Calibration of Voting-Based Helpfulness Measurement for Online Reviews: An Iterative Bayesian Probability Approach". INFORMS Journal on Computing (INFORMS JOC), V33, N1, 2021, 246-261. (with XH Guo, C Wang, Q Wei, ZQ Zhang) "Automatic Treatment Regimen Design". IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE), VOL. 33, NO.11, 2021, 3494-3506. (with LL Sun, CR Liu, CH Guo, H Xiong, YM Xie) “大数据环境下的决策范式转变与使能创新”,《管理世界》,95-105,2020.2。(合作者:曾大军,卫强,张明月,郭迅华) "Social Collaborative Mutual Learning for Item Recommendation". ACM Transactions on Knowledge Discovery from Data (ACM TKDD), Vol.14, No.4, 2020, 43:1-19. (with TY Zhu, GN Liu) "Assortment Size and Performance of Online Sellers: An Inverted U-Shaped Relationship". Journal of Association for Information Systems (JAIS), V20, N10, 2019, 1503-1530.(with YM He, XH Guo) "Deep Learning Based Personalized Recommendation with Multi-View Information Integration". Decision Support Systems (DSS), 118, 2019, 58-69. (with Y Guan, Q Wei) "Identifying Complements and Substitutes of Products: A Neural Network Framework Based on Product Embedding". ACM Transactions on Knowledge Discovery from Data (ACM TKDD), 1303, 2019, 34: 1-29. (with MY Zhang, X Wei, XH Guo, Q Wei) “大数据给我们带来了哪些改变?”,《光明日报》,2019.7.13. “管理决策情境下大数据驱动的研究和应用挑战—范式转变与研究方向”,《管理科学学报》,2018.7. (合作者:吴刚、顾远东、陆本江、卫强) "How ‘Small’ Reflects ‘Large’- Representative Information Measurement and Extraction". Information Sciences (INS), V460-461, 2018, 519-540. (with C Wang, MY Zhang, Q Wei, BJ Ma) "Modeling Buying Motives for Personalized Product Bundle Recommendation". ACM Transactions on Knowledge Discovery from Data (ACM TKDD), V11, N3, 2017, 28:1-26. (with GN Liu, YJ Fu, H Xiong, C Chen) "Extracting Representative Information on Intra-Organizational Blogging Platforms". MIS Quarterly (MISQ), V41, N4, 2017, 1105-1127. (with XH Guo, Q Wei, J Zhang, DD Qiao) "Providing Consistent Opinions from Online Reviews: A Heuristic Stepwise Optimization Approach". INFORMS Journal on Computing (INFORMS JOC), V28, N2, 2016, 236-250. (with ZQ Zhang, Q Wei, XH Guo) "A Novel Bipartite Graph Based Competitiveness Degree Analysis from Query Logs". ACM Transactions on Knowledge Discovery from Data (ACM TKDD), V11, N2, 2016, 21:1-21:25. (with Q Wei, DD Qiao, J Zhang, XH Guo) "Predicting the Incremental Benefits of Online Information Search for Heterogeneous Consumers". Decision Sciences (DSJ), V47, N5, 2016, 957-988. (with H Wang, XH Guo, MY Zhang, Q Wei) "Corporate Blogging and Job Performance: The Effects of Work-related and Nonwork-related Participation". Journal of Management Information Systems (JMIS), 32:4, 2015, 285-314. (with BJ Lu, XH Guo, NL Luo) “大数据驱动的管理与决策前沿课题”,《管理世界》,2014.11。(合作者:徐宗本,冯芷艳,郭迅华,曾大军) "A Behavioral Distance for Fuzzy-Transition Systems". IEEE Transactions on Fuzzy Systems (IEEE TFS), V21, N4, 2013, 735-747. (with YZ Cao, SX Sun, HQ Wang) “未来信息化发展方向”,《人民日报》,理论版,2013.1.9。 “大数据背景下商务管理研究若干前沿课题”,《管理科学学报》,2013.1。(合作者:冯芷艳,郭迅华,曾大军,陈煜波) "Business Intelligence and Analytics: research directions". ACM Transactions on Management Information Systems (ACM TMIS), V3, N4, 2013, 17:1-10. (with EP Lim, HC Chen) "Extracting Representative Information to Enhance Flexible Data Queries". IEEE Transactions on Neural Networks (IEEE TNN), V23, N6, 2012, 928-941. (with J Zhang, XH Tang) "Building a Highly-Compact and Accurate Associative Classifier". Applied Intelligence, 34(1), 2011, 74-86. (with X Zhang, Q Wei) "Bisimulations for Fuzzy Transition Systems". IEEE Transactions on Fuzzy Systems (IEEE TFS), V19, N3, 2011, 540-552. (with YZ Cao, EE Kerre) "A Fuzzy Petri Nets Model for Computing with Words". IEEE Transactions on Fuzzy Systems (IEEE TFS), 18(3), 2010, 486-499. (with YZ Cao) "Towards Controlling Virus Propagation in Information Systems with Point-to-Group Information Sharing". Decision Support Systems (DSS), 48, 2009, 57-68. (with H Yuan, H Xiong, JJ Wu) "Intelligent-Commerce Research in China". IEEE Intelligent Systems, 23(6), 2008, 14-18. (with D Zeng, FY Wang, XL Zheng, Y Yuan, J Chen) "Mining Pure Linguistic Associations from Numerical Data". International Journal of Approximate Reasoning (IJAR), 48, 2008, 4-22. (with V Novak, I Perfilieva, A Dvorak, Q Wei, P Yan) "Retraction and Generalized Extension of Computing with Words". IEEE Transactions on Fuzzy Systems (IEEE TFS), V15, N6, 2007, 1238-1250. (with YZ Cao, MS Ying) "State-Based Control of Fuzzy Discrete Event Systems". IEEE Transactions on SMC (B) (IEEE SMC (B)), 3(2), 2007, 410-424. (with YZ Cao, MS Ying) "A New Approach to Classification Based on Association Rule Mining". Decision Support Systems (DSS), 42, 2006, 674-689. (with HY Liu, L Yu, Q Wei, X Zhang) "Equivalence and Transformation of Extended Algebraic Operators in Fuzzy Relational Databases". Fuzzy Sets and Systems (FSS), 157(12), 2006, 1581-1596. (with XH Tang) "Internet Diffusion in Chinese Companies - The Overall Process and Perceived Patterns". Communications of the ACM (CACM), 48(4), 2005, 54-58.(with XH Guo) "Fuzzy Association Rules and the Extended Algorithms". Information Sciences (INS), 147, 2002, 201-228. (with Q Wei) "Normalization Based on Fuzzy Functional Dependency in a Fuzzy Relational Data Model". Information Systems,V21, N3, 1996, 299-310. (with EE Kerre, J Vandenbulcke) "A General Treatment of Data Redundancy in a Fuzzy Relational Data Model". Journal of the American Society for Information Science (JASIS), 43, 1992, 304-311. (with J Vandenbulcke, EE Kerre)

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