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陈国青

管理科学与工程系    清华大学文科资深教授

经管学院讲席教授

电话:(86)(10)62789925

办公室:李华楼B413

邮箱:chengq@sem.tsinghua.edu.cn

开放时间:周二 13:00-14:00

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。

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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。

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讲授课程

《高级信息系统》、《大数据时代的管理》、《管理信息系统》(国家级精品课程)、《数据、模型与决策》等。

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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。

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学术成果

部分研究成果

期刊论文

  • "Probing Digital Footprints and Reaching for Inherent Preferences: A Cause-Disentanglement Approach to Personalized Recommendations". Information Systems Research (ISR), forthcoming. (with C Wang, YS Shi, XH Guo)

  • "Dynamic Bayesian Network Based Product Recommendation Considering Consumer's Multi-Stage Shopping Journeys: A Marketing Funnel Perspective". Information Systems Research (ISR), 35(3), 2024, 1382-1402. (with Q Wei, Y Mu, XH Guo, WJ Jiang)

  • "When the Clock Strikes: A Multi-Method Investigation of On-the-Hour Effects in Online Learning". Information Systems Research (ISR), 35(2), 2024, 766-782. (with N Huang, LL Wang, YL Hong, LH Lin, XH Guo)

  • "A Warning Approach to Mitigating Bandwagon Bias in Online Ratings: Theoretical Analysis and Experimental Investigations". Journal of Association Information Systems (JAIS), 24(4), 2023, 1132-1161. (with D Wu, XH Guo, YJ Wang)

  • "Voice-Based AI in Call Center Customer Service: A Natural Field Experiment". Production and Operations Management (POM), VOL. 32, No.4, 2023, 1002-1018. (with LL Wang, N Huang, YL Hong, LN Liu, XH Guo)

  • “机器学习与用户行为中的偏差问题:知偏识正的洞察”,《管理世界》,2023,39(5): 145-159。(合作者:郭迅华、吴鼎、卫强)

  • "When Images Backfire: The Effect of Customer-Generated Images on Product Rating Dynamics". Information Systems Research (ISR), VOL.34, No.4, 2023, 1641–1663. (with Y Guan, Y Tan,Q Wei)

  • “面向大数据管理决策研究的全景式PAGE框架”,《管理科学学报》,2023, 26(5): 4-22。(合作者:张维,任之光,管悦,卫强)

  • "First Things First? Order Effects in Online Product Recommender Systems". ACM Transactions on Human-Computer Interaction (ACM TOCHI), VOL. 30, NO. 1, 2023, 15:1-35. (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)

  • "Content and Structure Coverage: Extracting a Diverse Information Subset". INFORMS Journal on Computing (INFORMS JOC), 29:4, 2017, 660-675. (with BJ Ma, Q Wei, J Zhang, XH Guo)

  • "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)

  • "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)


书/著作

  • 《大数据管理决策---全景式PAGE框架与前沿研究》,科学出版社,2024。(合作者:李一军,曾大军,卫强 等)

  • 《商务智能原理与方法》(第3版),电子工业出版社,2023。(合作者:卫强,张瑾)

  • 《基于大数据的商务智能与模式创新研究》,科学出版社,2020。(合作者:叶强,刘红岩,徐心,卫强,易成,张自立 等)

  • 《管理信息系统---原理、方法与应用》(第三版),高等教育出版社,2019。(合作者:郭迅华,马宝君)

  • 《工商管理学科“十三五”发展战略与优先赞助领域研究报告》,科学出版社,2016。(合作者:冯芷艳,路江涌,刘军 等)

  • 《新兴电子商务---参与者行为》,清华大学出版社,2013。(合作者:王刊良,郭迅华,徐心,胡立斌,廖貅武 等)

  • 《新兴电子商务---深度模式分析与不确定性建模》,清华大学出版社,2013。(合作者:熊辉,曹永知,吴俊杰,袁华 等)

  • 《中国高等院校信息系统学科课程体系CIS2011》,清华大学出版社,2011。

  • 《中国企业管理---清华哈佛案例与教程》,清华大学出版社,2009。(含《教师手册》)(合作者:沃伦.麦克法兰)

  • 《IT战略与竞争优势》,高等教育出版社,2003。(合作者:沃伦.麦克法兰, 理查德.诺兰)

  • 《Fuzzy Logic in Data Modeling: Semantics, Constraints, and Database Design》, Kluwer Academic Publishers, Boston, 1998.


企业案例

  • "China Merchants Bank: Here Just For You". Harvard Business School, 2009 (HBS case# R9-307-081) (with FW McFarlan, M Chen, G Donovan, HY Zhu, B Yang)

  • "China Merchants Bank", Harvard Business School, 2007 (HBS case# 9-307-081) (with FW McFarlan, HY Zhu, B Yang)

  • "Digital China Holdings Limited: Managing the Transition from a Product-oriented towards a Service-oriented Company", Harvard Business School, 2007 (HBS case# 9-307-093). (with FW McFarlan, K Reimers, XH Guo)

  • "Information Technology at COSCO", Harvard Business School, 2005 (HBS case# 9-305-080). (with FW McFarlan, D Lane)

  • "Digital China Holdings Ltd.: ERP as a Platform for Building New Business Capabilities", Harvard Business School, 2002 (HBS case# 9-302-080). (with FW McFarlan, K Reimers)

  • "Shenzhen Stock Exchange", Harvard Business School, 2001 (HBS case# 9-302-070). (with FW McFarlan, D Kiron, IT Li)

  • "COSCO", Harvard Business School, 2001 (HBS case# 9-302-051). (with FW McFarlan, D Lane)

  • "Cisco China", Harvard Business School, 2001 (HBS case# 9-302-069). (with FW McFarlan, D Kiron)

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所获荣誉

国际信息系统学会AIS Fellow(中国大陆首位),国际模糊系统学会IFSA Fellow,复旦管理学杰出贡献奖,教育部长江学者特聘教授,国家杰出青年科学基金获得者,全国百篇优秀博士论文指导教师。

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