杜志娇
联系方式:duzhj5@mail.sysu.edu.cn
研究领域:社会网络大数据分析、复杂网络建模、智能群决策、医疗健康管理、公司创业投资、数字供应链金融
个人简介
杜志娇,现任中山大学商学院院聘助理教授。博士毕业于中山大学管理学院。当前研究聚焦于社会网络大数据环境下的决策分析、医疗健康数据分析、公司创业投资、数字经济时代下的供应链金融生态系统等。在《管理科学学报》、《Decision Support Systems》、《IEEE Transactions on Fuzzy System》、《Information Sciences》、《Knowledge-Based Systems》、《Computers & Industrial Engineering》、《Information Fusion》、《Applied Soft Computing》等国内外权威学术期刊发表论文20余篇,其中,中科院TOP期刊9篇,JCR-Q1区15篇,1篇进入Computer Science领域ESI全球高被引论文数据库前1%,H指数10。出版英文专著1本。
教育背景
2018年9月-2022年6月,中山大学,管理科学与工程,管理学博士
2013年9月-2016年6月,中南大学,管理科学与工程,管理学硕士
2008年9月-2012年6月,海南大学,信息管理与信息系统,管理学学士
工作经历
2016.08-2017.08,中国建筑第二工程局有限公司投资分公司,北京,投资助理,主要负责PPP项目投融资、法律相关业务开拓和研究
代表性科研成果
多源异构数据处理、数据降维、群组发现/聚类分析、社会网络分析
[1] Du, Z., Yu, S., & Cai, C. (2023). Constrained Community Detection and Multistage Multicost Consensus in Social Network Large-Scale Decision-Making. IEEE Transactions on Computational Social Systems. DOI: 10.1109/TCSS.2023.3265701. (SCI, JCR-Q2)
[2] Du, Z., Luo, H., Lin, X., & Yu, S. (2020). A trust-similarity analysis-based clustering method for large-scale group decision-making under a social network. Information Fusion, 63, 13–29. (SCI/SSCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[3] Du, Z., Yu, S., Luo, H., & Lin, X. (2021). Consensus convergence in large-group social network environment: Coordination between trust relationship and opinion similarity. Knowledge-Based Systems, 217, 106828. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[4] Yu, S., Du, Z.*, Wang, J., Luo, H., & Lin, X. (2021). Trust and behavior analysis-based fusion method for heterogeneous multiple attribute group decision-making. Computers & Industrial Engineering, 152, 106992. (SCI, JCR-Q1)
智能群决策、共识建模、多主体协同决策
[1] Yu, S., Zhang, X., & Du, Z.* (2023). Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost. Information Fusion, 89, 336–354. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[2] Yu, S., Du, Z.*, Zhang, X., Luo, H., & Lin, X. (2022). Trust Cop-kmeans clustering analysis and minimum-cost consensus model considering voluntary trust loss in social network large-scale decision-making. IEEE Transactions on Fuzzy Systems, 30(7), 2634–2648. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[3] Yu, S., Du, Z.*, Zhang, X., Luo, H., & Lin, X. (2021). Punishment-driven consensus reaching model in social network large-scale decision-making with application to social capital selection. Applied Soft Computing, 113, 107912. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类2区)
[4] Du, Z., Yu, S., & Xu, X. (2020). Managing noncooperative behaviors in large-scale group decision-making: Integration of independent and supervised consensus-reaching models. Information Sciences, 531, 119–138. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[5] 徐选华, 杜志娇, 陈晓红, 周艳菊. (2017). 保护少数意见的冲突型大群体应急决策方法. 管理科学学报, 20(11), 10–23. (国家自然科学基金委员会管理科学部认定的管理类A类重要期刊,FMA管理科学高质量期刊T1类)
[6] Xu, X., Du, Z.*, & Chen, X. (2015). Consensus model for multi-criteria large-group emergency decision making considering non-cooperative behaviors and minority opinions. Decision Support Systems, 79, 150–160. (SCI/SSCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区, 进入ESI前1%高被引论文数据库)
[7] Du, Z., et al. A comprehensive loss analysis-based decision support method for e-democratic multi-agent cooperative decision-making. Expert Systems With Applications (Under Review)
全球生产资源配置与优化、风险评估、公司创业投资
[1] Du, Z., Yu, S., & Chen, Z. (2022). Enhanced minimum-cost conflict risk mitigation-based FMEA for risk assessment in a probabilistic linguistic context. Computers & Industrial Engineering, 174, 108789.
[2] Du, Z., Chen, Z., & Yu, S. (2022). Commercial-risk joint analysis with probabilistic linguistic assessments. Knowledge-Based Systems, 247, 108737.
[3] 陈志祥,王伟洁,杜志娇*. (2021). 考虑进口配额的跨国供应商选择与订单分配模糊多目标优化决策.北京交通大学学报(社会科学版),20(2),113–122.
[4] Impacts of Currency Exchange Rate Contracts on a Global Supply Chain. (Working paper)
医疗健康管理、医疗健康数据分析、慢性病健康管理
[1] Innovating Information Service Modes for Online Health Communities: A Perspective from Doctor-Patient Two-Mode Networks. (Working paper)
[2] A Knowledge Recommendation Algorithm Based on Doctor Collaborative Filtering from the Perspective of Doctor-Patient Two-Mode Networks. (Working paper)
[1] Du, Z., Yu, S., & Cai, C. (2023). Constrained Community Detection and Multistage Multicost Consensus in Social Network Large-Scale Decision-Making. IEEE Transactions on Computational Social Systems. DOI: 10.1109/TCSS.2023.3265701. (SCI, JCR-Q2)
[2] Du, Z., Luo, H., Lin, X., & Yu, S. (2020). A trust-similarity analysis-based clustering method for large-scale group decision-making under a social network. Information Fusion, 63, 13–29. (SCI/SSCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[3] Du, Z., Yu, S., Luo, H., & Lin, X. (2021). Consensus convergence in large-group social network environment: Coordination between trust relationship and opinion similarity. Knowledge-Based Systems, 217, 106828. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[4] Yu, S., Du, Z.*, Wang, J., Luo, H., & Lin, X. (2021). Trust and behavior analysis-based fusion method for heterogeneous multiple attribute group decision-making. Computers & Industrial Engineering, 152, 106992. (SCI, JCR-Q1)
智能群决策、共识建模、多主体协同决策
[1] Yu, S., Zhang, X., & Du, Z.* (2023). Enhanced Minimum-Cost Consensus: Focusing on Overadjustment and Flexible Consensus Cost. Information Fusion, 89, 336–354. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[2] Yu, S., Du, Z.*, Zhang, X., Luo, H., & Lin, X. (2022). Trust Cop-kmeans clustering analysis and minimum-cost consensus model considering voluntary trust loss in social network large-scale decision-making. IEEE Transactions on Fuzzy Systems, 30(7), 2634–2648. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[3] Yu, S., Du, Z.*, Zhang, X., Luo, H., & Lin, X. (2021). Punishment-driven consensus reaching model in social network large-scale decision-making with application to social capital selection. Applied Soft Computing, 113, 107912. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类2区)
[4] Du, Z., Yu, S., & Xu, X. (2020). Managing noncooperative behaviors in large-scale group decision-making: Integration of independent and supervised consensus-reaching models. Information Sciences, 531, 119–138. (SCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区)
[5] 徐选华, 杜志娇, 陈晓红, 周艳菊. (2017). 保护少数意见的冲突型大群体应急决策方法. 管理科学学报, 20(11), 10–23. (国家自然科学基金委员会管理科学部认定的管理类A类重要期刊,FMA管理科学高质量期刊T1类)
[6] Xu, X., Du, Z.*, & Chen, X. (2015). Consensus model for multi-criteria large-group emergency decision making considering non-cooperative behaviors and minority opinions. Decision Support Systems, 79, 150–160. (SCI/SSCI, JCR-Q1, 中科院TOP期刊, 计算机科学大类1区, 进入ESI前1%高被引论文数据库)
[7] Du, Z., et al. A comprehensive loss analysis-based decision support method for e-democratic multi-agent cooperative decision-making. Expert Systems With Applications (Under Review)
全球生产资源配置与优化、风险评估、公司创业投资
[1] Du, Z., Yu, S., & Chen, Z. (2022). Enhanced minimum-cost conflict risk mitigation-based FMEA for risk assessment in a probabilistic linguistic context. Computers & Industrial Engineering, 174, 108789.
[2] Du, Z., Chen, Z., & Yu, S. (2022). Commercial-risk joint analysis with probabilistic linguistic assessments. Knowledge-Based Systems, 247, 108737.
[3] 陈志祥,王伟洁,杜志娇*. (2021). 考虑进口配额的跨国供应商选择与订单分配模糊多目标优化决策.北京交通大学学报(社会科学版),20(2),113–122.
[4] Impacts of Currency Exchange Rate Contracts on a Global Supply Chain. (Working paper)
医疗健康管理、医疗健康数据分析、慢性病健康管理
[1] Innovating Information Service Modes for Online Health Communities: A Perspective from Doctor-Patient Two-Mode Networks. (Working paper)
[2] A Knowledge Recommendation Algorithm Based on Doctor Collaborative Filtering from the Perspective of Doctor-Patient Two-Mode Networks. (Working paper)
学术服务
Axioms期刊客座编辑,组织特刊”Decision-Making Modeling and Optimization”
担任IEEE Trans., INS, INFFUS, ANOR, KBS, CAIE, ASOC, GDN, ESWA, 系统工程与电子技术等期刊审稿人
担任IEEE Trans., INS, INFFUS, ANOR, KBS, CAIE, ASOC, GDN, ESWA, 系统工程与电子技术等期刊审稿人
荣誉与奖励
中山大学优秀共产党员(2021)
研究生国家奖学金(2020,2015)
中南大学优秀毕业研究生(2016)
