个人简介
主要从事决策理论及方法、数据分析与预测、数据驱动决策、文本挖掘与情感分析等方向研究,聚焦不完全可靠信息环境下的智能优化与决策模型。长期主讲管理博弈论、娱乐体验与决策、管理信息系统、自然语言处理与智能决策等课程。研究成果发表于 IEEE Transactions on Fuzzy Systems、Applied Soft Computing、Journal of Energy Storage、Expert Systems with Applications 等国内外重要期刊,研究内容广泛应用于新能源设施选址、循环经济评价、医疗异常检测等领域。 当前团队围绕微博文本共识、充电桩时序数据、酒店评论推荐、在线医疗问答、ESG报告评估等问题展开数据挖掘与分析。招收对以上问题感兴趣,且有一定算法基础及自主实现能力的同学。
教育经历
2016.9 - 2019.7 中南大学,商学院,管理科学与工程,博士 2013.9 - 2016.7 云南大学,经济学院,政治经济学,硕士 2008.9 - 2012.7 吉林大学,数学学院,信息与计算科学,学士
研究领域
近年来主要研究方向为决策理论及方法、数据分析与预测、数据驱动的决策、文本挖掘与情感分析等
开授课程
主授包括管理博弈论、娱乐体验与决策、管理信息系统、自然语言处理与智能决策等课程
科研项目
[1] 不完全可靠信息驱动下的新能源汽车换电站两阶段智能选址方法研究,广东省区域联合基金项目,2023/11-2026/11,10万元,主持,2023A1515110888 [2] 不完全可靠信息驱动下的新能源汽车充电桩智能选址方法研究,广州市2024年度基础与应用基础研究专题,2024/1-2025/12,5万元,主持,2024A04J3837 [3] 不完全可靠信息驱动下考虑旅游路线依赖的酒店智能推荐方法研究,广东省自然科学基金项目,2025/01-2027/12,10万元,主持,2025A1515012274
论文
- Lingli Zhang, Shiyuan Piao, Kaiwen Shen*, Jianqiang Wang ,Evaluating the Circular Economy in the Steel Industry: A Z-Entropy-Text Mining-MARCOS Approach,Environment, Development and Sustainability,2026
- Chen, Ming -run;Shen, Kai-wen*,Risk prioritization by Z-VIKOR method under incomplete reliable information and its application in CCUS project site selection,Applied Soft Computing,2024
- Wu, Yachen;Chen, Mingrun;Shen, Kaiwen;Wang, Jianqiang,Z-number extension of TODIM-CPT method combined with K-means clustering for electric vehicle battery swapping station site selection,Journal of Energy Storage,2024
- Wang, Xiao-kang;Hou, Wen-hui;Zhang, Hong-yu;Wang, Jian-qiang;Goh, Mark;Tian, Zhang-peng;Shen, Kai-wen,KDE-OCSVM model using Kullback-Leibler divergence to detect anomalies in medical claims,Expert Systems with Applications,2022
- Shen K W, Li L*, Wang J Q*,Circular economy model for recycling waste resources under government participation: a case study in industrial waste water circulation in China,Technological and Economic Development of Economy,2020
- Shen K W, Wang X K, Qiao D, Wang J Q*,Extended Z-MABAC method based on regret theory and directed distance for regional circular economy development program selection with Z-information,IEEE Transactions on Fuzzy Systems,2019
- Shen K W, Wang J Q*, Wang T L,The arithmetic of multidimensional Z-number,Journal of Intelligent & Fuzzy Systems,2019
- Shen K W, Wang X K*, Wang J Q,Multi-criteria decision-making method based on smallest enclosing circle in incompletely reliable information environment,Computers & Industrial Engineering,2019
- Shen K W, Wang J Q*,Z-VIKOR method based on a new comprehensive weighted distance measure of Z-number and its application,IEEE Transactions on Fuzzy Systems,2018
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