
俞立
职称:副研究员,硕士生导师,博士生导师
研究领域:人工智能、机器学习、普惠金融、信用风险管理、智能制造等
教授课程:
数据挖掘、人工智能技术与应用
科研成果:
[1] Yu, L., Bai, X., & Chen, Z. (2025). GPT-LGBM: a ChatGPT-based integrated framework for credit scoring with textual and structured data. Knowledge and Information Systems. (SCI)
[2] Wang, S., Zhang, H., Chu, F., & Yu, L. (2023). A relax-and-fix method for clothes inventory balancing scheduling problem. International Journal of Production Research. (SCI)
[3] Yu, L., & Bai, X. (2021). Implicit aspect extraction from online clothing reviews with fine-tuning BERT algorithm.(EI)
[4] Wang, S., Wang, X., & Yu, L. (2020). Two-stage no-wait hybrid flow-shop scheduling with sequence-dependent setup times. International Journal of Systems Science: Operations & Logistics.
[5] Zhang, Z., Xu, D., Ostrosi, E., Yu, L., & Fan, B. (2019). A systematic decision-making method for evaluating design alternatives of product service system based on variable precision rough set. Journal of Intelligent Manufacturing.(SCI)
[6] Yu, L., Zhang, Z., & Shen, J. (2017). Dynamic customer preference analysis for product portfolio identification using sequential pattern mining. Industrial Management & Data Systems.(SCI)
[7] 陈云, 石松, 潘彦, & 俞立. (2016). 基于 SVM 混合集成的信用风险评估模 型. 计算机工程与应用.
[8] Shen, J., Wu, B., & Yu, L. (2015). Personalized configuration rules extraction in product service systems by using Local Cluster Neural Network. Industrial Management & Data Systems.(SCI)
[9] Yu, L., & Wang, L. (2010). Product portfolio identification with data mining based on multi-objective GA. Journal of Intelligent Manufacturing.(SCI)
[10] Yu, L., Wang, L., & Yu, J. (2008). Identification of product definition patterns in mass customization using a learning-based hybrid approach. The International Journal of Advanced Manufacturing Technology.(SCI)
[11] Yu, L., & Wang, L. (2008). A fuzzy intelligent design retrieving system for customer requirements. International journal of computer applications in technology.
在研论文:
[1] Credit risk analysis with an interpretable deep learning method, working paper.
主要科研项目: [1] 基于通用人工智能的信用风险识别方法与解释机制研究(教育部项目)—— 主持,在研
[2] 面向产品规划的结构化时序知识挖掘及应用研究(国家自然科学基金委员会 项目)——主持,已结题
[3] 基于在线评论的产品族配置设计方法研究(上海自然科学基金项目)——主 持,已结题
[4] 基于数据融合与共创普惠金融风险管理与评级系统构建与应用(上海市科委 科研计划项目)——已结题
[5] 基于大数据技术的金融期货市场风险监控系统开发与应用(上海市科学技术 委员会科技创新行动计划)——已结题
[6] 中小企业智能化网络融资平台的研发与应用(上海市科学技术委员会科技创 新行动计划)——已结题
[7] 面向汽车后市场的供应链管理系统研发与应用,(上海市科委科技支撑项目) ——已结题
著作参编:
[1] 金融大数据,上海科学技术出版社,2015;
[2] 大辞海ꞏ经济卷,上海辞书出版社,2015;
教育工作经历:
上海财经大学,上海市金融信息技术研究重点实验室,副研究员
访学: University of California, Santa Cruz,加州大学圣克鲁兹分校,访问学者
毕业院校:上海交通大学,工业工程专业,博士
yu.li@mail.shufe.edu.cn