金融科技、金融工程与风险管理
李庆
教授
李庆，教授。研究方向包括人工智能与金融科技、智能风控和数字金融。
教育背景
- 1999年，哈尔滨工程大学，学士
- 2001年，哈尔滨工程大学，硕士
- 2005年，韩国金乌国立工科大学，博士
论文发表
- • Sanchuan Xiao, Qing Li*, et al. Unifying relational and market dynamics to enhance stock trend prediction, The Journal of Supercomputing 82 (6), 360, 2026
- • Sanchuan Xiao, ..., Qing Li*. Frequency-decoupled progressive graph learning for unveiling heterogeneous risk contagion in financial markets. Neurocomputing, 2026.
- • Sanchuan Xiao, Qing Li*, et al. Adaptive spatio-temporal wavelet hypergraph routing for evolutionary financial risk contagion. Information Sciences, 2026.
- • Y Wang, ..., Qing Li*,BoA-SQL: Executable Blueprint-of-Action for Text-to-SQL with reinforcement learning, Engineering Applications of Artificial Intelligence 166, 113454,2026
- • Sanchuan Xiao, Qing Li*, et al. Unveiling risk propagation: a lead-lag-aware framework for financial market prediction. Expert Systems With Applications, 288, 128143, 2025.
- • Yan Chen, ..., Qing Li*. Unraveling Asset Pricing with AI: A Systematic Literature Review. Applied Soft Computing, 2025.
- • Sanchuan Xiao, Qing Li*, et al. ComNC: A unified framework for trends prediction integrating node and concept effects. Neurocomputing, 630, 129721, 2025.
- • Guanyuan Yu, ..., Qing Li*. Harnessing Logic Heterograph Learning for Financial Operational Risks. Information Sciences, 2025.
- • Xiangyu Wei, ..., Qing Li*. A Time-Varying, Feature-Rearranged Convolutional Neural Network for Option Pricing. Journal of Derivatives, 32(2), 2024.
- • Yao Wang, ..., Qing Li*. Considering momentum spillover effects via graph neural network in option pricing. Journal of Futures Markets, 44(6), 2024.
- • Rong Xing, ..., Qing Li*. Learning to understand the vague graph for stock prediction with momentum spillovers. IEEE Transactions on Knowledge and Data Engineering (TKDE), 36(4), 2023.
- • Yu Zhao, ..., Qing Li. Learning Bi-typed multi-relational heterogeneous graph via dual hierarchical attention networks. IEEE TKDE, 35(9), 2023.
- • Yu Zhao, ..., Qing Li. Stock movement prediction based on bi-typed hybrid-relational market knowledge graph via dual attention networks. IEEE TKDE, 35(8), 2023.
- • Jiwen Huang, ..., Qing Li*. Asset pricing via deep graph learning to incorporate heterogeneous predictors. International Journal of Intelligent Systems, 2022.
- • Qing Li*, et al. A Multimodal Event-driven LSTM Model for Stock Prediction Using Online News. IEEE TKDE, 33(10), 2021.
- • Guanyuan Yu, Qing Li*, et al. A Multimodal Generative and Fusion Framework for Recognizing Faculty Homepages. Information Sciences, 525, 2020.
- • Qing Li, et al. Web Media and Stock Markets: A Survey and Future Directions. IEEE TKDE, 30(2), 2018.
- • Qing Li, et al. A Tensor-Based Information Framework for Predicting the Stock Market. ACM Transactions on Information Systems (TOIS), 34(2), 2016.
- • Qing Li, et al. The effect of news and public mood on stock movements. Information Sciences, 278, 2014.
- • Qing Li, et al. Media-aware quantitative trading based on public Web information. Decision Support Systems, 61, 2014.
- • Y Zou, ..., Qing Li, Fin-STAR: Structure-as-Semantics to Resolve Implicitness in Financial Retrieval, ACL 2026.
- • L Zhang, Qing Li*, J Zhao. GFmixer: decoupled temporal gradient and fourier-aware attention for time series forecasting, ACM Web Conference (WWW), 2026.
- • Rui Cheng, ..., Qing Li*. FAT: Frequency-Aware Pretraining for Enhanced Time-Series Representation Learning. ACM SIGKDD, 2025.
- • Z Xie, ..., Qing Li*. FAT: Frequency-Aware Pretraining for Enhanced Time-Series Representation Learning. ACM SIGKDD, 2025.
- • Rui Cheng, Qing Li*. Unveiling risk propagation: a lead-lag-aware framework for financial market prediction. CIKM, 2022.
- • Rui Cheng, Qing Li*. Modeling the Momentum Spillover Effect via Attribute-Driven Graph Attention Networks. AAAI, 2021.
- • Qing Li, et al. Tensor-Based Learning for Predicting Stock Movements. AAAI, 2015.
- • Jia Wang, Qing Li, et al. Recommendation in Internet forums and blogs. ACL, 2010.
- • Jia Wang, Qing Li, et al. News Recommendation in Forum-Based Social Media. AAAI, 2010.
- • Jia Wang, Qing Li, et al. User Comments for News Recommendation in Social Media ACM SIGIR, 2010.
- • Qing Li, ..., Yan Qi. Extracting Relevant Snippets for Web Navigation. AAAI, 2008.
- • Qing Li, Sung-Hyon Myaeng. Concept Unification of Terms in Different Languages for IR. ACL, 2006.
- • Byeong Man Kim, Qing Li, et al. A Decentralized CF Approach Based on Cooperative Agents. WWW, 2006.
- • Qing Li, et al. A Collaborative Music Recommender based on Audio Features. ACM SIGIR, 2004.
著作与报告
- • 陈岩, 李庆. 《基于大数据的证券市场财经信息效应研究》, 西南财经大学出版社, 2023.
- • 邢容, 李庆. 《媒体关联与证券市场动量溢出效应研究》, 西南财经大学出版社, 2023.
- • 谢志龙, 李庆. 《Python 应用基础》, 机械工业出版社, 2021. (省级重点建设教材 / 国家级一流本科课程配套教材)
- • 王俊, 李庆. 《大数据视角下的数字化互动媒体对股票市场的影响研究》, 西南财经大学出版社, 2020.
- • 李庆, 王垚. 《金融科技（技术驱动金融服务业变革）》, 机械工业出版社, 2019.
专业方向
- 人工智能与金融科技
- 智能风控
- 数字金融
研究专长
- 机器学习
- 金融知识图谱
- 智能风险管理