基本情况:王茂光,男,教授,博士生导师,兼中国计算机学会CCF软件工程专委委员、中国人工智能学会CAAI心智计算专委委员等。已发表论文70多篇,先后承担和参与完成了中国博士后科学基金项目、国家科技支撑计划课题、国家发改委下一代互联网项目、国家高技术研究发展计划、国家自然科学基金以及地方合作项目等10余项,有丰富的系统分析、信息系统项目管理和系统架构设计经验,坚持知行合一,致力解决实际科学问题,和中国A股上市企业、北京市“专精特新”企业等在大模型驱动的智能决策、智能风控等方面开展合作。主要研究方向为金融风控和安全、AI机器学习、智能软件等。
教育背景:
(1) 2004-09 至2007-07, 中国科学院计算技术研究所, 计算机软件与理论, 博士
(2) 2001-09 至2004-07, 中国矿业大学计算机学院, 计算机应用技术, 硕士
(3) 1993-09 至1997-07, 中国矿业大学计算机系, 计算机软件, 学士
工作经历:
(1) 2011-05至今,中央财经大学,信息学院,副教授、教授
(2) 2013-08至2014-08 美国北卡罗来纳大学、北卡罗来纳州立大学国家公派访问学者
(3) 2009-01至 2011-05,北京大学,计算机软件与理论,博士后
(4) 2007-12至 2008-12,北京工业大学,软件学院,副教授
主要讲授课程:
(1) 软件工程前沿与应用(高级软件工程)
(2) 数据结构与算法
(3)数据结构与算法课程设计
(4)数据库原理与应用
(5) 计算机与信息安全导论(计算机导论)
代表性研究成果:
近年第一作者论文:
(1) Stock Price Prediction Model Based on Blending Model Improved with Sentiment Factors and Double Q-learning. The Fifteenth International Conference on Swarm Intelligence, ICSI 2024, August 23th-26th, 2024, Xining, China.
(2) A Stock Price Trend Prediction Method Based on Market Sentiment Factors and Multi-Layer Stacking Ensemble Learning with Dual-CNN-LSTM Models and Nested Heterogeneous Learners.IFIP International Federation for Information Processing 2024,https://doi.org/10.1007/978-3-031-57808-3_29
(3) Design and Implementation of Risk Control Model Based on Deep Ensemble Learning Algorithm. IFIP Advances in Information and Communication Technology ((IFIP AICT,volume 703)), 2024,https://link.springer.com/chapter/10.1007/978-3-031-57808-3_9
(4) Credit Default Prediction Model based on Horizontal Federated Neural Network and Improved TrAdaBoost Algorithm.2023 IEEE International Conferences on Internet of Things (iThings) and IEEE Smart Data (SmartData) , https://ieeexplore.ieee.org/document/10501917
(5) Design and Implementation of a Green Credit Risk Control Model Based on SecureBoost and Improved-TCA Algorithm, Lecture Notes in Computer Science book series (LNCS,volume 14503), Green, Pervasive, and Cloud Computing: 18th International Conference, GPC 2023,https://doi.org/10.1007/978-981-99-9893-7_14
(6) Research on a Risk Control Model Based on Selective Ensemble Algorithm of Hierarchical Clustering and Simulated Annealing.International Conference on Identification, Information and Knowledge in the Internet of Things, 2021,https://doi.org/10.1016/j.procs.2022.04.023
(7) 一种基于AP-Entropy选择集成的风控模型和算法, 计算机科学, 2021, 48(11A): 71-76, https://www.jsjkx.com/CN/10.11896/jsjkx.210200110
(8) Research on Personal Credit Risk Assessment Model Based on Instance-Based Transfer Learning, International Journal of Intelligent Systems, 2021(11): 44-55, https://doi.org/10.4236/ijis.2021.111004
联系方式:wangmg@cufe.edu.cn