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杨山田，男，西南财经大学讲师。
研究领域
机器学习
智能金融
讲授课程
机器学习、强化学习、人工智能概述。
研究成果
[1] Shantian Yang*, Bo Yang, Zheng Zeng, Zhongfeng Kang. Causal inference multi-agent reinforcement learning for traffic signal control. Information Fusion (中科院JCR分区大类1区期刊，TOP期刊、影响因子：17.564), 94:243-256, 2023.
[2] Shantian Yang*. Hierarchical graph multi-agent reinforcement learning for traffic signal control. Information Sciences (中科院JCR分区大类1区期刊，TOP期刊，CCF-B、影响因子：8.1), 634:55-72, 2023.
[3] Shantian Yang*. Deep reinforcement learning for portfolio management. Knowledge-Based System (中科院JCR分区大类1区期刊，TOP期刊，影响因子：8.8), 278, art No. 110905, 2023.
[4] Shantian Yang and Bo. Yang*. An Inductive Heterogeneous Graph Attention-based Multi-agent Deep Graph Infomax Algorithm for Adaptive Traffic Signal Control. Information Fusion (中科院JCR分区大类1区期刊，TOP期刊、影响因子：17.564), 88:249-262, 2022.
[5] Shantian Yang, Bo Yang*, Zhongfeng Kang, Lihui Deng. IHG-MA: Inductive heterogeneous graph multi-agent reinforcement learning for multi-intersection traffic signal control. Neural Networks (中科院JCR分区大类1区期刊，TOP期刊，CCF-B、影响因子：9.657), 139, 265-277, 2021.
[6] Shantian Yang and Bo Yang*. A semi-decentralized feudal multi-agent learned-goal algorithm for multi-intersection traffic signal control. Knowledge-Based System (中科院JCR分区大类1区期刊，TOP期刊，影响因子：8.139), 213, art No. 06708, 2021.
[7] Shantian Yang, Bo Yang*, Hau-san Wong, Zhongfeng Kang. Cooperative traffic signal control using Multi-step return and Off-policy Asynchronous Advantage Actor-Critic Graph algorithm. Knowledge-Based Systems (中科院JCR分区大类1区期刊，TOP期刊，影响因子：8.139), 183, art No. 104855, 2019.
[8] Shantian Yang and Bo Yang*. A Meta Multi-agent Reinforcement Learning Algorithm for Multi-intersection Traffic Signal Control. IEEE Intl Conf on Depend., Autono. and Secure Compu., pp. 18-25, 2021.
[9] Lihui Deng, Bo Yang*, Zhongfeng Kang, Shantian Yang and Shihu Wu. A Noisy Label and Negative Sample Robust Loss Function for DNN-based Distant Supervised Relation Extraction. Neural Networks, 139, 358-370, 2021.
[10] Zhongfeng Kang, Bo Yang*, Mads Nielsen, Lihui Deng, Shantian Yang. A Buffered Online Transfer Learning Algorithm with Multi-layer Network. Neurocomputing, 488, 581-597, 2022.
[11] Zhongfeng Kang, Bo Yang*, Shantian Yang. Online transfer learning with multiple source domains for multi-class classification. Knowledge-Based Systems, 190, 105149, 2019.
科研项目
(1)“面向在线学习的基于 SAF 的推荐模型研究 (项目号: 61977013)” , 国家自然科学基金，面上项目, 50 万元， 2020.1-2023.12，主研，结题。
(2) “基于梯度提升深度森林的网络教育平台中的推荐系统研究 (项目号: 2019YJ0164)” ,10W 元, 四川省科技厅， 2019.1-2021.1，主研，结题。
(3) “公共服务政策智能推送关键技术研究与原型系统研发 (项目号190241)” , CECT 大数据研究工程公司，75 万元, 2019.5-2020.10，主研，结题。
(4) “基于可解释强化学习的组合投资算法研究(项目号: JBK23YJ26)”，中央高校基本科研业务费专项资金-西南财经大学引进人才科研启动资助项目，2万元，2023.1-2023.12，主持，完成。[1]