郭思尼
郭思尼,香港大学博士、博士后,现就职于威廉希尔,管理科学与物流系,助理教授/特别副研究员,硕士生导师。研究方向包括决策优化、金融科技、物流规划。研究成果发表在European Journal of Operational Research, Quantitative Finance, IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Fuzzy System, Automatica, Expert Systems with Applications, International Journal of Approximate Reasoning等国际期刊,主持国家自然科学基金青年项目、中国博士后科学基金面上项目、博士后国际交流计划引进项目。担任SCI期刊Axioms 的Guest Editor、北京系统工程学会理事,欢迎数学功底较好、对金融科技和决策优化感兴趣的同学报考硕士研究生, 可推荐优秀学生去香港大学攻读博士学位。
联系方式: 威廉希尔,北京市海淀区中关村南大街5号
邮编:100081
Email:guosini@bit.edu.cn
教育背景
2017.09-2021.08 香港大学 数学专业 哲学博士
2014.09-2017.06 北京化工大学 管理科学与工程 工学硕士
2010.09-2014.06 北京化工大学 数学与应用数学 理学学士
工作经历/学术交流经历:
2022.03-至今 北京理工大学 威廉希尔 助理教授(特别副研究员)
2021.09-2022.02 香港大学 理学院 博士后
2019.06-2019.08 京都大学(日本) 生物信息中心 访问学者
2018.06-2018.08 清华大学 丘成桐数学科学中心 访问学者
部分代表性论文(*通讯作者):
[1] Sini Guo, Jia-Wen Gu, Christopher H. Fok, Wai-Ki Ching. Online portfolio selection with state-dependent price estimators and transaction costs. European Journal of Operational Research, 331(1), 333-353, 2023. (JCR: Q1, AJG/ABS:四星, FMS:A)
[2] Sini Guo, Jia-Wen Gu, Wai-Ki Ching, Benmeng Lyu. Adaptive online mean-variance portfolio selection with transaction costs. Quantitative Finance, DOI: 10.1080/14697688.2023.2287134, 2023. (AJG/ABS:三星, FMS:B)
[3] Sini Guo*, Jia-Wen Gu, Wai-Ki Ching. Adaptive online portfolio selection with transaction costs. European Journal of Operational Research, 295(3), 1074-1086, 2021(JCR: Q1, AJG/ABS:四星, FMS:A).
[4] Sini Guo, Lean Yu, Xiang Li, Kar Samarjit. Fuzzy multi-period portfolio selection with different investment horizons. European Journal of Operational Research, 254, 1026-1035, 2016 (JCR: Q1, AJG/ABS:四星, FMS:A).
[5] Sini Guo, Pengyu Liu, Wai-Ki Ching, Tatsuya Akutsu. On the distribution of successor states in Boolean threshold networks. IEEE Transactions on Neural Networks and Learning Systems, 33(9), 4147-4159, 2022, (JCR: Q1, IF: 14.255,CCF:B, 中科院:Q1).
[6] Sini Guo*, Wai-Ki Ching, Wai-Keung Li, Tak-Kuen Siu, Zhiwen Zhang. Fuzzy hidden Markov-switching portfolio selection with capital gain tax. Expert Systems with Applications, 149, 113304, 2020(JCR: Q1, IF: 8.665, 中科院:Q1).
[7] Sini Guo*, Wai-Ki Ching. High-order Markov-switching portfolio selection with capital gain tax. Expert Systems with Applications, 165, 113915, 2021 (JCR: Q1, IF: 8.665, 中科院:Q1).
[8] Sini Guo, Xiang Li, Wai-Ki Ching, Ralescu Dan, Wai-Keung Li, Zhiwen Zhang. GPS trajectory data segmentation based on probabilistic logic, International Journal of Approximate Reasoning, 103, 227-247, 2018 (JCR: Q2, IF: 4.452, CCF:B).
[9] Xiang Li, Hui Jiang, Sini Guo*, Wai-Ki Ching, Lean Yu. On product of positive L-R fuzzy numbers and its application to multi-period portfolio selection problems. Fuzzy Optimization and Decision Making, 19, 53-79, 2020 (JCR: Q1, AJG/ABS:三星, FMS:B).
[10] Avraham A. Melkman, Sini Guo, Wai-Ki Ching, Pengyu Liu, Tatsuya Akutsu. On the compressive power of Boolean threshold autoencoders. IEEE Transactions on Neural Networks and Learning Systems, 34(2), 921-931, 2023 (JCR: Q1, IF: 14.255, CCF:B, 中科院:Q1).
[11] Xiaoqing Cheng, Wai-Ki Ching, Sini Guo, Tatsuya Akutsu. Discrimination of attractors with noisy nodes in Boolean networks. Automatica,130, 109630, 2021 (JCR: Q1, IF: 6.15, 中科院:Q2).
社会服务:
(1) 北京系统工程学会理事
(2) SCI期刊Axioms 的Guest Editor, 组织期刊Special Issue “Data-Driven Decision Making and Optimization”, 欢迎投稿:https://www.mdpi.com/journal/axioms/special_issues/52I57696X2
(3) 期刊匿名审稿专家:European Journal of Operational Research, Omega, Journal of Optimization Theory and Applications, Information Sciences, Applied Soft Computing, IEEE Transactions on Fuzzy Systems, Expert Systems with Applications, Soft Computing, International Journal of General Systems, Journal of Ambient Intelligence & Humanized Computing.
讲授课程:
《人工智能基础及应用》
《金融科技与智能投顾》
《新生研修与专业导论》
主持科研项目:
国家自然科学基金青年项目: 基于智能投顾的在线投资组合选择研究
中国博士后科学基金面上项目: 金融大数据环境下的高频在线投资决策研究