Hi! Jiahao Li / 黎嘉豪 here.
Email: jiahaoli57 [AT] 163.com
I am currently pursuing my Ph.D. in Management Science and Engineering at GDUT, advised by Prof. Yong Zhang. I work on machine learning, online algorithms and combinatorial optimization, and am interested in their applications in the field of quantitative finance. I got my B.A. in Management Science from GDUT in 2020, and am fortunate to have interned at GAC-SOFINCO Auto Finance.
Currently, I am actively seeking a postdoctoral or industry position where I can use machine learning to advance quantitative finance. I expect to graduate with my Ph.D. in June 2025.
Please feel free to contact me if you think our research interests may align. I can be reached via:
"Nothing great was ever achieved without enthusiasm."
News
- Forthcoming: Awarded the 2024 Annual Top Innovative Talent (235/10000+), provided by GDUT
- May 2024: Developed a Wechat mini program "ABS分区表" to search for comprehensive information on ABS journals. [link]
- March 2024: Invited to talk, invited by GDUT Graduate Student Association [link]
- March 2024: Invited to serve as a reviewer for IEEE Transactions on Neural Networks and Learning Systems
- Dec. 2023: Awarded the 2023 China National Scholarship for Postgraduates (18/1000), provided by Ministry of Education of China
Works
* denotes corresponding author
Portfolio selection via reinforcement learning
- Jiahao Li, Yong Zhang, Xingyu Yang, and Liangwei Chen. "Online portfolio management via deep reinforcement learning with high-frequency data"
Information Processing & Management, 2023, 60(3): 103247. (SCI/SSCI Q1, CCF-B, ABS/AJG-2, ABDC-B, FMS-B, IF=8.6)
[PDF] [cite] [code]
- 张永, 刘悦, 黎嘉豪, 王晓辉. "端到端框架下基于LSTM和在线修正的适应性投资组合策略"
系统管理学报, 2024, 已录用. (国家自然科学基金委管理科学A类重要期刊, CSSCI, FMS-T2)
Portfolio selection via online learning
- Yong Zhang, Hong Lin, Jiahao Li, and Xingyu Yang. "Combined peak price tracking strategies for online portfolio selection based on the meta-algorithm"
Journal of the Operational Research Society, 2023. (SCI/SSCI Q2, ABS/AJG-3, ABDC-A, FMS-B, IF=3.6)
[PDF] [cite]
- Yong Zhang, Jiahao Li, Xingyu Yang, and Jianliang Zhang. "Competitive Online Strategy Based on Improved Exponential Gradient Expert and Aggregating Method"
Computational Economics, 2023. (SCI/SSCI Q2, ABDC-B, IF=2)
[PDF] [cite] [code]
- 杨兴雨, 张健良, 黎嘉豪, 张永. "基于集成专家意见的反转型在线投资组合策略研究"
运筹与管理, 2023, 已录用. (国家自然科学基金委管理科学A类重要期刊, CSSCI, FMS-T2)
- 林虹, 张永, 杨兴雨, 黎嘉豪. "考虑组合预测股价的泛证券投资组合选择策略"
管理工程学报, 2023, 37(5). (国家自然科学基金委管理科学A类重要期刊, CSSCI, FMS-T1)
[PDF]
- Yong Zhang, Jiahao Li, Xingyu Yang, and Hong Lin. "Aggregating exponential gradient expert advice for online portfolio selection under transaction costs"
Journal of the Operational Research Society, 2023, 74(8): 1940-1953. (SCI/SSCI Q2, ABS/AJG-3, ABDC-A, FMS-B, IF=3.6)
[PDF] [cite] [code]
Lease via online learning
- Yong Zhang, Jiahao Li, Xingyu Yang, and Xiaohui Wang. "Lease or financial lease? Deterministic strategies for on-line financial lease problem with the second-hand transaction"
Journal of Combinatorial Optimization, 2022, 44(2): 1248-1264. (SCI Q3, ABS/AJG-2, ABDC-B)
[PDF] [cite] [code]
Ongoing Works
- Submitted on 23 Apr. 2024: Applied Economics Letters
- Submitted on 18 Jan. 2024: Information Processing & Management
- Submitted on 08 Oct. 2023: INFORMS Journal on Computing
- Submitted on 24 Nov. 2022: Journal of Combinatorial Optimization
Academic Service
- Journal Reviewer: Information Processing & Management (IF=8.6), Finance Research Letters (IF=10.4), IEEE Transactions on Neural Networks and Learning Systems (IF=10.4), Quantitative Finance (IF=1.3, sub-reviewer), etc.
- Conference Reviewer: NeurIPS'2023 (sub-reviewer)
Conferences/Seminars
- Seminar by Prof. Lin William CONG, Cornell University. Topic: The Tokenomics of Staking (Hong Kong, China) [link]
- The First Guangdong-Hong Kong-Macao Greater Bay Area Digital Finance Forum (Guangzhou, China) [link]
- The 18th Conference on Financial Systems Engineering and Risk Management (Beijing, China) [link]
- 2020 Annual Academic Conference of Systems Engineering Society of Guangdong (Zhanjiang, China) [link]
Other Skills
Certified reviewer: IOP Peer Review Excellence training graduate; Native level Mandarin; Native level Cantonese; Professional level English: IELTS Certificate 7/9 (C1); Entry level diving: Snorkel diver, SSI certified