Weihuan Huang, Ph.D.
(The name is pronounced as /weɪ hwɑːn hwɑːŋ/ in English.)
Assistant Professor (Tenure-Track)
Department of Financial Technology & Engineering
School of Management & Engineering
Nanjing University
Email: hwh@nju.edu.cn
Personal Website in Chinese: https://sme.nju.edu.cn/hwh
Office Address: Room 505, Xiexin Hall, Nanjing University (Gulou Campus), 22 Hankou Road, Nanjing 210093, Jiangsu Province, China
Biography |
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Weihuan Huang, Ph.D. in Mathematics from Shandong University and Postdoc in Statistics from Fudan University, currently is a Tenure-Track Assistant Professor (specially appointed as a Research Professor) at Nanjing University. His research interests encompass probability, statistics, simulation, optimization, and their interfaces with machine learning, financial engineering, risk management, operations management, and econometrics. His research work has been published in several prestigious academic journals, including Operations Research. He is the principal investigator of a young scientists fund program of National Natural Science Foundation of China. |
Experience
- Nanjing University, School of Management & Engineering
- 2025/03–present: Tenure-Track Assistant Professor & Research Professor
- 2022/08–2025/02: Research Assistant Professor
- Fudan University, School of Data Science
- 2020/08–2022/07: Postdoc in Statistics, Mentor: Prof. L. Jeff Hong
- Shandong University, Institute for Financial Studies
- 2015/09–2020/06: Ph.D. in Mathematics, Advisor: Prof. Zengjing Chen
- The University of Kansas, Department of Economics
- 2017/09–2019/08: Joint-Ph.D. in Economics, Advisor: Prof. Zongwu Cai
- Visiting Scholar Experience
- The Hong Kong University of Science and Technology, Department of Industrial Engineering and Decision Analytics: 2025/03/10–04/17
- Soochow University, Center for Financial Engineering: 2018/06/15–07/15, 2019/08/14–08/28, 2020/01/07–01/15
- Xiamen University, The Wang Yanan Institute for Studies in Economics: 2018/06/02–06/11, 2019/10/15–10/25
Research Interests
- Methods: Probability, Statistics, Simulation, Optimization
- Contextual and Crosscutting Areas: Machine Learning, Financial Engineering, Risk Management, Operations Management, Econometrics
Selected Papers
- Dongxuan Zhu, Caihua Chen, Peter W. Glynn, Weihuan Huang (2024+) Boosting Accelerated Proximal Gradient Method with Adaptive Sampling for Stochastic Composite Optimization. Preprint.
- Weihuan Huang (2023+) Estimating Systemic Risk within Financial Networks: A Simulation-Based Nonparametric Method. Submitted.
- L. Jeff Hong, Weihuan Huang, Jiheng Zhang, Xiaowei Zhang (2023+) Staffing under Taylor’s Law: A Unifying Framework for Bridging Square-root and Linear Safety Rules. Under Major Revision at Management Science.
- Weihuan Huang, Chenghu Ma, Yuhong Xu (2023+) Trading Behavior of Large and Small Investors in the Presence of Large Investor Premium. Under R&R.
- Weihuan Huang, Nifei Lin, L. Jeff Hong (2024) Monte Carlo Estimation of CoVaR. Operations Research 72(6): 2337–2357.
- Zengjing Chen, Weihuan Huang, Panyu Wu (2019) Extension of the Strong Law of Large Numbers for Capacities. Mathematical Control and Related Fields 9(1): 175–190.
Awards & Honors
- 2024 Youth May Fourth Medal (Collective), from Nanjing University
- 2022 Best Paper Award (The First Prize) for Young Scholars, from Operations Research Society of China (Financial Engineering and Financial Risk Management Branch)
- 2020 Fudan Super Postdoc, from Fudan University
Teaching
- Instructor: Principles of Economics
- For undergraduate students at Nanjing University
- Fall 2023, Spring 2024, Fall 2024, Spring 2025
- Instructor: Advanced Functional Analysis
- For international graduate students at Shandong University
- Fall 2019
Adhoc Referee Service
- Journal of Econometrics
- ACM Transactions on Modeling and Computer Simulation
- Reliability Engineering & System Safety
- Journal of the Operations Research Society of China
- Asia-Pacific Journal of Operational Research
- Applied Mathematics-A Journal of Chinese Universities
- Communications in Statistics - Theory and Methods
- Operations Research Transactions (in Chinese)
- Journal of Systems & Management (in Chinese)
Academic Grants
- Principal Investigator
- 2024/01–2026/12: Young Scientists Fund Program of NSFC (#12301601), Topic: Financial Mathematics
- Participant
- 2024/01–2028/12: Major Program of NSFC (#72394364), Topic: Optimization
- 2024/01–2027/12: General Program of NSFC (#72371125), Topic: Financial Engineering
- 2022/01–2025/12: International Cooperation and Exchange Program of NSFC-RGC (#72161160340), Topic: Financial Engineering
- 2021/01–2025/12: Major Program of NSFC (#72091211), Topic: Supply Chain Management
- 2019/01–2022/12: General Program of NSFC (#11871050), Topic: Financial Mathematics
- 2018/01–2020/12: Young Scientists Fund Program of NSFC (#11701331), Topic: Probability Theory
- 2017/01–2019/12: Young Scientists Fund Program of NSFC (#11601280), Topic: Probability Theory
(Note: NSFC = National Natural Science Foundation of China; RGC = The Hong Kong Research Grants Council.)