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Academic Staff

W.J. Huang

Research Assistant Professor
Email:

huangwj@hku.hk

Tel:

3917 8255

Office:

HW 8-15

Biography

Dr. Wenjie Huang is Research Assistant Professor in Department of Industrial and Manufacturing Systems Engineering, The University of Hong Kong. He received Ph.D. degree from the Department of Industrial Systems Engineering and Management, National University of Singapore (NUS) in 2019 and B.S. degree in the Department of Industrial Engineering from Shanghai Jiao Tong University, China in 2014. Prior to joining HKU, he held joint postdoc positions at School of Data Science, The Chinese University of Hong Kong, Shenzhen and Group for Research in Decision Analysis (GERAD), Quebec, Canada. His research projects have been supported by NUS Young Investigator Award and NSFC research funds.

Personal Website: https://sites.google.com/view/huangwenjie

 


Research Topics:

  • Decision making under uncertainty
  • Data-driven decision-making
  • Sequential decision-making

Selected Publications:

  1. Wenjie Huang and Xun Zhang, "Randomized smoothing variance reduction method for large-scale non-smooth convex optimization", Operations Research Forum, 2021.
  2. Wenjie Huang and William B. Haskell, "Stochastic approximation for risk-aware Markov decision processes", IEEE Transactions on Automatic Control, 2020.
  3. Rui Miao, Qi Li, Wenjie Huang, Peng Guo, Leiyu Mi, Zhiqi Zhang, Jie Zhang and Zhibin Jiang, "Profit optimization for mileage-based pricing of electric vehicle lease", IEEE Transactions on Engineering Management, 2020.
  4. Wenjie Huang, Pham Viet Hai and William B. Haskell "Model and reinforcement learning for Markov games with risk preferences", AAAI, 2020. (Acceptance Rate: 20.6%).
  5. Wenjie Huang, "Data-driven satisficing measure and ranking", Journal of the Operational Research Society, 2019.
  6. Wenjie Huang and Mengzhi Ling, "System resilience assessment method of urban lifeline system for GIS", Computers, Environment and Urban Systems, 2018.
  7. Wenjie Huang and William B. Haskell, "Risk-aware Q-learning for Markov decision processes", 56th IEEE Conference on Decision and Control, 2017.
  8. Rui Miao, Wenjie Huang, Donghao Pei, Xiyao Gu, Zefeng Li, Jie Zhang and Zhibing Jiang, "Research on lease and sale of electric vehicles based on value engineering", International Journal of Production Research, 2016.