Research output per year
Research output per year
Personal profile
Biography
Jinzhi Bu is an Assistant Professor in the Department of Logistics and Maritime Studies at The Hong Kong Polytechnic University since August 2021. Before joining PolyU, she was a postdoctoral associate in Institute for Data, Systems, and Society at Massachusetts Institute of Technology from August 2019 to July 2021. Jinzhi obtained her Ph.D. degree from The Chinese University of Hong Kong in 2019, and B.S. degree from Nanjing University in 2015.
Research Interests
Methodology: Statistical and Machine Learning, Data-Driven and Approximation Algorithm, Asymptotic Analysis
Application: Operations Management, Supply Chain Management and Inventory Control, Revenue Management and Dynamic Pricing
Publications
- "Asymptotic Optimality of Base-Stock Policies for Perishable Inventory Systems," with Xiting Gong and Xiuli Chao, Management Science, forthcoming.
- "Offline Pricing and Demand Learning with Censored Data," with David Simchi-Levi and Li Wang, Management Science, forthcoming.
- "Online Pricing with Offline Data: Phase Transition and Inverse Square Law," with David Simchi-Levi and Yunzong Xu, Management Science, forthcoming.
- Preliminary version appeared in ICML 2020
- Winner, Best Paper (Theoretical Track) for 2020 INFORMS Workshop on Data Mining and Decision Analytics
- "Constant-Order Policies for Lost-Sales Inventory Models with Random Supply Functions: Asymptotics and Heuristic," with Xiting Gong and Dacheng Yao, Operations Research, Vol. 68, No. 4 (2020): 1063-1073.
- Honorable Mention in POMS-HK Best Student Paper Competition, January 2018
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Collaborations and top research areas from the last five years
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Asymptotic Optimality of Base-Stock Policies for Perishable Inventory Systems
Bu, J., Gong, X. & Chao, X., Feb 2023, In: Management Science. 69, 2, p. 846-864 19 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access4 Citations (Scopus) -
Offline Pricing and Demand Learning with Censored Data
Bu, J., Simchi-Levi, D. & Wang, L., Feb 2023, In: Management Science. 69, 2, p. 885-903 19 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access3 Citations (Scopus) -
Context-Based Dynamic Pricing with Partially Linear Demand Model
Bu, J., Simchi-Levi, D. & Wang, C., Dec 2022, Advances in Neural Information Processing Systems.Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review
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Online Pricing with Offline Data: Phase Transition and Inverse Square Law
Bu, J., Simchi-Levi, D. & Xu, Y., Dec 2022, In: Management Science. 68, 12, p. 8568-8588 21 p.Research output: Journal article publication › Journal article › Academic research › peer-review
Open Access -
Technical note-constant-order policies for lost-sales inventory models with random supply functions: Asymptotics and heuristic
Bu, J., Gong, X. & Yao, D., Jul 2020, In: Operations Research. 68, 4, p. 1063-1073 11 p.Research output: Journal article publication › Journal article › Academic research › peer-review
8 Citations (Scopus)