Research

Accepted/Published Papers

• § Gar Goei LOKE, #TANG Qinshen, XIAO Yangge, and ZHANG Xun. 2026. “Decision-Driven Regularization: A Blended Model for Learning and Optimization.”  Conditionally accepted at INFORMS Journal on Computing,  [SSRN][Slides]

  • Previously circulated as “Decision-Driven Regularization: A Blended Model for Predict-then-Optimize" or “Decision-Driven Regularization: Harmonizing the Predictive and Prescriptive.”

• § ZHANG Xun, #TANG Qinshen, CHEN Zhi, and CHEN Li. 2026. “Managing Inventory and Pricing with Contextual Robust Optimization.” Accepted at Management Science, [SSRN][Slides]

  • Honorary mention, Institute of Supply Chain and Operations Management (ISCOM) Annual Conference Best Paper Competition, 2024.

• § Melvyn SIM, TANG Qinshen, ZHOU Minglong, and #ZHU Taozeng. 2024. “The Analytics of Robust Satisficing: Predict, Optimize, Satisfice, then Fortify.” Operations Research, 73 (5), 2708-2728. [SSRN][Slides]

• § Lucy Gongtao CHEN,  GU Weijia, and #TANG Qinshen. 2023. “Strategic Inventories in Competitive Supply Chains Under Bargaining." Manufacturing & Service Operations Management, 25 (6), 2160-2175. [SSRN][Slides] 

  • Honorary mention, Institute of Supply Chain and Operations Management (ISCOM) Annual Conference Best Paper Competition, 2022.

• § Georgia PERAKIS, Melvyn SIM, #TANG Qinshen, and XIONG Peng. 2022. “Robust Pricing and Production with Information Partitioning and Adaptation.” Management Science, 69 (3), 1398-1419. [SSRN] [Slides]  

  • Previously circulated as “Joint Pricing and Production: A Fusion of Machine Learning and Robust Optimization.”

  • Honorary mention, POMS College of Supply Chain Management Best Student Paper Competition, 2019.

  • Honorary mention, POMS-HK Best Student Paper Competition, 2019.

• § Lucy Gongtao CHEN and #TANG Qinshen. 2021. “Supply Chain Performance with Target-Oriented Firms.” Manufacturing & Service Operations Management, 24(3), pp. 1714-1732, 2021. [SSRN] [Slides]

• § CHEN Zhi, #HU Zhenyu, and TANG Qinshen. 2020. “Allocations Inequality in  Cost Sharing Problem.” Journal of Mathematical Economics, 91, 111-120, 2020. [SSRN] [Slide]

•  ZHOU Yongwu, CAO Bin, TANG Qinshen, and  #ZHOU Wenhui. 2017. “Pricing and Rebate Strategies for an E-Shop with a Cashback Website.” European Journal of Operational Research, 262(1), 108-122. (Master's Thesis)