Publications

Journal articles

  1. Predictive Production-and-Service Planning: Ambiguity Aversion with Performance Guarantees

    Yuchen Mao, Francisco Saldanha-da-Gama, Shuming Wang, and Shouyang Wang

    Management Science, Ahead of Print, 2026.

  2. Robust Stochastic Facility Location: Sensitivity Analysis and Exact Solution

    Tianqi Liu, Francisco Saldanha-da-Gama, Shuming Wang, and Yuchen Mao

    INFORMS Journal on Computing, 34(5), 2776–2803, 2022.

Working papers

  1. Blessing of Latent Factors in Planning Supply Networks: A Nested Robust Predictive Approach

    Yuchen Mao, Yongmiao Hong, Shouyang Wang, and Shuming Wang

    Under review, 2026.

  2. Integrated Learning and Robust Optimization

    Cheng Tan, Yuchen Mao, Shuming Wang, and Huan Xu

    Under review, 2026.

Work in progress

  1. Polynomial Scenario Complexity for Value Estimation in Multistage Stochastic Programming

    with Yifan Hu

  2. Robust Multi-Location Inventory Optimization: Time-Series Forecasts with Coordinate Search

    with Shouyang Wang, Shuming Wang, and Jiachen Zhang