Publications

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.

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.

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.

Integrated Learning and Robust Optimization

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

Under review, 2026.

Value Estimation in Multistage Stochastic Programming: Breaking the Curse of Dimensionality

with Yifan Hu

Contextual Robust Multi-Location Inventory Planning: Time-Series Forecasting and Structural Exploitation

with Shouyang Wang, Shuming Wang, and Jiachen Zhang