Learning-based Robust Optimization: Procedures and Statistical Guarantees

L. Jeff Hong, Zhiyuan Huang, Henry Lam

Robust optimization (RO) is a common approach to tractably obtain safeguarding solutions for optimization problems with uncertain constraints. In this paper, we study a statistical…