Calibration of Distributionally Robust Empirical Optimization Models

Jun-Ya Gotoh, Michael Jong Kim, Andrew E. B. Lim

We study the out-of-sample properties of robust empirical optimization problems with smooth $\varphi$-divergence penalties and smooth concave objective functions, and develop a theory fo…