From Data to Decisions: Distributionally Robust Optimization is Optimal

Bart P. G. Van Parys, Peyman Mohajerin Esfahani, Daniel Kuhn

We study stochastic programs where the decision-maker cannot observe the distribution of the exogenous uncertainties but has access to a finite set of independent samples from this…