Large-Scale Methods for Distributionally Robust Optimization

Daniel Levy, Yair Carmon, John C. Duchi +1

We propose and analyze algorithms for distributionally robust optimization of convex losses with conditional value at risk (CVaR) and ${\chi }^2$ divergence uncertainty sets. We prove th…