Statistical Analysis of Wasserstein Distributionally Robust Estimators

Jose Blanchet, Karthyek Murthy, Viet Anh Nguyen

We consider statistical methods which invoke a min-max distributionally robust formulation to extract good out-of-sample performance in data-driven optimization and learning proble…