Distributionally Robust Gaussian Process Regression and Bayesian Inverse Problems

Xuhui Zhang, Jose Blanchet, Youssef Marzouk +2

We study a distributionally robust optimization formulation (i.e., a min-max game) for two representative problems in Bayesian nonparametric estimation: Gaussian process regression…