Approximate Distributionally Robust Nonlinear Optimization with Application to Model Predictive Control: A Functional Approach

Yassine Nemmour, Bernhard Schölkopf, Jia-Jie Zhu

Abstract: We provide a functional view of distributional robustness motivated by robust statistics and functional analysis. This results in two practical computational approaches for approximate distribution...