A Robust Learning Algorithm for Regression Models Using Distributionally Robust Optimization under the Wasserstein Metric

Ruidi Chen, Ioannis Ch. Paschalidis

We present a Distributionally Robust Optimization (DRO) approach to estimate a robustified regression plane in a linear regression setting, when the observed samples are potentiall…