Characterization of the equivalence of robustification and regularization in linear and matrix regression

Dimitris Bertsimas, Martin S. Copenhaver

The notion of developing statistical methods in machine learning which are robust to adversarial perturbations in the underlying data has been the subject of increasing interest in…