Robust classification via MOM minimization

Guillaume Lecué, Matthieu Lerasle, Timothée Mathieu

We present an extension of Vapnik's classical empirical risk minimizer (ERM) where the empirical risk is replaced by a median-of-means (MOM) estimator, the new estimators are calle…