Learning with Marginalized Corrupted Features

Laurens van der Maaten, Minmin Chen, Stephen Tyree, Kilian Q. Weinberger

Abstract: The goal of machine learning is to develop predictors that generalize well to test data. Ideally, this is achieved by training on very large (infinite) training data sets that capture all variation...