The Missing Margin: How Sample Corruption Affects Distance to the Boundary in ANNs

Marthinus W. Theunissen, Coenraad Mouton, Marelie H. Davel

Classification margins are commonly used to estimate the generalization ability of machine learning models. We present an empirical study of these margins in artificial neural netw…