Characterizing the Generalization Error of Random Feature Regression with Arbitrary Data-Augmentation

Lucas Morisset, Alain Durmus, Adrien Hardy

This paper aims at analyzing the regularization effect that data augmentation induces on supervised regression methods in the proportional regime, where the number of covariates gr…