On the Generalization Effects of Linear Transformations in Data Augmentation

Sen Wu, Hongyang R. Zhang, Gregory Valiant, Christopher Ré

Abstract: Data augmentation is a powerful technique to improve performance in applications such as image and text classification tasks. Yet, there is little rigorous understanding of why and how various augm...