Pseudo-Nonlinear Data Augmentation: A Constrained Energy Minimization Viewpoint

Pingbang Hu, Mahito Sugiyama

We propose a simple yet novel data augmentation method for general data modalities based on energy-based modeling and principles from information geometry. Unlike most existing lea…