Deep Neural Networks Learn Non-Smooth Functions Effectively

Masaaki Imaizumi, Kenji Fukumizu

Abstract: We elucidate a theoretical reason that deep neural networks (DNNs) perform better than other models in some cases from the viewpoint of their statistical properties for non-smooth functions. While ...