Fast convergence rates of deep neural networks for classification

Yongdai Kim, Ilsang Ohn, Dongha Kim

We derive the fast convergence rates of a deep neural network (DNN) classifier with the rectified linear unit (ReLU) activation function learned using the hinge loss. We consider t…