67 citations · 67 across the 1 of their papers we have counts for
2 papers
stat.ML2019★ 67 cited
Smooth function approximation by deep neural networks with general activation functions
Ilsang Ohn, Yongdai Kim
There has been a growing interest in expressivity of deep neural networks. However, most of the existing work about this topic focuses only on the specific activation function such…
stat.ML2018
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…