Approximation and Non-parametric Estimation of ResNet-type Convolutional Neural Networks

Kenta Oono, Taiji Suzuki

Convolutional neural networks (CNNs) have been shown to achieve optimal approximation and estimation error rates (in minimax sense) in several function classes. However, previous a…