Theory of Deep Convolutional Neural Networks III: Approximating Radial Functions

Tong Mao, Zhongjie Shi, Ding-Xuan Zhou

We consider a family of deep neural networks consisting of two groups of convolutional layers, a downsampling operator, and a fully connected layer. The network structure depends o…