Nonparametric regression using over-parameterized shallow ReLU neural networks

Yunfei Yang, Ding-Xuan Zhou

It is shown that over-parameterized neural networks can achieve minimax optimal rates of convergence (up to logarithmic factors) for learning functions from certain smooth function…