Weighted variation spaces and approximation by shallow ReLU networks

Ronald DeVore, Robert D. Nowak, Rahul Parhi +1

We investigate the approximation of functions $f$ on a bounded domain $\Omega \subset {\mathbb{R}}^d$ by the outputs of single-hidden-layer ReLU neural networks of width $n$. This form of…