Risk Bounds for High-dimensional Ridge Function Combinations Including Neural Networks

Jason M. Klusowski, Andrew R. Barron

Let $f^{\star }$ be a function on ${\mathbb{R}}^d$ with an assumption of a spectral norm $v_{f^{\star }}$. For various noise settings, we show that $ \mathbb{E}\|\hat{f} - f^{\st…