Uniform Convergence and Rate Adaptive Estimation of a Convex Function

Xiao Wang, Jinglai Shen

This paper addresses the problem of estimating a convex regression function under both the sup-norm risk and the pointwise risk using B-splines. The presence of the convex constrai…