Nonparametric Regression with Adaptive Truncation via a Convex Hierarchical Penalty

Asad Haris, Ali Shojaie, Noah Simon

We consider the problem of non-parametric regression with a potentially large number of covariates. We propose a convex, penalized estimation framework that is particularly well-su…