Model Selection in High-Dimensional Misspecified Models

Pallavi Basu, Yang Feng, Jinchi Lv

Model selection is indispensable to high-dimensional sparse modeling in selecting the best set of covariates among a sequence of candidate models. Most existing work assumes implic…