Penalized Composite Quasi-Likelihood for Ultrahigh-Dimensional Variable Selection

Jelena Bradic, Jianqing Fan, Weiwei Wang

In high-dimensional model selection problems, penalized simple least-square approaches have been extensively used. This paper addresses the question of both robustness and efficien…