The Trimmed Lasso: Sparsity and Robustness

Dimitris Bertsimas, Martin S. Copenhaver, Rahul Mazumder

Nonconvex penalty methods for sparse modeling in linear regression have been a topic of fervent interest in recent years. Herein, we study a family of nonconvex penalty functions t…