Global Search and Analysis for the Nonconvex Two-Level ℓ₁ Penalty

Imposing suitably designed nonconvex regularization is effective to enhance sparsity, but the corresponding global search algorithm has not been well established. In this article, we propose a global search algorithm for the nonconvex two-level l