A highly efficient semismooth Newton augmented Lagrangian method for solving Lasso problems

Xudong Li, Defeng Sun, Kim-Chuan Toh

We develop a fast and robust algorithm for solving large scale convex composite optimization models with an emphasis on the ${\ell }_1$-regularized least squares regression (Lasso) pr…