A new insight on augmented Lagrangian method with applications in machine learning

Jianchao Bai, Linyuan Jia, Zheng Peng

By exploiting double-penalty terms for the primal subproblem, we develop a novel relaxed augmented Lagrangian method for solving a family of convex optimization problems subject to…