A primal–dual penalty method via rounded weighted-ℓ1 Lagrangian duality

We propose a new duality scheme based on a sequence of smooth minorants of the weighted-l1 penalty function, interpreted as a parametrized sequence of augmented Lagrangians, to solve non-convex con...