ADMM and linearized ADMM for weakly convex minimization
We study a class of weakly convex optimization problems in which the objective is the sum of a smooth convex term and a weakly convex term that may be non-smooth. To exploit this structure, we develop a splitting technique based on the alternating direction method of multipliers (ADMM), which decouples the minimization...