Accelerating nuclear-norm regularized low-rank matrix optimization through Burer-Monteiro decomposition

Ching-pei Lee, Ling Liang, Tianyun Tang +1

This work proposes a rapid algorithm, BM-Global, for nuclear-norm-regularized convex and low-rank matrix optimization problems. BM-Global efficiently decreases the objective value…