The Augmented Lagrange Multiplier Method for Exact Recovery of Corrupted Low-Rank Matrices

Zhouchen Lin, Minming Chen, Yi Ma

This paper proposes scalable and fast algorithms for solving the Robust PCA problem, namely recovering a low-rank matrix with an unknown fraction of its entries being arbitrarily c…