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

26 Sep 2010Zhouchen LinMinming ChenYi 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 corrupted. This problem arises in many applications, such as image processing, web data ranking, and bioinformatic data analysis... (read more)

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