Non-convex Robust PCA

Praneeth Netrapalli, U N Niranjan, Sujay Sanghavi +2

We propose a new method for robust PCA -- the task of recovering a low-rank matrix from sparse corruptions that are of unknown value and support. Our method involves alternating be…