Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation

HanQin Cai, Keaton Hamm, Longxiu Huang +2

Robust principal component analysis (RPCA) is a widely used tool for dimension reduction. In this work, we propose a novel non-convex algorithm, coined Iterated Robust CUR (IRCUR),…