Square Root Principal Component Pursuit: Tuning-Free Noisy Robust Matrix Recovery

Junhui Zhang, Jingkai Yan, John Wright

We propose a new framework -- Square Root Principal Component Pursuit -- for low-rank matrix recovery from observations corrupted with noise and outliers. Inspired by the square ro…