Transformed ${\ell }_1$ Regularizations for Robust Principal Component Analysis: Toward a Fine-Grained Understanding

Kun Zhao, Haoke Zhang, Jiayi Wang +1

Robust Principal Component Analysis (RPCA) aims to recover a low-rank structure from noisy, partially observed data that is also corrupted by sparse, potentially large-magnitude ou…