Robust Principal Component Analysis: A Construction Error Minimization Perspective

Abstract

In this paper we propose a novel optimization framework to systematically solve robust PCA problem with rigorous theoretical guarantee, based on which we investigate very computationally economic updating algorithms.

arXiv comment13 pages, 2 figures

References in corpus (1)

• Dropping Symmetry for Fast Symmetric Nonnegative Matrix Factorization