English

Robust Principal Component Analysis: A Construction Error Minimization Perspective

Machine Learning 2021-11-25 v1

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.

Keywords

Cite

@article{arxiv.2111.12132,
  title  = {Robust Principal Component Analysis: A Construction Error Minimization Perspective},
  author = {Kai Liu and Yarui Cao},
  journal= {arXiv preprint arXiv:2111.12132},
  year   = {2021}
}

Comments

13 pages, 2 figures

R2 v1 2026-06-24T07:49:39.039Z