English

Greedy Approach for Low-Rank Matrix Recovery

Numerical Analysis 2013-04-16 v1 Information Theory Numerical Analysis math.IT

Abstract

We describe the Simple Greedy Matrix Completion Algorithm providing an efficient method for restoration of low-rank matrices from incomplete corrupted entries. We provide numerical evidences that, even in the simplest implementation, the greedy approach may increase the recovery capability of existing algorithms significantly.

Keywords

Cite

@article{arxiv.1304.4162,
  title  = {Greedy Approach for Low-Rank Matrix Recovery},
  author = {Alexander Petukhov and Inna Kozlov},
  journal= {arXiv preprint arXiv:1304.4162},
  year   = {2013}
}