Efficient Orthogonal Decomposition with Automatic Basis Extraction for Low-Rank Matrix Approximation

Weijie Shen, Weiwei Xu, Lei Zhu

Low-rank matrix approximation play a ubiquitous role in various applications such as image processing, signal processing, and data analysis. Recently, random algorithms of low-rank…