Robust Principal Component Analysis

Abstract

Over the past decade there has been an explosion in terms of the massive amounts of highdimensional data in almost all fields of science and engineering. This situation presents a challenge as well as an opportunity to many areas such as web data analysis, search, biomedical imaging, bioinformatics, (social) network analysis, image, video and multimedia processing and many others.