1 Introduction and main contributionsrnRecently, low-rank representation (LRR) has been introduced and applied to capture the underlying low-dimensional structure of data in pattern recognition and computer vision.LRR could detect the corruptions automatically during data recovery under mild conditions [1].In the sense of simultaneously optimizing the data representation, LRR is claimed to well capture the global structure of the data [2].