Low Rank Regularization (LRR), in essence, involves introducing a low rank or approximately assumption to target we aim learn, which has achieved great success many data analysis tasks. Over the last decade, much progress been made theories and applications. Nevertheless, intersection between these two lines is rare. In order construct bridge practical applications theoretical studies, this pap...