supported by the National Natural Science Foundation of China(No.61272274,No.60970063);the National Science Foundation of Jiangsu Province(No.BK20161249);the program for New Century Excellent Talents in Universities(No.NCET-10-0644)
Singular value decomposition(SVD) is a tool widely used in data denoising,matrix approximation,recommendation system,text mining and computer vision.A ma jority of applications prefer sparse singular vectors to captur...