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The fact that Singular Value Decomposition(SVD) algorithm can be used to reduce dimension and remove noise with good scalability and accuracy makes it been widely adopted in recommendation systems. However, the valuable association information between user-user, item-item are neglected in traditional SVD. Therefore, we proposed a new extended SVD algorithm, named USVD in this paper to improve the...