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Collaborative Filter (CF) is one of the important algorithms of Recommendation System, the sparsity problem is a significant impediment for real use of CF technique. In this paper, based on probabilistic analysis to users' discrete explicit rating vector, an All-Average improved algorithm are proposed to solve the problem of CF sparsity and other practical problems. Experimental result show this method...