Mutual information (MI) algorithm has many shortages in the feature selection of text categorization compared to other selection algorithms. For these shortages, this article introduces some important factors like term frequency or something that MI has not yet considered, and then puts forward the improved MI algorithm based on the composite ratio factor. And by the experiment the improved method can get a good improvement eff...