Feature selection is a valid method to reduce the dimension of text vector in automatic text categorization system. After analyzing some normal evaluation functions for feature selection, a new evaluation function named the ratio of mutual information in feature selection was presented. Experiments show that the method is simple and feasible. It is advantageous in improving the efficiency of the selected feature subset.
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