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Improved algorithm based on Bayesian filtering algorithm first introduced the SMS text messaging feature selection, including preprocessing, feature item selection, weight representation . Make improvements Bayesian text classification algorithm based on a detailed account of how SMS sample pretreatment, feature items to improve the classification accuracy of the method, and the success of the outcome by testing laboratories.