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A new term weighting approach is used to construct the simplest linear weighting classifier (SL). By probability standard deviation of terms as a base line weighting regulated with terms distributed parameters based on subjective logic reasoning, the weighting is computed. In the assessment process of terms distributed parameters, the model of the term reputation in documents categories based on Beta...