This paper puts forward the classification algorithm TFIDFICF by introducing the factor of class frequency into the algorithm TFIDF.

• 在TFIDF算法中引入类频率因子，给出TFIDFICF分类算法，实验证明类别信息的加入可以有效地改善分类性能，提高分类精度。