Abstract: Discuss a method of reducing the text features based on orthogonal transforming. Then, we analyze the characteristic about feature selection and feature extraction. In virtue of decomposing the matrix, we demonstrate the principle and the theory foundatio

Key words: Text classification, Feature extraction, Feature selection, Orthogonal transforming, SVD