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According to the different importance degree between feature and text, this paper proposes a method of improved traditional TF-IDF algorithm according to the position information of the words and the ability to distinguish the texts, and proposes a text representation method based on improved TF-IDF and the corresponding word vector calculation method. Finally, the effectiveness of the method is proved by experiments.

Research on Text Representation Method Based on Improved TF-IDF