Traditional feature weighting algorithm TFIDF doesn't take some other factors which impact the feature weight into consideration, so this paper discusses the factors in details and proposes a new feature weighting algorithm called NTFIDF combined with these factors and TFIDF. Experiment on the KNN classifier shows that NTFIDF is better than TFIDF in text classification.
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