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This paper evaluates the performance of support vector machines, Naive Bayes, and neural networks as classifiers for the categorization of Portuguese texts. We present several experiments with two different corpora with different feature selection strategies. We consider the use of linguistic information in the definition of grammatical groups. A comparison… (More)