Abstract: Highlights •We proposed a feature selection method called MRDC for text classification tasks.•MRDC is classified as a filter, multivariate and supervised feature selection method.•MRDC selects maximum relevant and minimum redundant features.•The method has been compared to well-known univariate and multivariate methods.•The results show that MRDC outperforms the other univariate and multivariate methods.
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