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We obtain empirical results on 19 benchmark datasets specifying that RFS, boosted with a recursive feature elimination (RFE) method, can lead to important enhancement in terms of clustering accuracy with a very restricted subset of features. <\/jats:p><jats:p> Simulations are performed on nine different benchmarks, including face data, handwritten digit data, and document data. 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