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When proposing a new classification scheme, perhaps in the form of a classification rule or feature selection method, modelers in the bioinformatics literature typically report its performance on data sets of interest, such as gene-expression microarrays. These data sets often include thousands of features but a small number of sample points, which increases variability in feature selection and error...
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