Information-theoretic approaches to SVM feature selection for metagenome read classification

► We find that feature selection improves performance of metagenomic taxonomic classification with SVMs. ► The mRMR information theoretic method is the best feature selection method, especially for the phylum level. ► Using feature selection with 9mers does not improve over 6mer feature selection.