Abstract
Machine learning has been successfully used in Bioinformatics. The use of gene-expression data to classify biological tissues into known categories has generated high expectations for improving the diagnosis, prognosis and treatment of severe diseases, like cancer. Nevertheless, building an accurate classifier for such purpose has proven to be a challenging task, given the very high dimen…