This research presents the FSALPS (Feature Selection Age Layered Population Structure) evolutionary algorithm. FSALPS performs effective feature subset selection and classification of varied supervised learning tasks. It is a modication of Hornby's ALPS algorithm, which is a renown meta-heuristic for overcoming the problem of premature convergence in evolutionary algorithms, and ...