LEGAL-tree: a lexicographic multi-objective genetic algorithm for decision tree induction

Abstract

Decision trees are widely disseminated as an effective solution for classification tasks. Decision tree induction algorithms have some limitations though, due to the typical strategy they implement: recursive top-down partitioning through a greedy split evaluation. This strategy is limiting in the sense that there is quality loss while the partitioning… (More)
DOI: 10.1145/1529282.1529521

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