Automatic Design Of Decision-tree Induction Alg... Apr 2026

The seminal work on the is a paper by Rodrigo C. Barros, André C.P.L.F. de Carvalho, and Alex A. Freitas. It introduces a hyper-heuristic evolutionary algorithm called HEAD-DT that automatically evolves the best components (such as split criteria and pruning methods) to create a tailored decision-tree algorithm for specific datasets. Key Article Details

: The authors proposed a hyper-heuristic evolutionary approach that treats these algorithm components as "genes" in a genome. The system automatically evolves a complete top-down induction algorithm tailored to a particular domain. Automatic Design of Decision-Tree Induction Alg...

: Rodrigo C. Barros, Márcio P. Basgalupp, André C.P.L.F. de Carvalho, and Alex A. Freitas The seminal work on the is a paper by Rodrigo C

: For a more comprehensive look, the authors published a detailed study in the SpringerBriefs in Computer Science series . Freitas

: Evolutionary Computation (MIT Press), Volume 21, Issue 4, November 2013 Summary of Research