Genetic Programming and Simulated Annealing: A Hybrid Method to Evolve Decision Trees

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{folino:2000:GPSAhmeDT,

• author = "Gianluigi Folino and Clara Pizzuti and Giandomenico Spezzano",
• title = "Genetic Programming and Simulated Annealing: A Hybrid Method to Evolve Decision Trees",
• booktitle = "Genetic Programming, Proceedings of EuroGP'2000",
• year = "2000",
• editor = "Riccardo Poli and Wolfgang Banzhaf and William B. Langdon and Julian F. Miller and Peter Nordin and Terence C. Fogarty",
• volume = "1802",
• series = "LNCS",
• pages = "294--303",
• address = "Edinburgh",
• publisher_address = "Berlin",
• month = "15-16 " # apr,
• organisation = "EvoNet",
• publisher = "Springer-Verlag",
• keywords = "genetic algorithms, genetic programming: Poster",
• ISBN = "3-540-67339-3",
• URL = "http://www.icar.cnr.it/pizzuti/eurogp00.ps",
• URL = "http://citeseer.ist.psu.edu/326715.html",
• DOI = "doi:10.1007/978-3-540-46239-2_22",
• size = "11 pages",
• abstract = "A method for the data mining task of data classification, suitable to be implemented on massively parallel architectures, is proposed. The method combines genetic programming and simulated annealing to evolve a population of decision trees. A cellular automaton is used to realise a fine-grained parallel implementation of genetic programming through the diffusion model and the annealing schedule to decide the acceptance of a new solution. Preliminary experimental results, obtained by simulating the behaviour of the cellular automaton on a sequential machine, show significant better performances with respect to C4.5.",
• notes = "EuroGP'2000, part of \cite{poli:2000:GP}",

}

Genetic Programming entries for Gianluigi Folino Clara Pizzuti Giandomenico Spezzano

Citations