Toward Co-Evolutionary Training of a Multi-Class Classifier

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

@InProceedings{McIntyre:2005:CEC,

• author = "A. R. McIntyre and M. I. Heywood",
• title = "Toward Co-Evolutionary Training of a Multi-Class Classifier",
• booktitle = "Proceedings of the 2005 IEEE Congress on Evolutionary Computation",
• year = "2005",
• editor = "David Corne and Zbigniew Michalewicz and Marco Dorigo and Gusz Eiben and David Fogel and Carlos Fonseca and Garrison Greenwood and Tan Kay Chen and Guenther Raidl and Ali Zalzala and Simon Lucas and Ben Paechter and Jennifier Willies and Juan J. Merelo Guervos and Eugene Eberbach and Bob McKay and Alastair Channon and Ashutosh Tiwari and L. Gwenn Volkert and Dan Ashlock and Marc Schoenauer",
• volume = "3",
• pages = "2130--2137",
• address = "Edinburgh, UK",
• publisher_address = "445 Hoes Lane, P.O. Box 1331, Piscataway, NJ 08855-1331, USA",
• month = "2-5 " # sep,
• organisation = "IEEE Computational Intelligence Society, Institution of Electrical Engineers (IEE), Evolutionary Programming Society (EPS)",
• publisher = "IEEE Press",
• keywords = "genetic algorithms, genetic programming",
• ISBN = "0-7803-9363-5",
• DOI = "doi:10.1109/CEC.2005.1554958",
• size = "8 pages",
• abstract = "In this work the multi-class classification capabilities of genetic programming (GP) are explored in the context of a competitive co-evolutionary system, in which a population of GP classifiers is trained against an evolving population of trainers (exemplar selectors) with the goal of reducing GP training time for large multi-class classification problems. Moreover, the niche-enabling mechanisms established in the genetic algorithm (GA) literature, known as crowding and sharing, are implemented for the classifier population in order to provide multi-class solutions from a single population in the same trial. The results as presented in the paper indicate the appropriateness of the competitive co-evolutionary training approach under GP multi-class classification.",
• notes = "CEC2005 - A joint meeting of the IEEE, the IEE, and the EPS.",

}

Genetic Programming entries for Andrew R McIntyre Malcolm Heywood

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