Toward Co-Evolutionary Training of a Multi-Class Classifier
Created by W.Langdon from
gp-bibliography.bib Revision:1.7970
- @InProceedings{McIntyre:2005:CEC,
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author = "A. R. McIntyre and M. I. Heywood",
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title = "Toward Co-Evolutionary Training of a Multi-Class
Classifier",
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booktitle = "Proceedings of the 2005 IEEE Congress on Evolutionary
Computation",
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year = "2005",
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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",
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volume = "3",
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pages = "2130--2137",
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address = "Edinburgh, UK",
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publisher_address = "445 Hoes Lane, P.O. Box 1331, Piscataway, NJ
08855-1331, USA",
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month = "2-5 " # sep,
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organisation = "IEEE Computational Intelligence Society, Institution
of Electrical Engineers (IEE), Evolutionary Programming
Society (EPS)",
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publisher = "IEEE Press",
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keywords = "genetic algorithms, genetic programming",
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ISBN = "0-7803-9363-5",
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DOI = "doi:10.1109/CEC.2005.1554958",
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size = "8 pages",
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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.",
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notes = "CEC2005 - A joint meeting of the IEEE, the IEE, and
the EPS.",
- }
Genetic Programming entries for
Andrew R McIntyre
Malcolm Heywood
Citations