On Improving Genetic Programming for Symbolic Regression
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{gustafson:2005:CEC,
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author = "Steven Gustafson and Edmund K. Burke and
Natalio Krasnogor",
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title = "On Improving Genetic Programming for Symbolic
Regression",
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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 = "1",
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pages = "912--919",
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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.2005.1554780",
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abstract = "This paper reports an improvement to genetic
programming (GP) search for the symbolic regression
domain, based on an analysis of dissimilarity and
mating. GP search is generally difficult to
characterise for this domain, preventing well motivated
algorithmic improvements. We first examine the ability
of various solutions to contribute to the search
process. Further analysis highlights the numerous
solutions produced during search with no change to
solution quality. A simple algorithmic enhancement is
made that reduces these events and produces a
statistically significant improvement in solution
quality. We conclude by verifying the generalisability
of these results on several other regression
instances",
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notes = "CEC2005 - A joint meeting of the IEEE, the IEE, and
the EPS.",
- }
Genetic Programming entries for
Steven M Gustafson
Edmund Burke
Natalio Krasnogor
Citations