New crossover operators in linear genetic programming for multiclass object classification
Created by W.Langdon from
gp-bibliography.bib Revision:1.8028
- @InProceedings{Downey:2010:gecco,
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author = "Carlton Downey and Mengjie Zhang and Will N. Browne",
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title = "New crossover operators in linear genetic programming
for multiclass object classification",
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booktitle = "GECCO '10: Proceedings of the 12th annual conference
on Genetic and evolutionary computation",
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year = "2010",
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editor = "Juergen Branke and Martin Pelikan and Enrique Alba and
Dirk V. Arnold and Josh Bongard and
Anthony Brabazon and Juergen Branke and Martin V. Butz and
Jeff Clune and Myra Cohen and Kalyanmoy Deb and
Andries P Engelbrecht and Natalio Krasnogor and
Julian F. Miller and Michael O'Neill and Kumara Sastry and
Dirk Thierens and Jano {van Hemert} and Leonardo Vanneschi and
Carsten Witt",
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isbn13 = "978-1-4503-0072-8",
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pages = "885--892",
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keywords = "genetic algorithms, genetic programming",
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month = "7-11 " # jul,
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organisation = "SIGEVO",
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address = "Portland, Oregon, USA",
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DOI = "doi:10.1145/1830483.1830644",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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abstract = "Genetic programming (GP) has been successfully applied
to solving multiclass classification problems, but the
performance of GP classifiers still lags behind that of
alternative techniques. This paper investigates an
alternative form of GP, Linear GP (LGP), which
demonstrates great promise as a classifier as the
division of classes is inherent in this technique. By
combining biological inspiration with detailed
knowledge of program structure two new crossover
operators that significantly improve performance are
developed. The first is a new crossover operator that
mimics biological crossover between alleles, which
helps reduce the disruptive effect on building blocks
of information. The second is an extension of the first
where a heuristic is used to predict offspring fitness
guiding search to promising solutions.",
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notes = "Also known as \cite{1830644} GECCO-2010 A joint
meeting of the nineteenth international conference on
genetic algorithms (ICGA-2010) and the fifteenth annual
genetic programming conference (GP-2010)",
- }
Genetic Programming entries for
Carlton Downey
Mengjie Zhang
Will N Browne
Citations