Coevolution of data samples and classifiers integrated with grammatically-based genetic programming for data classification
Created by W.Langdon from
gp-bibliography.bib Revision:1.8129
- @InProceedings{Augusto:2008:gecco,
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author = "Douglas A. Augusto and Helio J. C. Barbosa and
Nelson F. F. Ebecken",
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title = "Coevolution of data samples and classifiers integrated
with grammatically-based genetic programming for data
classification",
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booktitle = "GECCO '08: Proceedings of the 10th annual conference
on Genetic and evolutionary computation",
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year = "2008",
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editor = "Maarten Keijzer and Giuliano Antoniol and
Clare Bates Congdon and Kalyanmoy Deb and Benjamin Doerr and
Nikolaus Hansen and John H. Holmes and
Gregory S. Hornby and Daniel Howard and James Kennedy and
Sanjeev Kumar and Fernando G. Lobo and
Julian Francis Miller and Jason Moore and Frank Neumann and
Martin Pelikan and Jordan Pollack and Kumara Sastry and
Kenneth Stanley and Adrian Stoica and El-Ghazali Talbi and
Ingo Wegener",
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isbn13 = "978-1-60558-130-9",
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pages = "1171--1178",
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address = "Atlanta, GA, USA",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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month = "12-16 " # jul,
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keywords = "genetic algorithms, genetic programming, competitive
coevolution, context-free grammar, data
classification",
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URL = "http://gpbib.cs.ucl.ac.uk/gecco2008/docs/p1171.pdf",
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DOI = "doi:10.1145/1389095.1389328",
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size = "8 pages",
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abstract = "The present work treats the data classification task
by means of evolutionary computation techniques using
three ingredients: genetic programming, competitive
coevolution, and context-free grammar.
The robustness and symbolic/interpretative qualities of
the genetic programming are employed to construct
classification trees via Darwinian evolution. The
flexible formal structure of the context-free grammar
replaces the standard genetic programming
representation and describes a language which encodes
trees of varying complexity. Finally, competitive
coevolution is used to promote competitions between
data samples and classification trees in order to
create and sustain an evolutionary arms-race for
improved solutions",
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notes = "GECCO-2008 A joint meeting of the seventeenth
international conference on genetic algorithms
(ICGA-2008) and the thirteenth annual genetic
programming conference (GP-2008).
ACM Order Number 910081. Also known as \cite{1389328}",
- }
Genetic Programming entries for
Douglas A Augusto
Helio J C Barbosa
Nelson F F Ebecken
Citations