Genetic Programming with Active Data Selection
Created by W.Langdon from
gp-bibliography.bib Revision:1.7964
- @InProceedings{zhang:1998:GPads,
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author = "Byoung-Tak Zhang and Dong-Yeon Cho",
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title = "Genetic Programming with Active Data Selection",
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booktitle = "Simulated Evolution and Learning: Second Asia-Pacific
Conference on Simulated Evolution and Learning,
SEAL'98. Selected Papers",
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year = "1998",
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editor = "R. I. Bob McKay and X. Yao and Charles S. Newton and
J.-H. Kim and T. Furuhashi",
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volume = "1585",
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series = "LNAI",
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pages = "146--153",
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address = "Australian Defence Force Academy, Canberra,
Australia",
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publisher_address = "Heidelberg",
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month = "24-27 " # nov,
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publisher = "Springer-Verlag",
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note = "published in 1999",
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keywords = "genetic algorithms, genetic programming",
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ISSN = "0302-9743",
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URL = "http://bi.snu.ac.kr/Publications/Journals/International/LNAI1585.pdf",
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DOI = "doi:10.1007/3-540-48873-1_20",
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size = "8 pages",
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abstract = "Genetic programming evolves Lisp-like programs rather
than fixed size linear strings. This representational
power combined with generality makes genetic
programming an interesting tool for automatic
programming and machine learning. One weakness is the
enormous time required for evolving complex programs.
In this paper we present a method for accelerating
evolution speed of genetic programming by active
selection of fitness cases during the run. In contrast
to conventional genetic programming in which all the
given training data are used repeatedly, the presented
method evolves programs using only a subset of given
data chosen incrementally at each generation. This
method is applied to the evolution of collective
behaviors for multiple robotic agents. Experimental
evidence supports that evolving programs on an
incrementally selected subset of fitness cases can
significantly reduce the fitness evaluation time
without sacrificing generalization accuracy of the
evolved programs.",
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notes = "SEAL'98 Published as springer-verlag LNAI 1585
SEAL98#058
A1 Artificial Intelligence Lab (SCAI) Dept. of Computer
Engineering Seoul National University Seoul 151-742,
Korea {btzhang, dycho}@scai.snu.ac.kr
http://scai.snu.ac.kr/",
- }
Genetic Programming entries for
Byoung-Tak Zhang
Dong-Yeon Cho
Citations