Explicitly Defined Introns and Destructive Crossover in Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7964
- @InCollection{nordin:1996:aigp2,
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author = "Peter Nordin and Frank Francone and Wolfgang Banzhaf",
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title = "Explicitly Defined Introns and Destructive Crossover
in Genetic Programming",
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booktitle = "Advances in Genetic Programming 2",
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publisher = "MIT Press",
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year = "1996",
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editor = "Peter J. Angeline and K. E. {Kinnear, Jr.}",
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pages = "111--134",
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chapter = "6",
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address = "Cambridge, MA, USA",
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keywords = "genetic algorithms, genetic programming, EDI, bloat",
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ISBN = "0-262-01158-1",
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URL = "http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6277497",
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DOI = "doi:10.7551/mitpress/1109.003.0010",
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size = "24 pages",
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abstract = "In Genetic Programming. introns play at least two
substantial roles: (1) A structural protection role.
allowing the population to preserve highly-fit building
blocks; and (2) A global protection role. enabling an
individual to protect itself almost entirely against
the destructive effect of crossover. We introduce
Explicitly Defined Introns into Genetic Programming.
Our results suggest that the introduction of Explicitly
Defined Introns can improve fitness. generalisation,
and CPU time. Further, Explicitly Defined Introns
partially replace the role of Implicit Introns (that
is, introns that emerge from crossover and mutation
without being explicitly defined as such). Finally,
Explicitly Defined Introns and Implicit Introns appear,
in some situations, to work in tandem to produce better
training, fitness and generalization than occurs
without Explicitly Defined Introns.",
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notes = "
",
- }
Genetic Programming entries for
Peter Nordin
Frank D Francone
Wolfgang Banzhaf
Citations