Analysing the Effects of Diverse Operators in a Genetic Programming System
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{conf/ppsn/KimMKN12,
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author = "MinHyeok Kim and Bob McKay and Kangil Kim and
Xuan Hoai Nguyen",
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title = "Analysing the Effects of Diverse Operators in a
Genetic Programming System",
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booktitle = "Parallel Problem Solving from Nature, PPSN XII (part
1)",
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year = "2012",
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editor = "Carlos A. {Coello Coello} and Vincenzo Cutello and
Kalyanmoy Deb and Stephanie Forrest and
Giuseppe Nicosia and Mario Pavone",
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volume = "7491",
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series = "Lecture Notes in Computer Science",
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pages = "387--396",
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address = "Taormina, Italy",
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month = sep # " 1-5",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming, Evolutionary
Operator, Tree Adjoining Grammar, TAG3P, Fitness, Tree
Size, Tree Depth",
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isbn13 = "978-3-642-32936-4",
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DOI = "doi:10.1007/978-3-642-32937-1_39",
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size = "10 pages",
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abstract = "Some Genetic Programming (GP) systems have fewer
structural constraints than expression tree GP,
permitting a wider range of operators. Using one such
system, TAG3P, we compared the effects of such new
operators with more standard ones on individual
fitness, size and depth, comparing them on a number of
symbolic regression and tree structuring problems. The
operator effects were diverse, as the originators had
claimed. The results confirm the overall primacy of
crossover, but strongly suggest that new operators can
usefully supplement, or even replace, subtree mutation.
They give a better understanding of the features of
each operator, and the contexts where it is likely to
be useful. They illuminate the diverse effects of
different operators, and provide justification for
adaptive use of a range of operators.",
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bibsource = "DBLP, http://dblp.uni-trier.de",
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affiliation = "Seoul National University, Korea",
- }
Genetic Programming entries for
MinHyeok Kim
R I (Bob) McKay
Kangil Kim
Nguyen Xuan Hoai
Citations