Analysis of Schema Frequencies in Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @InProceedings{DBLP:conf/eurocast/BurlacuAKKW17,
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author = "Bogdan Burlacu and Michael Affenzeller and
Michael Kommenda and Gabriel Kronberger and
Stephan M. Winkler",
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title = "Analysis of Schema Frequencies in Genetic
Programming",
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booktitle = "16th International Conference on Computer Aided
Systems Theory, EUROCAST 2017, Part I",
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year = "2017",
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editor = "Roberto Moreno-Diaz and Franz Pichler and
Alexis Quesada-Arencibia",
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volume = "10671",
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series = "Lecture Notes in Computer Science",
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pages = "432--438",
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address = "Las Palmas de Gran Canaria, Spain",
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month = feb # " 19-24",
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publisher = "Springer",
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note = "Revised Selected Papers",
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keywords = "genetic algorithms, genetic programming, building
blocks, Schema analysis, Symbolic regression, Tree
pattern matching, Evolutionary dynamics, Loss of
diversity",
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isbn13 = "978-3-319-74717-0",
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URL = "https://doi.org/10.1007/978-3-319-74718-7_52",
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DOI = "doi:10.1007/978-3-319-74718-7_52",
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timestamp = "Fri, 26 Jan 2018 12:44:51 +0100",
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biburl = "https://dblp.org/rec/bib/conf/eurocast/BurlacuAKKW17",
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bibsource = "dblp computer science bibliography, https://dblp.org",
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size = "7 pages",
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abstract = "Genetic Programming (GP) schemas are structural
templates equivalent to hyperplanes in the search
space. Schema theories provide information about the
properties of subsets of the population and the
behaviour of genetic operators. In this paper we
propose a practical methodology to identify relevant
schemas and measure their frequency in the population.
We demonstrate our approach on an artificial symbolic
regression benchmark where the parts of the formula are
already known. Experimental results reveal how
solutions are assembled within GP and explain diversity
loss in GP populations through the proliferation of
repeated patterns.",
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notes = "p433 'propergation of genes in GP' p434 'one point
crossover' from OS-GP \cite{Affenzeller:2005:ICANNGA}
'repeated patterns, modules and building blocks' 'to
see how the main terms were assembled together by'
[evolution]",
- }
Genetic Programming entries for
Bogdan Burlacu
Michael Affenzeller
Michael Kommenda
Gabriel Kronberger
Stephan M Winkler
Citations