Complex Network Analysis of a Genetic Programming Phenotype Network
Created by W.Langdon from
gp-bibliography.bib Revision:1.8010
- @InProceedings{Hu:2019:EuroGP,
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author = "Ting Hu and Marco Tomassini and Wolfgang Banzhaf",
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title = "Complex Network Analysis of a Genetic Programming
Phenotype Network",
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booktitle = "EuroGP 2019: Proceedings of the 22nd European
Conference on Genetic Programming",
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year = "2019",
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month = "24-26 " # apr,
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editor = "Lukas Sekanina and Ting Hu and Nuno Lourenco",
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series = "LNCS",
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volume = "11451",
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publisher = "Springer Verlag",
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address = "Leipzig, Germany",
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pages = "49--63",
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organisation = "EvoStar, Species",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-3-030-16669-4",
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URL = "https://www.springer.com/us/book/9783030166694",
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DOI = "doi:10.1007/978-3-030-16670-0_4",
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size = "16 pages",
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abstract = "The genotype-to-phenotype mapping plays an essential
role in the design of an evolutionary algorithm. Since
variation occurs at the genotypic level but fitness is
evaluated at the phenotypic level, this mapping
determines how variations are effectively translated
into quality improvements. We numerically study the
redundant genotype-to-phenotype mapping of a simple
Boolean linear genetic programming system. In
particular, we investigate the resulting phenotypic
network using tools of complex network analysis. The
analysis yields a number of interesting statistics of
this network, considered both as a directed as well as
an undirected graph. We show by numerical simulation
that less redundant phenotypes are more difficult to
find as targets of a search than others that have much
more genotypic abundance. We connect this observation
with the fact that hard to find phenotypes tend to
belong to small and almost isolated clusters in the
phenotypic network.",
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notes = "http://www.evostar.org/2019/cfp_eurogp.php#abstracts
Part of \cite{Sekanina:2019:GP} EuroGP'2019 held in
conjunction with EvoCOP2019, EvoMusArt2019 and
EvoApplications2019",
- }
Genetic Programming entries for
Ting Hu
Marco Tomassini
Wolfgang Banzhaf
Citations