Robustness, Evolvability, and Accessibility in Linear Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @InProceedings{hu:2011:EuroGP,
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author = "Ting Hu and Joshua Payne and Jason Moore and
Wolfgang Banzhaf",
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title = "Robustness, Evolvability, and Accessibility in Linear
Genetic Programming",
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booktitle = "Proceedings of the 14th European Conference on Genetic
Programming, EuroGP 2011",
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year = "2011",
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month = "27-29 " # apr,
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editor = "Sara Silva and James A. Foster and Miguel Nicolau and
Mario Giacobini and Penousal Machado",
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series = "LNCS",
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volume = "6621",
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publisher = "Springer Verlag",
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address = "Turin, Italy",
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pages = "13--24",
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organisation = "EvoStar",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-3-642-20406-7",
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DOI = "doi:10.1007/978-3-642-20407-4_2",
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abstract = "Whether neutrality has positive or negative effects on
evolutionary search is a contentious topic, with
reported experimental results supporting both sides of
the debate. Most existing studies use performance
statistics, e.g. success rate or search efficiency, to
investigate if neutrality, either embedded or
artificially added, can benefit an evolutionary
algorithm. Here, we argue that understanding the
influence of neutrality on evolutionary optimisation
requires an understanding of the interplay between
robustness and evolvability at the genotypic and
phenotypic scales. As a concrete example, we consider a
simple linear genetic programming system that is
amenable to exhaustive enumeration, and allows for the
full characterisation of these properties. We adopt
statistical measurements from RNA systems to quantify
robustness and evolvability at both genotypic and
phenotypic levels. Using an ensemble of random walks,
we demonstrate that the benefit of neutrality crucially
depends upon its phenotypic distribution.",
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notes = "Part of \cite{Silva:2011:GP} EuroGP'2011 held in
conjunction with EvoCOP2011 EvoBIO2011 and
EvoApplications2011",
- }
Genetic Programming entries for
Ting Hu
Joshua L Payne
Jason H Moore
Wolfgang Banzhaf
Citations