Genotype-phenotype mapping: genes as computer programs
Created by W.Langdon from
gp-bibliography.bib Revision:1.8051
- @Article{kell:2002:TG,
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author = "Douglas B. Kell",
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title = "Genotype-phenotype mapping: genes as computer
programs",
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journal = "Trends in Genetics",
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year = "2002",
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volume = "18",
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number = "11",
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pages = "555--559",
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month = nov,
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keywords = "genetic algorithms, genetic programming",
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URL = "http://dbkgroup.org/Papers/trends_genet_18_(555).pdf",
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URL = "http://www.sciencedirect.com/science/article/B6TCY-46WPK82-4/2/4c365fb0bda43abc86c236b146030879",
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DOI = "doi:10.1016/S0168-9525(02)02765-8",
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abstract = "The effects of genes on phenotype are mediated by
processes that are typically unknown but whose
determination is desirable. The conversion from gene to
phenotype is not a simple function of individual genes,
but involves the complex interactions of many genes; it
is what is known as a nonlinear mapping problem. A
computational method called genetic programming allows
the representation of candidate nonlinear mappings in
several possible trees. To find the best model, the
trees are `evolved' by processes akin to mutation and
recombination, and the trees that more closely
represent the actual data are preferentially selected.
The result is an improved tree of rules that represent
the nonlinear mapping directly. In this way, the
encoding of cellular and higher-order activities by
genes is seen as directly analogous to computer
programs. This analogy is of utility in biological
genetics and in problems of genotype-phenotype
mapping.",
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notes = "Opinion",
- }
Genetic Programming entries for
Douglas B Kell
Citations