Semantic Genetic Programming Operators Based on Projections in the Phenotype Space
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @Article{journals/rcs/GraffTVM15,
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author = "Mario Graff and Eric Sadit Tellez and
Elio Villasenor and Sabino Miranda-Jimenez",
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title = "Semantic Genetic Programming Operators Based on
Projections in the Phenotype Space",
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journal = "Research in Computing Science",
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year = "2015",
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volume = "94",
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pages = "73--85",
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keywords = "genetic algorithms, genetic programming, semantic
crossover, symbolic regression, geometric semantic
genetic programming",
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bibdate = "2015-06-15",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/journals/rcs/rcs94.html#GraffTVM15",
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ISSN = "1870-4069",
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URL = "http://www.rcs.cic.ipn.mx/2015_94/",
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URL = "http://rcs.cic.ipn.mx/2015_94/Semantic%20Genetic%20Programming%20Operators%20Based%20on%20Projections%20in%20the%20Phenotype%20Space.pdf",
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size = "13 pages",
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abstract = "In the Genetic Programming (GP) community there has
been a great interest in developing semantic genetic
operators. These type of operators use information of
the phenotype to create offspring. The most recent
approaches of semantic GP include the GP framework
based on the alignment of error space, the geometric
semantic genetic operators, and backpropagation genetic
operators. Our contribution proposes two semantic
operators based on projections in the phenotype space.
The proposed operators have the characteristic, by
construction, that the offspring's fitness is as at
least as good as the fitness of the best parent; using
as fitness the euclidean distance. The semantic
operators proposed increment the learning capabilities
of GP. These operators are compared against a
traditional GP and Geometric Semantic GP in the Human
oral bioavailability regression problem and 13
classification problems. The results show that a GP
system with our novel semantic operators has the best
performance in the training phase in all the problems
tested.",
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notes = "https://rcs.cic.ipn.mx/",
- }
Genetic Programming entries for
Mario Graff Guerrero
Eric Sadit Tellez
Elio Atenogenes Villasenor Garcia
Sabino Miranda-Jimenez
Citations