Depth-dependent crossover in genetic programming with frequent trees
Created by W.Langdon from
gp-bibliography.bib Revision:1.8010
- @InProceedings{Ono:2012:SMC,
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author = "Keiko Ono and Yoshiko Hanada and
Katsushi Shirakawa and Masahito Kumano and Masahiro Kimura",
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booktitle = "IEEE International Conference on Systems, Man, and
Cybernetics (SMC 2012)",
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title = "Depth-dependent crossover in genetic programming with
frequent trees",
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year = "2012",
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address = "Seoul, Korea",
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month = oct # " 14-17",
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pages = "359--363",
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DOI = "doi:10.1109/ICSMC.2012.6377727",
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abstract = "One of the most well studied issues in genetic
programming is how to make building blocks efficiently.
To make building blocks, it is important to find the
substructures that appear in the individuals with
higher fitness. Recently, a method based on frequent
substructures has been proposed, and it has shown good
performance; however, the depth of trees is not
considered in the method. In this paper, we propose a
hybrid crossover that involves the consideration of a
combination of frequent trees and the depth of trees
and apply the proposed method to symbolic regression
problems. We experimentally demonstrate the
effectiveness of the proposed method.",
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keywords = "genetic algorithms, genetic programming, regression
analysis, trees (mathematics), building blocks,
depth-dependent crossover, frequent substructures,
frequent trees, hybrid crossover, symbolic regression
problems, tree depth, Conferences, Data mining,
Educational institutions, Informatics, Sociology,
Statistics, Adaptive Crossover, Depth-control Scheme,
Frequent Tree",
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notes = "Also known as \cite{6377727}",
- }
Genetic Programming entries for
Keiko Ono
Yoshiko Hanada
Katsushi Shirakawa
Masahito Kumano
Masahiro Kimura
Citations