Program Evolution by Integrating EDP and GP
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{yanai:peb:gecco2004,
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author = "Kohsuke Yanai and Hitoshi Iba",
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title = "Program Evolution by Integrating EDP and GP",
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booktitle = "Genetic and Evolutionary Computation -- GECCO-2004,
Part I",
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year = "2004",
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editor = "Kalyanmoy Deb and Riccardo Poli and
Wolfgang Banzhaf and Hans-Georg Beyer and Edmund Burke and
Paul Darwen and Dipankar Dasgupta and Dario Floreano and
James Foster and Mark Harman and Owen Holland and
Pier Luca Lanzi and Lee Spector and Andrea Tettamanzi and
Dirk Thierens and Andy Tyrrell",
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series = "Lecture Notes in Computer Science",
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pages = "774--785",
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address = "Seattle, WA, USA",
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publisher_address = "Heidelberg",
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month = "26-30 " # jun,
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organisation = "ISGEC",
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publisher = "Springer-Verlag",
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volume = "3102",
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ISBN = "3-540-22344-4",
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ISSN = "0302-9743",
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DOI = "doi:10.1007/b98643",
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URL = "http://www.iba.k.u-tokyo.ac.jp/papers/2004/yanaiGECCO2004.pdf",
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size = "12",
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keywords = "genetic algorithms, genetic programming",
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abstract = "This paper discusses the performance of a hybrid
system which consists of EDP and GP. EDP, Estimation of
Distribution Programming, is the program evolution
method based on the probabilistic model, where the
probability distribution of a program is estimated by
using a Bayesian network, and a population evolves
repeating estimation of distribution and program
generation without crossover and mutation. Applying the
hybrid system of EDP and GP to various problems, we
discovered some important tendencies in the behavior of
this hybrid system. The hybrid system was not only
superior to pure GP in a search performance but also
had interesting features in program evolution. More
tests revealed how and when EDP and GP compensate for
each other. We show some experimental results of
program evolution by the hybrid system and discuss the
characteristics of both EDP and GP.",
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notes = "GECCO-2004 A joint meeting of the thirteenth
international conference on genetic algorithms
(ICGA-2004) and the ninth annual genetic programming
conference (GP-2004)",
- }
Genetic Programming entries for
Kohsuke Yanai
Hitoshi Iba
Citations