Usage of Frequently Used Node in Variable Size Genetic Network Programming
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- @InProceedings{Li:2013:SMC,
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author = "Bing Li and Shanqing Yu and Kotaro Hirasawa",
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title = "Usage of Frequently Used Node in Variable Size Genetic
Network Programming",
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booktitle = "IEEE International Conference on Systems, Man, and
Cybernetics (SMC 2013)",
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year = "2013",
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month = oct,
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pages = "174--179",
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keywords = "genetic algorithms, genetic programming, Genetic
Network Programming, Variable size, Generalisation,
Tile-world",
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DOI = "doi:10.1109/SMC.2013.37",
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abstract = "This paper describes a kind of replacement mechanism
which improves the generalisation ability of Variable
Size Genetic Network Programming (GNPvs). GNPvs is an
extension of Genetic Network Programming (GNP), which
has changeable number of nodes. Inspired by the theory
of Evolution by Gene Duplication, the non-frequently
used nodes are replaced with the frequently used nodes
in the proposed method, which can make the individual
survive under the selection pressure as usual, but
eventually might accumulate mutations that produce new
features of individuals for adapting new environments.
The effectiveness of the proposed method is verified by
comparing with the performance of GNPvs and GNP on a
well-known dynamic multi-agent test bed - Tile world.",
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notes = "Also known as \cite{6721790}",
- }
Genetic Programming entries for
Bing Li
Shanqing Yu
Kotaro Hirasawa
Citations