Genetic Network Programming with Reconstructed Individuals
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- @InProceedings{Ye:2009:cec,
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author = "Fengming Ye and Shigo Mabu and Lutao Wang and
Shinji Eto and Kotaro Hirasawa",
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title = "Genetic Network Programming with Reconstructed
Individuals",
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booktitle = "2009 IEEE Congress on Evolutionary Computation",
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year = "2009",
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editor = "Andy Tyrrell",
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pages = "854--859",
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address = "Trondheim, Norway",
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month = "18-21 " # may,
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organization = "IEEE Computational Intelligence Society",
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publisher = "IEEE Press",
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keywords = "genetic algorithms, genetic programming, dgenetic
network programming, ata structure, directed graph,
elite information enhancement, reconstructed
individual, data structures, directed graphs",
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isbn13 = "978-1-4244-2959-2",
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file = "P072.pdf",
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DOI = "doi:10.1109/CEC.2009.4983034",
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abstract = "Genetic Network Programming (GNP) is a newly proposed
evolutionary approach which can evolve itself and find
the optimal solutions. It is a novel method based on
the idea of Genetic Algorithm (GA) and uses the data
structure of directed graphs. As GNP has been developed
for dealing with problems in dynamic environments, many
papers have demonstrated that GNP can be applied to
many areas such as data mining, forecasting stock
markets, elevator control systems, etc. Focusing on
GNPs distinguished expression ability of the graph
structure, this paper proposes a method named Genetic
Network Programming with Reconstructed Individuals (GNP
with RI). In the proposed method, the worst individuals
are reconstructed and enhanced by the elite information
before undergoing genetic operations (mutation and
crossover). The phenomenon in the nature, where bad
individuals can become smarter after receiving good
education. GNP with RI has been applied to the
tile-word which is an excellent benchmark for
evaluating the proposed architecture. The performance
of GNP with RI is compared with conventional GNP
demonstrating its superiority.",
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notes = "CEC 2009 - A joint meeting of the IEEE, the EPS and
the IET. IEEE Catalog Number: CFP09ICE-CDR Also known
as \cite{4983034}",
- }
Genetic Programming entries for
Fengming Ye
Shingo Mabu
Lutao Wang
Shinji Eto
Kotaro Hirasawa
Citations