Genetic Network Programming with General Individual Reconstruction
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- @InProceedings{Ye:2009:ICCAS-SICE,
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author = "Fengming Ye and Shingo Mabuand Lutao Wang and
Kotaro Hirasawa",
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title = "Genetic Network Programming with General Individual
Reconstruction",
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booktitle = "ICCAS-SICE, 2009",
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year = "2009",
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month = "18-21 " # aug,
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address = "Fukuoka",
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pages = "3474--3479",
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publisher = "IEEE",
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isbn13 = "978-4-9077-6433-3",
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URL = "http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&arnumber=5335121",
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abstract = "Genetic network programming (GNP) which has been
developed for dealing with problems in dynamic
environments is a newly proposed evolutionary approach
with the data structure of directed graphs. GNP has
been used in many different areas such as data mining,
extracting trading rules of stock markets, elevator
supervised control systems, etc and has obtained some
outstanding results. Focusing on GNP's distinguishing
expression ability of the graph structure, this paper
proposes a method named genetic network programming
with general individual reconstruction (GNP with GIR)
which reconstructs the gene of randomly selected
individuals and then undergoes the special genetic
operations by using the transition information of
better individuals. The unique individual
reconstruction and genetic operations make individuals
not only learn the experiences of better individuals
but also strengthen exploration and exploration
ability. GNP with GIR will be applied to the tile-world
which is an excellent benchmark for evaluating the
proposed architecture. The performances of GNP with GIR
will be compared with conventional GNP demonstrating
its superiority.",
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keywords = "genetic algorithms, genetic programming, genetic
network programming, data mining, data structure,
directed graphs, elevator supervised control systems,
evolutionary approach, general individual
reconstruction, stock markets, transition information,
data structures, directed graphs",
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notes = "Also known as \cite{5335121}",
- }
Genetic Programming entries for
Fengming Ye
Shingo Mabuand Lutao Wang
Kotaro Hirasawa
Citations