Using Instruction Matrix Based Genetic Programming to Evolve Programs
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{conf/isica/LiLL07,
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author = "Gang Li and Kin Hong Lee and Kwong-Sak Leung",
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title = "Using Instruction Matrix Based Genetic Programming to
Evolve Programs",
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booktitle = "Proceedings of the Second International Symposium on
Computation and Intelligence, ISICA 2007",
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year = "2007",
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editor = "Lishan Kang and Yong Liu and Sanyou Y. Zeng",
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volume = "4683",
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series = "Lecture Notes in Computer Science",
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pages = "631--640",
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address = "Wuhan, China",
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month = sep # " 21-23",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming, Instruction
Matrix based Genetic Programming",
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isbn13 = "978-3-540-74580-8",
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DOI = "doi:10.1007/978-3-540-74581-5_69",
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size = "10 pages",
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abstract = "In Genetic Programming (GP), evolving tree nodes
separately would be an ideal approach to reduce the
huge solution space of GP. We use Instruction Matrix
based Genetic Programming (IMGP) to evolve tree nodes
separately while taking into account their
interdependencies in the form of subtrees. IMGP uses an
Instruction Matrix (IM) to maintain the statistical
data of tree nodes and subtrees. IMGP extracts program
trees from IM, and updates IM with the information of
the extracted program trees. The experiments have
verified that the results of IMGP are better than those
the related GP algorithms in terms of the qualities of
the solutions and the number of program evaluations.",
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notes = "'no explicit population' cites \cite{shan:2004:gmpe}
\cite{Shan:2003:Pewel} assumes full binary tree
(hs-expression) so every part of tree has a known grid
position. (Limits three height)
'like context preserving crossover'
\cite{Dhaeseleer:1994:cpcGP} IMGP matrix shuffle.
6-parity also with sin,cos,exp,rlog. Max. Symbolic
regression like PIPE? Fitness of primitive by grid
position (rather than by neighbours in sub-tree).",
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bibdate = "2007-08-31",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/isica/isica2007.html#LiLL07",
- }
Genetic Programming entries for
Gang Li
Kin-Hong Lee
Kwong-Sak Leung
Citations