Improved Genetic Programming Based on Lineage Information
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- @InProceedings{Dong:2009:MASS,
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author = "Hong-Bin Dong and Jia Chen",
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title = "Improved Genetic Programming Based on Lineage
Information",
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booktitle = "International Conference on Management and Service
Science, MASS '09",
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year = "2009",
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month = sep,
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address = "Wuhan, China",
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pages = "1--5",
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keywords = "genetic algorithms, genetic programming, chromosome,
effective search method, lineage information",
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DOI = "doi:10.1109/ICMSS.2009.5304998",
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abstract = "At present, it is a major challenge to adopt an
effective search method in genetic programming in order
to produce an acceptable model in the search space. How
to improve the efficiency of GP in a short period of
time to produce better solution is very important.
Traditional GP use of all the chromosomes for breeding,
its search space for complex issues is enormous. In
this paper, we introduce lineage relationship of
chromosome in GP and propose an improved lineage-based
genetic programming algorithm, ILBGP: use of lineage
information of several ancestors, at the same time only
retains one chromosome with the same fitness randomly.
This method maintains the diversity, which can search
the space effectively and avoid premature convergence
toward local optima.",
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notes = "Also known as \cite{5304998}",
- }
Genetic Programming entries for
Hongbin Dong
Jia Chen
Citations