Data Classification Using Genetic Parallel Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{cheang2:2003:gecco,
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author = "Sin Man Cheang and Kin Hong Lee and Kwong Sak Leung",
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title = "Data Classification Using Genetic Parallel
Programming",
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booktitle = "Genetic and Evolutionary Computation -- GECCO-2003",
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editor = "E. Cant{\'u}-Paz and J. A. Foster and K. Deb and
D. Davis and R. Roy and U.-M. O'Reilly and H.-G. Beyer and
R. Standish and G. Kendall and S. Wilson and
M. Harman and J. Wegener and D. Dasgupta and M. A. Potter and
A. C. Schultz and K. Dowsland and N. Jonoska and
J. Miller",
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year = "2003",
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pages = "1918--1919",
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address = "Chicago",
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publisher_address = "Berlin",
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month = "12-16 " # jul,
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volume = "2724",
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series = "LNCS",
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ISBN = "3-540-40603-4",
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publisher = "Springer-Verlag",
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keywords = "genetic algorithms, genetic programming, Learning
Classifier Systems, poster",
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DOI = "doi:10.1007/3-540-45110-2_88",
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abstract = "A novel Linear Genetic Programming (LGP) paradigm
called Genetic Parallel Programming (GPP) has been
proposed to evolve parallel programs based on a
Multi-ALU Processor. It is found that GPP can evolve
parallel programs for Data Classification problems. In
this paper, five binary-class UCI Machine Learning
Repository databases are used to test the effectiveness
of the proposed GPP-classifier. The main advantages of
employing GPP for data classification are: 1) speeding
up evolutionary process by parallel hardware fitness
evaluation; and 2) discovering parallel algorithms
automatically. Experimental results show that the
GPP-classifier evolves simple classification programs
with good generalization performance. The accuracies of
these evolved classifiers are comparable to other
existing classification algorithms.",
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notes = "GECCO-2003. A joint meeting of the twelfth
International Conference on Genetic Algorithms
(ICGA-2003) and the eighth Annual Genetic Programming
Conference (GP-2003)",
- }
Genetic Programming entries for
Ivan Sin Man Cheang
Kin-Hong Lee
Kwong-Sak Leung
Citations