Feature Extraction Using Coevolutionary Genetic Programming

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@InProceedings{kotani:2004:feucgp,
  title =        "Feature Extraction Using Coevolutionary Genetic
                 Programming",
  author =       "Manabu Kotani and Daisuke Kato",
  pages =        "614--619",
  booktitle =    "Proceedings of the 2004 IEEE Congress on Evolutionary
                 Computation",
  year =         "2004",
  publisher =    "IEEE Press",
  month =        "20-23 " # jun,
  address =      "Portland, Oregon",
  ISBN =         "0-7803-8515-2",
  keywords =     "genetic algorithms, genetic programming, Coevolution
                 \& collective behavior, Combinatorial \& numerical
                 optimization, Poster Session",
  DOI =          "doi:10.1109/CEC.2004.1330914",
  abstract =     "We propose a new feature extraction method using
                 evolutionary computations. The extracted features are
                 defined as polynomial expressions, which are composed
                 of the original input pattern. These polynomial
                 expressions are searched by coevolutionary genetic
                 programming. We introduce a new fitness function based
                 on competition between individuals. Experiments are
                 performed for some databases of UCI repository using
                 the proposed method and k-Nearest Neighbor rule.
                 Experimental results show that the proposed method can
                 preserve the diversity of populations and improve
                 recognition accuracy on most databases.",
  notes =        "CEC 2004 - A joint meeting of the IEEE, the EPS, and
                 the IEE.",
}

Genetic Programming entries for Manabu Kotani Daisuke Kato

Citations