Classification of Multi-spectral/Hyperspectral Data using Genetic Programming and Error-correcting Output Codes

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{He:2006:ciea,
  author =       "Mingyi He and Yifan Zhang and Yuzhen Xie and 
                 Na Liang and Changyun Wen",
  title =        "Classification of Multi-spectral/Hyperspectral Data
                 using Genetic Programming and Error-correcting Output
                 Codes",
  booktitle =    "1ST IEEE Conference on Industrial Electronics and
                 Applications",
  year =         "2006",
  pages =        "1--6",
  address =      "Singapore",
  month =        "24-26 " # may,
  publisher =    "IEEE",
  keywords =     "genetic algorithms, genetic programming",
  ISBN =         "0-7803-9514-X",
  DOI =          "doi:10.1109/ICIEA.2006.257153",
  abstract =     "Genetic programming (GP) and error-correcting output
                 codes (ECOC) are combined to develop a new
                 classification method (GP-ECOC) for the multi-class
                 problem solving in this paper. Some additional
                 improvements on the algorithm, modified codeword matrix
                 and group division before classification, are also
                 proposed to settle several existing problems in
                 multi-spectral and hyperspectral data classification.
                 Experimental tests using both multi-spectral and
                 hyper-spectral data are carried out for verification
                 and illustration. It is observed from the obtained
                 results that the classification precision with the
                 newly proposed method is greatly enhanced compared with
                 some existing methods using GP, and the proposed
                 improvements are also effective. The algorithm of
                 GP-ECOC and its improved versions can also be run on
                 multi-terminals, which saves computational cost
                 effectively",
  notes =        "INSPEC Accession Number: 9096919

                 Sch. of Electron. & Inf., Northwestern Polytech Univ.,
                 Xi'an;",
}

Genetic Programming entries for Mingyi He Yifan Zhang Yuzhen Xie Na Liang Changyun Wen

Citations