• DocumentCode
    467784
  • Title

    A New Classification Arithmetic for Multi-Image Classification in Genetic Programming

  • Author

    Li, Ya-min ; Wang, Meng ; Cui, Li-juan ; Huang, Dong-mei

  • Author_Institution
    Tianjin Univ., Tianjin
  • Volume
    3
  • fYear
    2007
  • fDate
    19-22 Aug. 2007
  • Firstpage
    1683
  • Lastpage
    1687
  • Abstract
    New classification algorithm for multi-image classification in genetic programming (GP) is introduced, which includes algorithm of centered dynamic range selection with the power value of arithmetic progression and that of centered dynamic range selection with quick-decreasing power value of arithmetic progression. In the training of the operating agent for GP multi-image classification, different sets of power values are tested to achieve a more suitable range of margin values for the improvement of the accuracy in classification. The tests show that the two approaches can be used for more accurate classification for complicated problems of multi-image classification, and work better than the algorithm of either static or dynamic range selection.
  • Keywords
    genetic algorithms; image classification; centered dynamic range selection; classification arithmetic; genetic programming; multi-image classification; Agriculture; Arithmetic; Chromium; Cybernetics; Dynamic range; Equations; Genetic programming; Image classification; Machine learning; Pixel; Algorithm in classification; Centered dynamic range selection with quick-decreasing power value of arithmetic progression; Centered dynamic range selection with the power value of arithmetic progression; Genetic programming; Image classification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2007 International Conference on
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-0973-0
  • Electronic_ISBN
    978-1-4244-0973-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2007.4370418
  • Filename
    4370418