• DocumentCode
    424034
  • Title

    A comparative investigation of the RePART neural network in pattern recognition tasks

  • Author

    De Paula, Anne Magály Canuto ; de Medeiros Santos, A.

  • Author_Institution
    Dept. of Inf. & Appl. Math., Fed. Univ. of Rio Grande do Norte, Natal, Brazil
  • Volume
    3
  • fYear
    2004
  • fDate
    25-29 July 2004
  • Firstpage
    2373
  • Abstract
    This work presents a comparative investigation of the performance of the RePART model with the ARTMAP-IC model, when applied to two tasks of pattern recognition. Such investigation has as its main objective to verify whether the RePART model presents higher recognition rate than the performance presented by the other model. Also, a statistical method is applied to the results of the neural networks in order to analyse the significance from a statistical point of view of the neural network performances.
  • Keywords
    ART neural nets; multilayer perceptrons; pattern recognition; statistical analysis; ARTMAP-IC model; RePART neural network; multilayer perceptrons; pattern recognition; statistical method; Artificial intelligence; Artificial neural networks; Biological neural networks; Image databases; Informatics; Intelligent networks; Mathematics; Neural networks; Pattern recognition; Statistical analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
  • ISSN
    1098-7576
  • Print_ISBN
    0-7803-8359-1
  • Type

    conf

  • DOI
    10.1109/IJCNN.2004.1380998
  • Filename
    1380998