• DocumentCode
    419794
  • Title

    ECOC and boosting with multi-layer perceptrons

  • Author

    Hauger, Simon ; Windeatt, Terry

  • Author_Institution
    Centre for Vision, Speech & Signal Process., Surrey Univ., Guildford, UK
  • Volume
    3
  • fYear
    2004
  • fDate
    23-26 Aug. 2004
  • Firstpage
    458
  • Abstract
    The combination of boosting and ECOC with multilayer perceptron base classifiers is experimentally evaluated for a problem in pose classification. While accuracy compared with ECOC is not improved, boosted ECOC ensembles are less sensitive to tuning parameters.
  • Keywords
    error correction codes; learning (artificial intelligence); multilayer perceptrons; pattern classification; boosting method; error correcting output coding; multilayer perceptron; pose classification; Boosting; Decision trees; Matrix decomposition; Multilayer perceptrons; Neural networks; Neurons; Pattern recognition; Signal processing; Signal processing algorithms; Speech processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-2128-2
  • Type

    conf

  • DOI
    10.1109/ICPR.2004.1334565
  • Filename
    1334565
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=419794