• DocumentCode
    1934350
  • Title

    An Improvement for Localized Generalization Error Model

  • Author

    Wang, Xi-Zhao ; Wu, Bin ; Li, Jie

  • Author_Institution
    Hebei Univ., Baoding
  • Volume
    5
  • fYear
    2007
  • fDate
    19-22 Aug. 2007
  • Firstpage
    2907
  • Lastpage
    2910
  • Abstract
    Ng et al. (2005) proposed a localized generalization error model (LGEM) and gives an error boundary of localized generalization. We find some errors in the error boundary derivation. This paper gives a new and brief proof about the error boundary. In addition we analysis LGEM theoretically, and propose some issues about the model LGEM to be studied further.
  • Keywords
    pattern classification; classifier; error boundary derivation; input-output mapping function; localized generalization error model; Appraisal; Computer errors; Computer science; Cybernetics; Electronic mail; Learning systems; Machine learning; Mathematical model; Mathematics; Pattern classification; Classification; K-nearest-neighbor; Localized generalization error model; Norm;
  • 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.2007.4370644
  • Filename
    4370644
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=1934350