• DocumentCode
    2500260
  • Title

    Generalized nearest neighbor rule for pattern classification

  • Author

    Wang, Bing ; Zeng, Yong ; Yang, Yupu

  • Author_Institution
    Sch. of Inf. & Electr. Eng., Panzhihua Univ., Panzhihua
  • fYear
    2008
  • fDate
    25-27 June 2008
  • Firstpage
    8465
  • Lastpage
    8470
  • Abstract
    In this paper, we propose a generalized nearest neighbor classification rule (GNNR). It is similar to but different from the previous nearest neighbor rule (NNR), this new rule utilizes more information of the neighbors of the unclassified sample point except its nearest neighbor. Theoretical analysis and experimental results confirm the validity of this new rule.
  • Keywords
    pattern classification; generalized nearest neighbor classification rule; pattern classification; Automation; Computational complexity; Convergence; Extraterrestrial measurements; Intelligent control; Nearest neighbor searches; Pattern classification; Pattern recognition; Performance analysis; Prototypes; Nearest neighbor rule (NNR); generalized nearest neighbor rule (GNNR); pseudo nearest neighbor (PNN); weighted k-nearest neighbor rule;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4244-2113-8
  • Electronic_ISBN
    978-1-4244-2114-5
  • Type

    conf

  • DOI
    10.1109/WCICA.2008.4594258
  • Filename
    4594258
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=2500260