• DocumentCode
    314312
  • Title

    Soft nearest neighbor classification

  • Author

    Baram, Yoram

  • Author_Institution
    Dept. of Comput. Sci., Technion-Israel Inst. of Technol., Haifa, Israel
  • Volume
    3
  • fYear
    1997
  • fDate
    9-12 Jun 1997
  • Firstpage
    1469
  • Abstract
    It is shown how soft classification, which allows for the creation of indecision domains near given separation surfaces between two classes, applies to the nearest neighbor method, and how the optimal size of the indecision domain can be found from the training data. The performance of the soft nearest neighbor classifier is compared to that of the conventional classifier using stock trading data
  • Keywords
    finance; forecasting theory; pattern classification; statistical analysis; stock markets; indecision domains; nearest neighbor method; pattern classification; soft classification; stock trading data; Geometry; Joining processes; Nearest neighbor searches; Neural networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks,1997., International Conference on
  • Conference_Location
    Houston, TX
  • Print_ISBN
    0-7803-4122-8
  • Type

    conf

  • DOI
    10.1109/ICNN.1997.614012
  • Filename
    614012