• DocumentCode
    401652
  • Title

    A multistage support vector machine

  • Author

    Xiao-Peng Liu ; Hong-Jie Xing ; Xi-Zhao Wang

  • Author_Institution
    Fac. of Mathematics & Comput. Sci., Hebei Univ., China
  • Volume
    2
  • fYear
    2003
  • fDate
    2-5 Nov. 2003
  • Firstpage
    1305
  • Abstract
    A new multiclass support vector machine (SVM) called multistage support vector machine (MSVM), which is used to combine many two-class classifiers into one multiclass classifier, is proposed in this paper. Comparing its performance with the other three existing SVM methods, the proposed MSVM has shown a better generalization capability.
  • Keywords
    learning (artificial intelligence); support vector machines; binary classifiers; generalization capability; learning scheme; multiclass classifier; multistage support vector machine;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2003 International Conference on
  • Print_ISBN
    0-7803-8131-9
  • Type

    conf

  • DOI
    10.1109/ICMLC.2003.1259690
  • Filename
    1259690