• DocumentCode
    423567
  • Title

    SVM classification tree algorithm with application to face membership authentication

  • Author

    Pang, Shaoning

  • Author_Institution
    Knowledge Eng. & Discover Res. Inst., Auckland Univ. of Technol., New Zealand
  • Volume
    1
  • fYear
    2004
  • fDate
    25-29 July 2004
  • Lastpage
    436
  • Abstract
    To recognize an individual\´s membership in a face group, but without revealing the individual\´s identity and without restricting the members of group, this paper introduces an SVM classification tree algorithm conducting face membership authentication in terms of the "divide and conquer" strategy, and recognizing the membership in a face group whenever the member or the size of group changes dynamically. Compared with the previous SVM ensemble method and the traditional face identification method, the proposed SVM classification tree gets a very promising improvement in stability performance as the group size increases larger.
  • Keywords
    divide and conquer methods; face recognition; image classification; support vector machines; SVM classification tree algorithm; divide and conquer strategy; face identification method; face membership authentication; Authentication; Classification tree analysis; Electronic mail; Face recognition; Humans; Knowledge engineering; Partitioning algorithms; Stability; Support vector machine classification; Support vector machines;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2004. Proceedings. 2004 IEEE International Joint Conference on
  • ISSN
    1098-7576
  • Print_ISBN
    0-7803-8359-1
  • Type

    conf

  • DOI
    10.1109/IJCNN.2004.1379944
  • Filename
    1379944