• DocumentCode
    2329163
  • Title

    Applications of Clifford support vector machines and Clifford moments for classification

  • Author

    Bayro-Corrochano, Eduardo ; Arana-Daniel, Nancy ; Vallejo-Gutierrez, Refugio

  • Author_Institution
    Dept. of Comput. Sci., Centre de Investigation y de Estudios Avanzados, Guadalajara, Mexico
  • Volume
    4
  • fYear
    2004
  • fDate
    25-29 July 2004
  • Firstpage
    3003
  • Abstract
    This paper introduces the Clifford support vector machines as a generalization of the real- and complex- valued support vector machines using the Clifford geometric algebra. In this framework we handle the design of kernels involving the Clifford or geometric product for linear and nonlinear classification. We present an interesting application to classify mechanical tools using the concept of Clifford moments which is invariant under affine transformations.
  • Keywords
    algebra; geometry; support vector machines; Clifford geometric algebra; Clifford moments; Clifford support vector machines; affine transformations; nonlinear classification; Algebra; Application software; Cameras; Computer science; Electronic mail; Kernel; Laboratories; Robustness; 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.2004.1381145
  • Filename
    1381145