• DocumentCode
    351008
  • Title

    Estimating the sample complexity of a multi-class discriminant model

  • Author

    Guermeur, Yann ; Elisseeff, André ; Paugam-Moisy, Hélène

  • Author_Institution
    CNRS, Paris, France
  • Volume
    1
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    310
  • Abstract
    We study the generalization performance of a multiclass discriminant model. Several bounds on its sample complexity are derived from uniform convergence results based on different measures of capacity. This gives us an insight into the nature of the capacity measure which is best suited to study multiclass discriminant model
  • Keywords
    pattern classification; capacity measure; generalization performance; learning; multiclass discriminant model; neural nets; sample complexity estimation; uniform convergence results;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Artificial Neural Networks, 1999. ICANN 99. Ninth International Conference on (Conf. Publ. No. 470)
  • Conference_Location
    Edinburgh
  • ISSN
    0537-9989
  • Print_ISBN
    0-85296-721-7
  • Type

    conf

  • DOI
    10.1049/cp:19991127
  • Filename
    819739
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=351008