• DocumentCode
    2489179
  • Title

    Dynamic score combination of binary experts

  • Author

    Tronci, Roberto ; Giacinto, Giorgio ; Roli, Fabio

  • Author_Institution
    Lab. Intell. d´´Ambiente, Pula
  • fYear
    2008
  • fDate
    8-11 Dec. 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    The combination of experts is used to improve the performance of a classification system. In this paper we propose three dynamic score combination techniques that embed the selection and the fusion approach for combining experts. The proposed techniques are designed to combine binary experts that output a score measuring the degree of similarity to the positive class. Reported results on two biometric dataset show the effectiveness of the proposed techniques in terms of AUC and EER.
  • Keywords
    pattern classification; binary experts; classification system; dynamic score combination; experts combination; similarity degree; Area measurement; Biometrics; Diversity reception; Heuristic algorithms; Laboratories; Noise robustness; Pattern recognition; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
  • Conference_Location
    Tampa, FL
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4244-2174-9
  • Electronic_ISBN
    1051-4651
  • Type

    conf

  • DOI
    10.1109/ICPR.2008.4761804
  • Filename
    4761804