• DocumentCode
    457413
  • Title

    A Complementary Ordering Method for Class Imbalanced Problem

  • Author

    Cheng, Hsien-Ting ; Chen, Chu-Song

  • Author_Institution
    Inst. of Inf. Sci., Acad. Sinica, Taipei
  • Volume
    3
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    429
  • Lastpage
    432
  • Abstract
    We propose a method called asymmetric bagging with vector complementary ordering (ABVCO) to handle the class unbalanced problem. The proposed approach is not dependent on artificially generated data or re-weighted data. It can avoid the synthesis of classifiers that favor the majority class. The method is applied to multi-modal biometric authentication for further raising the fusion classifier performances
  • Keywords
    biometrics (access control); message authentication; pattern classification; asymmetric bagging; class imbalanced problem; multimodal biometric authentication; vector complementary ordering; Authentication; Bagging; Biometrics; Costs; Fusion power generation; Information science; Sampling methods; Signal synthesis; Training data;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-2521-0
  • Type

    conf

  • DOI
    10.1109/ICPR.2006.52
  • Filename
    1699556