• DocumentCode
    2082778
  • Title

    Biometric based personal authentication using fuzzy binary decision tree

  • Author

    Kumar, Amioy ; Hanmandlu, Madasu ; Das, Attindra ; Gupta, H.M.

  • Author_Institution
    Biometrics Res. Lab., Indian Inst. of Technol., New Delhi, India
  • fYear
    2012
  • fDate
    March 29 2012-April 1 2012
  • Firstpage
    396
  • Lastpage
    401
  • Abstract
    This paper proposes a fuzzy binary decision tree (FBDT) algorithm for biometric based personal authentication. The proposed FBDT algorithm utilizes fuzzified matching scores to construct a decision tree which aimed at decision making in two classes: genuine and imposter. The membership values of the matching scores can be automatically computed and the tree-nodes can be learned with the enrolment of the new users in the database. The performance of the FBDT is examined on publicly available databases and found superior than its crisp equivalent.
  • Keywords
    authorisation; biometrics (access control); decision making; decision trees; fuzzy set theory; image matching; visual databases; FBDT algorithm; FBDT performance; biometric based personal authentication; decision making; fuzzified matching scores; fuzzy binary decision tree; genuine class; imposter; matching scores; membership values; new user enrolment; publicly available databases; Authentication; Decision trees; Indexes; Iris recognition; Support vector machines; Training;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biometrics (ICB), 2012 5th IAPR International Conference on
  • Conference_Location
    New Delhi
  • Print_ISBN
    978-1-4673-0396-5
  • Electronic_ISBN
    978-1-4673-0397-2
  • Type

    conf

  • DOI
    10.1109/ICB.2012.6199783
  • Filename
    6199783