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
fDate :
March 29 2012-April 1 2012
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;
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
DOI :
10.1109/ICB.2012.6199783