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
Link To Document