DocumentCode :
3480622
Title :
Adaptation to changes in multimodal biometric authentication
Author :
Quoc-Long Tran ; Toh, K.-A. ; Srinivasan, D.
Author_Institution :
Inst. for Infocomm Res., Singapore
Volume :
2
fYear :
2004
fDate :
1-3 Dec. 2004
Firstpage :
982
Lastpage :
986
Abstract :
Multimodal biometric authentication is gaining more and more attention recently. In (Toh, 2003), a reduced multivariate polynomial model has been used to combine the biometric classifiers with good performance. Although the model parameter can be solved very quickly, it may not be suitable in case when new registration is a frequent task. Moreover, due to wear and tear of sensors, the distribution of match scores can change with time and hence the performance of a fixed classifier may be affected. In this paper, we introduce an adaptive algorithm to track these changes. The new algorithm is demonstrated to address both the registration and match scores distribution changing problems using two biometrics
Keywords :
adaptive systems; fingerprint identification; pattern classification; pattern matching; speaker recognition; adaptive algorithm; biometric classifier; match score distribution changing problem; multimodal biometric authentication; reduced multivariate polynomial mode; registration changing problem; Adaptive algorithm; Authentication; Biometrics; Fingerprint recognition; Kernel; Polynomials; Support vector machine classification; Support vector machines; Training data; Wearable sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cybernetics and Intelligent Systems, 2004 IEEE Conference on
Conference_Location :
Singapore
Print_ISBN :
0-7803-8643-4
Type :
conf
DOI :
10.1109/ICCIS.2004.1460722
Filename :
1460722
Link To Document :
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