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Paper Abstract and Keywords
Presentation 2017-10-13 09:00
A Study of Parameter Estimation of False Accept Rate for Biometric Performance Evaluation
Shigefumi Yamada, Takahiro Aoki, Takashi Shinzaki (FUJITSU LABS.) BioX2017-31
Abstract (in Japanese) (See Japanese page) 
(in English) Evaluations of biometric performance are performed by using biometric dataset actually collected from subjects being tested. The number of necessary biometric data is determined by the desired biometric performance, the false accept error (FAR) and the false reject rate (FRR). When estimating algorithm with low FAR, it is necessary to gather subjects on a large scale, and the cost of the data collection will become often a problem. It is required that the method to estimate the low FAR from small collected data makes the performance evaluations efficient. In this paper, we propose an improvement of our proposed scheme of estimation of the FAR to fit the tail of imposter score distribution to generalized Pareto (GP) distributions and to evaluate values and a confidence interval of FAR by using bootstrap method. The automatically determining the threshold of setting the tail of the score distributions is introduced. We evaluated our scheme by applying to fingerprint recognition.
Keyword (in Japanese) (See Japanese page) 
(in English) Biometrics / Fingerprint recognition / False accept rate (FAR) / Performance evaluation / Estimation of the number of collected data for performance evaluation / / /  
Reference Info. IEICE Tech. Rep., vol. 117, no. 236, BioX2017-31, pp. 33-37, Oct. 2017.
Paper # BioX2017-31 
Date of Issue 2017-10-05 (BioX) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
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All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
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Conference Information
Committee BioX  
Conference Date 2017-10-12 - 2017-10-13 
Place (in Japanese) (See Japanese page) 
Place (in English) Nobumoto Ohama Memorial Hall 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Biometrics, etc. 
Paper Information
Registration To BioX 
Conference Code 2017-10-BioX 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study of Parameter Estimation of False Accept Rate for Biometric Performance Evaluation 
Sub Title (in English)  
Keyword(1) Biometrics  
Keyword(2) Fingerprint recognition  
Keyword(3) False accept rate (FAR)  
Keyword(4) Performance evaluation  
Keyword(5) Estimation of the number of collected data for performance evaluation  
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1st Author's Name Shigefumi Yamada  
1st Author's Affiliation FUJITSU LABORATORIES LTD. (FUJITSU LABS.)
2nd Author's Name Takahiro Aoki  
2nd Author's Affiliation FUJITSU LABORATORIES LTD. (FUJITSU LABS.)
3rd Author's Name Takashi Shinzaki  
3rd Author's Affiliation FUJITSU LABORATORIES LTD. (FUJITSU LABS.)
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Speaker Author-2 
Date Time 2017-10-13 09:00:00 
Presentation Time 25 minutes 
Registration for BioX 
Paper # BioX2017-31 
Volume (vol) vol.117 
Number (no) no.236 
Page pp.33-37 
#Pages
Date of Issue 2017-10-05 (BioX) 


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