Keystroke Biometrics: The User Perspective

Usability is an important aspect of security, because poor usability motivates users to find shortcuts that bypass the system. Existing studies on keystroke biometrics evaluate the usability issue in terms of the average false rejection rate (FRR). We show in this paper that such an approach underes...

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Main Authors: Tey, Chee Meng, Payas, Gupta, MURALIDHARAN, Kartik, GAO, Debin
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Language:English
Published: Institutional Knowledge at Singapore Management University 2014
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Online Access:https://ink.library.smu.edu.sg/sis_research_smu/49
https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1048&context=sis_research_smu
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spelling sg-smu-ink.sis_research_smu-10482018-07-09T06:02:17Z Keystroke Biometrics: The User Perspective Tey, Chee Meng Payas, Gupta MURALIDHARAN, Kartik GAO, Debin Usability is an important aspect of security, because poor usability motivates users to find shortcuts that bypass the system. Existing studies on keystroke biometrics evaluate the usability issue in terms of the average false rejection rate (FRR). We show in this paper that such an approach underestimates the user impact in two ways. First, the FRR of keystroke biometrics changes for the worse under a range of common conditions such as background music, exercise and even game playing. In a user study involving 111 participants, the average penalties (increases) in FRR are 0.0360 and 0.0498, respectively, for two different classifiers. Second, presenting the FRR as an average obscures the fact that not everyone is suitable for keystroke biometrics deployment. For example, using a Monte Carlo simulation, we found that 30% of users would encounter an account lockout before their 50th authentication session (given a lockout policy of 3 attempts) if they are affected by external influences 50% of the time when authenticating. 2014-03-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research_smu/49 https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1048&context=sis_research_smu http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Information Systems (SMU Access Only) eng Institutional Knowledge at Singapore Management University Computer Sciences Information Security
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Computer Sciences
Information Security
spellingShingle Computer Sciences
Information Security
Tey, Chee Meng
Payas, Gupta
MURALIDHARAN, Kartik
GAO, Debin
Keystroke Biometrics: The User Perspective
description Usability is an important aspect of security, because poor usability motivates users to find shortcuts that bypass the system. Existing studies on keystroke biometrics evaluate the usability issue in terms of the average false rejection rate (FRR). We show in this paper that such an approach underestimates the user impact in two ways. First, the FRR of keystroke biometrics changes for the worse under a range of common conditions such as background music, exercise and even game playing. In a user study involving 111 participants, the average penalties (increases) in FRR are 0.0360 and 0.0498, respectively, for two different classifiers. Second, presenting the FRR as an average obscures the fact that not everyone is suitable for keystroke biometrics deployment. For example, using a Monte Carlo simulation, we found that 30% of users would encounter an account lockout before their 50th authentication session (given a lockout policy of 3 attempts) if they are affected by external influences 50% of the time when authenticating.
format text
author Tey, Chee Meng
Payas, Gupta
MURALIDHARAN, Kartik
GAO, Debin
author_facet Tey, Chee Meng
Payas, Gupta
MURALIDHARAN, Kartik
GAO, Debin
author_sort Tey, Chee Meng
title Keystroke Biometrics: The User Perspective
title_short Keystroke Biometrics: The User Perspective
title_full Keystroke Biometrics: The User Perspective
title_fullStr Keystroke Biometrics: The User Perspective
title_full_unstemmed Keystroke Biometrics: The User Perspective
title_sort keystroke biometrics: the user perspective
publisher Institutional Knowledge at Singapore Management University
publishDate 2014
url https://ink.library.smu.edu.sg/sis_research_smu/49
https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1048&context=sis_research_smu
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