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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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 |
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Computer Sciences Information Security Tey, Chee Meng Payas, Gupta MURALIDHARAN, Kartik GAO, Debin Keystroke Biometrics: The User Perspective |
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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. |
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text |
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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 |
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Keystroke Biometrics: The User Perspective |
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Keystroke Biometrics: The User Perspective |
title_sort |
keystroke biometrics: the user perspective |
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Institutional Knowledge at Singapore Management University |
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2014 |
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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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