Keystroke biometrics: the user perspective

Chee Meng Tey, Payas Gupta, Kartik Muralidharan, Debin Gao
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引用次数: 2

Abstract

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.
击键生物识别技术:用户视角
可用性是安全性的一个重要方面,因为糟糕的可用性会促使用户寻找绕过系统的捷径。现有的击键生物识别研究是根据平均误拒率(FRR)来评估可用性问题的。我们在本文中表明,这种方法在两个方面低估了用户的影响。首先,在背景音乐、锻炼甚至玩游戏等常见情况下,击键生物识别技术的FRR会变得更糟。在涉及111名参与者的用户研究中,对于两种不同的分类器,FRR的平均罚分(增加)分别为0.0360和0.0498。其次,将FRR表示为平均值掩盖了一个事实,即并非每个人都适合使用击键生物识别技术。例如,使用蒙特卡罗模拟,我们发现如果30%的用户在进行身份验证时有50%的时间受到外部影响,那么他们将在第50次身份验证会话(给定3次尝试的锁定策略)之前遇到帐户锁定。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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