固定文字按键动态验证数据集收集与分析

IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Annals of Telecommunications Pub Date : 2024-05-15 DOI:10.1007/s12243-024-01039-z
Halvor Nybø Risto, Olaf Hallan Graven
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引用次数: 0

摘要

击键动力学身份验证是对用户进行身份验证的一种方法,可以作为一次性代码的替代方法或附加方法,给用户带来的不便最小。在这项研究中,收集了6个唯一密码的新数据集,增加了研究人员可用的击键动力学有限的可用数据集。数据是通过模拟熟悉密码的合法用户和登录尝试次数有限的更大范围的攻击者收集的。使用各种方法对数据集进行分析,并研究了密码长度和复杂度的影响。采用了两种算法,一种算法根据密码的不同实现了10.2%到18.1%的平均相等错误率,另一种方法通过对数据集中多个个体的比较实现了98%的平均真实接受率和90.4%的真实拒绝率。这些结果为进一步研究该数据集提供了一个基准。
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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Fixed-text keystroke dynamics authentication data set—collection and analysis

Keystroke dynamics authentication is a method of authenticating a user and could be an alternative or addition to one-time codes, with minimal user inconvenience. In this study, a new data set was collected for 6 unique passwords, adding to the limited available data sets for keystroke dynamics available for researchers. Data was collected by emulating legitimate users familiar with the passwords and a wider range of attackers with limited login attempts. The data set is analyzed with the use of various methods, and the effects of password length and complexity are investigated. Two algorithms were employed, one achieving an average equal error rate varying between 10.2 and 18.1% depending on the password, and the other method achieving an average true accept rate of 98% and true reject rate of 90.4% by comparing across multiple individuals in the data set. These results provide a benchmark for further studies on this data set.

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来源期刊
Annals of Telecommunications
Annals of Telecommunications 工程技术-电信学
CiteScore
5.20
自引率
5.30%
发文量
37
审稿时长
4.5 months
期刊介绍: Annals of Telecommunications is an international journal publishing original peer-reviewed papers in the field of telecommunications. It covers all the essential branches of modern telecommunications, ranging from digital communications to communication networks and the internet, to software, protocols and services, uses and economics. This large spectrum of topics accounts for the rapid convergence through telecommunications of the underlying technologies in computers, communications, content management towards the emergence of the information and knowledge society. As a consequence, the Journal provides a medium for exchanging research results and technological achievements accomplished by the European and international scientific community from academia and industry.
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