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Touchpad Input for Continuous Biometric Authentication

机译:触摸板输入,用于连续生物识别

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摘要

Authentication is a process which is used for access control in computer security. However, common existing methods of authentication, which are based on authentication during the login stage, are insecure due to the lack of authentication after the initial instance. Ideally, authentication should be continuous and should not interfere with a user's normal behavior as to not create an inconvenience for the user. Behaviometric identification, for example, verifies a user's identity based on his behavior, both continuously and without interruption. This work shows that it is possible, with great accuracy, to identify different users based on their touchpad behaviors. While linear classifiers proved ineffective at classifying touchpad behavior, kernel density estimation and decision tree classification each proved capable of classifying data sets with over 90% accuracy.
机译:身份验证是一个过程,用于计算机安全中的访问控制。但是,由于在初始实例之后缺少身份验证,所以基于登录阶段的身份验证的常见现有身份验证方法是不安全的。理想情况下,身份验证应该是连续的,并且不应干扰用户的正常行为,以免给用户带来不便。例如,行为计量识别基于用户的行为连续不断地验证用户的身份。这项工作表明,可以根据他们的触摸板行为来高精度地识别不同的用户。事实证明,线性分类器无法有效分类触摸板行为,而内核密度估计和决策树分类均能够对数据集进行90%以上的准确分类。

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