On the Feasibility and Performance of Pass-Thought Authentication Systems

A. Jolfaei, Xin-Wen Wu, V. Muthukkumarasamy
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引用次数: 5

Abstract

With recent advances in cognitive biometrics, user authentication using brain-computer interfaces (BCIs), namely a pass-thought system, has received much attention in the cryptographic community. However, as the performance of BCIs hinges upon human factors, the feasibility of a pass-thought system needs to be examined. In this paper, we show that classification accuracy can be increased by increasing the number of test trials. More importantly, we propose a new information-theoretic measure (termed communication rate) based on a binary asymmetric channel model, for measuring the performance of pass-thought systems. We show that the maximum spelling rate of a pass-thought authentication system lies within the acceptable speed range of user comfort, indicating the practicality of this system. The relationships among classification accuracy, number of symbols, number of trials, and communication rate are investigated. The communication rate of a pass-thought authentication system is found to be directly proportional to accuracy and number of symbols, but it is inversely proportional to the number of trials.
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思想传递认证系统的可行性及性能研究
随着认知生物识别技术的发展,基于脑机接口(bci)的用户身份认证,即一种传递思维系统,受到了密码学界的广泛关注。然而,由于脑机接口的性能取决于人为因素,因此需要审查一个经过思考的系统的可行性。在本文中,我们证明了分类精度可以通过增加测试次数来提高。更重要的是,我们提出了一种基于二元非对称信道模型的新的信息论度量(称为通信速率),用于测量传递思想系统的性能。结果表明,思想传递认证系统的最大拼写率在用户可接受的速度范围内,表明了该系统的实用性。研究了分类准确率、符号数、试验次数和通过率之间的关系。通过思想认证系统的通信速率与准确性和符号数量成正比,但与试验次数成反比。
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