Novel and Efficient Privacy-Preserving Continuous Authentication

IF 1.8 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Ahmed Fraz Baig, Sigurd Eskeland, Bian Yang
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引用次数: 0

Abstract

Continuous authentication enhances security by re-verifying a user’s validity during the active session. It utilizes data about users’ behavioral actions and contextual information to authenticate them continuously. Such data contain information about user-sensitive attributes such as gender, age, contextual information, and may also provide information about the user’s emotional states. The collection and processing of sensitive data cause privacy concerns. In this paper, we propose two efficient protocols that enable privacy-preserving continuous authentication. The contribution is to prevent the disclosure of user-sensitive attributes using partial homomorphic cryptographic primitives and reveal only the aggregated result without the explicit use of decryption. The protocols complete an authentication decision in a single unidirectional transmission and have very low communication and computation costs with no degradation in biometric performance.
新颖高效的隐私保护连续验证
持续验证通过在活动会话期间重新验证用户的有效性来增强安全性。它利用用户的行为数据和上下文信息对用户进行持续验证。这些数据包含用户敏感属性信息,如性别、年龄、上下文信息,还可能提供用户的情绪状态信息。敏感数据的收集和处理会引起隐私问题。在本文中,我们提出了两个有效的协议,可以实现保护隐私的连续身份验证。其贡献在于利用部分同态加密原语防止用户敏感属性的泄露,并在不明确使用解密的情况下只披露汇总结果。这些协议只需一次单向传输即可完成认证决策,通信和计算成本极低,生物识别性能也不会降低。
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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来源期刊
Cryptography
Cryptography Mathematics-Applied Mathematics
CiteScore
3.80
自引率
6.20%
发文量
53
审稿时长
11 weeks
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