生物识别安全系统中隐私与安全的权衡

L. Lai, Siu-Wai Ho, H. Poor
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引用次数: 53

摘要

从信息论的角度研究生物识别安全系统。确定了隐私(由生物特征测量的标准化模糊率衡量)和安全性(由生物特征测量生成的密钥率衡量)之间的基本权衡。首先考虑的是潜在攻击者没有附带信息的场景。隐私-安全区域是为这种情况衍生出来的,它是上述折衷的特征。揭示了随机变量之间的公共信息与生物识别安全系统之间的密切关系。然后考虑攻击者拥有侧信息的场景。在这种情况下,导出了隐私安全区域的内部和外部边界。
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Privacy-security tradeoffs in biometric security systems
Biometric security systems are studied from an information theoretic perspective. A fundamental tradeoff between privacy, measured by the normalized equivocation rate of the biometric measurements, and security, measured by the rate of the key generated from the biometric measurements, is identified. The scenario in which a potential attacker does not have side information is considered first. The privacy-security region, which characterizes the above-noted tradeoff, is derived for this case. The close relationship between common information among random variables and the biometric security system is also revealed. The scenario in which the attacker has side information is then considered. Inner and outer bounds on the privacy-security region are derived in this case.
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