A Formalization of Fingerprinting Techniques

Fabian Lanze, A. Panchenko, T. Engel
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Abstract

Fingerprinting techniques aim to identify objects such as devices, data, users, or even attacks, based on distinctive characteristics. In the context of computer network security, these techniques have been proposed and successfully applied in different application scenarios and with different goals in mind, e.g., to detect attacks or even to perform attacks. However, the related works in this field do not follow a consistent definition and notation of fingerprinting. Hence, central concepts such as uniqueness are mistakenly confused. In this paper, we tackle this issue by proposing a novel formalization approach of fingerprinting techniques. Our formal model is based on clear mathematical definitions and centered around the concept of a fingerprinting feature as a distinctive characteristic. We apply our formal model in two different application scenarios of remarkable research interest to illustrate its validity, flexibility and universality.
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指纹识别技术的形式化
指纹识别技术的目的是根据不同的特征来识别设备、数据、用户甚至攻击对象。在计算机网络安全的背景下,这些技术已经被提出并成功地应用于不同的应用场景和不同的目标,例如检测攻击甚至执行攻击。然而,该领域的相关工作并没有遵循一致的指纹定义和符号。因此,像唯一性这样的中心概念被错误地混淆了。在本文中,我们通过提出一种新的指纹技术形式化方法来解决这个问题。我们的正式模型基于清晰的数学定义,并以指纹特征作为独特特征的概念为中心。我们将正式模型应用于两种不同的应用场景,以说明其有效性、灵活性和通用性。
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