Robust Identification of Browser Fingerprint Comparison Using Edit Distance

Tomotaka Yamada, Takamichi Saito, Ko Takasu, Naoki Takei
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引用次数: 6

Abstract

Web browser fingerprinting is a method currently used to identify a user's device based on the features of the device and a browser. Although this method has been used for Web tracking, its utilization for risk-based authentication or forensics is expected. However, our studies reveal that some features used in fingerprinting undergo short-term changes, which makes continuous device identification difficult. In this paper, we propose a method for identifying features before the change and after the change based on degrees of similarity. Thus, we demonstrate that continuous identification is possible even if the features change. In the datasets that we collected, when using only the information of a plugin list installed in a device, our method identifies whether the same or a different device is used with 97.94% or 97.95% accuracy, respectively.
基于编辑距离的浏览器指纹比对鲁棒识别
Web浏览器指纹是目前用于根据设备和浏览器的特征识别用户设备的一种方法。尽管此方法已用于Web跟踪,但它也可用于基于风险的身份验证或取证。然而,我们的研究表明,指纹识别中使用的一些特征会发生短期变化,这使得连续设备识别变得困难。在本文中,我们提出了一种基于相似度的变化前和变化后特征识别方法。因此,我们证明即使特征发生变化,连续识别也是可能的。在我们收集的数据集中,当仅使用设备中安装的插件列表信息时,我们的方法识别相同或不同设备的准确率分别为97.94%和97.95%。
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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