TrackAdvisor: Taking Back Browsing Privacy from Third-Party Trackers

TrackAdvisor: Taking Back Browsing Privacy from Third-Party Trackers
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TrackAdvisor:从第三方跟踪器收回浏览隐私

DOI:
10.1007/978-3-319-15509-8_21
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发表时间:
2015
期刊:
2012 IEEE Symposium on Security and Privacy
影响因子:
--
通讯作者:
P. Efstathopoulos
P. Efstathopoulos
中科院分区:
--
文献类型:
--
作者:
Tai;Huy Hang;M. Faloutsos;P. Efstathopoulos

文献摘要

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即使大多数网络用户都认为他们访问的网站直接了解访问,但这是许多网站显示的内容。这种现象被称为第三方跟踪明确的批准。 %召回和99.4精度)。召回72.2%的第二,我们量化了第三方跟踪现象的普遍性:Alexa Global Top 10,000的网站的46%至少具有一个第三方跟踪器,并且使用第三方跟踪,监视这些受欢迎的网站的25%。隐私风险。
Even though most web users assume that only the websites that they visit directly become aware of the visit, this belief is incorrect. Many website display contents hosted externally by third-party websites, which can track users and become aware of their web-surfing behavior. This phenomenon is called third-party tracking, and although such activities violate no law, they raise privacy concerns because the tracking is carried out without users’ knowledge or explicit approval. Our work provides a systematic study of the third-party tracking phenomenon. First, we develop TrackAdvisor, arguably the first method that utilizes Machine Learning to identify the HTTP requests carrying sensitive information to third-party trackers with very high accuracy (100 % Recall and 99.4 Precision). Microsoft’s Tracking Protection Lists, which is a widely-used third-party tracking blacklist achieves only a Recall of 72.2 %. Second, we quantify the pervasiveness of the third-party tracking phenomenon: 46 % of the home pages of the websites in Alexa Global Top 10,000 have at least one third-party tracker, and Google, using third-party tracking, monitors 25 % of these popular websites. Our overarching goal is to measure accurately how widespread third-party tracking is and hopefully would raise the public awareness to its potential privacy risks.