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Towards Real-Time Web Tracking Detection with T.EX - The Transparency Extension

机译:使用T.ex的实时Web跟踪检测 - 透明度扩展

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Targeted advertising is an inherent part of the modern Web as we know it. For this purpose, personal data is collected at large scale to optimize and personalize displayed advertisements to increase the probability that we click them. Anonymity and privacy are also important aspects of the World Wide Web since its beginning. Activists and developers relentlessly release tools that promise to protect us from Web tracking. Besides extensive blacklists to block Web trackers, researchers used machine learning techniques in the past years to automatically detect Web trackers. However, for this purpose often artificial data is used, which lacks in quality. Due to its sensitivity and the manual effort to collect it, real user data is avoided. Therefore, we present T.EX - The Transparency Extension, which aims to record a browsing session in a secure and privacy-preserving manner. We define requirements and objectives, which are used for the design of the tool. An implementation is presented, which is evaluated for its performance. The evaluation shows that our implementation can be used for the collection of data to feed machine learning algorithms.
机译:目标广告是我们所知道的现代网络的内在部分。为此目的,以大规模收集个人数据以优化和个性化显示的广告,以增加我们点击它们的概率。自从开始以来,匿名和隐私也是万维网的重要方面。 Activists和开发人员无情地发布了承诺从Web跟踪保护我们的工具。除了广泛的黑名单来阻止Web跟踪器,研究人员在过去几年中使用了机器学习技术,以自动检测Web跟踪器。然而,为此目的,通常使用人工数据,这缺乏质量。由于其灵敏度和手动努力来收集它,避免了真实的用户数据。因此,我们呈现t.ex - 透明度扩展,旨在以安全和隐私保留的方式录制浏览会话。我们定义了用于工具设计的要求和目标。提出了一种实现,这是针对其性能的评估。评估表明,我们的实现可用于收集数据以馈送机器学习算法。

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