高实用移动数据的隐私保护发布

Vincent Primault, Sonia Ben Mokhtar, L. Brunie
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引用次数: 10

摘要

每天都有越来越多的移动数据通过不同的方式被收集,例如移动电话运营商。这些数据有时是在应用简单的匿名化技术后发布的,这可能会导致严重的隐私威胁。本文提出了一种具有双重新颖性的新解。首先,我们引入了一种算法,通过在用户的轨迹上施加恒定的速度,来隐藏用户在旅途中停下来的地方(即兴趣点)。其次,我们利用用户见面的地方来交换他们的轨迹,从而迷惑攻击者。
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Privacy-Preserving Publication of Mobility Data with High Utility
An increasing amount of mobility data is being collected every day by different means, e.g., By mobile phone operators. This data is sometimes published after the application of simple anonymization techniques, which might lead to severe privacy threats. We propose in this paper a new solution whose novelty is two-fold. Firstly, we introduce an algorithm designed to hide places where a user stops during her journey (namely points of interest), by enforcing a constant speed along her trajectory. Secondly, we leverage places where users meet to take a chance to swap their trajectories and therefore confuse an attacker.
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