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On Safety of Pseudonym-Based Location Data in the Context of Constraint Satisfation Problems

机译:约束满足问题下基于假名的位置数据的安全性

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摘要

Pseudonymization is a promising technique for publishing a trajectory location data set in a privacy-preserving way. However, it is not trivial to determine whether a given data set is safely publishable against an adversary with partial knowledge about users' movements. We therefore formulate this safety decision problem based on the framework of constraint satisfaction problems (CSPs) and evaluate its performance with a real location data set. We show that our approach with an existing CSP solver outperforms a polynomial-time verification algorithm, which is designed particularly for this safety problem.
机译:假名化是一种用于以隐私保护方式发布轨迹位置数据集的有前途的技术。但是,要确定一个给定的数据集是否可以安全地发布给具有部分有关用户移动知识的对手,并不是一件容易的事。因此,我们基于约束满足问题(CSP)的框架来制定此安全决策问题,并使用真实位置数据集评估其性能。我们证明,使用现有的CSP求解器的方法要优于多项式时间验证算法,该算法是专门针对此安全问题而设计的。

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