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Toward Privacy Preserving and Collusion Resistance in a Location Proof Updating System

机译:在位置证明更新系统中保护隐私和防止串通

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摘要

Today's location-sensitive service relies on user's mobile device to determine the current location. This allows malicious users to access a restricted resource or provide bogus alibis by cheating on their locations. To address this issue, we propose A Privacy-Preserving LocAtion proof Updating System (APPLAUS) in which colocated Bluetooth enabled mobile devices mutually generate location proofs and send updates to a location proof server. Periodically changed pseudonyms are used by the mobile devices to protect source location privacy from each other, and from the untrusted location proof server. We also develop user-centric location privacy model in which individual users evaluate their location privacy levels and decide whether and when to accept the location proof requests. In order to defend against colluding attacks, we also present betweenness ranking-based and correlation clustering-based approaches for outlier detection. APPLAUS can be implemented with existing network infrastructure, and can be easily deployed in Bluetooth enabled mobile devices with little computation or power cost. Extensive experimental results show that APPLAUS can effectively provide location proofs, significantly preserve the source location privacy, and effectively detect colluding attacks.
机译:当今的位置敏感服务依靠用户的移动设备来确定当前位置。这使恶意用户可以通过欺骗其位置来访问受限制的资源或提供虚假的证明。为了解决此问题,我们提出了一种保护隐私的位置证明更新系统(APPLAUS),其中位于同一地点的支持蓝牙的移动设备相互生成位置证明,并将更新发送到位置证明服务器。移动设备使用定期更改的假名来保护源位置彼此之间以及不受信任的位置证明服务器之间的隐私。我们还开发了以用户为中心的位置隐私模型,其中,各个用户评估他们的位置隐私级别,并决定是否以及何时接受位置证明请求。为了防御共谋攻击,我们还提出了基于中间性排序和基于相关性聚类的离群值检测方法。 APPLAUS可以使用现有的网络基础结构来实现,并且可以轻松地部署在支持Bluetooth的移动设备中,而无需花费多少计算或功耗。大量的实验结果表明,APPLAUS可以有效地提供位置证明,显着保护源位置的隐私,并有效地检测共谋攻击。

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