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Privacy Protected Spatial Query Processing for Advanced Location Based Services

机译:用于高级基于位置的服务的受隐私保护的空间查询处理

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摘要

Due to the popularity of mobile devices (e.g., cell phones, PDAs, etc.), location-based services have become more and more prevalent in recent years. However, users have to reveal their location information to access location-based services with existing service infrastructures. It is possible that adversaries could collect the location information, which in turn invades user’s privacy. There are existing solutions for query processing on spatial networks and mobile user privacy protection in Euclidean space. However there is no solution for solving queries on spatial networks with privacy protection. Therefore, we aim to provide network distance spatial query solutions which can preserve user privacy by utilizing K-anonymity mechanisms. In this paper, we propose an effective location cloaking mechanism based on spatial networks and two novel query algorithms, PSNN and PSRQ, for answering nearest neighbor queries and range queries on spatial networks without revealing private information of the query initiator. We demonstrate the appeal of our technique using extensive simulation results.
机译:由于移动设备(例如,手机,PDA等)的普及,基于位置的服务近年来变得越来越普遍。但是,用户必须显示其位置信息才能使用现有服务基础结构访问基于位置的服务。攻击者可能会收集位置信息,从而侵犯了用户的隐私。现有的解决方案可用于空间网络上的查询处理以及欧几里德空间中的移动用户隐私保护。但是,没有解决方案可以解决具有隐私保护的空间网络查询。因此,我们旨在提供网络距离空间查询解决方案,该解决方案可以利用K-匿名机制来保护用户隐私。在本文中,我们提出了一种基于空间网络和两种新颖的查询算法PSNN和PSRQ的有效位置隐藏机制,用于在空间网络上回答最近邻居查询和范围查询而不会泄露查询发起者的私有信息。我们使用广泛的仿真结果证明了我们技术的吸引力。

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