用于监控移动用户的有效隐私保护系统:使可搜索的加密实用

Gabriel Ghinita, R. Rughinis
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引用次数: 29

摘要

监控移动用户的位置更新在几个领域都有重要的应用,从公共安全和国家安全到社交网络和广告。然而,敏感信息可以从移动模式中获得,因此保护移动用户的隐私是一个主要问题。用户可能只有在满足某些条件时才愿意透露他们的位置,例如在灾区附近,或者当附近发生感兴趣的事件时。目前,这种功能是使用可搜索的加密实现的。这样的加密原语为隐私提供了可证明的保证,并且只有当位置满足某个谓词时才允许解密。然而,它们依赖于昂贵的基于配对的加密(PBC),并且直接应用于位置更新领域会导致不切实际的解决方案。我们提出了安全有效的技术,用于位置更新的私人处理,补充了PBC的使用,并通过减少所需的配对操作数量,显著提高了性能。我们还实现了两项进一步提高性能的优化:将结果物化为昂贵的数学运算,以及并行化。大量的实验结果表明,与基线相比,所提出的技术显着提高了性能,并将可搜索加密开销降低到具有合理资源(如云)的计算环境中的实际水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An efficient privacy-preserving system for monitoring mobile users: making searchable encryption practical
Monitoring location updates from mobile users has important applications in several areas, ranging from public safety and national security to social networks and advertising. However, sensitive information can be derived from movement patterns, so protecting the privacy of mobile users is a major concern. Users may only be willing to disclose their locations when some condition is met, for instance in proximity of a disaster area, or when an event of interest occurs nearby. Currently, such functionality is achieved using searchable encryption. Such cryptographic primitives provide provable guarantees for privacy, and allow decryption only when the location satisfies some predicate. Nevertheless, they rely on expensive pairing-based cryptography (PBC), and direct application to the domain of location updates leads to impractical solutions. We propose secure and efficient techniques for private processing of location updates that complement the use of PBC and lead to significant gains in performance by reducing the amount of required pairing operations. We also implement two optimizations that further improve performance: materialization of results to expensive mathematical operations, and parallelization. Extensive experimental results show that the proposed techniques significantly improve performance compared to the baseline, and reduce the searchable encryption overhead to a level that is practical in a computing environment with reasonable resources, such as the cloud.
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