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Privacy-Preserving Indexing of Documents on the Network

机译:网络上文档的隐私保护索引

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摘要

We address the problem of providing privacy-preserving search over distributed access-controlled content. Indexed documents can be easily reconstructed from conventional (inverted) indexes used in search. The need to avoid breaches of access-control through the index requires the index hosting site to be fully secured and trusted by by all participating content providers. This level of trust is impractical in the increasingly common case where multiple competing organizations or individuals wish to selectively share content. We propose a solution that eliminates the need of such a trusted authority. The solution builds a centralized privacy-preserving index in conjunction with a distributed access-control enforcing search protocol. The new index provides strong and quantifiable privacy guarantees that hold even if the entire index is made public. Experiments on a real-life dataset validate performance of the scheme. The appeal of our solution is two-fold: (a) Content providers maintain complete control in defining access groups and' ensuring its compliance, and (b) System implementors retain tunable knobs to balance privacy and efficiency concerns for their particular domains.
机译:我们解决了在分布式访问控制的内容上提供隐私保护搜索的问题。可以很容易地从搜索中使用的常规(倒置)索引中重建索引文档。避免通过索引违反访问控制的需求要求索引托管站点必须得到所有参与内容提供商的完全保护和信任。在越来越多的竞争组织或个人希望有选择地共享内容的情况下,这种信任级别不切实际。我们提出了一种解决方案,消除了对这种可信机构的需求。该解决方案与分布式访问控制强制搜索协议一起构建集中的隐私保护索引。即使整个索引公开,新索引也提供了强有力的,可量化的隐私保证。在真实数据集上进行的实验验证了该方案的性能。我们的解决方案具有两方面的吸引力:(a)内容提供商在定义访问组并确保其遵从性方面保持完全控制,并且(b)系统实现者保留可调旋钮,以平衡其特定域的隐私和效率问题。

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