RESeED: Regular Expression Search over Encrypted Data in the Cloud

M. Salehi, T. Caldwell, Alejandro Fernandez, Emmanuel Mickiewicz, Eric Rozier, S. Zonouz, David Redberg
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引用次数: 22

Abstract

Capabilities for trustworthy cloud-based computing and data storage require usable, secure and efficient solutions which allow clients to remotely store and process their data in the cloud. In this paper, we present RESeED, a tool which provides user-transparent and cloud-agnostic search over encrypted data using regular expressions without requiring cloud providers to make changes to their existing infrastructure. When a client asks RESeED to upload a new file in the cloud, RESeED analyzes the file's content and updates novel data structures accordingly, encrypting and transferring the new data to the cloud. RESeED provides regular expression search over this encrypted data by translating queries on-the-fly to finite automata and analyzes efficient and secure representations of the data before asking the cloud to download the encrypted files. We evaulate a working prototype of RESeED experimentally (currently publicly available) and show the scalability and correctness of our approach using real-world data sets from arXiv.org and the IETF. We show absolute accuracy for RESeED, with very low (6%) overhead, and high performability, even beating grep for some benchmarks.
RESeED:对云中的加密数据进行正则表达式搜索
值得信赖的基于云的计算和数据存储能力需要可用、安全和高效的解决方案,这些解决方案允许客户在云中远程存储和处理数据。在本文中,我们介绍了RESeED,这是一个使用正则表达式对加密数据提供用户透明且与云无关的搜索的工具,而不需要云提供商对其现有基础设施进行更改。当客户端要求RESeED在云中上传新文件时,RESeED分析文件的内容并相应地更新新的数据结构,加密并将新数据传输到云中。RESeED通过动态地将查询转换为有限自动机,在加密数据上提供正则表达式搜索,并在要求云下载加密文件之前分析数据的高效和安全表示。我们通过实验评估了resseed的工作原型(目前公开可用),并使用来自arXiv.org和IETF的真实数据集展示了我们方法的可扩展性和正确性。我们展示了RESeED的绝对准确性,开销非常低(6%),性能很高,在一些基准测试中甚至超过了grep。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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