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Lucene-P2:一个用于基于文本的隐私保护搜索的分布式平台。

Lucene-P2: A Distributed Platform for Privacy-Preserving Text-based Search.

作者信息

Uplavikar Nitish, Malin Brad, Jiang Wei

机构信息

Department of Electrical Engineering and Computer Science at University of Missouri-Columbia.

Departments of Biomedical Informatics, Biostatistics, and Computer Science at Vanderbilt University.

出版信息

IEEE Trans Dependable Secure Comput. 2021 Nov-Dec;18(6):2801-2819. doi: 10.1109/tdsc.2020.2965111. Epub 2020 Jan 9.

Abstract

Information retrieval (IR) plays an essential role in daily life. However, currently deployed IR technologies, e.g., Apache Lucene - open-source search software, are insufficient when the information is protected or deemed to be private. For example, submitting a query to a publicly available search engine (e.g., Bing or Google) requires disclosing potentially delicate facts (e.g., thoughts about abortion), as well as the websites the user considers interesting. Similarly, when a private database contains sensitive information needed by the user, it cannot be searched freely. Over the past decade, various approaches, generally referred to as private information retrieval, have been proposed to obfuscate queries and responses, but they are limited in that the retrieved information is inadequate to compute relevancy. To address such limitations, this paper introduces the necessary techniques to build Lucene-P that allows one party to discover whether a second party harbors any relevant textual information without either party disclosing any information.

摘要

信息检索(IR)在日常生活中起着至关重要的作用。然而,当前部署的IR技术,例如Apache Lucene(开源搜索软件),在信息受到保护或被视为私密信息时就显得不足。例如,向公开可用的搜索引擎(如必应或谷歌)提交查询需要披露潜在敏感的事实(例如对堕胎的看法)以及用户认为有趣的网站。同样,当私有数据库包含用户所需的敏感信息时,也无法自由进行搜索。在过去十年中,人们提出了各种通常被称为私有信息检索的方法来模糊查询和响应,但它们存在局限性,即检索到的信息不足以计算相关性。为了解决这些局限性,本文介绍了构建Lucene-P所需的技术,该技术允许一方发现另一方是否拥有任何相关文本信息,而双方都无需披露任何信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d5fd/9248410/a8ce51db2776/nihms-1756371-f0001.jpg

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