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Countering Statistical Attacks in Cloud-Based Searchable Encryption

机译:对基于云的可搜索加密的统计攻击

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摘要

Searchable encryption (SE) is appearing as a prominent solution in the intersection of privacy protection and efficient retrieval of data outsourced to cloud computing storage. While it preserves privacy by encrypting data, yet supports search operation without data leakage. Due to its applicability, many research communities have proposed different SE schemes under various security definitions with numerous customary features (i.e. multi keyword search, ranked search). However, by reason of multi-keyword ranked search, SE discloses encrypted document list corresponding to multiple (secure) query keywords (or trapdoor). Such disclosure of statistical information helps an attacker to analyze and deduce the content of the data. To counter statistical information leakage in SE, we propose a scheme referred to as Countering Statistical Attack in Cloud based Searchable Encryption (CSA-CSE) that resorts to randomness in all components of an SE. CSA-CSE adopts inverted index that is built with a hash digest of a pair of keywords. Unlike existing schemes, ranking factors (i.e. relevance scores) rank the documents and then they no longer exist in the secure index (neither in order preserving encrypted form). Query keywords are also garbled with randomness in order to hide actual query/result statistics. Our security analysis and experiment on request for comments database ensure the security and efficiency of CSA-CSE.
机译:可搜索的加密(SE)显示为隐私保护的交叉解决方案,从而有效地检索数据外包给云计算存储。虽然它通过加密数据保留隐私,但支持没有数据泄露的搜索操作。由于其适用性,许多研究社区在具有许多常规功能的各种安全定义下提出了不同的SE方案(即多关键字搜索,排名搜索)。然而,由于多关键字排名的搜索,SE披露了与多个(安全)查询关键字(或Trapdoor)相对应的加密文档列表。这种统计信息的披露有助于攻击者分析和推导数据的内容。为了计数统计信息泄漏在SE中,我们提出了一种在基于云的可搜索加密(CSA-CSE)中的统计攻击统计攻击的方案,该加密在SE的所有组件中的随机性。 CSA-CSE采用反转索引,该索引由一对关键字的哈希摘要构建。与现有方案不同,排名因子(即相关性分数)对文档进行排名,然后在安全索引中不再存在(既不按顺序保留加密表格)。查询关键字也讨论随机性以隐藏实际查询/结果统计信息。我们的安全分析和试验请求评论数据库确保了CSA-CSE的安全性和效率。

著录项

  • 来源
    《International journal of parallel programming》 |2020年第3期|470-495|共26页
  • 作者单位

    Department of Computer System and Technology Faculty of Computer Science and Information Technology University of Malaya 50603 Kuala Lumpur Malaysia;

    Department of Computer System and Technology Faculty of Computer Science and Information Technology University of Malaya 50603 Kuala Lumpur Malaysia;

    Department of Computer System and Technology Faculty of Computer Science and Information Technology University of Malaya 50603 Kuala Lumpur Malaysia;

    College of Computer and Information Sciences King Saud University Riyadh Saudi Arabia;

    College of Computer and Information Sciences King Saud University Riyadh Saudi Arabia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Cloud computing; Security; Searchable encryption; Statistical attack; Multi keyword ranked search;

    机译:云计算;安全;可搜索的加密;统计攻击;多关键字排名搜索;

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