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Intelligent conditional collaborative private data sharing

机译:智能条件协作私人数据共享

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With the advent of distributed systems, secure and privacy-preserving data sharing between different entities (individuals or organizations) becomes a challenging issue. There are several real-world scenarios in which different entities are willing to share their private data only under certain circumstances, such as sharing the system logs when there is indications of cyber attack in order to provide cyber threat intelligence. Therefore, over the past few years, several researchers proposed solutions for collaborative data sharing, mostly based on existing cryptographic algorithms. However, the existing approaches are not appropriate for conditional data sharing, i.e., sharing the data if and only if a pre-defined condition is satisfied due to the occurrence of an event. Moreover, in case the existing solutions are used in conditional data sharing scenarios, the shared secret will be revealed to all parties and re-keying process is necessary. In this work, in order to address the aforementioned challenges, we propose, a "conditional collaborative private data sharing" protocol based on Identity-Based Encryption and Threshold Secret Sharing schemes. In our proposed approach, the condition based on which the encrypted data will be revealed to the collaborating parties (or a central entity) could be of two types: (i) threshold, or (ii) pre-defined policy. Supported by thorough analytical and experimental analysis, we show the effectiveness and performance of our proposal. (C) 2019 Elsevier B.V. All rights reserved.
机译:随着分布式系统的出现,不同实体(个人或组织)之间的安全和隐私保护数据共享成为一个具有挑战性的问题。在几种现实世界中,不同的实体仅在某些情况下才愿意共享其私有数据,例如,在有网络攻击迹象时共享系统日志以提供网络威胁情报。因此,在过去几年中,一些研究人员提出了用于协作数据共享的解决方案,这些解决方案主要基于现有的加密算法。但是,现有方法不适用于条件数据共享,即,当且仅当由于事件的发生而满足预定条件时,才共享数据。此外,如果将现有解决方案用于条件数据共享方案中,则共享的秘密将被公开给所有各方,并且需要重新输入密钥。在这项工作中,为了解决上述挑战,我们提出了一种基于“基于身份的加密和阈值秘密共享”方案的“条件协作专用数据共享”协议。在我们提出的方法中,将加密数据显示给协作方(或中央实体)的条件可以是两种类型:(i)阈值,或(ii)预定义的策略。在全面的分析和实验分析的支持下,我们展示了我们提案的有效性和绩效。 (C)2019 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Future generation computer systems》 |2019年第7期|1-10|共10页
  • 作者单位

    CNIT Univ Rome Tor Vergata, Rome, Italy;

    CNIT Univ Rome Tor Vergata, Res Unit, Rome, Italy|Univ Salford, Cyber Secur, Manchester, Lancs, England;

    CNIT Univ Rome Tor Vergata, Rome, Italy;

    Univ Padua, Padua, Italy;

  • 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

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