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Outsourced privacy-aware task allocation with flexible expressions in crowdsourcing

机译:外包隐私感知任务分配,具有灵活的表达式在众包中

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摘要

In crowdsourcing, task allocation service helps to screen out suitable workers to realize more extensive perceptual data collection. However, due to the vulnerability of existing technologies, it is also subject to security and privacy issues. Although there exist some related works that enable to protect the privacy of both requesters and workers, they cannot well support flexible and expressive matching polices for multi-keyword in multi-worker scenarios. Since the inner-product encryption (1PE) mechanism enables to support multiple types of constraint expressions, a construction of privacy-aware task allocation system based on two forms of IPE is proposed in this paper. In such a scheme, only the crowdsourcing service provider (CSP) has the ability to perform fine-grained inner-product policy matching over the encrypted position and other attributes. Moreover, the CSP could calculate the corresponding conversion ciphertext for workers who meet the conditions, thus reducing the amount of user calculation. And meanwhile, through the security proof, we prove the indistinguishability for task content and location information, respectively. Furthermore, the implementation analysis and evaluation show that the scheme is feasible and effective.
机译:在众包中,任务分配服务有助于筛选合适的工人来实现更广泛的感知数据收集。但是,由于现有技术的脆弱性,它也受到安全和隐私问题的影响。虽然存在一些相关的作品,使能够保护请求者和工人的隐私,但他们无法在多员方案中支持用于多关键字的灵活和表现力匹配策略。由于内部产品加密(1PE)机制能够支持多种类型的约束表达式,因此本文提出了基于两种形式的IPE的隐私感知任务分配系统的构建。在这样的方案中,只有众包服务提供商(CSP)能够在加密位置和其他属性上执行匹配的细粒度内部产品策略。此外,CSP可以计算满足条件的工人的相应转换密文,从而降低用户计算量。同时,通过安全证明,我们分别证明了任务内容和位置信息的无法区分。此外,实施分析和评估表明该方案是可行和有效的。

著录项

  • 来源
    《Future generation computer systems》 |2020年第11期|383-393|共11页
  • 作者单位

    The School of Cyberspace Security Beijing University of Posts and Telecommunications China The National Engineering Laboratory for Mobile Network Security Beijing 100876 China;

    The School of Cyberspace Security Beijing University of Posts and Telecommunications China The National Engineering Laboratory for Mobile Network Security Beijing 100876 China;

    The School of Cyberspace Security Beijing University of Posts and Telecommunications China;

    The School of Cyberspace Security Beijing University of Posts and Telecommunications China;

  • 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

    Inner-product expression; Location privacy; Outsourced decryption; Task allocation; Crowdsourcing;

    机译:内在产品表达;位置隐私;外包解密;任务分配;众包;

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