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面向边缘计算的随机位置隐私保护方案。

A stochasticlocation privacy protection scheme for edge computing.

机构信息

School of Computer Engineering, Nanjing Institute of Technology, Nanjing 211167, China.

School of Computer Software, Nanjing University of Information Science and Technology, Nanjing 210044, China.

出版信息

Math Biosci Eng. 2020 Mar 6;17(3):2636-2649. doi: 10.3934/mbe.2020144.

Abstract

Location-based Service has become the fastest growing activity related service that people use in their daily life due to the boom of location-aware mobile devices. In edge computing along with the benefits brought by LBS, privacy preservation becomes a more challenging issue because of the nature of the paradigm, in which peers may cooperate with each other to collect and analyze user's location data. To avoid potential information leakage and usage, user's exact location should not be exposed to the edge node. In this paper, we propose a stochastic location privacy protection scheme for edge computing, in which the geographical distribution of surrounding users is obtained by analyzing proposed long-term density map and short-term density map. The cloaking scheme transfers user's exact location to a cloaked location to satisfy predefined probability of having k-users in that area. Our scheme does not reveal any exact location information, thus it is practicable for the real scenario when edge computing is honest but curious. Extensive experimental results are conducted to verify the efficiency and effectiveness of our method. By varying the privacy protection requirements, the corresponding performance have been examined and discussed.

摘要

基于位置的服务由于位置感知移动设备的蓬勃发展,已成为人们日常生活中使用增长最快的相关服务。在边缘计算以及 LBS 带来的好处中,由于范式的性质,隐私保护成为一个更具挑战性的问题,在这种范式中,同行可能会相互合作来收集和分析用户的位置数据。为了避免潜在的信息泄露和使用,用户的准确位置不应该暴露给边缘节点。在本文中,我们提出了一种用于边缘计算的随机位置隐私保护方案,其中通过分析提出的长期密度图和短期密度图来获取周围用户的地理分布。伪装方案将用户的精确位置转移到伪装位置,以满足该区域有 k 个用户的预定义概率。我们的方案不透露任何确切的位置信息,因此在边缘计算诚实但好奇的实际场景中是可行的。我们进行了广泛的实验来验证我们的方法的效率和有效性。通过改变隐私保护要求,检查和讨论了相应的性能。

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