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基于博弈论的隐私保护上下文感知系统分析

Context Sensing System Analysis for Privacy Preservation Based on Game Theory.

作者信息

Wang Shengling, Li Luyun, Sun Weiman, Guo Junqi, Bie Rongfang, Lin Kai

机构信息

College of Information Science and Technology, Beijing Normal University, Beijing 100875, China.

Department of Physics, Beijing Normal University, Beijing 100875, China.

出版信息

Sensors (Basel). 2017 Feb 10;17(2):339. doi: 10.3390/s17020339.

Abstract

In a context sensing system in which a sensor-equipped mobile phone runs an unreliable context-aware application, the application can infer the user's contexts, based on which it provides personalized services. However, the application may sell the user's contexts to some malicious adversaries to earn extra profits, which will hinder its widespread use. In the real world, the actions of the user, the application and the adversary in the context sensing system affect each other, so that their payoffs are constrained mutually. To figure out under which conditions they behave well (the user releases, the application does not leak and the adversary does not retrieve the context), we take advantage of game theory to analyze the context sensing system. We use the extensive form game and the repeated game, respectively, to analyze two typical scenarios, single interaction and multiple interaction among three players, from which Nash equilibriums and cooperation conditions are obtained. Our results show that the reputation mechanism for the context-sensing system in the former scenario is crucial to privacy preservation, so is the extent to which the participants are concerned about future payoffs in the latter one.

摘要

在一个配备传感器的移动电话运行不可靠的情境感知应用程序的情境感知系统中,该应用程序可以推断用户的情境,并据此提供个性化服务。然而,该应用程序可能会将用户的情境出售给一些恶意对手以赚取额外利润,这将阻碍其广泛使用。在现实世界中,情境感知系统中用户、应用程序和对手的行为相互影响,因此它们的收益相互制约。为了弄清楚在哪些条件下它们表现良好(用户释放情境、应用程序不泄露情境且对手不获取情境),我们利用博弈论来分析情境感知系统。我们分别使用扩展型博弈和重复博弈来分析三个参与者之间的两种典型场景,即单次交互和多次交互,从中获得纳什均衡和合作条件。我们的结果表明,在前一种场景中情境感知系统的声誉机制对于隐私保护至关重要,在后一种场景中参与者对未来收益的关注程度也同样重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c25/5336003/6b107b11b96e/sensors-17-00339-g001.jpg

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