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An Obfuscation-Based Approach for Protecting Location Privacy

机译:基于混淆的位置隐私保护方法

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摘要

The pervasive diffusion of mobile communication devices and the technical improvements of location techniques are fostering the development of new applications that use the physical position of users to offer location-based services for business, social, or informational purposes. In such a context, privacy concerns are increasing and call for sophisticated solutions able to guarantee different levels of location privacy to the users. In this paper, we address this problem and present a solution based on different obfuscation operators that, when used individually or in combination, protect the privacy of the location information of users. We also introduce an adversary model and provide an analysis of the proposed obfuscation operators to evaluate their robustness against adversaries aiming to reverse the obfuscation effects to retrieve a location that better approximates the location of the users. Finally, we present some experimental results that validate our solution.
机译:移动通信设备的广泛普及和定位技术的技术进步正在促进新应用程序的开发,这些新应用程序利用用户的实际位置为业务,社交或信息目的提供基于位置的服务。在这种情况下,隐私问题越来越多,因此需要能够向用户保证不同级别的位置隐私的复杂解决方案。在本文中,我们解决了这个问题,并提出了一种基于不同混淆运算符的解决方案,该混淆运算符单独使用或组合使用时,可以保护用户位置信息的隐私。我们还介绍了一个对手模型,并提供了一种对提议的混淆运算符的分析,以评估其针对对手的鲁棒性,旨在扭转混淆效果,从而检索出一个更好地近似用户位置的位置。最后,我们提供一些实验结果来验证我们的解决方案。

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