A Privacy-Preserving Mechanism for Requesting Location Data Provider with Wi-Fi Access Points

Antoine Boutet 1 Mathieu Cunche 1
1 PRIVATICS - Privacy Models, Architectures and Tools for the Information Society
Inria Grenoble - Rhône-Alpes, CITI - CITI Centre of Innovation in Telecommunications and Integration of services
Abstract : With the democratization of mobile devices embedding different positioning capabilities, the location of users is now collected to track the location of users. When used for behav-ioral profiling, this tracking for enhancing raises more and more privacy concerns.Depending on the permissions, mobile applications can get a fine-grained user's location from the GPS or a coarse-grained location by requesting location data provider with surrounding Wi-Fi access points for instance. While using the GPS does not rely on external untrusted party, requesting a location data provider clearly exposes the location of users. Whereas location privacy has been an active research field this last decade, most of the contributions are performed on GPS-based data, and it is not clear how to efficiently protect Wi-Fi-based positioning to preserve the users' privacy. In this paper, we propose a novel solution to preserve users' privacy from curious location data providers when requesting users' location from Wi-Fi while supporting high-utility. The key idea behind our online approach is to combine a random sampling (for controlling the quantity of revealed information) and a obfuscation scheme (for ensuring privacy-preserving information disclosure). We exhaustively evaluate our solution with a real dataset of mobility traces collected through multiple sensors. We show that the proposed approach provides a trade-off between privacy (i.e., avoiding to reveal its true location) and utility (i.e., still benefiting from services such as places recommendation) fully control-lable by the users. Lastly, we also discuss the integration of our protection scheme in mobile operating systems.
Type de document :
Pré-publication, Document de travail
2018
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https://hal.archives-ouvertes.fr/hal-01949419
Contributeur : Antoine Boutet <>
Soumis le : lundi 17 décembre 2018 - 15:13:35
Dernière modification le : mardi 18 décembre 2018 - 01:25:53

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  • HAL Id : hal-01949419, version 1

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Antoine Boutet, Mathieu Cunche. A Privacy-Preserving Mechanism for Requesting Location Data Provider with Wi-Fi Access Points. 2018. 〈hal-01949419〉

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