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Clustering Geo-Indistinguishability for Privacy of Continuous Location Traces

Title
Clustering Geo-Indistinguishability for Privacy of Continuous Location Traces
Type
Article in International Conference Proceedings Book
Year
2019
Authors
Cunha, M
(Author)
Other
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Mendes, R
(Author)
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João P. Vilela
(Author)
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Conference proceedings International
4th IEEE International Conference on Computing, Communications and Security (ICCCS)
Rome, ITALY, OCT 10-12, 2019
Other information
Authenticus ID: P-00R-DCY
Abstract (EN): We consider privacy of obfuscated location reports that can be correlated through time/space to estimate the real position of a user. We propose a user-centric Location Privacy Preserving Mechanism (LPPM) that protects users not only against single reports, but also over time, against continuous reports. Our proposed mechanism, designated clustering geo-indistinguishability, creates obfuscation clusters to aggregate nearby locations into a single obfuscated location. To evaluate the utility of the mechanism, we resorted to a real use-case based on geofencing. Our evaluation results have shown a suitable privacy-utility trade-off for the proposed clustering geo-indistinguishability mechanism.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 8
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