A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services
Location-based services find a number of applications in vehicular environments such as navigation, parking, infortainment etc. However, the disclosure of vehicles' location information raises multiple privacy issues. To balance the tradeoff between privacy and utility, this paper propose...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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IEEE
2024-01-01
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| Series: | IEEE Open Journal of Vehicular Technology |
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| Online Access: | https://ieeexplore.ieee.org/document/10430221/ |
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| _version_ | 1832582334025564160 |
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| author | Tianyi Feng Zhixiang Zhang Wai-Choong Wong Sumei Sun Biplab Sikdar |
| author_facet | Tianyi Feng Zhixiang Zhang Wai-Choong Wong Sumei Sun Biplab Sikdar |
| author_sort | Tianyi Feng |
| collection | DOAJ |
| description | Location-based services find a number of applications in vehicular environments such as navigation, parking, infortainment etc. However, the disclosure of vehicles' location information raises multiple privacy issues. To balance the tradeoff between privacy and utility, this paper proposes a framework to preserve users' location privacy while delivering the desired quality of experience (QoE). The proposed framework allows users to quantify the data utility while accessing location-based services under different privacy levels through the QoE metric. The privacy analysis of the proposed framework is provided under two adversary models. Finally, the effectiveness of the proposed framework is demonstrate using the real-world “Dianping” review dataset. |
| format | Article |
| id | doaj-art-c3212e07e4ed483aa12a075fa296f19f |
| institution | Kabale University |
| issn | 2644-1330 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Open Journal of Vehicular Technology |
| spelling | doaj-art-c3212e07e4ed483aa12a075fa296f19f2025-01-30T00:04:22ZengIEEEIEEE Open Journal of Vehicular Technology2644-13302024-01-01542843910.1109/OJVT.2024.336418410430221A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based ServicesTianyi Feng0https://orcid.org/0000-0002-3416-4471Zhixiang Zhang1https://orcid.org/0000-0003-4122-7167Wai-Choong Wong2https://orcid.org/0000-0001-6581-234XSumei Sun3https://orcid.org/0000-0002-1701-8122Biplab Sikdar4https://orcid.org/0000-0002-0084-4647Department of Electrical, Computer Engineering, National University of Singapore, SingaporeDepartment of Electrical, Computer Engineering, National University of Singapore, SingaporeDepartment of Electrical, Computer Engineering, National University of Singapore, SingaporeInstitute for Infocomm Research, Agency for Science, Technology, Research, SingaporeDepartment of Electrical, Computer Engineering, National University of Singapore, SingaporeLocation-based services find a number of applications in vehicular environments such as navigation, parking, infortainment etc. However, the disclosure of vehicles' location information raises multiple privacy issues. To balance the tradeoff between privacy and utility, this paper proposes a framework to preserve users' location privacy while delivering the desired quality of experience (QoE). The proposed framework allows users to quantify the data utility while accessing location-based services under different privacy levels through the QoE metric. The privacy analysis of the proposed framework is provided under two adversary models. Finally, the effectiveness of the proposed framework is demonstrate using the real-world “Dianping” review dataset.https://ieeexplore.ieee.org/document/10430221/Differential privacylocation-based serviceslocation privacyquality of experience |
| spellingShingle | Tianyi Feng Zhixiang Zhang Wai-Choong Wong Sumei Sun Biplab Sikdar A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services IEEE Open Journal of Vehicular Technology Differential privacy location-based services location privacy quality of experience |
| title | A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services |
| title_full | A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services |
| title_fullStr | A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services |
| title_full_unstemmed | A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services |
| title_short | A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services |
| title_sort | framework for tradeoff between location privacy preservation and quality of experience in location based services |
| topic | Differential privacy location-based services location privacy quality of experience |
| url | https://ieeexplore.ieee.org/document/10430221/ |
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