A Framework for Tradeoff Between Location Privacy Preservation and Quality of Experience in Location Based Services

被引:1
作者
Feng, Tianyi [1 ]
Zhang, Zhixiang [1 ]
Wong, Wai-Choong [1 ]
Sun, Sumei [2 ]
Sikdar, Biplab [1 ]
机构
[1] Natl Univ Singapore, Dept Elect Comp Engn, Singapore 119077, Singapore
[2] Agcy Sci, Technol, Res, Inst Infocomm Res, Singapore 138632, Singapore
来源
IEEE OPEN JOURNAL OF VEHICULAR TECHNOLOGY | 2024年 / 5卷
基金
新加坡国家研究基金会;
关键词
Differential privacy; location-based services; location privacy; quality of experience;
D O I
10.1109/OJVT.2024.3364184
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:428 / 439
页数:12
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