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
相关论文
共 50 条
[41]   Preserving Location Privacy for Location-Based Services with Continuous Queries on Road Network [J].
Wang, Yilei ;
Zhou, Hao ;
Wu, Yingjie ;
Sun, Lan .
PROCEEDINGS OF 2012 7TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION, VOLS I-VI, 2012, :822-827
[42]   Linking location privacy, digital sovereignty and location-based services: a meta review [J].
Oktay, Simge Oezdal ;
Heitmann, Sven ;
Kray, Christian .
JOURNAL OF LOCATION BASED SERVICES, 2024, 18 (01) :1-52
[43]   Location Privacy-preserving Mechanisms in Location-based Services: A Comprehensive Survey [J].
Jiang, Hongbo ;
Li, Jie ;
Zhao, Ping ;
Zeng, Fanzi ;
Xiao, Zhu ;
Iyengar, Arun .
ACM COMPUTING SURVEYS, 2021, 54 (01)
[44]   Location Privacy, Application Overhead and Congestion in VANET Location Based Services [J].
Corser, George P. ;
Banihani, Abdelnasser ;
Cox, Johnathan ;
Hoque, Risalatul ;
Fu, Huirong ;
Zhu, Ye .
2017 IEEE 3RD INTERNATIONAL CONFERENCE ON BIG DATA SECURITY ON CLOUD (BIGDATASECURITY, IEEE 3RD INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE AND SMART COMPUTING, (HPSC) AND 2ND IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT DATA AND SECURITY (IDS), 2017, :243-248
[45]   Enhanced Location Privacy Preserving Scheme in Location-Based Services [J].
Peng, Tao ;
Liu, Qin ;
Wang, Guojun .
IEEE SYSTEMS JOURNAL, 2017, 11 (01) :219-230
[46]   Preserving Location Privacy in Location Based Services against Sybil Attacks [J].
Tyagi, Amit Kumar ;
Sreenath, N. .
INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2015, 9 (12) :189-209
[47]   Towards privacy preservation for "check-in" services in location-based social networks [J].
Sun, Gang ;
Song, Liangjun ;
Liao, Dan ;
Yu, Hongfang ;
Chang, Victor .
INFORMATION SCIENCES, 2019, 481 :616-634
[48]   Privacy Preservation in Location-Based Services (LBS) Through Trusted Computing Technology [J].
Othman, Hanunah ;
Hashim, Habibah ;
Ab Manan, Jamalul-lail .
2009 IEEE 9TH MALAYSIA INTERNATIONAL CONFERENCE ON COMMUNICATIONS (MICC), 2009, :736-741
[49]   Cache-Based Privacy Preserving Solution for Location and Content Protection in Location-Based Services [J].
Cui, Yuanbo ;
Gao, Fei ;
Li, Wenmin ;
Shi, Yijie ;
Zhang, Hua ;
Wen, Qiaoyan ;
Panaousis, Emmanouil .
SENSORS, 2020, 20 (16) :1-17
[50]   Modeling privacy approaches for location based services [J].
Biswas, Pratima ;
Sairam, Ashok Singh .
COMPUTER NETWORKS, 2018, 140 :1-14