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author:

Li, Xinghua (Li, Xinghua.) [1] | Ren, Yanbing (Ren, Yanbing.) [2] | Yang, Laurence T. (Yang, Laurence T..) [3] | Zhang, Ning (Zhang, Ning.) [4] | Luo, Bin (Luo, Bin.) [5] | Weng, Jian (Weng, Jian.) [6] | Liu, Ximeng (Liu, Ximeng.) [7]

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EI

Abstract:

The great development of smart networks enables Internet of Vehicles (IoV) as a promising paradigm to provide pervasive services, where privacy issues for location-based services (LBSs) have attracted considerable attention. In terms of location privacy, inspired by differential privacy, geo-indistinguishability (Geo-Ind) has recently become a prevalent privacy model for LBSs. Although Geo-Ind guarantees the location privacy, users' other privacy concerns are still at risk if the location perturbation behavior is exposed due to implausible reported locations. Through experiments we find the probability that the classical Geo-Ind mechanism perturbs the true location to implausible areas can be more than 50%. To address it, we first propose an enhanced privacy definition beyond Geo-Ind, called Perturbation-Hidden, to prevent location perturbation behaviors of users from being recognized by guaranteeing their pseudo-locations plausible. Then we design a mechanism to achieve this definition by transplanting the differential private exponential mechanism to our approach. Furthermore, we propose a method for determining the retrieval area utilizing dynamic programming to ensure the accuracy of LBSs. Finally, we theoretically prove that our mechanism satisfies the privacy definition. Extensive experiments on simulations and a real-world dataset show that our proposal achieves 100% plausible pseudo-locations while ensuring high query precision and recall. © 2013 IEEE.

Keyword:

Dynamic programming Location Location based services Telecommunication services Vehicles

Community:

  • [ 1 ] [Li, Xinghua]State Key Laboratory of Integrated Services Networks, School of Cyber Engineering, Xidian University, Xi'an, China
  • [ 2 ] [Ren, Yanbing]State Key Laboratory of Integrated Services Networks, School of Cyber Engineering, Xidian University, Xi'an, China
  • [ 3 ] [Yang, Laurence T.]Department of Computer Science, St Francis Xavier University, Antigonish; NS, Canada
  • [ 4 ] [Zhang, Ning]Department of Computer Science and Engineering, Washington University in St. Louis, St. Louis; MO, United States
  • [ 5 ] [Luo, Bin]State Key Laboratory of Integrated Services Networks, School of Cyber Engineering, Xidian University, Xi'an, China
  • [ 6 ] [Weng, Jian]College of Cyber Security, Jinan University, Guangzhou, China
  • [ 7 ] [Liu, Ximeng]College of Mathematics and Computer Science, Fuzhou University, Fujian, China

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Source :

IEEE Transactions on Network Science and Engineering

Year: 2021

Issue: 3

Volume: 8

Page: 2073-2086

5 . 0 3 3

JCR@2021

6 . 7 0 0

JCR@2023

ESI HC Threshold:105

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 14

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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