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author:

Ma, Zhuo (Ma, Zhuo.) [1] | Zhang, Tian (Zhang, Tian.) [2] | Liu, Ximeng (Liu, Ximeng.) [3] (Scholars:刘西蒙) | Li, Xinghua (Li, Xinghua.) [4] | Ren, Kui (Ren, Kui.) [5]

Indexed by:

SCIE

Abstract:

Intelligent connected vehicle trajectory data are of great value for data mining applications such as traffic management and commercial institutions. However, the leakage of sensitive trajectory makes the user hesitate to use the system if no privacy-preserving mechanism is adopted. In this paper, we propose a privacy-preserving mechanism with differential privacy called RPTR, which protects a vehicle's real-time trajectory data release. First, RPTR adopts a dynamic sampling method to process the trajectory data to meet the application load and practicability. Meanwhile, to ensure the data availability, ensemble Kalman filter based on users' position transfer probability matrix is used in the prediction calculation. Also, we construct the privacy budget allocation method based on regional privacy weight to provide better protection for regions with high user density. Through our analysis and experiments, RPTR not only protects the privacy of real-time trajectory data but also guarantees the data availability.

Keyword:

differential privacy privacy-preserving Real-time regional privacy weight RPTR

Community:

  • [ 1 ] [Ma, Zhuo]Xidian Univ, Sch Cyber Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 2 ] [Zhang, Tian]Xidian Univ, Sch Cyber Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 3 ] [Li, Xinghua]Xidian Univ, Sch Cyber Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 4 ] [Liu, Ximeng]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 5 ] [Liu, Ximeng]Fuzhou Univ, Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou 350116, Fujian, Peoples R China
  • [ 6 ] [Ren, Kui]Zhejiang Univ, Inst Cyberspace Res, Hangzhou 310027, Zhejiang, Peoples R China

Reprint 's Address:

  • [Zhang, Tian]Xidian Univ, Sch Cyber Engn, Xian 710071, Shaanxi, Peoples R China

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Source :

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

ISSN: 0018-9545

Year: 2019

Issue: 8

Volume: 68

Page: 8091-8102

5 . 3 7 9

JCR@2019

6 . 1 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:150

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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