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Author:

Wang, Na (Wang, Na.) | Yu, Haiyang (Yu, Haiyang.)

Indexed by:

CPCI-S

Abstract:

Location privacy protection method of Location-based Services (LBS) system mostly depends on the trusted third party anonymity server. When the attacker has sufficient background knowledge, it is proved that Location privacy can't be adequately protected by k-anonymity based on location obfuscation enforced using cloaking regions. But perturbation-based mechanisms with differential privacy have been proven effective to defend attackers with any background knowledge. In this paper, k-anonymity and differential privacy are used to generate a perturbation, according to that the incremental nearest neighbor query is enforced, so as to achieve the purpose of LBS privacy protection. Experiments are presented to demonstrate how perturbation-based mechanisms provide a well-balanced tradeoff between privacy and service accuracy.

Keyword:

k-anonymity Differential privacy Privacy protection Location-based Services

Author Community:

  • [ 1 ] [Wang, Na]Sch Beijing Univ Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Yu, Haiyang]Sch Beijing Univ Technol, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Wang, Na]Sch Beijing Univ Technol, Beijing 100124, Peoples R China

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Source :

PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC, CONTROL AND AUTOMATION ENGINEERING (MECAE 2017)

ISSN: 2352-5401

Year: 2017

Volume: 61

Page: 95-100

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

Affiliated Colleges:

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