TY - JOUR
T1 - Location privacy preservation for mobile users in location-based services
AU - Sun, Gang
AU - Cai, Shuai
AU - Yu, Hongfang
AU - Maharjan, Sabita
AU - Chang, Victor
AU - Du, Xiaojiang
AU - Guizani, Mohsen
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2019
Y1 - 2019
N2 - Because location-based cyber services are increasingly found in mobile applications (e.g., social networking and maps), user location privacy preservation is essential and remains one of the several ongoing research challenges. In this paper, we propose a region-of-interest division-based algorithm to Preserve the location Privacy of mobile device users in location-based Cyber Services (PPCS). Unlike existing methods, our proposed PPCS approach generates dummy locations while considering the semantic information of those locations. The PPCS algorithm enables the generated locations to exclude or reduce the exposure of a user's real location. In our analysis, we demonstrate that PPCS is resilient to both colluding attacks and inference attacks. We also evaluate the efficiency and demonstrate the utility of our proposed approach through extensive simulations.
AB - Because location-based cyber services are increasingly found in mobile applications (e.g., social networking and maps), user location privacy preservation is essential and remains one of the several ongoing research challenges. In this paper, we propose a region-of-interest division-based algorithm to Preserve the location Privacy of mobile device users in location-based Cyber Services (PPCS). Unlike existing methods, our proposed PPCS approach generates dummy locations while considering the semantic information of those locations. The PPCS algorithm enables the generated locations to exclude or reduce the exposure of a user's real location. In our analysis, we demonstrate that PPCS is resilient to both colluding attacks and inference attacks. We also evaluate the efficiency and demonstrate the utility of our proposed approach through extensive simulations.
KW - Location privacy preservation
KW - location-based service
KW - mobile users
KW - semantic information
UR - http://www.scopus.com/inward/record.url?scp=85069779000&partnerID=8YFLogxK
U2 - 10.1109/ACCESS.2019.2925571
DO - 10.1109/ACCESS.2019.2925571
M3 - Article
AN - SCOPUS:85069779000
SN - 2169-3536
VL - 7
SP - 87425
EP - 87438
JO - IEEE Access
JF - IEEE Access
M1 - 8750836
ER -