Trajectory Synthesis Method Based on Personalized Local Differential Privacy

O Yuqi - 2023 IEEE 14th International Conference on Software …, 2023 - ieeexplore.ieee.org
Trajectory datasets are widely used in location-based services, providing convenience to
users and posing privacy risks. The traditional approach to trajectory dataset protection …

A privacy-preserving trajectory data synthesis framework based on differential privacy

T Ma, Q Deng, H Rong, N Al-Nabhan - Journal of Information Security and …, 2023 - Elsevier
Trajectory data contains spatio-temporal information about a large number of moving
objects, and analysis of this data can yield a lot of valuable information to support a variety of …

A novel personalized differential privacy mechanism for trajectory data publication

F Tian, S Zhang, L Lu, H Liu… - … Conference on Networking …, 2017 - ieeexplore.ieee.org
With the development of smart city, more organizations analyze people's trajectory data, so
as to provide better location-based services. However, publishing the original trajectory data …

Differential Privacy Trajectory Data Publishing Method Based on RNN

K Huang - 2023 IEEE 14th International Conference on …, 2023 - ieeexplore.ieee.org
User trajectory data is critical for developing location services applications and urban traffic
management. However, user trajectory data contains sensitive information such as home …

Personalized Differential Privacy Preservation Method for Trajectory Based on Regional Density Analysis

W Zhi, X Gong, Y Wang - 2023 2nd International Conference …, 2023 - ieeexplore.ieee.org
As a reliable privacy protection method, differential privacy has been widely used in
trajectory data release. However, the current trajectory protection method based on …

[PDF][PDF] Personalized trajectory differential privacy protection mechanism based on spatiotemporal correlation prediction

Y Shen, R Hua, H Wang, Z Shen… - Academic Journal of …, 2024 - francis-press.com
Aiming at the problems of user trajectory privacy budget and personalized demand of
existing trajectory differential privacy protection technology, a personalized differential …

Novel trajectory data publishing method under differential privacy

X Zhao, Y Dong, D Pi - Expert Systems with Applications, 2019 - Elsevier
The existing location-based services have collected a large amount of user trajectory data,
and if these data are directly released without any processing, the user's personal privacy …

Research on trajectory data releasing method via differential privacy based on spatial partition

Q Han, Z Xiong, K Zhang - Security and Communication …, 2018 - Wiley Online Library
A number of security and privacy challenges of cyber system are arising due to the rapidly
evolving scale and complexity of modern system and networks. The cyber system is a …

OPTDP: Towards optimal personalized trajectory differential privacy for trajectory data publishing

W Cheng, R Wen, H Huang, W Miao, C Wang - Neurocomputing, 2022 - Elsevier
With the development of location-based applications, more and more trajectory data are
collected. Trajectory data often contains users' sensitive information, and direct release it …

Trajectory data publication based on differential privacy

Z Gu, G Zhang - International Journal of Information Security and …, 2023 - igi-global.com
Analyzing trajectory data can provide people with a higher quality of life. However,
publishing trajectory data directly will leak privacy. The authors propose a trajectory data …