Information security in big data: privacy and data mining

L Xu, C Jiang, J Wang, J Yuan, Y Ren - Ieee Access, 2014 - ieeexplore.ieee.org
The growing popularity and development of data mining technologies bring serious threat to
the security of individual,'s sensitive information. An emerging research topic in data mining …

A survey and experimental study on privacy-preserving trajectory data publishing

F **, W Hua, M Francia, P Chao… - … on Knowledge and …, 2022 - ieeexplore.ieee.org
Trajectory data has become ubiquitous nowadays, which can benefit various real-world
applications such as traffic management and location-based services. However, trajectories …

Releasing correlated trajectories: Towards high utility and optimal differential privacy

L Ou, Z Qin, S Liao, Y Hong, X Jia - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
A mutual correlation between trajectories of two users is very helpful to real-life applications
such as product recommendation and social media. While providing tremendous benefits …

Local suppression and splitting techniques for privacy preserving publication of trajectories

M Terrovitis, G Poulis, N Mamoulis… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
We study the problem of preserving user privacy in the publication of location sequences.
Consider a database of trajectories, corresponding to movements of people, captured by …

Privacy preserving location data publishing: A machine learning approach

S Shaham, M Ding, B Liu, S Dang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Publishing datasets plays an essential role in open data research and promoting
transparency of government agencies. However, such data publication might reveal users' …

Dynamic path privacy protection framework for continuous query service over road networks

I Memon, QA Arain - World Wide Web, 2017 - Springer
Many applications of location based services (LBSs), it is useful or even necessary to ensure
that LBSs services determine their location. For continuous queries where users report their …

Node location privacy protection based on differentially private grids in industrial wireless sensor networks

J Wang, R Zhu, S Liu, Z Cai - Sensors, 2018 - mdpi.com
Wireless sensor networks (WSNs) are widely applied in industrial application with the rapid
development of Industry 4.0. Combining with centralized cloud platform, the enormous …

SafePath: Differentially-private publishing of passenger trajectories in transportation systems

K Al-Hussaeni, BCM Fung, F Iqbal, GG Dagher… - Computer Networks, 2018 - Elsevier
In recent years, the collection of spatio-temporal data that captures human movements has
increased tremendously due to the advancements in hardware and software systems …

A differential privacy-based privacy-preserving data publishing algorithm for transit smart card data

Y Li, D Yang, X Hu - Transportation Research Part C: Emerging …, 2020 - Elsevier
This manuscript is focused on transit smart card data and finds that the release of such
trajectory information after simple anonymization creates high concern about breaching …

[PDF][PDF] APPLET: A privacy-preserving framework for location-aware recommender system

X Ma, H Li, J Ma, Q Jiang, S Gao, N **… - Science China Information …, 2017 - academia.edu
Location-aware recommender systems that use location-based ratings to produce
recommendations have recently experienced a rapid development and draw significant …