EPPA: An efficient and privacy-preserving aggregation scheme for secure smart grid communications

R Lu, X Liang, X Li, X Lin, X Shen - IEEE Transactions on …, 2012 - ieeexplore.ieee.org
The concept of smart grid has emerged as a convergence of traditional power system
engineering and information and communication technology. It is vital to the success of next …

TPPR: A trust-based and privacy-preserving platoon recommendation scheme in VANET

C Zhang, L Zhu, C Xu, K Sharif, K Ding… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Vehicle platoon, a novel vehicle driving paradigm that organizes a group of vehicles in the
nose-to-tail structure, has been considered as a potential solution to reduce traffic …

Effective reconstruction of data perturbed by random projections

Y Sang, H Shen, H Tian - IEEE Transactions on Computers, 2011 - ieeexplore.ieee.org
Random Projection (RP) has raised great concern among the research community of privacy-
preserving data mining, due to its high efficiency and utility, eg, kee** the euclidean …

FLIP: a utility preserving privacy mechanism for time series

T McElroy, A Roy, G Hore - Journal of Machine Learning Research, 2023 - jmlr.org
Guaranteeing privacy in released data is an important goal for data-producing agencies.
There has been extensive research on develo** suitable privacy mechanisms in recent …

PTFA: A secure and privacy-preserving traffic flow analysis scheme for intelligent transportation system

H Zhu, XY He, XM Liu, H Li - International Journal of …, 2016 - inderscienceonline.com
With the pervasiveness of vehicle information systems (VIS) and the advance of vehicular ad
hoc networks (VANET), intelligent transportation systems (ITS), which can improve road …

A flexible privacy-preserving framework for singular value decomposition under internet of things environment

S Chen, R Lu, J Zhang - Trust Management XI: 11th IFIP WG 11.11 …, 2017 - Springer
The singular value decomposition (SVD) is a widely used matrix factorization tool which
underlies many useful applications, eg recommendation system, abnormal detection and …

Learning latent variable models from distributed and abstracted data

X Zhang, WK Cheung, CH Li - Information Sciences, 2011 - Elsevier
Discovering global knowledge from distributed data sources is challenging, where the
important issues include the ever-increasing data volume at the highly distributed sources …

Achieving Privacy Utility Balance for Multivariate Time Series Data

G Hore, T McElroy, A Roy - arxiv preprint arxiv:2411.17035, 2024 - arxiv.org
Utility-preserving data privatization is of utmost importance for data-producing agencies. The
popular noise-addition privacy mechanism distorts autocorrelation patterns in time series …

[PDF][PDF] Privacy Preserving Approaches for Global Cycle Detections for Cyclic Association Rules in Distributed Databases.

NR Nanavati, DC **wala - SECRYPT, 2012 - scitepress.org
The current massive proliferation of data has led to collaborative data mining that requires
preservation of individual privacy of the participants. A number of algorithms proposed till …

PAS: an efficient privacy-preserving multidimensional aggregation scheme for smart grid

H Zhu, F Liu, R Yan, H Li - International Journal of …, 2015 - journals.sagepub.com
As a convergence of traditional power system engineering and information technology,
smart grid, which can provide convenient environment of operation and management for the …