A survey of differential privacy-based techniques and their applicability to location-based services

JW Kim, K Edemacu, JS Kim, YD Chung, B Jang - Computers & Security, 2021 - Elsevier
The widespread use of mobile devices such as smartphones, tablets, and smartwatches has
led users to constantly generate various location data during their daily activities …

A comprehensive review on Federated Learning for Data-Sensitive Application: Open issues & challenges

M Narula, J Meena, DK Vishwakarma - Engineering Applications of …, 2024 - Elsevier
Abstract Artificial intelligence employs Machine Learning (ML) and Deep Learning (DL) to
analyze data. In both, the data is stored centrally. The data involved may be sensitive and …

Privacy preserving participant recruitment for coverage maximization in location aware mobile crowdsensing

L Li, D Shi, X Zhang, R Hou, H Yue… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Mobile crowdsensing has emerged as a promising paradigm where location-based sensing
tasks are outsourced to mobile participants carrying sensor-equipped devices. A critical …

Data-driven transportation network company vehicle scheduling with users' location differential privacy preservation

X Zhang, J Wang, H Zhang, L Li… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
With the popularity of mobile devices with global positioning system (GPS), transportation
network company (TNC) service has become an indispensable option of people's daily …

A differential privacy based probabilistic mechanism for mobility datasets releasing

J Zhang, Q Yang, Y Shen, Y Wang, X Yang… - Journal of Ambient …, 2021 - Springer
With the rapid popularization and development of the global positioning systems, location-
based services (LBSs) are springing up to provide mobile internet users with door-to-door …

A Web Application for Prevention of Inference Attacks using Crowd Sourcing in Social Networks

TK Chelvi, PS Ramapraba, MS Priya… - … on Smart Electronics …, 2021 - ieeexplore.ieee.org
Many people are becoming more reliant on internet social media sites like Facebook. Users
can utilize these networks to reveal articles to them and engage with your peers. Several of …

An Ensemble Learning Approach Based on Generative Adversarial Networks for Privacy-Preserving Mobility Data

D Babaei, M Naderi Dehkordi - Available at SSRN 4601876 - papers.ssrn.com
Human movement data is collected on a large scale through mobile networks, mobile
applications, and global positioning systems. This collected data represents the mobility …