Anonymization techniques for privacy preserving data publishing: A comprehensive survey

A Majeed, S Lee - IEEE access, 2020 - ieeexplore.ieee.org
Anonymization is a practical solution for preserving user's privacy in data publishing. Data
owners such as hospitals, banks, social network (SN) service providers, and insurance …

Latest trends of security and privacy in recommender systems: a comprehensive review and future perspectives

Y Himeur, SS Sohail, F Bensaali, A Amira… - Computers & Security, 2022 - Elsevier
With the widespread use of Internet of things (IoT), mobile phones, connected devices and
artificial intelligence (AI), recommender systems (RSs) have become a booming technology …

{AttriGuard}: A practical defense against attribute inference attacks via adversarial machine learning

J Jia, NZ Gong - 27th USENIX Security Symposium (USENIX Security …, 2018 - usenix.org
Users in various web and mobile applications are vulnerable to attribute inference attacks, in
which an attacker leverages a machine learning classifier to infer a target user's private …

Privacy-preserving matrix factorization

V Nikolaenko, S Ioannidis, U Weinsberg… - Proceedings of the …, 2013 - dl.acm.org
Recommender systems typically require users to reveal their ratings to a recommender
service, which subsequently uses them to provide relevant recommendations. Revealing …

Applications of differential privacy in social network analysis: A survey

H Jiang, J Pei, D Yu, J Yu, B Gong… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Differential privacy provides strong privacy preservation guarantee in information sharing.
As social network analysis has been enjoying many applications, it opens a new arena for …

Stronger privacy for federated collaborative filtering with implicit feedback

L Minto, M Haller, B Livshits, H Haddadi - Proceedings of the 15th ACM …, 2021 - dl.acm.org
Recommender systems are commonly trained on centrally-collected user interaction data
like views or clicks. This practice however raises serious privacy concerns regarding the …