Efficient privacy-preserving recommendations based on social graphs

A Wainakh, T Grube, J Daubert… - Proceedings of the 13th …, 2019 - dl.acm.org
Many recommender systems use association rules mining, a technique that captures
relations between user interests and recommends new probable ones accordingly. Applying …

Privacy preserving heuristic approach for association rule mining in distributed database

BR Mistry, A Desai - 2015 International Conference on …, 2015 - ieeexplore.ieee.org
Association rule mining is a powerful model of data mining used for finding hidden patterns
in large databases. The challenges of data mining is to secure the confidentiality of sensitive …

Particle swarm intelligence and impact factor-based privacy preserving association rule mining for balancing data utility and knowledge privacy

G Kalyani, MVP Chandra Sekhara Rao… - Arabian Journal for …, 2018 - Springer
Organizations generally prefer data or knowledge sharing with others to obtain mutual
benefits. The major issue in sharing the data or knowledge is data owners privacy …

Heuristic approach for association rule hiding using ECLAT

M Femandes, J Gomes - 2017 2nd International conference on …, 2017 - ieeexplore.ieee.org
In many organizations huge amount of data is generated. Organizations use this data for
their own benefit. Data mining extracts useful knowledge from huge data. Association rule …

A novel technique of privacy preserving association rule mining

RS Mohammed, EM Hussien… - 2016 Al-Sadeq …, 2016 - ieeexplore.ieee.org
Privacy Preserving Association Rule Mining (PPAM) becomes an important issue in recent
years. Since data mining alone is not enough to share data between companies without …

Enabling Privacy-Preserving Rule Mining in Decentralized Social Networks

A Wainakh, A Strassheim, T Grube, J Daubert… - Proceedings of the 16th …, 2021 - dl.acm.org
Decentralized online social networks enhance users' privacy by empowering them to control
their data. However, these networks mostly lack for practical solutions for building …

[PDF][PDF] Using blocking approach to preserve privacy in classification rules by inserting dummy Transaction

DH Afshari, FZ Boroujeni - Journal of Soft Computing and …, 2017 - researchgate.net
The increasing rate of data sharing among organizations could maximize the risk of leaking
sensitive knowledge. Trying to solve this problem leads to increase the importance of …

[PDF][PDF] Association rule hiding based on heuristic approach by deleting item at RHS side of sensitive rule

DC Kalariya, V Shah, J Vala - International Journal of Computer …, 2015 - academia.edu
Privacy preservation data mining is novel research area where data mining algorithms are
analyzed for their side-effects they done on data privacy. Privacy preservation data mining …

[PDF][PDF] On Privacy-Enhanced Distributed Analytics in Online Social Networks

A Wainakh - 2022 - core.ac.uk
More than half of the world's population benefits from Online Social Networks'(OSN s)
services. A considerable part of these services is mainly based on applying analytics on …

Selecting key generating elliptic curves for Privacy Preserving Association Rule Mining (PPARM)

RF Sari - 2015 IEEE Asia Pacific Conference on Wireless …, 2015 - ieeexplore.ieee.org
Privacy Preservation in Data Mining (PPDM) including for Privacy Preserving Association
Rule Mining (PPARM) has attracted lots of attention in recent research and practice …