Comprehensive survey on big data privacy protection

M Binjubeir, AA Ahmed, MAB Ismail, AS Sadiq… - IEEE …, 2019 - ieeexplore.ieee.org
In recent years, the ever-mounting problem of Internet phishing has been threatening the
secure propagation of sensitive data over the web, thereby resulting in either outright …

Privacy‐preserving data mining and machine learning in healthcare: Applications, challenges, and solutions

VS Naresh, M Thamarai - Wiley Interdisciplinary Reviews: Data …, 2023 - Wiley Online Library
Data mining (DM) and machine learning (ML) applications in medical diagnostic systems
are budding. Data privacy is essential in these systems as healthcare data are highly …

A review on privacy-preserving data mining

X Li, Z Yan, P Zhang - 2014 IEEE international conference on …, 2014 - ieeexplore.ieee.org
Data mining has been widely studied and applied into many fields such as Internet of Things
(IoT) and business development. However, data mining techniques also occur serious …

Privacy preserving through fireworks algorithm based model for image perturbation in big data

A Rahmani, A Amine, RM Hamou… - International Journal of …, 2015 - igi-global.com
Nowadays, Social networks and cloud services contain billions of users over the planet.
Instagram, Facebook and other networks give the opportunity to share images. Users upload …

Big data privacy preservation using principal component analysis and random projection in healthcare

R Ratra, P Gulia, NS Gill… - … Problems in Engineering, 2022 - Wiley Online Library
With the rising usage of technology, a tremendous volume of data is being produced in the
current scenario. This data contains a lot of personal data and may be given to third parties …

Investigation on privacy-preserving techniques for personal data

R Hamza, K Zettsu - Proceedings of the 2021 ACM Workshop on …, 2021 - dl.acm.org
Privacy protection technology has become a crucial part of almost every existing cross-data
analysis application. The privacy-preserving technique allows sharing sensitive personal …

Classification and evaluation of privacy preserving data mining methods

N Nasiri, MR Keyvanpour - 2020 11th International Conference …, 2020 - ieeexplore.ieee.org
In the recently age, the volume of information is growing exponentially. This data can be
used in several fields such as business, healthcare, cyber security, etc. Extracting useful …

Classification and evaluation of privacy preserving data mining: a review

A Senosi, G Sibiya - 2017 IEEE AFRICON, 2017 - ieeexplore.ieee.org
Due to advances in communication and storage technologies, there is recent exponential
increase in data generated and collected. Data mining has become a necessity to enable …

Sensitive and private data analysis: A systematic review

SS Zainab, T Kechadi - Proceedings of the 3rd International Conference …, 2019 - dl.acm.org
Each day an extensive amount of data is produced from various organisations, such as e-
commerce, IT, hospitals, retail and supply chain, etc. Due to the expansion of computer …

Intelligent privacy preservation electronic health record framework using soft computing

A Kumar, R Kumar, SS Sodhi - Journal of Information and …, 2020 - Taylor & Francis
With the recent advancements in the technology, the biggest challenges are to protect the
important sensitive data of electronic health records that are available over web. The real …