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 …
owners such as hospitals, banks, social network (SN) service providers, and insurance …
Privacy-preserving data mining: methods, metrics, and applications
The collection and analysis of data are continuously growing due to the pervasiveness of
computing devices. The analysis of such information is fostering businesses and …
computing devices. The analysis of such information is fostering businesses and …
Big privacy: Challenges and opportunities of privacy study in the age of big data
One of the biggest concerns of big data is privacy. However, the study on big data privacy is
still at a very early stage. We believe the forthcoming solutions and theories of big data …
still at a very early stage. We believe the forthcoming solutions and theories of big data …
A critical review on the use (and misuse) of differential privacy in machine learning
We review the use of differential privacy (DP) for privacy protection in machine learning
(ML). We show that, driven by the aim of preserving the accuracy of the learned models, DP …
(ML). We show that, driven by the aim of preserving the accuracy of the learned models, DP …
Privacy-preserving cloud computing on sensitive data: A survey of methods, products and challenges
The increasing volume of personal and sensitive data being harvested by data controllers
makes it increasingly necessary to use the cloud not just to store the data, but also to …
makes it increasingly necessary to use the cloud not just to store the data, but also to …
openpds: Protecting the privacy of metadata through safeanswers
The rise of smartphones and web services made possible the large-scale collection of
personal metadata. Information about individuals' location, phone call logs, or web …
personal metadata. Information about individuals' location, phone call logs, or web …
[HTML][HTML] Publishing data from electronic health records while preserving privacy: A survey of algorithms
Abstract The dissemination of Electronic Health Records (EHRs) can be highly beneficial for
a range of medical studies, spanning from clinical trials to epidemic control studies, but it …
a range of medical studies, spanning from clinical trials to epidemic control studies, but it …
A review of anonymization for healthcare data
Mining health data can lead to faster medical decisions, improvement in the quality of
treatment, disease prevention, and reduced cost, and it drives innovative solutions within the …
treatment, disease prevention, and reduced cost, and it drives innovative solutions within the …
An efficient clustering-based anonymization scheme for privacy-preserving data collection in IoT based healthcare services
The healthcare services industry has seen a huge transformation since the prominent rise of
the Internet of Things (IoT). IoT in healthcare services includes a large number of unified and …
the Internet of Things (IoT). IoT in healthcare services includes a large number of unified and …
Trajectory privacy in location-based services and data publication
The ubiquity of mobile devices with global positioning functionality (eg, GPS and AGPS) and
Internet connectivity (eg, 3G andWi-Fi) has resulted in widespread development of location …
Internet connectivity (eg, 3G andWi-Fi) has resulted in widespread development of location …