An efficient clustering-based anonymization scheme for privacy-preserving data collection in IoT based healthcare services
JA Onesimu, J Karthikeyan, Y Sei - Peer-to-Peer Networking and …, 2021 - Springer
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 …
Realtabformer: Generating realistic relational and tabular data using transformers
AV Solatorio, O Dupriez - arXiv preprint arXiv:2302.02041, 2023 - arxiv.org
Tabular data is a common form of organizing data. Multiple models are available to generate
synthetic tabular datasets where observations are independent, but few have the ability to …
synthetic tabular datasets where observations are independent, but few have the ability to …
Privacy preserving attribute-focused anonymization scheme for healthcare data publishing
JA Onesimu, J Karthikeyan, J Eunice, M Pomplun… - IEEE …, 2022 - ieeexplore.ieee.org
Advancements in Industry 4.0 brought tremendous improvements in the healthcare sector,
such as better quality of treatment, enhanced communication, remote monitoring, and …
such as better quality of treatment, enhanced communication, remote monitoring, and …
A clustering‐based anonymization approach for privacy‐preserving in the healthcare cloud
A Abbasi, B Mohammadi - Concurrency and Computation …, 2022 - Wiley Online Library
Today, modern healthcare systems rely on advanced computational technologies, including
cloud‐based systems, to gather and examine personal health data on a large scale. The use …
cloud‐based systems, to gather and examine personal health data on a large scale. The use …
DI-Mondrian: Distributed improved Mondrian for satisfaction of the L-diversity privacy model using Apache Spark
F Ashkouti, A Sheikhahmadi - Information Sciences, 2021 - Elsevier
For the extraction of useful patterns, the collected data should be distributed to and shared
with analyzers. This, however, creates problems and challenges for the individual with …
with analyzers. This, however, creates problems and challenges for the individual with …
Design of big data privacy framework—a balancing act
P Geetha, C Naikodi, SLN Setty - Advances in Data Sciences, Security and …, 2019 - Springer
Technological advancements in the field of Big Data and IoT have led to unprecedented
growth in digital data. Data is collected from multiple distributed sources by business …
growth in digital data. Data is collected from multiple distributed sources by business …
IDEA: A utility-enhanced approach to incomplete data stream anonymization
The prevalence of missing values in the data streams collected in real environments makes
them impossible to ignore in the privacy preservation of data streams. However, the …
them impossible to ignore in the privacy preservation of data streams. However, the …
Restricted sensitive attributes-based sequential anonymization (RSA-SA) approach for privacy-preserving data stream publishing
Data streams have become a widely-adopted data representation format in many real-world
applications. This data streaming may be published for different scientific research, mining …
applications. This data streaming may be published for different scientific research, mining …
A distributed computing model for big data anonymization in the networks
F Ashkouti, K Khamforoosh - Plos one, 2023 - journals.plos.org
Recently big data and its applications had sharp growth in various fields such as IoT,
bioinformatics, eCommerce, and social media. The huge volume of data incurred enormous …
bioinformatics, eCommerce, and social media. The huge volume of data incurred enormous …
Privacy-preserving model and generalization correlation attacks for 1: M data with multiple sensitive attributes
T Kanwal, SAA Shaukat, A Anjum, KKR Choo… - Information …, 2019 - Elsevier
Preserved privacy and enhanced utility are two competing requirements in data publishing.
For maintaining a trade-off between the two; a plethora of research work exist in 1: 1 …
For maintaining a trade-off between the two; a plethora of research work exist in 1: 1 …