Synthetic data generation: State of the art in health care domain

H Murtaza, M Ahmed, NF Khan, G Murtaza… - Computer Science …, 2023 - Elsevier
Recent progress in artificial intelligence and machine learning has led to the growth of
research in every aspect of life including the health care domain. However, privacy risks and …

An analytical review of industrial privacy frameworks and regulations for organisational data sharing

SR Ghorashi, T Zia, M Bewong, Y Jiang - Applied Sciences, 2023 - mdpi.com
This study examines the privacy protection challenges in data sharing between
organisations and third-party entities, focusing on changing collaborations in the digital age …

When AI meets information privacy: The adversarial role of AI in data sharing scenario

A Majeed, SO Hwang - IEEE Access, 2023 - ieeexplore.ieee.org
Artificial intelligence (AI) is a transformative technology with a substantial number of practical
applications in commercial sectors such as healthcare, finance, aviation, and smart cities. AI …

Incorporation of synthetic data generation techniques within a controlled data processing workflow in the health and wellbeing domain

M Hernandez, G Epelde, A Beristain, R Álvarez… - Electronics, 2022 - mdpi.com
To date, the use of synthetic data generation techniques in the health and wellbeing domain
has been mainly limited to research activities. Although several open source and …

Sarve: synthetic data and local differential privacy for private frequency estimation

G Varma, R Chauhan, D Singh - Cybersecurity, 2022 - Springer
The collection of user attributes by service providers is a double-edged sword. They are
instrumental in driving statistical analysis to train more accurate predictive models like …

Holdout-based empirical assessment of mixed-type synthetic data

M Platzer, T Reutterer - Frontiers in big Data, 2021 - frontiersin.org
AI-based data synthesis has seen rapid progress over the last several years and is
increasingly recognized for its promise to enable privacy-respecting high-fidelity data …

[HTML][HTML] An overview of synthetic administrative data for research

T Kokosi, B De Stavola, R Mitra, L Frayling… - … Journal of Population …, 2022 - ncbi.nlm.nih.gov
Use of administrative data for research and for planning services has increased over recent
decades due to the value of the large, rich information available. However, concerns about …

Utility and privacy assessment of synthetic microbiome data

M Hittmeir, R Mayer, A Ekelhart - IFIP Annual Conference on Data and …, 2022 - Springer
The microbial communities of the human body are subject to extensive research efforts. The
individual variations in the human microbiome reveal information about our diet, exercise …

Privacy-preserving anomaly detection using synthetic data

R Mayer, M Hittmeir, A Ekelhart - … Security and Privacy XXXIV: 34th Annual …, 2020 - Springer
With ever increasing capacity for collecting, storing, and processing of data, there is also a
high demand for intelligent knowledge discovery and data analysis methods. While there …

[HTML][HTML] Distance-based linkage of personal microbiome records for identification and its privacy implications

R Mayer, M Hittmeir, A Ekelhart - Computers & Security, 2024 - Elsevier
Due to its high potential for analysis in clinical settings, research on the human microbiome
has been flourishing for several years. As an increasing amount of data on the microbiome …