Digital transitions in healthcare: the need for transdisciplinary research to overcome barriers of privacy enhancing technologies uptake
Sign Up to like & getrecommendations! Published in 2024 at "Health and Technology"
DOI: 10.1007/s12553-024-00850-x
Abstract: Adopting Privacy Enhancing Technologies (PETs) is key to accelerating digitisation of the healthcare sector while simultaneously upholding data protection rights and increasing cybersecurity. While such technologies are market-ready, the uptake of PETs in healthcare is… read more here.
Keywords: adoption; privacy enhancing; research; enhancing technologies ... See more keywords
A Survey and Guideline on Privacy Enhancing Technologies for Collaborative Machine Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3204037
Abstract: As machine learning and artificial intelligence (ML/AI) are becoming more popular and advanced, there is a wish to turn sensitive data into valuable information via ML/AI techniques revealing only data that is allowed by concerned… read more here.
Keywords: machine learning; enhancing technologies; technologies collaborative; privacy ... See more keywords
Privacy Enhancing Machine Learning via Removal of Unwanted Dependencies
Sign Up to like & getrecommendations! Published in 2021 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2021.3110831
Abstract: The rapid rise of IoT and Big Data has facilitated copious data-driven applications to enhance our quality of life. However, the omnipresent and all-encompassing nature of the data collection can generate privacy concerns. Hence, there… read more here.
Keywords: via removal; learning via; enhancing machine; machine learning ... See more keywords
Bridging the gap between PETs in books and PETs in action: privacy‐enhancing techniques for criminological research
Sign Up to like & getrecommendations! Published in 2025 at "Criminology"
DOI: 10.1111/1745-9125.70020
Abstract: The Big data turn and the increasing amount of information in criminological research and practice puts emerging privacy risks on the agenda. Especially in a field where sensitive data are not rare and data sharing… read more here.
Keywords: criminological research; privacy; criminology; privacy enhancing ... See more keywords
A Delphi study on the role of privacy enhancing technologies (PETs) in data sharing ecosystems
Sign Up to like & getrecommendations! Published in 2025 at "Statistical Journal of the IAOS"
DOI: 10.1177/18747655251355706
Abstract: Privacy-enhancing technologies (PETs) have the potential to revolutionize data sharing by streamlining time-consuming and complex risk assessment processes without sacrificing privacy and increasing risks. To realize the potential of PETs, the paper proposes that the… read more here.
Keywords: technologies pets; panel; data sharing; privacy ... See more keywords
How Privacy Enhancing Technologies can advance responsible data sharing
Sign Up to like & getrecommendations! Published in 2025 at "Statistical Journal of the IAOS"
DOI: 10.1177/18747655251355707
Abstract: Privacy Enhancing Technologies (PETs) are transforming how organizations can handle sensitive data. Access to sensitive (micro) data is often highly restricted through special legal agreements and in closed environments. Responsible data sharing is about finding… read more here.
Keywords: data sharing; privacy; responsible data; privacy enhancing ... See more keywords
mHealth Systems Need a Privacy-by-Design Approach: Commentary on “Federated Machine Learning, Privacy-Enhancing Technologies, and Data Protection Laws in Medical Research: Scoping Review”
Sign Up to like & getrecommendations! Published in 2023 at "Journal of Medical Internet Research"
DOI: 10.2196/46700
Abstract: Brauneck and colleagues have combined technical and legal perspectives in their timely and valuable paper “Federated Machine Learning, Privacy-Enhancing Technologies, and Data Protection Laws in Medical Research: Scoping Review.” Researchers who design mobile health (mHealth)… read more here.
Keywords: data protection; enhancing technologies; privacy; privacy enhancing ... See more keywords
A Privacy-Enhancing Mechanism for Federated Graph Neural Networks
Sign Up to like & getrecommendations! Published in 2025 at "Symmetry"
DOI: 10.3390/sym17040565
Abstract: In recent years, with the rapid development of the internet, the accumulation of massive data has significantly propelled the advancement of artificial intelligence. Graphs, as an important data structure for representing relationships between entities, are… read more here.
Keywords: graph neural; privacy; federated graph; privacy enhancing ... See more keywords
A Privacy-Enhancing Image Encryption Algorithm for Securing Medical Images
Sign Up to like & getrecommendations! Published in 2025 at "Symmetry"
DOI: 10.3390/sym17091470
Abstract: The growing digitization of healthcare has amplified concerns about the privacy and security of medical images, as conventional encryption methods often fail to provide sufficient protection. To address this gap, we propose a privacy-enhancing image… read more here.
Keywords: enhancing image; image encryption; privacy enhancing; encryption ... See more keywords