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
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