Applications of Federated Learning in Mobile Health: Scoping Review.

Tongnian Wang Yan Du Yanmin Gong Kim-Kwang Raymond Choo Yuanxiong Guo

Published in: Journal of medical Internet research (2023)

This scoping review has highlighted the potential of FL as a privacy-preserving approach in mHealth applications and identified the technical limitations associated with its use. The challenges and opportunities outlined in this review can inform the research agenda for future studies in this field, to overcome these limitations and further advance the use of FL in mHealth.

Keyphrases

health information
big data
current status
machine learning
healthcare
risk assessment
social media