We discuss the real-world application of federated learning (FL) in the healthcare and life sciences industry, noting a tipping point in its adoption beyond academia. Sharing our experiences with multi-hospital and multi-pharma collaborations, we highlight the importance of involving key stakeholders to develop production-grade FL solutions that are fully compliant with stringent privacy and security standards.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11573894PMC
http://dx.doi.org/10.1016/j.patter.2024.101077DOI Listing

Publication Analysis

Top Keywords

tipping point
8
federated learning
8
learning healthcare
8
healthcare life
8
life sciences
8
point federated
4
sciences discuss
4
discuss real-world
4
real-world application
4
application federated
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!