Predicting Adverse Drug Reactions on Distributed Health Data using Federated Learning

• Published in: AMIA ... Annual Symposium proceedings Vol. 2019; pp. 313 - 322
• Main Authors: Choudhury, Olivia, Park, Yoonyoung, Salonidis, Theodoros, Gkoulalas-Divanis, Aris, Sylla, Issa, Das, Amar K
• Format: Journal Article
• Language: English
• Published: United States American Medical Informatics Association 2019

Using electronic health data to predict adverse drug reaction (ADR) incurs practical challenges, such as lack of adequate data from any single site for rare ADR detection, resource constraints on integrating data from multiple sources, and privacy concerns with creating a centralized database from p...