Personalized federated learning for in-hospital mortality prediction of multi-center ICU

• Main Authors: Deng, Ting, Hamdan, Hazlina, Yaakob, Razali, Kasmiran, Khairul Azhar
• Format: Article
• Published: Institute of Electrical and Electronics Engineers 2023
• Online Access: http://psasir.upm.edu.my/id/eprint/109394/; https://ieeexplore.ieee.org/document/10034741

Federated learning (FL), as a paradigm for addressing challenges of machine learning (ML) to be applied in private distributed data provides a novel and promising scheme to promote ML in multiple independently distributed healthcare institutions. However, the non-IID and unbalanced nature of the dat...