Revolutionizing healthcare data analytics with federated learning: A comprehensive survey of applications, systems, and future directions

Revolutionizing healthcare data analytics with federated learning: A comprehensive survey of applications, systems, and future directions

Federated learning (FL)–a distributed machine learning that offers collaborative training of global models across multiple clients. FL has been considered for the design and development of many FL systems in various domains. Hence, we present a comprehensive survey and analysis of existing FL system...

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Bibliographic Details
Main Authors: Nisha Thorakkattu Madathil, Fida K. Dankar, Marton Gergely, Abdelkader Nasreddine Belkacem, Saed Alrabaee
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Computational and Structural Biotechnology Journal
Subjects:
Federated learning
Aggregation algorithms
Data privacy
Data partitioning
Non-identically distributed data
Attacks
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037025002223
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