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Detecting model misconducts in decentralized healthcare federated learning

BACKGROUND: To accelerate healthcare/genomic medicine research and facilitate quality improvement, researchers have started cross-institutional collaborations to use artificial intelligence on clinical/genomic data. However, there are real-world risks of incorrect models being submitted to the learn...

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Detalles Bibliográficos
Autores principales: Kuo, Tsung-Ting, Pham, Anh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10017272/
https://www.ncbi.nlm.nih.gov/pubmed/34923447
http://dx.doi.org/10.1016/j.ijmedinf.2021.104658