Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data

Several studies underscore the potential of deep learning in identifying complex patterns, leading to diagnostic and prognostic biomarkers. Identifying sufficiently large and diverse datasets, required for training, is a significant challenge in medicine and can rarely be found in individual institu...

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Detalles Bibliográficos
Autores principales: Sheller, Micah J., Edwards, Brandon, Reina, G. Anthony, Martin, Jason, Pati, Sarthak, Kotrotsou, Aikaterini, Milchenko, Mikhail, Xu, Weilin, Marcus, Daniel, Colen, Rivka R., Bakas, Spyridon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7387485/
https://www.ncbi.nlm.nih.gov/pubmed/32724046
http://dx.doi.org/10.1038/s41598-020-69250-1

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7387485/
https://www.ncbi.nlm.nih.gov/pubmed/32724046
http://dx.doi.org/10.1038/s41598-020-69250-1

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