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A clinical deep learning framework for continually learning from cardiac signals across diseases, time, modalities, and institutions

Deep learning algorithms trained on instances that violate the assumption of being independent and identically distributed (i.i.d.) are known to experience destructive interference, a phenomenon characterized by a degradation in performance. Such a violation, however, is ubiquitous in clinical setti...

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Bibliografiske detaljer
Udgivet i:Nat Commun
Main Authors: Kiyasseh, Dani, Zhu, Tingting, Clifton, David
Format: Artigo
Sprog:Inglês
Udgivet: Nature Publishing Group UK 2021
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC8270996/
https://ncbi.nlm.nih.gov/pubmed/34244504
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-021-24483-0
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