Deep learning encodes robust discriminative neuroimaging representations to outperform standard machine learning

Recent critical commentaries unfavorably compare deep learning (DL) with standard machine learning (SML) approaches for brain imaging data analysis. However, their conclusions are often based on pre-engineered features depriving DL of its main advantage — representation learning. We conduct a large-...

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Bibliografiske detaljer
Udgivet i:	Nat Commun
Main Authors:	Abrol, Anees, Fu, Zening, Salman, Mustafa, Silva, Rogers, Du, Yuhui, Plis, Sergey, Calhoun, Vince
Format:	Artigo
Sprog:	Inglês
Udgivet:	Nature Publishing Group UK 2021
Fag:	Article
Online adgang:	https://ncbi.nlm.nih.gov/pmc/articles/PMC7806588/ https://ncbi.nlm.nih.gov/pubmed/33441557 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41467-020-20655-6
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Deep learning encodes robust discriminative neuroimaging representations to outperform standard machine learning

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