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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Detalles Bibliográficos
Autores principales: Abrol, Anees, Fu, Zening, Salman, Mustafa, Silva, Rogers, Du, Yuhui, Plis, Sergey, Calhoun, Vince
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7806588/
https://www.ncbi.nlm.nih.gov/pubmed/33441557
http://dx.doi.org/10.1038/s41467-020-20655-6

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7806588/
https://www.ncbi.nlm.nih.gov/pubmed/33441557
http://dx.doi.org/10.1038/s41467-020-20655-6

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