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Transfer learning improves resting-state functional connectivity pattern analysis using convolutional neural networks

BACKGROUND: Deep learning is gaining importance in the prediction of cognitive states and brain pathology based on neuroimaging data. Including multiple hidden layers in artificial neural networks enables unprecedented predictive power; however, the proper training of deep neural networks requires t...

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Detalles Bibliográficos
Autores principales: Vakli, Pál, Deák-Meszlényi, Regina J, Hermann, Petra, Vidnyánszky, Zoltán
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6283213/
https://www.ncbi.nlm.nih.gov/pubmed/30395218
http://dx.doi.org/10.1093/gigascience/giy130