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Functional Connectivity Analysis in Resting State fMRI with Echo-State Networks and Non-Metric Clustering for Network Structure Recovery

Echo state networks (ESN) are recurrent neural networks where the hidden layer is replaced with a fixed reservoir of neurons. Unlike feed-forward networks, neuron training in ESN is restricted to the output neurons alone thereby providing a computational advantage. We demonstrate the use of such ESN...

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Detalhes bibliográficos
Publicado no:Proc SPIE Int Soc Opt Eng
Main Authors: Wismüller, Axel, DSouza, Adora M., Abidin, Anas Z., Wang, Xixi, Hobbs, Susan K., Nagarajan, Mahesh B.
Formato: Artigo
Idioma:Inglês
Publicado em: 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5693388/
https://ncbi.nlm.nih.gov/pubmed/29151666
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/12.2082106
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