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Nonlinear System Modeling with Random Matrices: Echo State Networks Revisited

Echo state networks (ESNs) are a novel form of recurrent neural networks (RNNs) that provide an efficient and powerful computational model approximating nonlinear dynamical systems. A unique feature of an ESN is that a large number of neurons (the “reservoir”) are used, whose synaptic connections ar...

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Detalhes bibliográficos
Main Authors: Zhang, Bai, Miller, David J., Wang, Yue
Formato: Artigo
Idioma:Inglês
Publicado em: 2012
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4107715/
https://ncbi.nlm.nih.gov/pubmed/24808467
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TNNLS.2011.2178562
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