The combination of circle topology and leaky integrator neurons remarkably improves the performance of echo state network on time series prediction.

Recently, echo state network (ESN) has attracted a great deal of attention due to its high accuracy and efficient learning performance. Compared with the traditional random structure and classical sigmoid units, simple circle topology and leaky integrator neurons have more advantages on reservoir co...

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Bibliographic Details
Main Authors: Fangzheng Xue, Qian Li, Xiumin Li
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5536322?pdf=render