Fading memory echo state networks are universal

Echo state networks (ESNs) have been recently proved to be universal approximants for input/output systems with respect to various Lp-type criteria. When 1≤p

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Bibliographic Details
Published in:Neural networks 2021-06, Vol.138, p.10-13
Main Authors: Gonon, Lukas, Ortega, Juan-Pablo
Format: Article
Language:English
Subjects:
Echo state network
Echo state property
Fading memory property
Machine learning
Reservoir computing
Universality
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Description
Summary:Echo state networks (ESNs) have been recently proved to be universal approximants for input/output systems with respect to various Lp-type criteria. When 1≤p
ISSN:0893-6080
1879-2782
DOI:10.1016/j.neunet.2021.01.025