Published in:Chaos: An Interdisciplinary Journal of Nonlinear Science
Language:
English
DOI:
10.1063/1.5079686
ISSN:
1054-1500;
1089-7682
Origination:
Footnote:
Description:
<jats:p>Consistency is an extension to generalized synchronization which quantifies the degree of functional dependency of a driven nonlinear system to its input. We apply this concept to echo-state networks, which are an artificial-neural network version of reservoir computing. Through a replica test, we measure the consistency levels of the high-dimensional response, yielding a comprehensive portrait of the echo-state property.</jats:p>