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cs.NE2020
Fading memory echo state networks are universal
Lukas Gonon, Juan-Pablo Ortega
Echo state networks (ESNs) have been recently proved to be universal approximants for input/output systems with respect to various -type criteria. When , onl…
cs.NE2020
Discrete-time signatures and randomness in reservoir computing
Christa Cuchiero, Lukas Gonon, Lyudmila Grigoryeva +2
A new explanation of geometric nature of the reservoir computing phenomenon is presented. Reservoir computing is understood in the literature as the possibility of approximating in…