20 citations · 36 across the 16 of their papers we have counts for
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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…
cs.NE2018
Echo state networks are universal
Lyudmila Grigoryeva, Juan-Pablo Ortega
This paper shows that echo state networks are universal uniform approximants in the context of discrete-time fading memory filters with uniformly bounded inputs defined on negative…