47 citations · 174 across the 18 of their papers we have counts for
Showing 2019Show all
2 papers · 1 filter
cs.LG2019★ 20 cited
Risk bounds for reservoir computing
Lukas Gonon, Lyudmila Grigoryeva, Juan-Pablo Ortega
We analyze the practices of reservoir computing in the framework of statistical learning theory. In particular, we derive finite sample upper bounds for the generalization error co…
cs.NE2019★ 4 cited
Differentiable reservoir computing
Lyudmila Grigoryeva, Juan-Pablo Ortega
Much effort has been devoted in the last two decades to characterize the situations in which a reservoir computing system exhibits the so-called echo state (ESP) and fading memory…