420 citations · 1.5k across the 35 of their papers we have counts for
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cs.LG2022★ 7 cited
Composite FORCE learning of chaotic echo state networks for time-series prediction
Yansong Li, Kai Hu, Kohei Nakajima +1
Echo state network (ESN), a kind of recurrent neural networks, consists of a fixed reservoir in which neurons are connected randomly and recursively and obtains the desired output…
cs.LG2019★ 6 cited
A Unifying Framework for Information Processing in Stochastically Driven Dynamical Systems
Tomoyuki Kubota, Hirokazu Takahashi, Kohei Nakajima
A dynamical system can be regarded as an information processing apparatus that encodes input streams from the external environment to its state and processes them through state tra…