Echo State Networks trained by Tikhonov least squares are L2(μ) approximators of ergodic dynamical systems

Allen G Hart, James L Hook, Jonathan H P Dawes

Echo State Networks (ESNs) are a class of single-layer recurrent neural networks with randomly generated internal weights, and a single layer of tuneable outer weights, which are u…