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arXiv · 1510.03800

Reservoir Computing Dynamics for Single Nonlinear Node with Delay Line Structure

Claudio A. DiMarco
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Abstract

For a reservoir computer composed of a single nonlinear node and delay line, we show that after a finite period of discrete time, the distance between two reservoir outputs is bounded above by a constant multiple of the distance between their respective inputs. We also translate familiar separation properties from the context of Echo State Networks to that of the single nonlinear node structure.

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Claudio A. DiMarco. 2015-10-13. Reservoir Computing Dynamics for Single Nonlinear Node with Delay Line Structure. https://arxiv.org/abs/1510.03800

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