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arXiv · 2105.13473

Consistency capacity of reservoir computers

Thomas Jüngling·Thomas Lymburn·Michael Small
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Abstract

We study the propagation and distribution of information-carrying signals injected in dynamical systems serving as a reservoir computers. A multivariate correlation analysis in tailored replica tests reveals consistency spectra and capacities of a reservoir. These measures provide a high-dimensional portrait of the nonlinear functional dependence on the inputs. For multiple inputs a hierarchy of capacity measures characterizes the interference of signals from each source. For each input the time-resolved capacity forms a nonlinear fading memory profile. We illustrate the methodology with various types of echo state networks.

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Thomas Jüngling, Thomas Lymburn, Michael Small. 2021-05-25. Consistency capacity of reservoir computers. https://arxiv.org/abs/2105.13473

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