Existence of reservoir with finite-dimensional output for universal reservoir computing

Existence of reservoir with finite-dimensional output for universal reservoir computing

Abstract In this paper, we prove the existence of a reservoir that has a finite-dimensional output and makes the reservoir computing model universal. Reservoir computing is a method for dynamical system approximation that trains the static part of a model but fixes the dynamical part called the rese...

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Bibliografiska uppgifter
Huvudupphovsmän: Shuhei Sugiura, Ryo Ariizumi, Toru Asai, Shun-ichi Azuma
Materialtyp: Artikel
Språk:English
Publicerad: Nature Portfolio 2024-04-01
Serie:Scientific Reports
Ämnen:
Machine learning
Neural network
Nonlinear dynamical system
Reservoir computing
Länkar:https://doi.org/10.1038/s41598-024-56742-7

Internet

https://doi.org/10.1038/s41598-024-56742-7

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