Do reservoir computers work best at the edge of chaos?

DOI10.1063/5.0038163zbMath1506.68029arXiv2012.01409OpenAlexW3115905968WikidataQ104678142 ScholiaQ104678142MaRDI QIDQ3388138

Thomas L. Carroll

Publication date: 11 January 2021

Published in: Chaos: An Interdisciplinary Journal of Nonlinear Science (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2012.01409

Mathematics Subject Classification ID

Dynamical aspects of cellular automata (37B15) Strange attractors, chaotic dynamics of systems with hyperbolic behavior (37D45) Other nonclassical models of computation (68Q09)

Related Items (4)

Achieving criticality for reservoir computing using environment-induced explosive death ⋮ Low dimensional manifolds in reservoir computers ⋮ Symmetry kills the square in a multifunctional reservoir computer ⋮ Strange properties of linear reservoirs in the infinitely large limit for prediction of continuous-time signals

Cites Work

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• The Lyapunov dimension of strange attractors
• Embedding and approximation theorems for echo state networks
• Testing dynamical system variables for reconstruction
• Deterministic Nonperiodic Flow
• The reservoir’s perspective on generalized synchronization
• DETECTING CHAOTIC DRIVE–RESPONSE GEOMETRY IN GENERALIZED SYNCHRONIZATION

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