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Post-processing methods for delay embedding and feature scaling of reservoir computers

Abstract Reservoir computing is a machine learning method that is well-suited for complex time series prediction tasks. Both delay embedding and the projection of input data into a higher-dimensional space play important roles in enabling accurate predictions. We establish simple post-processing met...

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Hauptverfasser: Jonnel Jaurigue, Joshua Robertson, Antonio Hurtado, Lina Jaurigue, Kathy Lüdge
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Portfolio 2025-01-01
Schriftenreihe:Communications Engineering
Online-Zugang:https://doi.org/10.1038/s44172-024-00330-0
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