Nature Communications (Sep 2020)

Autoreservoir computing for multistep ahead prediction based on the spatiotemporal information transformation

  • Pei Chen,
  • Rui Liu,
  • Kazuyuki Aihara,
  • Luonan Chen

DOI
https://doi.org/10.1038/s41467-020-18381-0
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 15

Abstract

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Predicting future values of a short time series remains a challenge. Here, the authors propose an auto-reservoir computing framework, which achieved accurate and robust multistep ahead prediction by transforming high-dimensional data into temporal dynamics.