Regularisation and the least squares problem in the analysis of echo state networks

Lu, Y. orcid.org/0009-0004-6054-0145 and Winkler, J. orcid.org/0000-0002-4629-8928 (2025) Regularisation and the least squares problem in the analysis of echo state networks. Physica Scripta, 100 (11). 116009. ISSN: 0031-8949

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Item Type: Article
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© 2025 The Author(s). Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. https://creativecommons.org/licenses/by/4.0/
Keywords: Echo state networks; regularisation; condition estimation; time series
Dates:
  • Submitted: 2 June 2025
  • Accepted: 17 September 2025
  • Published (online): 13 November 2025
  • Published: 13 November 2025
Institution: The University of Sheffield
Academic Units: The University of Sheffield > Faculty of Engineering (Sheffield) > Department of Computer Science (Sheffield)
Date Deposited: 13 Nov 2025 09:34
Last Modified: 13 Nov 2025 10:35
Status: Published
Publisher: IOP Publishing
Refereed: Yes
Identification Number: 10.1088/1402-4896/ae082f
Open Archives Initiative ID (OAI ID):

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