Bayesian emulation of grey-box multimodel ensembles exploiting known interior structure

Owen, J. orcid.org/0009-0000-9618-9589 and Vernon, I. (2025) Bayesian emulation of grey-box multimodel ensembles exploiting known interior structure. SIAM/ASA Journal on Uncertainty Quantification, 13 (3). pp. 1501-1542. ISSN: 2166-2525

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Item Type: Article
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© 2025 The Authors. Except as otherwise noted, this author-accepted version of a journal article published in SIAM/ASA Journal on Uncertainty Quantification is made available via the University of Sheffield Research Publications and Copyright Policy under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original work is properly cited. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/

Keywords: computer models; Bayesian emulation; Bayes linear; known simulator behavior; multimodel ensembles; decision support under uncertainty
Dates:
  • Submitted: 13 June 2024
  • Accepted: 2 June 2025
  • Published (online): 4 September 2025
  • Published: September 2025
Institution: The University of Sheffield
Academic Units: The University of Sheffield > Faculty of Science (Sheffield) > School of Mathematical and Physical Sciences
Date Deposited: 06 Oct 2025 14:05
Last Modified: 06 Oct 2025 14:05
Status: Published
Publisher: Society for Industrial & Applied Mathematics (SIAM)
Refereed: Yes
Identification Number: 10.1137/24m1669037
Open Archives Initiative ID (OAI ID):

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