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Linking Gaussian process regression with data-driven manifold embeddings for nonlinear data fusion

In statistical modelling with Gaussian process regression, it has been shown that combining (few) high-fidelity data with (many) low-fidelity data can enhance prediction accuracy, compared to prediction based on the few high-fidelity data only. Such information fusion techniques for multi-fidelity d...

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Detalhes bibliográficos
Publicado no:Interface Focus
Main Authors: Lee, Seungjoon, Dietrich, Felix, Karniadakis, George E., Kevrekidis, Ioannis G.
Formato: Artigo
Idioma:Inglês
Publicado em: The Royal Society 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6501345/
https://ncbi.nlm.nih.gov/pubmed/31065346
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rsfs.2018.0083
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