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Bayesian(3) Active Learning for the Gaussian Process Emulator Using Information Theory

Gaussian process emulators (GPE) are a machine learning approach that replicates computational demanding models using training runs of that model. Constructing such a surrogate is very challenging and, in the context of Bayesian inference, the training runs should be well invested. The current paper...

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Detalles Bibliográficos
Autores principales: Oladyshkin, Sergey, Mohammadi, Farid, Kroeker, Ilja, Nowak, Wolfgang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517511/
https://www.ncbi.nlm.nih.gov/pubmed/33286660
http://dx.doi.org/10.3390/e22080890