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Exploratory-Phase-Free Estimation of GP Hyperparameters in Sequential Design Methods—At the Example of Bayesian Inverse Problems
Methods for sequential design of computer experiments typically consist of two phases. In the first phase, the exploratory phase, a space-filling initial design is used to estimate hyperparameters of a Gaussian process emulator (GPE) and to provide some initial global exploration of the model functi...
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| Published in: | Front Artif Intell |
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| Main Authors: | , , |
| Format: | Artigo |
| Language: | Inglês |
| Published: |
Frontiers Media S.A.
2020
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| Subjects: | |
| Online Access: | https://ncbi.nlm.nih.gov/pmc/articles/PMC7861299/ https://ncbi.nlm.nih.gov/pubmed/33733169 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/frai.2020.00052 |
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