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deform: Spatial Deformation and Dimension Expansion Gaussian Processes
Methods for fitting nonstationary Gaussian process models by spatial deformation, as introduced by Sampson and Guttorp (1992) <doi:10.1080/01621459.1992.10475181>, and by dimension expansion, as introduced by Bornn et al. (2012) <doi:10.1080/01621459.2011.646919>. Low-rank thin-plate regression splines, as developed in Wood, S.N. (2003) <doi:10.1111/1467-9868.00374>, are used to either transform co-ordinates or create new latent dimensions.
Getting started
Browse package contents
Package details |
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| Author | Ben Youngman [aut, cre] (<https://orcid.org/0000-0003-0215-8189>) |
| Maintainer | Ben Youngman <b.youngman@exeter.ac.uk> |
| License | GPL-3 |
| Version | 1.0.0 |
| Package repository | View on CRAN |
| Installation |
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