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

Package details

AuthorBen Youngman [aut, cre] (<https://orcid.org/0000-0003-0215-8189>)
MaintainerBen Youngman <b.youngman@exeter.ac.uk>
LicenseGPL-3
Version1.0.0
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("deform")

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deform documentation built on Oct. 19, 2023, 9:08 a.m.