Provides functions for specifying and fitting nonstationary covariance models for Gaussian processes and Gaussian Markov random fields. See the vignettes on climate ensemble emulation using a GMRF and a simple example using a nonstationary generalization of the Matern.
You can install the development version of this package from GitHub with:
# install.packages("devtools")
devtools::install_github("ashtonwiens/nonstationary")
To build the vignettes (which takes about 11 minutes on my laptop)
devtools::install_github("ashtonwiens/nonstationary", build_vignettes=TRUE)
Then
vignette('climate-ensemble-emulation', package='nonstationary')
vignette('nonstationary-matern-generalization', package='nonstationary')
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