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GPvecchia: Scalable Gaussian-Process Approximations

Fast scalable Gaussian process approximations, particularly well suited to spatial (aerial, remote-sensed) and environmental data, described in more detail in Katzfuss and Guinness (2017) <doi:10.48550/arXiv.1708.06302>. Package also contains a fast implementation of the incomplete Cholesky decomposition (IC0), based on Schaefer et al. (2019) <doi:10.48550/arXiv.1706.02205> and MaxMin ordering proposed in Guinness (2018) <doi:10.48550/arXiv.1609.05372>.

Version:0.1.7
Imports:Rcpp (≥ 1.0.9), methods, stats,sparseinv,fields,Matrix (≥1.5.1), parallel,GpGp,FNN
LinkingTo:Rcpp,RcppArmadillo,BH
Suggests:mvtnorm,knitr,rmarkdown,testthat
Published:2024-03-12
DOI:10.32614/CRAN.package.GPvecchia
Author:Matthias Katzfuss [aut], Marcin Jurek [aut, cre], Daniel Zilber [aut], Wenlong Gong [aut], Joe Guinness [ctb], Jingjie Zhang [ctb], Florian Schaefer [ctb]
Maintainer:Marcin Jurek <marcinjurek1988 at gmail.com>
License:GPL-2 |GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation:yes
Materials:README,NEWS
CRAN checks:GPvecchia results

Documentation:

Reference manual:GPvecchia.html ,GPvecchia.pdf
Vignettes:GPvecchia (source,R code)

Downloads:

Package source: GPvecchia_0.1.7.tar.gz
Windows binaries: r-devel:GPvecchia_0.1.7.zip, r-release:GPvecchia_0.1.7.zip, r-oldrel:GPvecchia_0.1.7.zip
macOS binaries: r-release (arm64):GPvecchia_0.1.7.tgz, r-oldrel (arm64):GPvecchia_0.1.7.tgz, r-release (x86_64):GPvecchia_0.1.7.tgz, r-oldrel (x86_64):GPvecchia_0.1.7.tgz
Old sources: GPvecchia archive

Reverse dependencies:

Reverse imports:bhetGP,VeccTMVN

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=GPvecchiato link to this page.


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