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: | 0.1.8 |
| Imports: | Rcpp (≥ 1.1.1), methods, stats, sparseinv, fields, Matrix (≥ 1.5.1), parallel, GpGp, FNN |
| LinkingTo: | Rcpp, RcppArmadillo, BH |
| Suggests: | mvtnorm, knitr, rmarkdown, testthat |
| Published: | 2026-01-31 |
| 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 |
| Reference manual: | GPvecchia.html , GPvecchia.pdf |
| Vignettes: |
GPvecchia (source, R code) |
| Package source: | GPvecchia_0.1.8.tar.gz |
| Windows binaries: | r-devel: GPvecchia_0.1.8.zip, r-release: GPvecchia_0.1.8.zip, r-oldrel: GPvecchia_0.1.8.zip |
| macOS binaries: | r-release (arm64): GPvecchia_0.1.8.tgz, r-oldrel (arm64): GPvecchia_0.1.8.tgz, r-release (x86_64): GPvecchia_0.1.8.tgz, r-oldrel (x86_64): GPvecchia_0.1.8.tgz |
| Old sources: | GPvecchia archive |
| Reverse imports: | bhetGP, VeccTMVN |
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