Skip to content

Fast Gaussian Process Computation Using Vecchia's Approximation

7packages dependsuggested by 1
7.9Kdownloads / year
86.9%test coverage
13/13flavors OK

Overview

About

Functions for fitting and doing predictions with Gaussian process models using Vecchia's (1988) approximation. Package also includes functions for reordering input locations, finding ordered nearest neighbors (with help from 'FNN' package), grouping operations, and conditional simulations. Covariance functions for spatial and spatial-temporal data on Euclidean domains and spheres are provided. The original approximation is due to Vecchia (1988) http://www.jstor.org/stable/2345768, and the reordering and grouping methods are from Guinness (2018) doi:10.1080/00401706.2018.1437476. Model fitting employs a Fisher scoring algorithm described in Guinness (2019) doi:10.48550/arXiv.1905.08374.

Changes in 1.0.0

Allow X_pred to be unspecified in 'predictions' when X_obs is intercept-only

From NEWS.md in the release

Install

Health

CRAN checks
13OK
Slowest check: 4.1 min · r-devel-windows-x86_64
Status changes
  • OK13 OK2026-08-05
  • NOTE12 OK, 1 NOTE2026-08-01
  • OK12 OK2026-04-25
  • NOTE12 OK, 2 NOTE2026-04-22
  • ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
Show 1 earlier changeHide 1 earlier change
  • NOTE12 OK, 2 NOTE2026-03-10
Advisories

none known

Documentation

In release 1.0.0
READMEYes · 95 wordsVignettesNoNEWSYes · 100% structured · mentions 1.0.0Citation fileYesWebsitenot declared in DESCRIPTION
Help pages
71includes a package overview page
Examples that run
100%20 run in a plain check
Exported functions with examples
87%
Documented parameters
100%
Return-value docs
91%
Help pages citing references
0%

Downloads

7.9K
CRAN downloads in the past year
Rank #4,498 · ~22/day · ~659/mo
Daily download trend is not available in this view yet.
69130 days
1.9K90 days
7.9K1 year
Compare downloads with other packages →
Also on504 r2u5 autocran

Dependencies

Declared dependencies
10 external dependencies (excludes base and recommended)

Installing GpGp adds 4 packages (3 with compiled code, 17 MB of source tarballs). Heaviest: BH 14 MB, Rcpp 1.8 MB, RcppArmadillo 1.0 MB.

Depends (1)
R >= 2.10
Imports (2)
LinkingTo (3)
Enhances (0)
none
Reverse dependencies
7direct
0indirect
Imports 7
Suggested by 1
Depends, Imports or LinkingTo, most downloaded first
Suggests, most downloaded first

Datasets

People & History

People (3)
Author, Maintainer since 0.1.0 (2018)
Author · added in 0.3.0
Releases (12)

Pick two releases to compare their code metrics.

Show 8 earlier eventsHide 8 earlier events
  • 0.2.0
    record
    2019-06-29 · diff ↗ ·
    removed 10 exports
    Linv_mult_grouped, proflik_mean, proflik_mean_grouped, proflik_mean_variance, proflik_mean_variance_grouped, proflik_variance, proflik_variance_grouped, vecchia_Linv_grouped, vecchia_loglik, vecchia_loglik_grouped
    added 9 exports
    L_t_mult, Linv_t_mult, find_ordered_nn_brute, vecchia_grouped_meanzero_loglik, vecchia_grouped_profbeta_loglik, vecchia_grouped_profbeta_loglik_grad_info, vecchia_meanzero_loglik, vecchia_profbeta_loglik, vecchia_profbeta_loglik_grad_info
  • R
    R 3.6.0 released · 2019-04-26
  • unarchivedReturned to CRAN
    2019-01-30
  • 0.1.1
    record
    2019-01-30 · diff ↗
  • archivedRemoved from CRAN
    2019-01-28
    check issues were not corrected despite reminder Singular matrix seen in the vignette on several platforms (intermittently or permanently)
  • R
    R 3.5.0 released · 2018-04-23
  • 0.1.0
    record
    2018-02-19
  • R
    R 3.4.0 released · 2017-04-21

Package metadata

First published
2018-02-19
Total releases
12 / 8 yrs
License
MIT + file LICENSE OSI
Minimum R
≥ 2.10
Bundled data
1.3 MB / 2 files
Download size
1.3 MB

Cite

Cite this package

Run in R for the authors' entry:

citation("GpGp")

The package provides a citation file, so citation() returns the authors' own entry.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for GpGp version 1.0.0 [Data set]. HJJB, LLC. Data release v2026-10-20. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-20, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →

Privacy choices

These apply to this browser and are stored on this device only. Nothing about your choice is sent to us.

Read the privacy policy