The hardware and bandwidth for this mirror is donated by METANET, the Webhosting and Full Service-Cloud Provider.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]metanet.ch.

gpboost: Combining Tree-Boosting with Gaussian Process and Mixed Effects Models

An R package that allows for combining tree-boosting with Gaussian process and mixed effects models. It also allows for independently doing tree-boosting as well as inference and prediction for Gaussian process and mixed effects models. See <https://github.com/fabsig/GPBoost> for more information on the software and Sigrist (2022, JMLR) <https://www.jmlr.org/papers/v23/20-322.html> and Sigrist (2023, TPAMI) <doi:10.1109/TPAMI.2022.3168152> for more information on the methodology.

Version: 1.5.4
Depends: R (≥ 3.5), R6 (≥ 2.0)
Imports: data.table (≥ 1.9.6), graphics, RJSONIO, Matrix (≥ 1.1-0), methods, utils
Suggests: testthat
Published: 2024-11-15
DOI: 10.32614/CRAN.package.gpboost
Author: Fabio Sigrist [aut, cre], Tim Gyger [aut], Pascal Kuendig [aut], Benoit Jacob [cph], Gael Guennebaud [cph], Nicolas Carre [cph], Pierre Zoppitelli [cph], Gauthier Brun [cph], Jean Ceccato [cph], Jitse Niesen [cph], Other authors of Eigen for the included version of Eigen [ctb, cph], Timothy A. Davis [cph], Guolin Ke [ctb], Damien Soukhavong [ctb], James Lamb [ctb], Other authors of LightGBM for the included version of LightGBM [ctb], Microsoft Corporation [cph], Dropbox, Inc. [cph], Jay Loden [cph], Dave Daeschler [cph], Giampaolo Rodola [cph], Alberto Ferreira [ctb], Daniel Lemire [ctb], Victor Zverovich [cph], IBM Corporation [ctb], Keith O'Hara [cph], Stephen L. Moshier [cph], Jorge Nocedal [cph], Naoaki Okazaki [cph], Yixuan Qiu [cph], Dirk Toewe [cph]
Maintainer: Fabio Sigrist <fabiosigrist at gmail.com>
BugReports: https://github.com/fabsig/GPBoost/issues
License: Apache License (== 2.0) | file LICENSE
URL: https://github.com/fabsig/GPBoost
NeedsCompilation: yes
SystemRequirements: C++17
Citation: gpboost citation info
Materials: README
In views: MixedModels
CRAN checks: gpboost results

Documentation:

Reference manual: gpboost.pdf

Downloads:

Package source: gpboost_1.5.4.tar.gz
Windows binaries: r-devel: gpboost_1.5.4.zip, r-release: gpboost_1.5.4.zip, r-oldrel: gpboost_1.5.4.zip
macOS binaries: r-release (arm64): gpboost_1.5.4.tgz, r-oldrel (arm64): gpboost_1.5.4.tgz, r-release (x86_64): gpboost_1.5.4.tgz, r-oldrel (x86_64): gpboost_1.5.4.tgz
Old sources: gpboost archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=gpboost to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.