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.
- Version1.5.5.1
- R versionR (≥ 3.5)
- LicenseApache License (== 2.0)
- Needs compilation?Yes
- gpboost citation info
- Last release01/20/2025
Documentation
Team
Fabio Sigrist
MaintainerShow author detailsYixuan Qiu
Show author detailsRolesCopyright holderVictor Zverovich
Show author detailsRolesCopyright holderJay Loden
Show author detailsRolesCopyright holderDaniel Lemire
Show author detailsRolesContributorJean Ceccato
Show author detailsRolesCopyright holderJorge Nocedal
Show author detailsRolesCopyright holderDave Daeschler
Show author detailsRolesCopyright holderTim Gyger
Show author detailsRolesAuthorDirk Toewe
Show author detailsRolesCopyright holderBenoit Jacob
Show author detailsRolesCopyright holderDropbox, Inc.
Show author detailsRolesCopyright holderJames Lamb
Show author detailsRolesContributorGiampaolo Rodola
Show author detailsRolesCopyright holderAlberto Ferreira
Show author detailsRolesContributorDamien Soukhavong
Show author detailsRolesContributorKeith O'Hara
Show author detailsRolesCopyright holderPascal Kuendig
Show author detailsRolesAuthorJitse Niesen
Show author detailsRolesCopyright holderMicrosoft Corporation
Show author detailsRolesCopyright holderGael Guennebaud
Show author detailsRolesCopyright holderIBM Corporation
Show author detailsRolesContributorGauthier Brun
Show author detailsRolesCopyright holderOther authors of Eigen for the included version of Eigen
Show author detailsRolesContributor, Copyright holderGuolin Ke
Show author detailsRolesContributorOther authors of LightGBM for the included version of LightGBM
Show author detailsRolesContributorTimothy A. Davis
Naoaki Okazaki
Show author detailsRolesCopyright holderStephen L. Moshier
Show author detailsRolesCopyright holderPierre Zoppitelli
Show author detailsRolesCopyright holderNicolas Carre
Show author detailsRolesCopyright holder
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Dependencies
- Depends1 package
- Imports3 packages
- Suggests1 package