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.
- Version1.5.4
- R versionunknown
- LicenseApache License (== 2.0)
- Needs compilation?Yes
- gpboost citation info
- Last release11/15/2024
Documentation
Team
Fabio Sigrist
Yixuan Qiu
Show author detailsRolesCopyright holderJames Lamb
Show author detailsRolesContributorJorge Nocedal
Show author detailsRolesCopyright holderNaoaki Okazaki
Show author detailsRolesCopyright holderGael Guennebaud
Show author detailsRolesCopyright holderTimothy A. Davis
Jitse Niesen
Show author detailsRolesCopyright holderDamien Soukhavong
Show author detailsRolesContributorDaniel Lemire
Show author detailsRolesContributorJay Loden
Show author detailsRolesCopyright holderDave Daeschler
Show author detailsRolesCopyright holderGiampaolo Rodola
Show author detailsRolesCopyright holderMicrosoft Corporation
Show author detailsRolesCopyright holderVictor Zverovich
Show author detailsRolesCopyright holderDropbox, Inc.
Show author detailsRolesCopyright holderTim Gyger
Show author detailsRolesAuthorPascal Kuendig
Show author detailsRolesAuthorBenoit Jacob
Show author detailsRolesCopyright holderNicolas Carre
Show author detailsRolesCopyright holderPierre Zoppitelli
Show author detailsRolesCopyright holderGauthier Brun
Show author detailsRolesCopyright holderJean Ceccato
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 detailsRolesContributorAlberto Ferreira
Show author detailsRolesContributorIBM Corporation
Show author detailsRolesContributorKeith O'Hara
Show author detailsRolesCopyright holderStephen L. Moshier
Show author detailsRolesCopyright holderDirk Toewe
Show author detailsRolesCopyright holder
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- Depends1 package
- Imports3 packages
- Suggests1 package