xgboost
Extreme Gradient Boosting
Extreme Gradient Boosting, which is an efficient implementation of the gradient boosting framework from Chen & Guestrin (2016) doi:10.1145/2939672.2939785. This package is its R interface. The package includes efficient linear model solver and tree learning algorithms. The package can automatically do parallel computation on a single machine which could be more than 10 times faster than existing gradient boosting packages. It supports various objective functions, including regression, classification and ranking. The package is made to be extensible, so that users are also allowed to define their own objectives easily.
- Version1.7.8.1
- R versionunknown
- LicenseApache License (== 2.0)
- LicenseLICENSE
- Needs compilation?Yes
- Last release07/24/2024
Documentation
- VignetteDiscover your data
- VignetteXGBoost presentation
- VignetteXGBoost from JSON
- Vignettexgboost: eXtreme Gradient Boosting
- Materialxgboost.pdf
- MaterialDiscover your data
- MaterialXGBoost presentation
- MaterialXGBoost from JSON
- Materialxgboost: eXtreme Gradient Boosting
- In ViewsHighPerformanceComputing
- In ViewsMachineLearning
- In ViewsModelDeployment
- In ViewsSurvival
Team
- Jiaming Yuan
- Yuan Tang
- Tong HeShow author detailsRolesAuthor
- Michael BenestyShow author detailsRolesAuthor
- Vadim KhotilovichShow author detailsRolesAuthor
- Tianqi ChenShow author detailsRolesAuthor
- Hyunsu ChoShow author detailsRolesAuthor
- Kailong ChenShow author detailsRolesAuthor
- Rory MitchellShow author detailsRolesAuthor
- Ignacio CanoShow author detailsRolesAuthor
- Tianyi ZhouShow author detailsRolesAuthor
- Mu LiShow author detailsRolesAuthor
- Junyuan XieShow author detailsRolesAuthor
- Min LinShow author detailsRolesAuthor
- Yifeng GengShow author detailsRolesAuthor
- Yutian LiShow author detailsRolesAuthor
- XGBoost contributorsShow author detailsRolesCopyright holder
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Dependencies
- Imports3 packages
- Suggests12 packages
- Reverse Depends1 package
- Reverse Imports67 packages
- Reverse Suggests70 packages
- Reverse Enhances2 packages