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BT: (Adaptive) Boosting Trees Algorithm

Performs (Adaptive) Boosting Trees for Poisson distributed response variables, using log-link function. The code approach is similar to the one used in 'gbm'/'gbm3'. Moreover, each tree in the expansion is built thanks to the 'rpart' package. This package is based on following books and articles Denuit, M., Hainaut, D., Trufin, J. (2019) <doi:10.1007/978-3-030-25820-7> Denuit, M., Hainaut, D., Trufin, J. (2019) <doi:10.1007/978-3-030-57556-4> Denuit, M., Hainaut, D., Trufin, J. (2019) <doi:10.1007/978-3-030-25827-6> Denuit, M., Hainaut, D., Trufin, J. (2022) <doi:10.1080/03461238.2022.2037016> Denuit, M., Huyghe, J., Trufin, J. (2022) <https://dial.uclouvain.be/pr/boreal/fr/object/boreal%3A244325/datastream/PDF_01/view> Denuit, M., Trufin, J., Verdebout, T. (2022) <https://dial.uclouvain.be/pr/boreal/fr/object/boreal%3A268577>.

Version: 0.4
Depends: R (≥ 4.0)
Imports: rpart, stats, statmod, parallel
Suggests: rmarkdown, knitr, testthat (≥ 3.0.0)
Published: 2023-08-19
DOI: 10.32614/CRAN.package.BT
Author: Gireg Willame [aut, cre, cph]
Maintainer: Gireg Willame <gireg.willame at gmail.com>
BugReports: https://github.com/GiregWillame/BT/issues/
License: GPL (≥ 3)
URL: https://github.com/GiregWillame/BT/
NeedsCompilation: no
Materials: README
CRAN checks: BT results

Documentation:

Reference manual: BT.pdf
Vignettes: BT-usage-example

Downloads:

Package source: BT_0.4.tar.gz
Windows binaries: r-devel: BT_0.4.zip, r-release: BT_0.4.zip, r-oldrel: BT_0.4.zip
macOS binaries: r-release (arm64): BT_0.4.tgz, r-oldrel (arm64): BT_0.4.tgz, r-release (x86_64): BT_0.4.tgz, r-oldrel (x86_64): BT_0.4.tgz
Old sources: BT archive

Linking:

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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.