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optRF: Optimising Random Forest Stability Through Selection of the Optimal Number of Trees

Calculating the stability of random forest with certain numbers of trees. The non-linear relationship between stability and numbers of trees is described using a logistic regression model and used to estimate the optimal number of trees.

Version: 1.0.1
Depends: R (≥ 4.1.2), minpack.lm (≥ 1.2-4), ranger (≥ 0.16.0), irr (≥ 0.84.1)
Imports: graphics, methods, stats
Suggests: covr, spelling, testthat
Published: 2024-09-23
DOI: 10.32614/CRAN.package.optRF
Author: Thomas Martin Lange ORCID iD [cre, aut], Felix Heinrich ORCID iD [ctb]
Maintainer: Thomas Martin Lange <thomas.lange at uni-goettingen.de>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: no
CRAN checks: optRF results

Documentation:

Reference manual: optRF.pdf

Downloads:

Package source: optRF_1.0.1.tar.gz
Windows binaries: r-devel: optRF_1.0.1.zip, r-release: optRF_1.0.1.zip, r-oldrel: optRF_1.0.1.zip
macOS binaries: r-release (arm64): optRF_1.0.1.tgz, r-oldrel (arm64): optRF_1.0.1.tgz, r-release (x86_64): optRF_1.0.1.tgz, r-oldrel (x86_64): optRF_1.0.1.tgz

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.