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ranktreeEnsemble: Ensemble Models of Rank-Based Trees with Extracted Decision Rules

Fast computing an ensemble of rank-based trees via boosting or random forest on binary and multi-class problems. It converts continuous gene expression profiles into ranked gene pairs, for which the variable importance indices are computed and adopted for dimension reduction. Decision rules can be extracted from trees.

Version: 0.23
Depends: R (≥ 3.5.0)
Imports: Rcpp (≥ 1.0.10), randomForestSRC, gbm, methods, data.tree
LinkingTo: Rcpp
Published: 2024-05-24
DOI: 10.32614/CRAN.package.ranktreeEnsemble
Author: Ruijie Yin [aut], Chen Ye [aut], Min Lu ORCID iD [aut, cre]
Maintainer: Min Lu <luminwin at gmail.com>
BugReports: https://github.com/TransBioInfoLab/ranktreeEnsemble/issues/
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL: https://github.com/TransBioInfoLab/ranktreeEnsemble/
NeedsCompilation: yes
Citation: ranktreeEnsemble citation info
Materials: NEWS
CRAN checks: ranktreeEnsemble results

Documentation:

Reference manual: ranktreeEnsemble.pdf

Downloads:

Package source: ranktreeEnsemble_0.23.tar.gz
Windows binaries: r-devel: ranktreeEnsemble_0.23.zip, r-release: ranktreeEnsemble_0.23.zip, r-oldrel: ranktreeEnsemble_0.23.zip
macOS binaries: r-release (arm64): ranktreeEnsemble_0.23.tgz, r-oldrel (arm64): ranktreeEnsemble_0.23.tgz, r-release (x86_64): ranktreeEnsemble_0.23.tgz, r-oldrel (x86_64): ranktreeEnsemble_0.23.tgz
Old sources: ranktreeEnsemble 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.
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