sivs: Stable Iterative Variable Selection

An iterative feature selection method that internally utilizes various Machine Learning methods that have embedded feature reduction in order to shrink down the feature space into a small and yet robust set.

Version: 0.2.11
Imports: doParallel, parallel, foreach, glmnet, pROC, varhandle, utils
Suggests: markdown, knitr
Published: 2025-05-10
DOI: 10.32614/CRAN.package.sivs
Author: Mehrad Mahmoudian ORCID iD [aut, cre], Mikko Venäläinen ORCID iD [aut, rev], Riku Klèn ORCID iD [aut, ths], Laura Elo ORCID iD [aut, ths, fnd]
Maintainer: Mehrad Mahmoudian <m.mahmoudian at gmail.com>
BugReports: https://github.com/mmahmoudian/sivs/issues
License: GPL-3
URL: https://github.com/mmahmoudian/sivs, https://doi.org/10.1093/bioinformatics/btab501
NeedsCompilation: no
Citation: sivs citation info
Materials: NEWS
CRAN checks: sivs results

Documentation:

Reference manual: sivs.pdf
Vignettes: Stable Iterative Variable Selection (SIVS) (source, R code)

Downloads:

Package source: sivs_0.2.11.tar.gz
Windows binaries: r-devel: sivs_0.2.11.zip, r-release: sivs_0.2.10.zip, r-oldrel: sivs_0.2.10.zip
macOS binaries: r-release (arm64): sivs_0.2.11.tgz, r-oldrel (arm64): sivs_0.2.11.tgz, r-release (x86_64): sivs_0.2.11.tgz, r-oldrel (x86_64): sivs_0.2.11.tgz
Old sources: sivs archive

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