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gamsel: Fit Regularization Path for Generalized Additive Models

Using overlap grouped-lasso penalties, 'gamsel' selects whether a term in a 'gam' is nonzero, linear, or a non-linear spline (up to a specified max df per variable). It fits the entire regularization path on a grid of values for the overall penalty lambda, both for gaussian and binomial families. See <doi:10.48550/arXiv.1506.03850> for more details.

Version: 1.8-5
Depends: R (≥ 3.6)
Imports: foreach, mda, splines
Suggests: knitr, rmarkdown
Published: 2024-09-24
DOI: 10.32614/CRAN.package.gamsel
Author: Alexandra Chouldechova [aut], Trevor Hastie [aut, cre], Balasubramanian Narasimhan [ctb], Vitalie Spinu [ctb], Matt Wand [ctb]
Maintainer: Trevor Hastie <hastie at stanford.edu>
License: GPL-2
URL: https://arxiv.org/abs/1506.03850
NeedsCompilation: yes
Materials: README
CRAN checks: gamsel results

Documentation:

Reference manual: gamsel.pdf
Vignettes: gamsel (source)

Downloads:

Package source: gamsel_1.8-5.tar.gz
Windows binaries: r-devel: gamsel_1.8-5.zip, r-release: gamsel_1.8-5.zip, r-oldrel: gamsel_1.8-5.zip
macOS binaries: r-release (arm64): gamsel_1.8-5.tgz, r-oldrel (arm64): gamsel_1.8-5.tgz, r-release (x86_64): gamsel_1.8-5.tgz, r-oldrel (x86_64): gamsel_1.8-5.tgz
Old sources: gamsel 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.