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projpred: Projection Predictive Feature Selection

Performs projection predictive feature selection for generalized linear models (Piironen, Paasiniemi, and Vehtari, 2020, <doi:10.1214/20-EJS1711>) with or without multilevel or additive terms (Catalina, Bürkner, and Vehtari, 2022, <https://proceedings.mlr.press/v151/catalina22a.html>), for some ordinal and nominal regression models (Weber, Glass, and Vehtari, 2023, <doi:10.48550/arXiv.2301.01660>), and for many other regression models (using the latent projection by Catalina, Bürkner, and Vehtari, 2021, <doi:10.48550/arXiv.2109.04702>, which can also be applied to most of the former models). The package is compatible with the 'rstanarm' and 'brms' packages, but other reference models can also be used. See the vignettes and the documentation for more information and examples.

Version: 2.8.0
Depends: R (≥ 3.6.0)
Imports: methods, utils, Rcpp, gtools, ggplot2, scales, rstantools (≥ 2.0.0), loo (≥ 2.0.0), lme4 (≥ 1.1-28), mvtnorm, mgcv, gamm4, abind, MASS, ordinal, nnet, mclogit
LinkingTo: Rcpp, RcppArmadillo
Suggests: ggrepel, rstanarm, brms, nlme, optimx, ucminf, parallel, foreach, iterators, doRNG, unix, testthat, vdiffr, knitr, rmarkdown, glmnet, cmdstanr, rlang, bayesplot (≥ 1.5.0), posterior, doParallel, future, future.callr, doFuture
Published: 2023-12-15
DOI: 10.32614/CRAN.package.projpred
Author: Juho Piironen [aut], Markus Paasiniemi [aut], Alejandro Catalina [aut], Frank Weber [cre, aut], Aki Vehtari [aut], Jonah Gabry [ctb], Marco Colombo [ctb], Paul-Christian Bürkner [ctb], Hamada S. Badr [ctb], Brian Sullivan [ctb], Sölvi Rögnvaldsson [ctb], The LME4 Authors [cph] (see file 'LICENSE' for details), Yann McLatchie [ctb], Juho Timonen [ctb]
Maintainer: Frank Weber <fweber144 at protonmail.com>
BugReports: https://github.com/stan-dev/projpred/issues/
License: GPL-3 | file LICENSE
URL: https://mc-stan.org/projpred/, https://discourse.mc-stan.org
NeedsCompilation: yes
Additional_repositories: https://mc-stan.org/r-packages/
Citation: projpred citation info
Materials: README NEWS
CRAN checks: projpred results

Documentation:

Reference manual: projpred.pdf
Vignettes: Latent projection predictive feature selection
projpred: Projection predictive feature selection

Downloads:

Package source: projpred_2.8.0.tar.gz
Windows binaries: r-devel: projpred_2.8.0.zip, r-release: projpred_2.8.0.zip, r-oldrel: projpred_2.8.0.zip
macOS binaries: r-release (arm64): projpred_2.8.0.tgz, r-oldrel (arm64): projpred_2.8.0.tgz, r-release (x86_64): projpred_2.8.0.tgz, r-oldrel (x86_64): projpred_2.8.0.tgz
Old sources: projpred archive

Reverse dependencies:

Reverse suggests: brms

Linking:

Please use the canonical form https://CRAN.R-project.org/package=projpred to link to this page.

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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