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.
- Version2.8.0
- R versionunknown
- LicenseGPL-3
- LicenseLICENSE
- Needs compilation?Yes
- projpred citation info
- Last release12/15/2023
Documentation
Team
Frank Weber
Hamada S. Badr
Jonah Gabry
Show author detailsRolesContributorPaul-Christian Bürkner
Show author detailsRolesContributorJuho Piironen
Show author detailsRolesAuthorMarco Colombo
Show author detailsRolesContributorJuho Timonen
Show author detailsRolesContributorAki Vehtari
Show author detailsRolesAuthorMarkus Paasiniemi
Show author detailsRolesAuthorAlejandro Catalina
Show author detailsRolesAuthorBrian Sullivan
Show author detailsRolesContributorSölvi Rögnvaldsson
Show author detailsRolesContributorThe LME4 Authors
Show author detailsRolesCopyright holderYann McLatchie
Show author detailsRolesContributor
Insights
Last 30 days
This package has been downloaded 1,806 times in the last 30 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 61 times.
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
Last 365 days
This package has been downloaded 22,342 times in the last 365 days. The downloads are officially high enough to crash an underfunded departmental server. Quite an accomplishment! The day with the most downloads was Apr 25, 2024 with 169 downloads.
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
Data provided by CRAN
Binaries
Dependencies
- Imports15 packages
- Suggests22 packages
- Linking To2 packages
- Reverse Suggests1 package