Package: projpred 2.8.0.9000
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, <arxiv:2301.01660>), and for many other regression models (using the latent projection by Catalina, Bürkner, and Vehtari, 2021, <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.
Authors:
projpred_2.8.0.9000.tar.gz
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projpred.pdf |projpred.html✨
projpred/json (API)
NEWS
# Install 'projpred' in R: |
install.packages('projpred', repos = c('https://stan-dev.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/stan-dev/projpred/issues
- df_binom - Binomial toy example
- df_gaussian - Gaussian toy example
- mesquite - Mesquite data set
bayesbayesianbayesian-inferencerstanarmstanstatisticsvariable-selection
Last updated 13 days agofrom:e15204de57. Checks:OK: 6 NOTE: 3. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Sep 25 2024 |
R-4.5-win-x86_64 | NOTE | Sep 25 2024 |
R-4.5-linux-x86_64 | OK | Sep 25 2024 |
R-4.4-win-x86_64 | NOTE | Sep 25 2024 |
R-4.4-mac-x86_64 | OK | Sep 25 2024 |
R-4.4-mac-aarch64 | OK | Sep 25 2024 |
R-4.3-win-x86_64 | NOTE | Sep 25 2024 |
R-4.3-mac-x86_64 | OK | Sep 25 2024 |
R-4.3-mac-aarch64 | OK | Sep 25 2024 |
Exports:augdat_ilink_binomaugdat_link_binombreak_up_matrix_termcl_aggcv_foldscv_idscv_proportionscv_varselcvfoldsdo_callextend_familyforce_search_termsget_refmodelinit_refmodelperformancespredictor_termsproj_linpredproj_predictprojectrankingrun_cvfunsolution_termsStudent_tsuggest_sizevarsely_wobs_offs
Dependencies:abindbackportsbootcheckmateclicolorspacedata.tabledescdistributionalfansifarvergamm4genericsggplot2gluegtablegtoolsisobandjsonlitelabelinglatticelifecyclelme4loomagrittrMASSMatrixmatrixStatsmclogitmemiscmgcvminqamunsellmvtnormnlmenloptrnnetnumDerivordinalpillarpkgconfigposteriorR6RColorBrewerRcppRcppArmadilloRcppEigenRcppParallelrlangrstantoolsscalestensorAtibbleucminfutf8vctrsviridisLitewithryaml