A new projpred version (2.7.0) has been released on CRAN. Most noteworthy changes are that the default search method is forward search now, that a built-in connection to the posterior package has been added for handling projected posterior draws (which is especially useful after clustered projection), and that a helper function run_cvfun()
has been added which allows to save time if K-fold CV is run multiple times based on the same K reference model refits (e.g., for debugging) and which also illustrates how input for argument cvfits
of cv_varsel.refmodel()
and init_refmodel()
should look like. See the changelog for details.
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I forgot to mention some other features:
- Parallelization across cross-validation folds if
validate_search
isTRUE
(seecv_varsel()
's new argumentparallel
). - New helper function
force_search_terms()
which allows to force certain predictor terms to be selected first. - New sub-section “Speed” in the main vignette’s “Troubleshooting” section.
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