Reference

Intrinsic variable selection Functions for performing variable selection based on intrinsic variable importance.
intrinsic_selection()	Perform intrinsic, ensemble-based variable selection
intrinsic_control()	Control parameters for intrinsic variable selection
pool_spvims()	Pool SPVIM Estimates Using Rubin's Rules
spvim_vcov()	Extract a Variance-Covariance Matrix for SPVIM Estimates
get_base_set()	Get an initial selected set based on intrinsic importance and a base method
get_augmented_set()	Get an augmented set based on the next-most significant variables
Extrinsic variable selection Functions for performing variable selection based on extrinsic variable importance.
extrinsic_selection()	Perform extrinsic, ensemble-based variable selection
extract_importance_glm()	Extract the learner-specific importance from a glm object
extract_importance_glmnet()	Extract the learner-specific importance from a glmnet object
extract_importance_mean()	Extract the learner-specific importance from a mean object
extract_importance_polymars()	Extract the learner-specific importance from a polymars object
extract_importance_ranger()	Extract the learner-specific importance from a ranger object
extract_importance_SL_learner()	Extract the learner-specific importance from a fitted SuperLearner algorithm
extract_importance_SL()	Extract extrinsic importance from a Super Learner object
extract_importance_svm()	Extract the learner-specific importance from an svm object
extract_importance_xgboost()	Extract the learner-specific importance from an xgboost object
SL_stabs_fitfun()	Wrapper for using Super Learner-based extrinsic selection within stability selection
SL.ranger.imp()	Super Learner wrapper for a ranger object with variable importance
Biomarker data Dataset for use in the vignettes and examples.
biomarkers	Example biomarker data
Package documentation homepage Landing page for R help.
flevr	flevr: Flexible, Ensemble-Based Variable Selection with Potentially Missing Data
Internal package utility functions Functions for internal convenience, used by other core functions.
pool_selected_sets()	Pool selected sets from multiply-imputed data