Other packages > Find by keyword >

vimp  

Perform Inference on Algorithm-Agnostic Variable Importance
View on CRAN: Click here


Download and install vimp package within the R console
Install from CRAN:
install.packages("vimp")

Install from Github:
library("remotes")
install_github("cran/vimp")

Install by package version:
library("remotes")
install_version("vimp", "2.3.6")



Attach the package and use:
library("vimp")
Maintained by
Brian D. Williamson
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-06-24
Latest Update: 2025-07-23
Description:
Calculate point estimates of and valid confidence intervals for nonparametric, algorithm-agnostic variable importance measures in high and low dimensions, using flexible estimators of the underlying regression functions. For more information about the methods, please see Williamson et al. (Biometrics, 2020),Williamson et al. (JASA, 2021), and Williamson and Feng (ICML, 2020).
How to cite:
Brian D. Williamson (2018). vimp: Perform Inference on Algorithm-Agnostic Variable Importance. R package version 2.3.6, https://cran.r-project.org/web/packages/vimp. Accessed 01 Sep. 2026.
Previous versions and publish date:
(2026-07-09 06:59), 1.0.0 (2018-06-24 13:15), 1.1.0 (2018-08-10 01:00), 1.1.2 (2018-09-21 00:20), 1.1.3 (2018-10-02 21:20), 1.1.4 (2018-10-14 17:40), 1.1.5 (2019-08-10 00:10), 1.1.6 (2019-08-27 00:30), 2.0.1 (2020-04-12 00:50), 2.0.2 (2020-04-27 16:10), 2.1.0 (2020-06-18 20:20), 2.1.6 (2021-01-09 03:20), 2.1.9 (2021-03-01 22:50), 2.2.1 (2021-06-03 18:50), 2.2.2 (2021-06-14 15:50), 2.2.3 (2021-07-20 06:50), 2.2.4 (2021-08-04 06:20), 2.2.5 (2021-08-16 18:30), 2.3.0 (2022-11-14 09:30), 2.3.1 (2022-12-09 18:10), 2.3.3 (2023-08-28 23:10), 2.3.5 (2025-07-23 21:00)
Other packages that cited vimp R package
View vimp citation profile
Other R packages that vimp depends, imports, suggests or enhances
Complete documentation for vimp
Functions, R codes and Examples using the vimp R package
Some associated functions: average_vim . bootstrap_se . check_fitted_values . check_inputs . create_z . cv_vim . est_predictiveness . est_predictiveness_cv . estimate . estimate.predictiveness_measure . estimate_eif_projection . estimate_nuisances . estimate_type_predictiveness . extract_sampled_split_predictions . format.predictiveness_measure . format.vim . get_cv_sl_folds . get_full_type . get_test_set . make_folds . make_kfold . measure_accuracy . measure_anova . measure_auc . measure_average_value . measure_cross_entropy . measure_deviance . measure_mse . measure_r_squared . merge_vim . predictiveness_measure . print.predictiveness_measure . print.vim . process_arg_lst . run_sl . sample_subsets . scale_est . sp_vim . spvim_ics . spvim_se . vim . vimp . vimp_accuracy . vimp_anova . vimp_auc . vimp_ci . vimp_deviance . vimp_hypothesis_test . vimp_regression . vimp_rsquared . vimp_se . vrc01 . 
Some associated R codes: average_vim.R . bootstrap_se.R . cv_vim.R . data.R . est_predictiveness.R . est_predictiveness_cv.R . estimate.R . estimate.predictiveness_measure.R . estimate_type_predictiveness.R . extract_sampled_split_predictions.R . format.predictiveness_measure.R . format.vim.R . measure_accuracy.R . measure_anova.R . measure_auc.R . measure_average_value.R . measure_cross_entropy.R . measure_deviance.R . measure_mse.R . measure_r_squared.R . merge_vim.R . predictiveness_measure.R . print.predictiveness_measure.R . print.vim.R . sample_subsets.R . sp_vim.R . spvim_ics.R . spvim_se.R . utils.R . vim.R . vimp-package.R . vimp_accuracy.R . vimp_anova.R . vimp_auc.R . vimp_ci.R . vimp_deviance.R . vimp_hypothesis_test.R . vimp_regression.R . vimp_rsquared.R . vimp_se.R . zzz.R .  Full vimp package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

FGLMtrunc  
Truncated Functional Generalized Linear Models
An implementation of the methodologies described in Xi Liu, Afshin A. Divani, and Alexander Petersen ...
Download / Learn more Package Citations See dependency  
KSgeneral  
Computing P-Values of the One-Sample K-S Test and the Two-Sample K-S and Kuiper Tests for (Dis)Continuous Null Distribution
Computes a p-value of the one-sample two-sided (or one-sided, as a special case) Kolmogorov-Smirnov ...
Download / Learn more Package Citations See dependency  
rddensity  
Manipulation Testing Based on Density Discontinuity
Density discontinuity testing (a.k.a. manipulation testing) is commonly employed in regression disco ...
Download / Learn more Package Citations See dependency  
arrApply  
Apply a Function to a Margin of an Array
High performance variant of apply() for a fixed set of functions. Considerable speedup of this impl ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  

28,437

R Packages

239,283

Dependencies

75,283

Author Associations

28,438

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA