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Perform Inference on Algorithm-Agnostic Variable Importance

v2.3.6 · Aug 28, 2025 · MIT + file LICENSE

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).

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Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

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Dependencies Reverse dependencies SuperLearner dplyr magrittr ROCR tibble rlang MASS data.table boot lvimp flevr tidyhte vimp

Version History

new 2.3.6 Mar 10, 2026
updated 2.3.6 ← 2.3.5 diff Aug 27, 2025
updated 2.3.5 ← 2.3.3 diff Jul 22, 2025
updated 2.3.3 ← 2.3.1 diff Aug 27, 2023
updated 2.3.1 ← 2.3.0 diff Dec 8, 2022
updated 2.3.0 ← 2.2.5 diff Nov 13, 2022
updated 2.2.5 ← 2.2.4 diff Aug 15, 2021
updated 2.2.4 ← 2.2.3 diff Aug 3, 2021
updated 2.2.3 ← 2.2.2 diff Jul 19, 2021
updated 2.2.2 ← 2.2.1 diff Jun 13, 2021
updated 2.2.1 ← 2.1.9 diff Jun 2, 2021
updated 2.1.9 ← 2.1.6 diff Feb 28, 2021
updated 2.1.6 ← 2.1.0 diff Jan 8, 2021
updated 2.1.0 ← 2.0.2 diff Jun 17, 2020
updated 2.0.2 ← 2.0.1 diff Apr 26, 2020
updated 2.0.1 ← 1.1.6 diff Apr 11, 2020
updated 1.1.6 ← 1.1.5 diff Aug 26, 2019
updated 1.1.5 ← 1.1.4 diff Aug 9, 2019
updated 1.1.4 ← 1.1.3 diff Oct 13, 2018
updated 1.1.3 ← 1.1.2 diff Oct 1, 2018