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steprf

Stepwise Predictive Variable Selection for Random Forest

v1.0.2 · Jun 29, 2022 · GPL (>= 2)

Description

An introduction to several novel predictive variable selection methods for random forest. They are based on various variable importance methods (i.e., averaged variable importance (AVI), and knowledge informed AVI (i.e., KIAVI, and KIAVI2)) and predictive accuracy in stepwise algorithms. For details of the variable selection methods, please see: Li, J., Siwabessy, J., Huang, Z. and Nichol, S. (2019) <doi:10.3390/geosciences9040180>. Li, J., Alvarez, B., Siwabessy, J., Tran, M., Huang, Z., Przeslawski, R., Radke, L., Howard, F., Nichol, S. (2017). <DOI: 10.13140/RG.2.2.27686.22085>.

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Dependencies Reverse dependencies spm randomForest spm2 psy stepgbm steprf

Version History

4 tracked
new 1.0.2 Mar 10, 2026
updated 1.0.2 ← 1.0.1 diff Jun 28, 2022
updated 1.0.1 ← 1.0.0 diff Jun 17, 2022
new 1.0.0 Nov 7, 2021