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rfUtilities (version 1.0-2)

Random Forests Model Selection and Performance Evaluation

Description

Utilities for Random Forest model selection, class balance correction, significance test, cross validation and partial dependency plots.

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Version

Install

install.packages('rfUtilities')

Monthly Downloads

109

Version

1.0-2

License

GPL-3

Maintainer

Jeffrey S Evans

Last Published

September 29th, 2015

Functions in rfUtilities (1.0-2)

rf.modelSel

Random Forest Model Selection
rf.imp.freq

Random Forest variable selection frequency
multi.collinear

Multi-collinearity test
rf.partial.ci

Random Forests regression partial dependency plot with confidence intervals
rf.crossValidation

Random Forest Classification Model Cross-validation
rf.class.sensitivity

Random Forests class-level sensitivity analysis
rf.significance

Random Forest model significance test
rf.partial.prob

Random Forest probability scaled partial dependency plots
rf.classBalance

Random Forest Class Balance (Zero Inflation Correction) Model