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rfUtilities (version 1.0-1)
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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Install
install.packages('rfUtilities')
Monthly Downloads
109
Version
1.0-1
License
GPL-3
Maintainer
Jeffrey S Evans
Last Published
February 24th, 2015
Functions in rfUtilities (1.0-1)
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rf.significance
Random Forest model significance test
rf.partial.prob
Random Forest probability scaled partial dependency plots
rf.class.sensitivity
Random Forests class-level sensitivity analysis
rf.modelSel
Random Forest Model Selection
rf.classBalance
Random Forest Class Balance (Zero Inflation Correction) Model
rf.partial.ci
Random Forests regression partial dependency plot with confidence intervals
rf.crossValidation
Random Forest Classification Model Cross-validation
multi.collinear
Multi-collinearity test
MultiColinear
Multicolinear test
probPartialPlot
Random Forest probability scaled partial plots
rf.imp.freq
Random Forest variable selection frequency