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rfPermute
View on CRAN: Click
here
Download and install rfPermute package within the R console
Install from CRAN:
install.packages("rfPermute")
Install from Github:
library("remotes")
install_github("cran/rfPermute")
Install by package version:
library("remotes")
install_version("rfPermute", "2.5.2")
Attach the package and use:
library("rfPermute")
Maintained by
Eric Archer
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2011-08-06
Latest Update: 2023-08-23
Description:
Estimate significance of importance metrics
for a Random Forest model by permuting the response
variable. Produces null distribution of importance
metrics for each predictor variable and p-value of
observed. Provides summary and visualization functions for 'randomForest'
results.
How to cite:
Eric Archer (2011). rfPermute: Estimate Permutation p-Values for Random Forest Importance Metrics. R package version 2.5.2, https://cran.r-project.org/web/packages/rfPermute. Accessed 21 Nov. 2024.
Previous versions and publish date:
1.0.1 (2011-08-24 21:20), 1.0 (2011-08-06 09:48), 1.1 (2012-04-26 18:14), 1.2 (2012-05-31 13:13), 1.4 (2012-09-21 14:02), 1.5.1 (2012-11-30 20:47), 1.5.2 (2013-11-03 10:35), 1.5 (2012-09-25 08:06), 1.6.1 (2014-08-12 06:36), 1.6.2 (2015-02-23 08:16), 1.7 (2015-06-15 17:38), 1.9.2 (2015-07-29 20:48), 1.9.3 (2016-02-08 13:37), 2.0.1 (2016-05-31 07:51), 2.0 (2016-03-03 23:49), 2.1.1 (2016-08-04 11:45), 2.1.5 (2016-10-03 22:44), 2.1.6 (2018-07-07 20:40), 2.1.7 (2019-04-22 07:00), 2.1.81 (2020-02-23 19:30), 2.2 (2021-05-22 07:10), 2.5.1 (2022-03-10 20:10), 2.5 (2021-09-27 16:10)
Other packages that cited rfPermute R package
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Other R packages that rfPermute depends,
imports, suggests or enhances
Complete documentation for rfPermute
Functions, R codes and Examples using
the rfPermute R package
Some associated functions: balancedSampsize . casePredictions . classPriors . cleanRFdata . combineRP . confusionMatrix . importance . pctCorrect . plotImpPreds . plotInbag . plotNull . plotPredictedProbs . plotProximity . plotTrace . plotVotes . rfPermute . rfPermute_package . summary . symb.metab .
Some associated R codes: balancedSampsize.R . casePredictions.R . classPriors.R . cleanRFdata.R . combineRP.R . confusionMatrix.R . dataSets.R . importance.R . internals.R . pctCorrect.R . plotImpPreds.R . plotInbag.R . plotNull.R . plotPredictedProbs.R . plotProximity.R . plotTrace.R . plotVotes.R . rfPermute.R . rfPermute_package.R . summary.R . Full rfPermute package functions and examples
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