RRF: Regularized Random Forest

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Feature Selection with Regularized Random Forest. This package is based on the 'randomForest' package by Andy Liaw. The key difference is the RRF function that builds a regularized random forest.

Author
Fortran original by Leo Breiman and Adele Cutler, R port by Andy Liaw and Matthew Wiener, Regularized random forest by Houtao Deng.
Date of publication
2013-10-20 00:34:19
Maintainer
Houtao Deng <softwaredeng@gmail.com>
License
GPL (>= 2)
Version
1.6
URLs

View on CRAN

Man pages

classCenter
Prototypes of groups.
combine
Combine Ensembles of Trees
getTree
Extract a single tree from a forest.
grow
Add trees to an ensemble
importance
Extract variable importance measure
imports85
The Automobile Data
margin
Margins of RRF Classifier
MDSplot
Multi-dimensional Scaling Plot of Proximity matrix from RRF
na.roughfix
Rough Imputation of Missing Values
outlier
Compute outlying measures
partialPlot
Partial dependence plot
plot.RRF
Plot method for RRF objects
predict.RRF
predict method for random forest objects
RRF
Feature Selection with Regularized Random Forest
rrfcv
Random Forest Cross-Valdidation for feature selection
rrfImpute
Missing Value Imputations by RRF
rrfNews
Show the NEWS file
treesize
Size of trees in an ensemble
tuneRRF
Tune RRF for the optimal mtry parameter
varImpPlot
Variable Importance Plot
varUsed
Variables used in a random forest

Files in this package

RRF
RRF/COPYING
RRF/inst
RRF/inst/CITATION
RRF/inst/NEWS
RRF/src
RRF/src/rf.h
RRF/src/regTree.c
RRF/src/rf.c
RRF/src/rfsub.f
RRF/src/classTree.c
RRF/src/regrf.c
RRF/src/rfutils.c
RRF/NAMESPACE
RRF/NEWS
RRF/data
RRF/data/imports85.rda
RRF/R
RRF/R/rrfNews.R
RRF/R/getTree.R
RRF/R/combine.R
RRF/R/partialPlot.R
RRF/R/varUsed.R
RRF/R/print.RRF.R
RRF/R/MDSplot.R
RRF/R/outlier.R
RRF/R/plot.RRF.R
RRF/R/tuneRRF.R
RRF/R/grow.R
RRF/R/na.roughfix.R
RRF/R/treesize.R
RRF/R/classCenter.R
RRF/R/varImpPlot.R
RRF/R/rrfcv.R
RRF/R/margin.R
RRF/R/RRF.default.R
RRF/R/RRF.formula.R
RRF/R/importance.R
RRF/R/zzz.R
RRF/R/rrfImpute.R
RRF/R/RRF.R
RRF/R/predict.RRF.R
RRF/MD5
RRF/DESCRIPTION
RRF/man
RRF/man/margin.Rd
RRF/man/combine.Rd
RRF/man/predict.RRF.Rd
RRF/man/varUsed.Rd
RRF/man/grow.Rd
RRF/man/getTree.Rd
RRF/man/rrfImpute.Rd
RRF/man/classCenter.Rd
RRF/man/RRF.Rd
RRF/man/MDSplot.Rd
RRF/man/outlier.Rd
RRF/man/partialPlot.Rd
RRF/man/na.roughfix.Rd
RRF/man/plot.RRF.Rd
RRF/man/imports85.Rd
RRF/man/varImpPlot.Rd
RRF/man/rrfNews.Rd
RRF/man/treesize.Rd
RRF/man/importance.Rd
RRF/man/tuneRRF.Rd
RRF/man/rrfcv.Rd