ranger: A Fast Implementation of Random Forests
Version 0.7.0

A fast implementation of Random Forests, particularly suited for high dimensional data. Ensembles of classification, regression, survival and probability prediction trees are supported. Data from genome-wide association studies can be analyzed efficiently. In addition to data frames, datasets of class 'gwaa.data' (R package 'GenABEL') can be directly analyzed.

Browse man pages Browse package API and functions Browse package files

AuthorMarvin N. Wright
Date of publication2017-03-31 16:19:06 UTC
MaintainerMarvin N. Wright <wright@imbs.uni-luebeck.de>
LicenseGPL-3
Version0.7.0
URL https://github.com/imbs-hl/ranger
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("ranger")

Man pages

csrf: Case-specific random forests.
getTerminalNodeIDs: Get terminal node IDs (deprecated)
holdoutRF: Hold-out random forests
importance_pvalues: ranger variable importance p-values
importance.ranger: ranger variable importance
parse.formula: Parse formula
predictions.ranger: Ranger predictions
predictions.ranger.prediction: Ranger predictions
predict.ranger: Ranger prediction
predict.ranger.forest: Ranger prediction
print.ranger: Print Ranger
print.ranger.forest: Print Ranger forest
print.ranger.prediction: Print Ranger prediction
ranger: Ranger
timepoints.ranger: Ranger timepoints
timepoints.ranger.prediction: Ranger timepoints

Functions

csrf Man page Source code
getTerminalNodeIDs Man page Source code
holdoutRF Man page Source code
importance Man page Source code
importance.ranger Man page Source code
importance_pvalues Man page Source code
integer.to.factor Source code
parse.formula Man page Source code
predict.ranger Man page Source code
predict.ranger.forest Man page Source code
predictions Man page Source code
predictions.ranger Man page Source code
predictions.ranger.prediction Man page Source code
print.ranger Man page Source code
print.ranger.forest Man page Source code
print.ranger.prediction Man page Source code
ranger Man page Source code
rangerCpp Source code
str.ranger Source code
str.ranger.forest Source code
timepoints Man page Source code
timepoints.ranger Man page Source code
timepoints.ranger.prediction Man page Source code

Files

inst
inst/CITATION
inst/include
inst/include/ranger.h
tests
tests/testthat.R
tests/testthat
tests/testthat/test_maxstat.R
tests/testthat/test_seed.R
tests/testthat/test_splitweights.R
tests/testthat/test_probability.R
tests/testthat/test_char.R
tests/testthat/test_survival.R
tests/testthat/test_extratrees.R
tests/testthat/test_inbag.R
tests/testthat/test_unordered.R
tests/testthat/test_importance_pvalues.R
tests/testthat/test_predict.R
tests/testthat/test_csrf.R
tests/testthat/test_print.R
tests/testthat/test_interface.R
tests/testthat/test_importance.R
tests/testthat/test_regression.R
tests/testthat/test_ranger.R
tests/testthat/test_classification.R
tests/test_gwaa.Rds
src
src/utility.cpp
src/Tree.cpp
src/DataDouble.cpp
src/Makevars
src/TreeSurvival.h
src/ForestRegression.cpp
src/DataFloat.cpp
src/version.h
src/DataDouble.h
src/Data.h
src/ForestRegression.h
src/TreeSurvival.cpp
src/ForestClassification.h
src/TreeRegression.h
src/utility.h
src/TreeRegression.cpp
src/ranger_init.c
src/Tree.h
src/TreeProbability.cpp
src/AAA_check_cpp11.cpp
src/Data.cpp
src/TreeProbability.h
src/TreeClassification.cpp
src/ForestSurvival.h
src/DataChar.cpp
src/Forest.cpp
src/DataFloat.h
src/TreeClassification.h
src/globals.h
src/ForestSurvival.cpp
src/Makevars.win
src/ForestClassification.cpp
src/RcppExports.cpp
src/ForestProbability.h
src/ForestProbability.cpp
src/DataChar.h
src/rangerCpp.cpp
src/Forest.h
NAMESPACE
NEWS
R
R/ranger.R
R/csrf.R
R/formula.R
R/predict.R
R/getTerminalNodeIDs.R
R/predictions.R
R/RcppExports.R
R/print.R
R/timepoints.R
R/holdoutRF.R
R/importance.R
MD5
DESCRIPTION
man
man/getTerminalNodeIDs.Rd
man/predict.ranger.Rd
man/print.ranger.prediction.Rd
man/holdoutRF.Rd
man/timepoints.ranger.Rd
man/importance_pvalues.Rd
man/ranger.Rd
man/predict.ranger.forest.Rd
man/parse.formula.Rd
man/predictions.ranger.prediction.Rd
man/timepoints.ranger.prediction.Rd
man/importance.ranger.Rd
man/predictions.ranger.Rd
man/print.ranger.Rd
man/print.ranger.forest.Rd
man/csrf.Rd
ranger documentation built on May 20, 2017, 12:52 a.m.