extraTrees: Extremely Randomized Trees (ExtraTrees) Method for Classification and Regression
Version 1.0.5

Classification and regression based on an ensemble of decision trees. The package also provides extensions of ExtraTrees to multi-task learning and quantile regression. Uses Java implementation of the method.

Browse man pages Browse package API and functions Browse package files

AuthorJaak Simm, Ildefons Magrans de Abril
Date of publication2014-12-27 23:41:04
MaintainerJaak Simm <jaak.simm@gmail.com>
LicenseApache License 2.0
Version1.0.5
URL http://github.com/jaak-s/extraTrees
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("extraTrees")

Man pages

extraTrees: Function for training ExtraTree classifier or regression.
predict.extraTrees: Function for making predictions from trained ExtraTree...
prepareForSave: Prepares ExtraTrees object for save() function
selectTrees: Makes a sub-ExtraTrees object by keeping only selected trees.
setJavaMemory: Utility function for setting Java memory.
toJavaCSMatrix: Utility function for converting an R SparseMatrix (package...
toJavaMatrix: Utility function for converting an R matrix (numeric matrix)...
toJavaMatrix2D: Utility function for converting an R matrix (standard matrix...
toRMatrix: Utility function for converting Java matrix to R matrix...

Functions

extraTrees Man page Source code
extraTrees.default Man page Source code
get64BitSeed Source code
onLoad Source code
predict.extraTrees Man page Source code
prepareForSave Man page Source code
print.extraTrees Source code
selectTrees Man page Source code
setJavaMemory Man page Source code
toJavaCSMatrix Man page Source code
toJavaMatrix Man page Source code
toJavaMatrix2D Man page Source code
toRMatrix Man page Source code

Files

inst
inst/CITATION
inst/tests
inst/tests/testthat
inst/tests/testthat/test-quantile.r
inst/tests/testthat/test-na.r
inst/tests/testthat/test-regression.r
inst/tests/testthat/test-multitask.r
inst/tests/testthat/test-weights.r
inst/tests/testthat/test-sparse-input.r
inst/tests/testthat/test-classification.r
inst/tests/test-all.R
inst/CHANGELOG
inst/java
inst/java/ExtraTrees.jar
inst/doc
inst/doc/extraTrees.Rnw
inst/doc/extraTrees.pdf
NAMESPACE
R
R/extraTrees.default.R
R/onLoad.R
R/predict.extraTrees.R
R/setMemory.R
R/print.extraTrees.R
R/extraTrees.R
vignettes
vignettes/extraTrees.Rnw
MD5
java
java/src
java/src/org
java/src/org/extratrees
java/src/org/extratrees/QuickSelect.java
java/src/org/extratrees/FactorExtraTrees.java
java/src/org/extratrees/QuantileExtraTrees.java
java/src/org/extratrees/BinaryTree.java
java/src/org/extratrees/data
java/src/org/extratrees/data/Row.java
java/src/org/extratrees/data/Matrix.java
java/src/org/extratrees/data/CSparseMatrix.java
java/src/org/extratrees/data/Array2D.java
java/src/org/extratrees/Aggregator.java
java/src/org/extratrees/TaskCutResult.java
java/src/org/extratrees/FactorBinaryTree.java
java/src/org/extratrees/ExtraTrees.java
java/src/org/extratrees/AbstractTrees.java
java/src/org/extratrees/AbstractBinaryTree.java
java/src/org/extratrees/ShuffledIterator.java
java/src/org/extratrees/QuantileBinaryTree.java
build
build/vignette.rds
DESCRIPTION
man
man/toJavaMatrix.Rd
man/toJavaMatrix2D.Rd
man/prepareForSave.Rd
man/predict.extraTrees.Rd
man/toJavaCSMatrix.Rd
man/toRMatrix.Rd
man/selectTrees.Rd
man/extraTrees.Rd
man/setJavaMemory.Rd
extraTrees documentation built on May 20, 2017, 3:24 a.m.