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

Share:

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.

Author
Jaak Simm, Ildefons Magrans de Abril
Date of publication
2014-12-27 23:41:04
Maintainer
Jaak Simm <jaak.simm@gmail.com>
License
Apache License 2.0
Version
1.0.5
URLs

View on CRAN

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...

Files in this package

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