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ranger (version 0.3.0)

A Fast Implementation of Random Forests

Description

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.

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Version

Install

install.packages('ranger')

Monthly Downloads

51,941

Version

0.3.0

License

GPL-3

Maintainer

Marvin N Wright

Last Published

November 10th, 2015

Functions in ranger (0.3.0)

predict.ranger

Ranger prediction
importance.ranger

Ranger variable importance
ranger

Ranger
timepoints.ranger.prediction

Ranger timepoints
print.ranger.prediction

Print Ranger prediction
print.ranger.forest

Print Ranger forest
timepoints.ranger

Ranger timepoints
predictions.ranger.prediction

Ranger predictions
tune.mtry

Tune mtry
predictions.ranger

Ranger predictions
tune.nodesize

Tune terminal node size
predict.ranger.forest

Ranger prediction
print.ranger

Print Ranger