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ranger (version 0.4.0)

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

54,683

Version

0.4.0

License

GPL-3

Maintainer

Marvin N Wright

Last Published

April 7th, 2016

Functions in ranger (0.4.0)

predict.ranger

Ranger prediction
predictions.ranger.prediction

Ranger predictions
print.ranger.prediction

Print Ranger prediction
print.ranger.forest

Print Ranger forest
csrf

Case-specific random forests.
print.ranger

Print Ranger
predictions.ranger

Ranger predictions
importance.ranger

Ranger variable importance
ranger

Ranger
timepoints.ranger

Ranger timepoints
getTerminalNodeIDs

Get terminal node IDs of observations.
predict.ranger.forest

Ranger prediction
timepoints.ranger.prediction

Ranger timepoints