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randomForestSRC (version 2.8.0)

Random Forests for Survival, Regression, and Classification (RF-SRC)

Description

Fast OpenMP parallel processing for Breiman's random forests for survival, competing risks, regression and classification based on Ishwaran and Kogalur's popular random survival forests (RSF) package. Handles missing data and now includes multivariate, unsupervised forests and quantile regression. New fast interface using subsampling.

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Version

Install

install.packages('randomForestSRC')

Monthly Downloads

5,461

Version

2.8.0

License

GPL (>= 3)

Issues

33

Pull Requests

1

Stars

117

Forks

18

Maintainer

Udaya Kogalur

Last Published

January 2nd, 2019

Functions in randomForestSRC (2.8.0)

breast

Wisconsin Prognostic Breast Cancer Data
quantileReg

Quantile Regression Forests
randomForestSRC-package

Random Forests for Survival, Regression, and Classification (RF-SRC)
rfsrc

Random Forests for Survival, Regression, and Classification (RF-SRC)
imbalanced

Imbalanced Two Class Problems
impute

Impute Only Mode
var.select

Variable Selection
vdv

van de Vijver Microarray Breast Cancer
plot.subsample

Plot Subsampled VIMP Confidence Intervals
hd

Hodgkin's Disease
follic

Follicular Cell Lymphoma
plot.survival

Plot of Survival Estimates
tune

Tune Random Forest for the optimal mtry and nodesize parameters
subsample

Subsample Forests for VIMP Confidence Intervals
holdoutvimp

Hold out variable importance (VIMP)
housing

Ames Iowa Housing Data
plot.variable

Plot Marginal Effect of Variables
partial

Acquire Partial Effect of a Variable
nutrigenomic

Nutrigenomic Study
max.subtree

Acquire Maximal Subtree Information
predict.rfsrc

Prediction for Random Forests for Survival, Regression, and Classification
wihs

Women's Interagency HIV Study (WIHS)
wine

White Wine Quality Data
plot.competing.risk

Plots for Competing Risks
plot.rfsrc

Plot Error Rate and Variable Importance from a RF-SRC analysis
pbc

Primary Biliary Cirrhosis (PBC) Data
rfsrc.news

Show the NEWS file
rfsrcFast

Fast Random Forests
rfsrcSyn

Synthetic Random Forests
stat.split

Acquire Split Statistic Information
veteran

Veteran's Administration Lung Cancer Trial
vimp

VIMP for Single or Grouped Variables
find.interaction

Find Interactions Between Pairs of Variables
print.rfsrc

Print Summary Output of a RF-SRC Analysis