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randomForestSRC (version 3.9.0)

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

Description

Fast OpenMP parallel computing of Breiman's random forests for univariate, multivariate, unsupervised, survival, competing risks, class imbalanced classification and quantile regression. New Mahalanobis splitting for correlated outcomes. Extreme random forests and randomized splitting. Suite of imputation methods for missing data. Fast random forests using subsampling. Confidence regions and standard errors for variable importance. New improved holdout importance. Case-specific importance. Minimal depth variable importance. Visualize trees on your Safari or Google Chrome browser. Anonymous random forests for data privacy.

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Version

Install

install.packages('randomForestSRC')

Monthly Downloads

5,957

Version

3.9.0

License

GPL (>= 3)

Maintainer

Udaya Kogalur

Last Published

September 22nd, 2026

Functions in randomForestSRC (3.9.0)

classification.performance

Classification Performance Metrics
holdout.vimp.rfsrc

Hold out variable importance (VIMP)
breast

Wisconsin Prognostic Breast Cancer Data
get.tree.rfsrc

Extract a Single Tree from a Forest and plot it on your browser
fast.saveload

Fast Saving and Loading of Random Forests
impute.learn.rfsrc

Learn a predictive imputer for test-time imputation and OOD scoring
follic

Follicular Cell Lymphoma
hd

Hodgkin's Disease
housing

Ames Iowa Housing Data
imbalanced.rfsrc

Random Forests for Imbalanced Two-Class Classification
pbc

Primary Biliary Cirrhosis (PBC) Data
peakVO2

Systolic Heart Failure Data
plot.competing.risk.rfsrc

Plots for Competing Risks
max.subtree.rfsrc

Acquire Maximal Subtree Information
nutrigenomic

Nutrigenomic Study
impute.rfsrc

Impute Only Mode
plot.rfsrc

Plot Error Rate and Variable Importance from a RF-SRC analysis
partial.rfsrc

Compute Partial Dependence Values
plot.quantreg.rfsrc

Plot Conditional Quantiles and CRPS Diagnostics
multivariate.values

Extracting Multivariate Values