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

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A unified treatment of Breiman's random forests for survival, regression and classification problems based on Ishwaran and Kogalur's random survival forests (RSF) package. The package runs in both serial and parallel (OpenMP) modes. Now extended to include multivariate and unsupervised forests.

Author
Hemant Ishwaran <hemant.ishwaran@gmail.com>, Udaya B. Kogalur <ubk@kogalur.com>
Date of publication
2016-11-06 00:19:26
Maintainer
Udaya B. Kogalur <ubk@kogalur.com>
License
GPL (>= 3)
Version
2.4.1
URLs

View on CRAN

Man pages

breast
Wisconsin Prognostic Breast Cancer Data
find.interaction
Find Interactions Between Pairs of Variables
follic
Follicular Cell Lymphoma
hd
Hodgkin's Disease
impute.rfsrc
Impute Only Mode
max.subtree
Acquire Maximal Subtree Information
nutrigenomic
Nutrigenomic Study
partial.rfsrc
Acquire Partial Effect of a Variable
pbc
Primary Biliary Cirrhosis (PBC) Data
plot.competing.risk
Plots for Competing Risks
plot.rfsrc
Plot Error Rate and Variable Importance from a RF-SRC...
plot.survival
Plot of Survival Estimates
plot.variable
Plot Marginal Effect of Variables
predict.rfsrc
Prediction for Random Forests for Survival, Regression, and...
print.rfsrc
Print Summary Output of a RF-SRC Analysis
randomForestSRC_package
Random Forests for Survival, Regression and Classification...
rf2rfz
Save RF-SRC in .rfz Compressed Format
rfsrc
Random Forests for Survival, Regression and Classification...
rfsrc.news
Show the NEWS file
rfsrcSyn
Synthetic Random Forests
stat.split
Acquire Split Statistic Information
var.select
Variable Selection
vdv
van de Vijver Microarray Breast Cancer
veteran
Veteran's Administration Lung Cancer Trial
vimp
VIMP for Single or Grouped Variables
wihs
Women's Interagency HIV Study (WIHS)

Files in this package

randomForestSRC
randomForestSRC/inst
randomForestSRC/inst/CITATION
randomForestSRC/inst/NEWS
randomForestSRC/inst/doc
randomForestSRC/inst/doc/rsf-Rnews.pdf
randomForestSRC/configure.ac
randomForestSRC/src
randomForestSRC/src/splitCustom.h
randomForestSRC/src/Makevars.in
randomForestSRC/src/randomForestSRC.c
randomForestSRC/src/splitCustom.c
randomForestSRC/src/randomForestSRC.h
randomForestSRC/NAMESPACE
randomForestSRC/data
randomForestSRC/data/wihs.rda
randomForestSRC/data/vdv.rda
randomForestSRC/data/follic.rda
randomForestSRC/data/pbc.rda
randomForestSRC/data/veteran.rda
randomForestSRC/data/breast.rda
randomForestSRC/data/nutrigenomic.rda
randomForestSRC/data/hd.rda
randomForestSRC/R
randomForestSRC/R/plot.survival.R
randomForestSRC/R/rfsrcSyn.R
randomForestSRC/R/generic.impute.rfsrc.R
randomForestSRC/R/data.utilities.R
randomForestSRC/R/print.rfsrc.R
randomForestSRC/R/find.interaction.R
randomForestSRC/R/stat.split.R
randomForestSRC/R/vimp.R
randomForestSRC/R/factor.utilities.R
randomForestSRC/R/plot.variable.R
randomForestSRC/R/partial.rfsrc.R
randomForestSRC/R/rfsrc.R
randomForestSRC/R/plot.competing.risk.R
randomForestSRC/R/utilities.R
randomForestSRC/R/plot.rfsrc.R
randomForestSRC/R/rf2rfz.R
randomForestSRC/R/var.select.R
randomForestSRC/R/predict.rfsrc.R
randomForestSRC/R/rfsrc.news.R
randomForestSRC/R/cindex.R
randomForestSRC/R/impute.rfsrc.R
randomForestSRC/R/generic.predict.rfsrc.R
randomForestSRC/R/zzz.R
randomForestSRC/R/max.subtree.R
randomForestSRC/MD5
randomForestSRC/DESCRIPTION
randomForestSRC/man
randomForestSRC/man/rfsrc.news.Rd
randomForestSRC/man/randomForestSRC_package.Rd
randomForestSRC/man/wihs.Rd
randomForestSRC/man/stat.split.Rd
randomForestSRC/man/hd.Rd
randomForestSRC/man/rf2rfz.Rd
randomForestSRC/man/plot.variable.Rd
randomForestSRC/man/plot.competing.risk.Rd
randomForestSRC/man/breast.Rd
randomForestSRC/man/partial.rfsrc.Rd
randomForestSRC/man/max.subtree.Rd
randomForestSRC/man/follic.Rd
randomForestSRC/man/rfsrcSyn.Rd
randomForestSRC/man/rfsrc.Rd
randomForestSRC/man/var.select.Rd
randomForestSRC/man/vdv.Rd
randomForestSRC/man/find.interaction.Rd
randomForestSRC/man/predict.rfsrc.Rd
randomForestSRC/man/print.rfsrc.Rd
randomForestSRC/man/impute.rfsrc.Rd
randomForestSRC/man/plot.survival.Rd
randomForestSRC/man/vimp.Rd
randomForestSRC/man/pbc.Rd
randomForestSRC/man/veteran.Rd
randomForestSRC/man/plot.rfsrc.Rd
randomForestSRC/man/nutrigenomic.Rd