ipred: Improved Predictors

Improved predictive models by indirect classification and bagging for classification, regression and survival problems as well as resampling based estimators of prediction error.

Author
Andrea Peters [aut], Torsten Hothorn [aut, cre], Brian D. Ripley [ctb], Terry Therneau [ctb], Beth Atkinson [ctb]
Date of publication
2015-07-28 22:41:22
Maintainer
Torsten Hothorn <Torsten.Hothorn@R-project.org>
License
GPL (>= 2)
Version
0.9-5

View on CRAN

Man pages

bagging
Bagging Classification, Regression and Survival Trees
bootest
Bootstrap Error Rate Estimators
control.errorest
Control Error Rate Estimators
cv
Cross-validated Error Rate Estimators.
DLBCL
Diffuse Large B-Cell Lymphoma
dystrophy
Detection of muscular dystrophy carriers.
errorest
Estimators of Prediction Error
GlaucomaMVF
Glaucoma Database
inbagg
Indirect Bagging
inclass
Indirect Classification
ipred-internal
Internal ipred functions
ipredknn
k-Nearest Neighbour Classification
kfoldcv
Subsamples for k-fold Cross-Validation
mypredict.lm
Predictions Based on Linear Models
predict.bagging
Predictions from Bagging Trees
predict.inbagg
Predictions from an Inbagg Object
predict.inclass
Predictions from an Inclass Object
predict.ipredknn
Predictions from k-Nearest Neighbors
predict.slda
Predictions from Stabilised Linear Discriminant Analysis
print.bagging
Print Method for Bagging Trees
print.cvclass
Print Method for Error Rate Estimators
print.inbagg
Print Method for Inbagg Object
print.inclass
Print Method for Inclass Object
prune.bagging
Pruning for Bagging
rsurv
Simulate Survival Data
sbrier
Model Fit for Survival Data
slda
Stabilised Linear Discriminant Analysis
Smoking
Smoking Styles
summary.bagging
Summarising Bagging
summary.inbagg
Summarising Inbagg
summary.inclass
Summarising Inclass
varset
Simulation Model

Files in this package

ipred
ipred/inst
ipred/inst/NEWS
ipred/inst/COPYRIGHTS
ipred/inst/doc
ipred/inst/doc/ipred-examples.R
ipred/inst/doc/ipred-examples.Rnw
ipred/inst/doc/ipred-examples.pdf
ipred/tests
ipred/tests/Examples
ipred/tests/Examples/ipred-Ex.Rout.save
ipred/tests/ipred-segfault.Rout.save
ipred/tests/ipred-smalltest.R
ipred/tests/ipred-smalltest.Rout.save
ipred/tests/ipred-bugs.Rout.save
ipred/tests/ipred-segfault.R
ipred/tests/ipred-bugs.R
ipred/src
ipred/src/SdiffKM.c
ipred/NAMESPACE
ipred/data
ipred/data/Smoking.rda
ipred/data/GlaucomaMVF.rda
ipred/data/DLBCL.rda
ipred/data/dystrophy.rda
ipred/R
ipred/R/predict.inclass.R
ipred/R/bagging.R
ipred/R/errorest.R
ipred/R/ipredbagg.R
ipred/R/cv.R
ipred/R/checkfunArgs.R
ipred/R/irpart.R
ipred/R/inclass.R
ipred/R/predict.irpart.R
ipred/R/print.R
ipred/R/csurv.R
ipred/R/mypredict.lm.R
ipred/R/varset.R
ipred/R/predict.bagging.R
ipred/R/prune.bagging.R
ipred/R/predict.inbagg.R
ipred/R/sbrier.R
ipred/R/inbagg.R
ipred/R/bootest.R
ipred/R/rsurv.R
ipred/R/ssubset.R
ipred/R/slda.R
ipred/R/ipredknn.R
ipred/R/kfoldcv.R
ipred/vignettes
ipred/vignettes/ipred-examples.Rnw
ipred/vignettes/ipred.bib
ipred/MD5
ipred/build
ipred/build/vignette.rds
ipred/DESCRIPTION
ipred/man
ipred/man/prune.bagging.Rd
ipred/man/summary.inbagg.Rd
ipred/man/Smoking.Rd
ipred/man/cv.Rd
ipred/man/summary.bagging.Rd
ipred/man/errorest.Rd
ipred/man/inclass.Rd
ipred/man/predict.ipredknn.Rd
ipred/man/GlaucomaMVF.Rd
ipred/man/predict.bagging.Rd
ipred/man/print.inbagg.Rd
ipred/man/slda.Rd
ipred/man/dystrophy.Rd
ipred/man/control.errorest.Rd
ipred/man/sbrier.Rd
ipred/man/print.inclass.Rd
ipred/man/ipred-internal.Rd
ipred/man/DLBCL.Rd
ipred/man/predict.inclass.Rd
ipred/man/predict.inbagg.Rd
ipred/man/ipredknn.Rd
ipred/man/inbagg.Rd
ipred/man/bagging.Rd
ipred/man/varset.Rd
ipred/man/print.cvclass.Rd
ipred/man/rsurv.Rd
ipred/man/mypredict.lm.Rd
ipred/man/print.bagging.Rd
ipred/man/summary.inclass.Rd
ipred/man/kfoldcv.Rd
ipred/man/bootest.Rd
ipred/man/predict.slda.Rd
ipred/cleanup