mboost: Model-Based Boosting

Functional gradient descent algorithm (boosting) for optimizing general risk functions utilizing component-wise (penalised) least squares estimates or regression trees as base-learners for fitting generalized linear, additive and interaction models to potentially high-dimensional data.

AuthorTorsten Hothorn [aut], Peter Buehlmann [aut], Thomas Kneib [aut], Matthias Schmid [aut], Benjamin Hofner [aut, cre], Fabian Sobotka [ctb], Fabian Scheipl [ctb]
Date of publication2016-11-23 14:09:40
MaintainerBenjamin Hofner <benjamin.hofner@pei.de>
LicenseGPL-2
Version2.7-0
https://github.com/boost-R/mboost

View on CRAN

Functions

\%+\% Man page
AdaExp Man page
AIC.mboost Man page
as.data.frame.varimp Man page
AUC Man page
baselearner Man page
base-learner Man page
baselearners Man page
bbs Man page
Binomial Man page
blackboost Man page
bmono Man page
bmrf Man page
bns Man page
bols Man page
boost_control Man page
boost_family-class Man page
brad Man page
brandom Man page
bspatial Man page
bss Man page
btree Man page
buser Man page
Cindex Man page
coef.glmboost Man page
coef.mboost Man page
confint.glmboost Man page
confint.mboost Man page
CoxPH Man page
cv Man page
cvrisk Man page
cvrisk.mboost Man page
ExpectReg Man page
extract Man page
extract.blackboost Man page
extract.blg Man page
extract.bl_lin Man page
extract.bl_tree Man page
extract.gamboost Man page
extract.glmboost Man page
extract.mboost Man page
Family Man page
fitted.mboost Man page
FP Man page
gamboost Man page
GammaReg Man page
GaussClass Man page
Gaussian Man page
GaussReg Man page
Gehan Man page
glmboost Man page
glmboost.default Man page
glmboost.formula Man page
glmboost.matrix Man page
hatvalues.gamboost Man page
hatvalues.glmboost Man page
Huber Man page
Hurdle Man page
IPCweights Man page
Laplace Man page
lines.mboost Man page
lines.mboost.ci Man page
logLik.mboost Man page
Loglog Man page
Lognormal Man page
mboost Man page
[.mboost Man page
mboost_fit Man page
mboost_intern Man page
mboost_methods Man page
mboost_package Man page
mboost-package Man page
mstop Man page
mstop<- Man page
mstop.cvrisk Man page
mstop.gbAIC Man page
mstop.mboost Man page
Multinomial Man page
NBinomial Man page
nuisance Man page
nuisance.mboost Man page
\%O\% Man page
package_mboost Man page
package-mboost Man page
plot Man page
plot.cvrisk Man page
plot.glmboost Man page
plot.mboost Man page
plot.mboost.ci Man page
plot.survFit Man page
plot.varimp Man page
Poisson Man page
predict.blackboost Man page
predict.gamboost Man page
predict.glmboost Man page
predict.mboost Man page
print.cvrisk Man page
print.glmboost Man page
print.glmboost.ci Man page
print.mboost Man page
PropOdds Man page
QuantReg Man page
resid.mboost Man page
residuals.mboost Man page
risk Man page
risk.mboost Man page
selected Man page
selected.mboost Man page
show,boost_family-method Man page
stabsel Man page
stabsel.mboost Man page
stabsel_parameters.mboost Man page
summary.mboost Man page
survFit Man page
survFit.mboost Man page
variable.names.glmboost Man page
variable.names.mboost Man page
varimp Man page
varimp.mboost Man page
Weibull Man page
\%X\% Man page

Files

mboost
mboost/inst
mboost/inst/india_vcm.R
mboost/inst/mboost_Bioinf.R
mboost/inst/cache
mboost/inst/cache/bodyfat_benchmarks.rda
mboost/inst/cache/wpbc_benchmarks.rda
mboost/inst/cache/wpbc_survivalbenchmarks.rda
mboost/inst/cache/mboost_illustrations_benchmarks.R
mboost/inst/cache/curve_estimation.rda
mboost/inst/CITATION
mboost/inst/india_summary.R
mboost/inst/india_helpfunc.R
mboost/inst/NEWS.Rd
mboost/inst/india_preproc.R
mboost/inst/india_rqss_lambdaOptFunc.R
mboost/inst/India_quantiles.R
mboost/inst/india_additive.R
mboost/inst/readAML_Bullinger.R
mboost/inst/india_fit.R
mboost/inst/india_analysis.R
mboost/inst/birds_Biometrics.R
mboost/inst/india_plots.R
mboost/inst/india_rqssResults.R
mboost/inst/india_rqss.R
mboost/inst/doc
mboost/inst/doc/mboost_tutorial.R
mboost/inst/doc/mboost_tutorial.Rnw
mboost/inst/doc/mboost_illustrations.pdf
mboost/inst/doc/mboost.R
mboost/inst/doc/mboost.Rnw
mboost/inst/doc/mboost_tutorial.pdf
mboost/inst/doc/SurvivalEnsembles.R
mboost/inst/doc/mboost_illustrations.R
mboost/inst/doc/mboost_illustrations.Rnw
mboost/inst/doc/SurvivalEnsembles.pdf
mboost/inst/doc/SurvivalEnsembles.Rnw
mboost/inst/doc/mboost.pdf
mboost/inst/india_blackboost.R
mboost/inst/india_stumps.R
mboost/src
mboost/src/Makevars
mboost/src/mboost.c
mboost/NAMESPACE
mboost/R
mboost/R/bolscw.R mboost/R/buser.R mboost/R/btree.R mboost/R/varimp.R mboost/R/helpers.R mboost/R/mboost.R mboost/R/family.R mboost/R/plot.R mboost/R/control.R mboost/R/crossvalidation.R mboost/R/methods.R mboost/R/stabsel.R mboost/R/brad.R mboost/R/bkronecker.R mboost/R/confint.R mboost/R/survival.R mboost/R/bl.R mboost/R/mboost_intern.R mboost/R/bmrf.R mboost/R/bmono.R mboost/R/AAA.R
mboost/vignettes
mboost/vignettes/mboost_tutorial.Rnw
mboost/vignettes/jmlr2e.sty
mboost/vignettes/boost.bib
mboost/vignettes/mboost.Rnw
mboost/vignettes/setup.R
mboost/vignettes/mboost_illustrations.Rnw
mboost/vignettes/mboost_tutorial.bib
mboost/vignettes/SurvivalEnsembles.Rnw
mboost/README.md
mboost/MD5
mboost/build
mboost/build/vignette.rds
mboost/DESCRIPTION
mboost/man
mboost/man/Family.Rd mboost/man/mboost_package.Rd mboost/man/stabsel.Rd mboost/man/survFit.Rd mboost/man/IPCweights.Rd mboost/man/mboost.Rd mboost/man/blackboost.Rd mboost/man/confint.Rd mboost/man/cvrisk.Rd mboost/man/control.Rd mboost/man/varimp.Rd mboost/man/glmboost.Rd mboost/man/mboost_intern.Rd mboost/man/baselearners.Rd mboost/man/methods.Rd mboost/man/gamboost.Rd mboost/man/FP.Rd mboost/man/plot.Rd mboost/man/boost_family-class.Rd
mboost/cleanup

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