mboost: Model-Based Boosting
Version 2.8-0

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.

Browse man pages Browse package API and functions Browse package files

AuthorTorsten Hothorn [aut], Peter Buehlmann [aut], Thomas Kneib [aut], Matthias Schmid [aut], Benjamin Hofner [aut, cre], Fabian Sobotka [ctb], Fabian Scheipl [ctb], Andreas Mayr [ctb]
Date of publication2017-05-04 19:29:34 UTC
MaintainerBenjamin Hofner <benjamin.hofner@pei.de>
LicenseGPL-2
Version2.8-0
URL https://github.com/boost-R/mboost
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("mboost")

Man pages

baselearners: Base-learners for Gradient Boosting
blackboost: Gradient Boosting with Regression Trees
boost_family-class: Class "boost\_family": Gradient Boosting Family
confint: Pointwise Bootstrap Confidence Intervals
control: Control Hyper-parameters for Boosting Algorithms
cvrisk: Cross-Validation
Family: Gradient Boosting Families
FP: Fractional Polynomials
gamboost: Gradient Boosting with Smooth Components
glmboost: Gradient Boosting with Component-wise Linear Models
IPCweights: Inverse Probability of Censoring Weights
mboost: Model-based Gradient Boosting
mboost_intern: Call internal functions.
mboost_package: mboost: Model-Based Boosting
methods: Methods for Gradient Boosting Objects
plot: Plot effect estimates of boosting models
stabsel: Stability Selection
survFit: Survival Curves for a Cox Proportional Hazards Model
varimp: Variable Importance

Functions

AIC.mboost Man page Source code
AICboost Source code
AUC Man page Source code
AdaExp Man page Source code
Binomial Man page Source code
Binomial_adaboost Source code
Binomial_glm Source code
Cindex Man page Source code
Complete.cases Source code
CoxPH Man page Source code
ExpectReg Man page Source code
FP Man page Source code
Family Man page Source code
GammaReg Man page Source code
GaussClass Man page Source code
GaussReg Man page
Gaussian Man page Source code
Gehan Man page Source code
HingeLoss Source code
Huber Man page Source code
Hurdle Man page Source code
IPCweights Man page Source code
Laplace Man page Source code
Loglog Man page Source code
Lognormal Man page Source code
Multinomial Man page Source code
NBinomial Man page Source code
Poisson Man page Source code
PropOdds Man page Source code
QuantReg Man page Source code
Weibull Man page Source code
X_bbs Source code
X_bmrf Source code
X_brad Source code
X_kernel Source code
X_ols Source code
X_user Source code
[.mboost Man page
\%+\% Man page
\%O\% Man page
\%X\% Man page
as.data.frame.varimp Man page Source code
base-learner Man page
baselearner Man page
baselearners Man page
bbs Man page Source code
bhatmat Source code
bkernel Man page Source code
bl_lin Source code
bl_lin_matrix Source code
bl_mono Source code
blackboost Man page Source code
bmono Man page Source code
bmrf Man page Source code
bns Man page Source code
bols Man page Source code
bolscw Source code
boost_control Man page Source code
boost_family-class Man page
brad Man page Source code
brandom Man page Source code
bspatial Man page Source code
bsplines Source code
bss Man page Source code
btree Man page Source code
buser Man page Source code
cbs Source code
checkL2 Source code
check_newdata Source code
check_y_family Source code
ci_glmboost Source code
ci_mboost Source code
coef.bm_cwlin Source code
coef.bm_lin Source code
coef.glmboost Man page Source code
coef.mboost Man page Source code
confint.glmboost Man page Source code
confint.mboost Man page Source code
create_newdata Source code
cv Man page Source code
cvboot Source code
cvkfold Source code
cvrisk Man page Source code
cvrisk.mboost Man page Source code
cvsub Source code
define_solver Source code
df2lambda Source code
differences Source code
do_trace Source code
dpp Source code
dpp.blg Source code
effective_range Source code
extract Man page Source code
extract.bl_lin Man page Source code
extract.bl_tree Man page Source code
extract.blackboost Man page Source code
extract.blg Man page Source code
extract.gamboost Man page
extract.glmboost Man page Source code
extract.mboost Man page Source code
fit Source code
fit.bl Source code
fitted.bm Source code
fitted.mboost Man page Source code
gamboost Man page Source code
get_index Source code
getsurv Source code
glmboost Man page Source code
glmboost.default Man page Source code
glmboost.formula Man page Source code
glmboost.matrix Man page Source code
hatvalues.bl_cwlin Source code
hatvalues.bl_lin Source code
hatvalues.gamboost Man page Source code
hatvalues.glmboost Man page Source code
hatvalues.mboost Source code
hyper_bbs Source code
hyper_bmrf Source code
hyper_brad Source code
hyper_kernel Source code
hyper_ols Source code
hyper_user Source code
isMATRIX Source code
lines.mboost Man page Source code
lines.mboost.ci Man page Source code
link2dist Source code
logLik.mboost Man page Source code
make_psd Source code
mboost Man page Source code
mboost-package Man page
mboost_fit Man page Source code
mboost_intern Man page Source code
mboost_methods Man page
mboost_package Man page
model.frame.blg Source code
model.frame.mboost Source code
mstop Man page Source code
mstop.cvrisk Man page Source code
mstop.gbAIC Man page Source code
mstop.mboost Man page Source code
mstop<- Man page
names.blg Source code
nnls1D Source code
nnls2D Source code
nuisance Man page Source code
nuisance.mboost Man page Source code
onAttach Source code
onLoad Source code
onUnload Source code
package-mboost Man page
package_mboost Man page
plot Man page
plot.cvrisk Man page Source code
plot.gbAIC Source code
plot.glmboost Man page Source code
plot.mboost Man page Source code
plot.mboost.ci Man page Source code
plot.survFit Man page Source code
plot.varimp Man page Source code
predict.blackboost Man page
predict.gamboost Man page
predict.glmboost Man page Source code
predict.mboost Man page Source code
predict_confint Source code
predictmboost Source code
print.cvrisk Man page Source code
print.gbAIC Source code
print.glmboost Man page Source code
print.glmboost.ci Man page Source code
print.mboost Man page Source code
print.summary.mboost Source code
print.varimp Source code
rescale_weights Source code
resid.mboost Man page Source code
residuals.mboost Man page Source code
response.mboost Source code
risk Man page Source code
risk.mboost Man page Source code
selected Man page
selected.mboost Man page Source code
show,boost_family-method Man page
solveLSEI Source code
stabsel Man page
stabsel.mboost Man page Source code
stabsel_parameters.mboost Man page Source code
summary.mboost Man page Source code
survFit Man page Source code
survFit.mboost Man page Source code
update.mboost Source code
variable.names.glmboost Man page Source code
variable.names.mboost Man page Source code
varimp Man page Source code
varimp.mboost Man page Source code
violations Source code

Files

inst
inst/india_vcm.R
inst/mboost_Bioinf.R
inst/cache
inst/cache/bodyfat_benchmarks.rda
inst/cache/wpbc_benchmarks.rda
inst/cache/wpbc_survivalbenchmarks.rda
inst/cache/mboost_illustrations_benchmarks.R
inst/cache/curve_estimation.rda
inst/CITATION
inst/india_summary.R
inst/india_helpfunc.R
inst/NEWS.Rd
inst/india_preproc.R
inst/india_rqss_lambdaOptFunc.R
inst/India_quantiles.R
inst/india_additive.R
inst/readAML_Bullinger.R
inst/india_analysis.R
inst/birds_Biometrics.R
inst/india_plots.R
inst/india_rqssResults.R
inst/india_rqss.R
inst/doc
inst/doc/mboost_tutorial.R
inst/doc/mboost_tutorial.Rnw
inst/doc/mboost_illustrations.pdf
inst/doc/mboost.R
inst/doc/mboost.Rnw
inst/doc/mboost_tutorial.pdf
inst/doc/SurvivalEnsembles.R
inst/doc/mboost_illustrations.R
inst/doc/mboost_illustrations.Rnw
inst/doc/SurvivalEnsembles.pdf
inst/doc/SurvivalEnsembles.Rnw
inst/doc/mboost.pdf
inst/india_blackboost.R
inst/india_stumps.R
src
src/Makevars
src/init.c
src/mboost.c
NAMESPACE
R
R/bolscw.R
R/buser.R
R/btree.R
R/varimp.R
R/helpers.R
R/mboost.R
R/family.R
R/plot.R
R/control.R
R/bkernel.R
R/crossvalidation.R
R/methods.R
R/stabsel.R
R/brad.R
R/bkronecker.R
R/confint.R
R/survival.R
R/bl.R
R/mboost_intern.R
R/bmrf.R
R/bmono.R
R/AAA.R
vignettes
vignettes/mboost_tutorial.Rnw
vignettes/jmlr2e.sty
vignettes/boost.bib
vignettes/mboost.Rnw
vignettes/setup.R
vignettes/mboost_illustrations.Rnw
vignettes/mboost_tutorial.bib
vignettes/SurvivalEnsembles.Rnw
README.md
MD5
build
build/vignette.rds
DESCRIPTION
man
man/Family.Rd
man/mboost_package.Rd
man/stabsel.Rd
man/survFit.Rd
man/IPCweights.Rd
man/mboost.Rd
man/blackboost.Rd
man/confint.Rd
man/cvrisk.Rd
man/control.Rd
man/varimp.Rd
man/glmboost.Rd
man/mboost_intern.Rd
man/baselearners.Rd
man/methods.Rd
man/gamboost.Rd
man/FP.Rd
man/plot.Rd
man/boost_family-class.Rd
cleanup
mboost documentation built on May 19, 2017, 5:34 p.m.