# Model-Based Boosting

## Documentation for package ‘mboost’ version 2.9-12

- DESCRIPTION file
- User guides, package vignettes and other documentation
- Code demos. Use demo() to run them.
- Package NEWS

## Help Pages

A B C D E F G H I L M N P Q R S V W misc

mboost-package | mboost: Model-Based Boosting

## -- A --

AdaExp | Gradient Boosting Families
AIC.mboost | Methods for Gradient Boosting Objects
as.data.frame.varimp | Variable Importance
AUC | Gradient Boosting Families

## -- B --

base-learner | Base-learners for Gradient Boosting
baselearner | Base-learners for Gradient Boosting
baselearners | Base-learners for Gradient Boosting
bbs | Base-learners for Gradient Boosting
Binomial | Gradient Boosting Families
bkernel | Base-learners for Gradient Boosting
blackboost | Gradient Boosting with Regression Trees
bmono | Base-learners for Gradient Boosting
bmrf | Base-learners for Gradient Boosting
bns | Base-learners for Gradient Boosting
bols | Base-learners for Gradient Boosting
boost_control | Control Hyper-parameters for Boosting Algorithms
boost_family-class | Class "boost_family": Gradient Boosting Family
brad | Base-learners for Gradient Boosting
brandom | Base-learners for Gradient Boosting
bspatial | Base-learners for Gradient Boosting
bss | Base-learners for Gradient Boosting
btree | Base-learners for Gradient Boosting
buser | Base-learners for Gradient Boosting

## -- C --

Cindex | Gradient Boosting Families
coef.glmboost | Methods for Gradient Boosting Objects
coef.mboost | Methods for Gradient Boosting Objects
confint.glmboost | Pointwise Bootstrap Confidence Intervals
confint.mboost | Pointwise Bootstrap Confidence Intervals
CoxPH | Gradient Boosting Families
cv | Cross-Validation
cvrisk | Cross-Validation
cvrisk.mboost | Cross-Validation

## -- D --

downstream.test | Methods for Gradient Boosting Objects

## -- E --

ExpectReg | Gradient Boosting Families
extract | Methods for Gradient Boosting Objects
extract.blackboost | Methods for Gradient Boosting Objects
extract.blg | Methods for Gradient Boosting Objects
extract.bl_lin | Methods for Gradient Boosting Objects
extract.bl_tree | Methods for Gradient Boosting Objects
extract.gamboost | Methods for Gradient Boosting Objects
extract.glmboost | Methods for Gradient Boosting Objects
extract.mboost | Methods for Gradient Boosting Objects

## -- F --

Family | Gradient Boosting Families
fitted.mboost | Methods for Gradient Boosting Objects
FP | Fractional Polynomials

## -- G --

gamboost | Gradient Boosting for Additive Models
GammaReg | Gradient Boosting Families
GaussClass | Gradient Boosting Families
Gaussian | Gradient Boosting Families
GaussReg | Gradient Boosting Families
Gehan | Gradient Boosting Families
glmboost | Gradient Boosting with Component-wise Linear Models
glmboost.default | Gradient Boosting with Component-wise Linear Models
glmboost.formula | Gradient Boosting with Component-wise Linear Models
glmboost.matrix | Gradient Boosting with Component-wise Linear Models

## -- H --

hatvalues.gamboost | Methods for Gradient Boosting Objects
hatvalues.glmboost | Methods for Gradient Boosting Objects
Huber | Gradient Boosting Families
Hurdle | Gradient Boosting Families

## -- I --

IPCweights | Inverse Probability of Censoring Weights

## -- L --

Laplace | Gradient Boosting Families
lines.mboost | Plot effect estimates of boosting models
lines.mboost.ci | Pointwise Bootstrap Confidence Intervals
logLik.mboost | Methods for Gradient Boosting Objects
Loglog | Gradient Boosting Families
Lognormal | Gradient Boosting Families

## -- M --

mboost | Gradient Boosting for Additive Models
mboost_fit | Model-based Gradient Boosting
mboost_methods | Methods for Gradient Boosting Objects
mboost_package | mboost: Model-Based Boosting
mstop | Methods for Gradient Boosting Objects
mstop.cvrisk | Methods for Gradient Boosting Objects
mstop.gbAIC | Methods for Gradient Boosting Objects
mstop.mboost | Methods for Gradient Boosting Objects
mstop<- | Methods for Gradient Boosting Objects
Multinomial | Gradient Boosting Families

## -- N --

NBinomial | Gradient Boosting Families
nuisance | Methods for Gradient Boosting Objects
nuisance.mboost | Methods for Gradient Boosting Objects

## -- P --

package-mboost | mboost: Model-Based Boosting
package_mboost | mboost: Model-Based Boosting
plot | Plot effect estimates of boosting models
plot.cvrisk | Cross-Validation
plot.glmboost | Plot effect estimates of boosting models
plot.mboost | Plot effect estimates of boosting models
plot.mboost.ci | Pointwise Bootstrap Confidence Intervals
plot.survFit | Survival Curves for a Cox Proportional Hazards Model
plot.varimp | Variable Importance
Poisson | Gradient Boosting Families
predict.blackboost | Methods for Gradient Boosting Objects
predict.gamboost | Methods for Gradient Boosting Objects
predict.glmboost | Methods for Gradient Boosting Objects
predict.mboost | Methods for Gradient Boosting Objects
print.cvrisk | Cross-Validation
print.glmboost | Methods for Gradient Boosting Objects
print.glmboost.ci | Pointwise Bootstrap Confidence Intervals
print.mboost | Methods for Gradient Boosting Objects
PropOdds | Gradient Boosting Families

## -- Q --

QuantReg | Gradient Boosting Families

## -- R --

RCG | Gradient Boosting Families
resid.mboost | Methods for Gradient Boosting Objects
residuals.mboost | Methods for Gradient Boosting Objects
risk | Methods for Gradient Boosting Objects
risk.mboost | Methods for Gradient Boosting Objects

## -- S --

selected | Methods for Gradient Boosting Objects
selected.mboost | Methods for Gradient Boosting Objects
show-method | Class "boost_family": Gradient Boosting Family
stabsel | Stability Selection
stabsel.mboost | Stability Selection
stabsel_parameters.mboost | Stability Selection
summary.mboost | Methods for Gradient Boosting Objects
survFit | Survival Curves for a Cox Proportional Hazards Model
survFit.mboost | Survival Curves for a Cox Proportional Hazards Model

## -- V --

variable.names.glmboost | Methods for Gradient Boosting Objects
variable.names.mboost | Methods for Gradient Boosting Objects
varimp | Variable Importance
varimp.mboost | Variable Importance

## -- W --

Weibull | Gradient Boosting Families

## -- misc --

%+% | Base-learners for Gradient Boosting
%O% | Base-learners for Gradient Boosting
%X% | Base-learners for Gradient Boosting
[.mboost | Methods for Gradient Boosting Objects