Model-Based Boosting

---

Documentation for package ‘mboost’ version 2.9-10

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• 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