Model-Based Boosting


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Documentation for package ‘mboost’ version 2.4-2

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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
AUC Gradient Boosting Families

-- B --

bbs Base-learners for Gradient Boosting
Binomial Gradient Boosting Families
blackboost Gradient Boosting with Regression Trees
bl_lin Helper functions
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 --

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 --

df2lambda Helper functions

-- 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 with Smooth Components
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
hyper_bbs Helper functions

-- I --

IPCweights Inverse Probability of Censoring Weights

-- L --

Laplace Gradient Boosting Families
lines.mboost.ci Pointwise Bootstrap Confidence Intervals
logLik.mboost Methods for Gradient Boosting Objects
Loglog Gradient Boosting Families
Lognormal Gradient Boosting Families

-- M --

mboost Model-based Gradient Boosting
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.glmboost Gradient Boosting with Component-wise Linear Models
plot.mboost.ci Pointwise Bootstrap Confidence Intervals
plot.survFit Survival Curves for a Cox Proportional Hazards Model
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.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 --

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

-- 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