# Efficient Best Subset Selection for GLMs via Branch and Bound Algorithms

## Documentation for package ‘BranchGLM’ version 3.0.1

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

## Help Pages

AUC | Cindex/AUC
barplot.BranchGLMVI | Bar Plot Method for BranchGLMVI Objects
boxplot.BranchGLMVI.boot | Box Plot Method for BranchGLMVI.boot Objects
BranchGLM | Fits GLMs
BranchGLM.fit | Fits GLMs
Cindex | Cindex/AUC
Cindex.BranchGLM | Cindex/AUC
Cindex.BranchGLMROC | Cindex/AUC
Cindex.numeric | Cindex/AUC
coef.BranchGLM | Extract Coefficients from BranchGLM Objects
coef.BranchGLMVS | Extract Coefficients from BranchGLMVS or summary.BranchGLMVS Objects
coef.summary.BranchGLMVS | Extract Coefficients from BranchGLMVS or summary.BranchGLMVS Objects
confint.BranchGLM | Likelihood Ratio Confidence Intervals for Beta Coefficients for BranchGLM Objects
deviance.BranchGLM | Extract the Deviance
extractAIC.BranchGLM | Extract AIC from BranchGLM Objects
family.BranchGLM | Extract Family from BranchGLM Objects
formula.BranchGLM | Extract Model Formula from BranchGLM Objects
hist.BranchGLMVI.boot | Histogram Method for BranchGLMVI.boot Objects
logLik.BranchGLM | Extract Log-Likelihood from BranchGLM Objects
model.frame.BranchGLM | Extract Model Frame from a BranchGLM Object
MultipleROCCurves | Plotting Multiple ROC Curves
nobs.BranchGLM | Extract Number of Observations from BranchGLM Objects
plot.BranchGLM | Plot Method for BranchGLM Objects
plot.BranchGLMCIs | Plot Method for BranchGLMCIs Objects
plot.BranchGLMROC | Plot Method for BranchGLMROC Objects
plot.BranchGLMVS | Plot Method for summary.BranchGLMVS and BranchGLMVS Objects
plot.summary.BranchGLMVS | Plot Method for summary.BranchGLMVS and BranchGLMVS Objects
plotCI | Plot Confidence Intervals
predict.BranchGLM | Predict Method for BranchGLM Objects
predict.BranchGLMVS | Predict Method for BranchGLMVS or summary.BranchGLMVS Objects
predict.summary.BranchGLMVS | Predict Method for BranchGLMVS or summary.BranchGLMVS Objects
print.BranchGLM | Print Method for BranchGLM Objects
print.BranchGLMCIs | Print Method for BranchGLMCIs Objects
print.BranchGLMROC | Print Method for BranchGLMROC Objects
print.BranchGLMTable | Print Method for BranchGLMTable Objects
print.BranchGLMVI | Print Method for BranchGLMVI Objects
print.BranchGLMVI.boot | Print Method for BranchGLMVI.boot Objects
print.BranchGLMVS | Print Method for BranchGLMVS Objects
print.summary.BranchGLMVS | Print Method for summary.BranchGLMVS Objects
residuals.BranchGLM | Extract the Pearson Residuals from BranchGLM Objects
ROC | ROC Curve
ROC.BranchGLM | ROC Curve
ROC.numeric | ROC Curve
sigma.BranchGLM | Extract Square Root of the Dispersion Parameter Estimates
summary.BranchGLMVS | Summary Method for BranchGLMVS Objects
Table | Confusion Matrix
Table.BranchGLM | Confusion Matrix
Table.numeric | Confusion Matrix
VariableImportance | Computes Exact or Approximate L0-penalization based Variable Importance for GLMs
VariableImportance.boot | Performs Parametric Bootstrap for Modified Variable Importance
VariableImportance.boot.BranchGLMVI | Performs Parametric Bootstrap for Modified Variable Importance
VariableImportance.boot.BranchGLMVS | Performs Parametric Bootstrap for Modified Variable Importance
VariableSelection | Variable Selection for GLMs
VariableSelection.BranchGLM | Variable Selection for GLMs
VariableSelection.formula | Variable Selection for GLMs
vcov.BranchGLM | Extract covariance matrix from BranchGLM Objects