Efficient Best Subset Selection for GLMs via Branch and Bound Algorithms


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Documentation for package ‘BranchGLM’ version 3.0.1

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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