A User-Guided Bayesian Framework for Ensemble Feature Selection


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Documentation for package ‘UBayFS’ version 1.0

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admissibility Admissibility for constraint group
bcw Breast Cancer Wisconsin dataset
build.UBayconstraint Build a customized constraint for UBayFS
build.UBaymodel Build an ensemble for UBayFS
buildConstraints Build a constraint system
buildDecorrConstraints Build decorrelation constraints
build_train_set Perform stratified data partition.
evaluateFS Evaluate a feature set
evaluateMultiple Evaluate a feature set
group_admissibility Admissibility for constraint group
is.UBayconstraint Checks whether a list object implements proper UBayFS user constraints
is.UBaymodel Check whether an object is a UBaymodel
plot.UBaymodel Print a UBayFS model
posteriorExpectation Posterior expectation of features
print.UBayconstraint Prints the 'UBayconstraint' object
print.UBaymodel Print a UBayFS model
printResults Print a UBayFS model
runInteractive Run an interactive Shiny app for demonstration
sampleInitial Initial feature set sampling using probabilistic Greedy algorithm
setConstraints Set constraints in UBaymodel object
setOptim Set optimization parameters in a UBaymodel object
setWeights Set weights in UBaymodel object
summary.UBayconstraint Prints the 'UBayconstraint' object
summary.UBaymodel Print a UBayFS model
train UBayFS feature selection