Generate, Visualise, and Evaluate Fast-and-Frugal Decision Trees


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Documentation for package ‘FFTrees’ version 1.6.6

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Add_Stats Adds decision statistics to a dataframe containing hr, cr, mi and fa
blood Blood donation dataset
breastcancer Dataset: Physiological dataset for 699 patients tested for breast cancer.
car Car acceptability data
classtable Calculates several classification statistics from binary prediction and criterion (e.g.; truth) vectors
comp.pred Wrapper for classfication algorithms
contraceptive Contraceptive use data
creditapproval Credit approval data
factclean Does miscellaneous cleaning of prediction datasets
fertility Fertility data set
FFTrees Creates a fast-and-frugal trees (FFTrees) object.
FFTrees.guide Opens the FFTrees package guide
fftrees_cuerank Calculates thresholds that maximize a statistic (goal) for cues.
fftrees_ffttowords Describes an FFT in words
fftrees_fitcomp Fit competitive algorithms
fftrees_grow_fan Grows fast-and-frugal trees using the fan algorithm
fftrees_ranktrees Rank trees by goal
fftrees_threshold_factor_grid Performs a grid search over factor and returns accuracy statistics for a given factor cue
fftrees_threshold_numeric_grid Performs a grid search over thresholds and returns accuracy statistics for a given numeric cue
fftrees_wordstofftrees Converts text describing an FFT into an FFT definition.
forestfires forestfires
heart.cost Cue costs for the heartdisease dataa
heart.test Heartdisease testing dataset
heart.train Heartdisease training dataset.
heartdisease Heart disease dataset
inwords Display a verbal description of a tree in an FFTrees object
iris.v Iris data set
mushrooms Mushrooms dataset
plot.FFTrees Plots an FFTrees object.
predict.FFTrees Predict classifications from newdata using an FFTrees object
print.FFTrees Prints summary information from an FFTrees object
showcues Visualizes cue accuracies from an FFTrees object in a ROC space
sonar Sonar data set
summary.FFTrees Returns summary information about an FFTrees x
titanic Titanic dataset
voting Voting data set
wine Wine tasting dataset