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

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Documentation for package ‘FFTrees’ version 2.0.0

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

add_fft_df	Add an FFT definition to tree definitions
add_nodes	Add nodes to an FFT definition
add_stats	Add decision statistics to data (based on frequency counts of a 2x2 classification outcomes)
blood	Blood donation data
breastcancer	Physiological data of patients tested for breast cancer
car	Car acceptability data
classtable	Compute classification statistics for binary prediction and criterion (e.g.; truth) vectors
comp_pred	Fit and predict competing classification algorithms
contraceptive	Contraceptive use data
creditapproval	Credit approval data
describe_data	Describe data
drop_nodes	Drop a node from an FFT definition
edit_nodes	Edit nodes in an FFT definition
fact_clean	Clean factor variables in prediction data
fertility	Fertility data
FFTrees	Main function to create and apply fast-and-frugal trees (FFTs)
FFTrees.guide	Open the *FFTrees* package guide
fftrees_cuerank	Calculate thresholds that optimize some statistic (goal) for cues in data
fftrees_ffttowords	Describe a fast-and-frugal tree (FFT) in words
fftrees_fitcomp	Fit competitive algorithms
fftrees_grow_fan	Grow fast-and-frugal trees (FFTs) using the 'fan' algorithms
fftrees_ranktrees	Rank FFTs by current goal
fftrees_threshold_factor_grid	Perform a grid search over factor and return accuracy statistics for a given factor cue
fftrees_threshold_numeric_grid	Perform a grid search over thresholds and return accuracy statistics for a given numeric cue
fftrees_wordstofftrees	Convert a verbal description of an FFT into an 'FFTrees' object
flip_exits	Flip exits in an FFT definition
forestfires	Forest fires data
get_best_tree	Select the best tree (from current set of FFTs)
get_exit_type	Get exit type (from a vector 'x' of FFT exit descriptions)
get_fft_df	Get FFT definitions (from an 'FFTrees' object 'x')
heart.cost	Cue costs for the heartdisease data
heart.test	Heart disease testing data
heart.train	Heart disease training data
heartdisease	Heart disease data
inwords	Provide a verbal description of an FFT
iris.v	Iris data
mushrooms	Mushrooms data
plot.FFTrees	Plot an 'FFTrees' object
predict.FFTrees	Predict classification outcomes or probabilities from data
print.FFTrees	Print basic information of fast-and-frugal trees (FFTs)
read_fft_df	Read an FFT definition from tree definitions
reorder_nodes	Reorder nodes in an FFT definition
select_nodes	Select nodes from an FFT definition
showcues	Visualize cue accuracies (as points in ROC space)
sonar	Sonar data
summary.FFTrees	Summarize an 'FFTrees' object
titanic	Titanic survival data
voting	Voting data
wine	Wine tasting data
write_fft_df	Write an FFT definition to tree definitions