FFTrees: Generate, Visualise, and Compare Fast and Frugal Decision Trees
Version 1.2.3

Create, visualise, and test fast and frugal decision trees (FFTrees). FFTrees are very simple decision trees for classifying cases (i.e.; breast cancer patients) into one of two classes (e.g.; no cancer vs. true cancer) based on a small number of cues (e.g.; test results). FFTrees can be preferable to more complex algorithms because they are easy to communicate, require very little information, and are robust against overfitting.

AuthorNathaniel Phillips [aut, cre]
Date of publication2017-05-04 16:23:34 UTC
MaintainerNathaniel Phillips <Nathaniel.D.Phillips.is@gmail.com>
LicenseCC0
Version1.2.3
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("FFTrees")

Getting started

README.md
Creating FFTs
Examples of FFTrees
FFTrees: Fast and frugal decision trees
FFTrees tree construction algorithms
Visualising FFTrees

Popular man pages

bank: A bank marketing dataset
blood: Blood donation dataset
comp.pred: Wrapper for classfication algorithms
FFForest: Creates a forest of fast and frugal decision trees
iris.v: Iris data set
plot.FFForest: Creates a network plot. Code taken from Dirk Wulff...
wine: Wine tasting dataset
See all...

All man pages Function index File listing

Man pages

apply.tree: Applies a fast and frugal tree to a dataset.
auc: Calculates AUC (Area under the Curve) using trapezoidal...
bank: A bank marketing dataset
blood: Blood donation dataset
breastcancer: Dataset: Physiological dataset for 699 patients tested for...
car: Car acceptability data
classtable: Calculates several classification statistics from binary...
comp.pred: Wrapper for classfication algorithms
contraceptive: Contraceptive use data
creditapproval: Credit approval data
cuerank: Calculate the marginal accuracy of all cues in a dataframe....
factclean: Does miscellaneous cleaning of prediction datasets
fertility: Fertility data set
FFForest: Creates a forest of fast and frugal decision trees
FFTrees: Creates a Fast and Frugal Trees (FFTrees) object.
FFTrees.guide: Opens the FFTrees package guide
forestfires: forestfires
grow.FFTrees: Grows fast and frugal trees using an algorithm specified by...
heartdisease: Heart disease dataset
income: Income dataset
iris.v: Iris data set
mushrooms: Mushrooms dataset
plot.FFForest: Creates a network plot. Code taken from Dirk Wulff...
plot.FFTrees: Draws a FFTrees object.
predict.FFForest: Predict outcoms from a test dataset using an FFForest object
predict.FFTrees: Predict new data from an FFTrees x
print.FFForest: Prints summary information from an FFForest x
print.FFTrees: Prints summary information from an FFTrees x
showcues: Visualizes cue accuracies from an FFTrees object in a ROC...
sonar: Sonar data set
summary.FFTrees: Returns a summary of an fft object
titanic: Titanic dataset
voting: Voting data set
wine: Wine tasting dataset

Functions

FFForest Man page Source code
FFTrees Man page Source code
FFTrees.guide Man page Source code
apply.break Source code
apply.tree Man page Source code
auc Man page Source code
bank Man page
blood Man page
breastcancer Man page
car Man page
classtable Man page Source code
comp.pred Man page Source code
contraceptive Man page
creditapproval Man page
cuerank Man page Source code
factclean Man page Source code
fertility Man page
forestfires Man page
grow.FFTrees Man page Source code
heartdisease Man page
income Man page
iris.v Man page
mushrooms Man page
onAttach Source code
plot.FFForest Man page Source code
plot.FFTrees Man page Source code
predict.FFForest Man page Source code
predict.FFTrees Man page Source code
print.FFForest Man page Source code
print.FFTrees Man page Source code
showcues Man page Source code
sonar Man page
summary.FFTrees Man page Source code
text.outline Source code
titanic Man page
transparent Source code
voting Man page
wine Man page

Files

inst
inst/doc
inst/doc/FFTrees_function.Rmd
inst/doc/FFTrees_algorithm.R
inst/doc/FFTrees_plot.html
inst/doc/FFTrees_function.html
inst/doc/FFTrees_examples.R
inst/doc/FFTrees_function.R
inst/doc/FFTrees_algorithm.html
inst/doc/guide.Rmd
inst/doc/guide.R
inst/doc/guide.html
inst/doc/FFTrees_examples.Rmd
inst/doc/FFTrees_examples.html
inst/doc/FFTrees_plot.Rmd
inst/doc/FFTrees_algorithm.Rmd
inst/doc/FFTrees_plot.R
inst/FFTrees_Logo.jpg
NAMESPACE
data
data/bank.RData
data/titanic.RData
data/sonar.RData
data/car.RData
data/creditapproval.RData
data/wine.RData
data/fertility.RData
data/voting.RData
data/forestfires.RData
data/mushrooms.RData
data/contraceptive.RData
data/blood.RData
data/heartdisease.RData
data/breastcancer.RData
data/irisv.RData
data/income.RData
R
R/heartdisease_doc.R
R/income_doc.R
R/auc_function.R
R/printFFForest_function.R
R/applytree_function.R
R/voting_doc.R
R/summaryFFTrees_function.R
R/forestfires_doc.R
R/FFForest.R
R/classtable_function.R
R/breastcancer_doc.R
R/showcues_function.R
R/cuerank_function.R
R/comppred_function.R
R/factclean_function.R
R/fertility_doc.R
R/predictFFTrees_function.R
R/creditapproval_doc.R
R/mushrooms_doc.R
R/predictFFForest_function.R
R/plotFFForest.R
R/FFTrees.R
R/contraceptive_doc.R
R/car_doc.R
R/plotFFTrees_function.R
R/sonar_doc.R
R/helper.R
R/bank_doc.R
R/FFTreesguide_function.R
R/wine_doc.R
R/irisv_doc.R
R/blood_doc.R
R/titanic_doc.R
R/growFFTrees_function.R
R/printFFTrees_function.R
R/zzz.R
vignettes
vignettes/FFTrees_function.Rmd
vignettes/fft.bib
vignettes/apa.csl
vignettes/guide.Rmd
vignettes/FFTrees_examples.Rmd
vignettes/FFTrees_plot.Rmd
vignettes/FFTrees_algorithm.Rmd
README.md
MD5
build
build/vignette.rds
DESCRIPTION
man
man/wine.Rd
man/heartdisease.Rd
man/blood.Rd
man/print.FFTrees.Rd
man/predict.FFTrees.Rd
man/summary.FFTrees.Rd
man/apply.tree.Rd
man/FFTrees.Rd
man/showcues.Rd
man/plot.FFForest.Rd
man/auc.Rd
man/predict.FFForest.Rd
man/mushrooms.Rd
man/plot.FFTrees.Rd
man/sonar.Rd
man/voting.Rd
man/forestfires.Rd
man/FFForest.Rd
man/cuerank.Rd
man/iris.v.Rd
man/breastcancer.Rd
man/car.Rd
man/contraceptive.Rd
man/grow.FFTrees.Rd
man/factclean.Rd
man/print.FFForest.Rd
man/comp.pred.Rd
man/classtable.Rd
man/bank.Rd
man/FFTrees.guide.Rd
man/creditapproval.Rd
man/fertility.Rd
man/income.Rd
man/titanic.Rd
FFTrees documentation built on May 19, 2017, 8:20 a.m.

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