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

Contains several functions that allow you to create, visualise, and test Fast and Frugal 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 (such as logistic regression) because they are easy to communicate and implement, and are robust against noisy data.

Author
Nathaniel Phillips [aut, cre]
Date of publication
2016-10-08 21:53:23
Maintainer
Nathaniel Phillips <Nathaniel.D.Phillips.is@gmail.com>
License
CC0
Version
1.1.8

View on CRAN

Man pages

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
cart.pred
Calculates predictions from CART using the rpart package
classtable
Calculates several classification statistics from binary...
contraceptive
Contraceptive use data
creditapproval
Credit approval data
cuerank
Calculate the marginal accuracy of all cues in a dataframe....
deprecated
Deprecated functions
factclean
Does miscellaneous cleaning of prediction datasets
fertility
Fertility data set
FFTrees
Create Fast and Frugal Trees (FFTrees)
FFTrees.guide
Opens the FFTrees package guide
forestfires
forestfires
grow.FFTrees
Grows fast and frugal trees
heartdisease
Heart disease dataset
income
Income dataset
iris
Iris data set
lr.pred
Calculates predictions from logistic regression
mushrooms
Mushrooms dataset
plot.FFTrees
Draws a FFTrees object.
predict.FFTrees
Applies an existing FFTrees object to a new (test) data set
print.FFTrees
Prints summary information from an FFTrees object
showcues
Visualizes cue accuracies in a ROC space
sonar
Sonar data set
summary.FFTrees
Returns a summary of an fft object
titanic
Titanic dataset
voting
Voting data set
wine
Wine tasting dataset

Files in this package

FFTrees
FFTrees/inst
FFTrees/inst/doc
FFTrees/inst/doc/FFTrees_function.Rmd
FFTrees/inst/doc/FFTrees_algorithm.R
FFTrees/inst/doc/FFTrees_plot.html
FFTrees/inst/doc/FFTrees_function.html
FFTrees/inst/doc/FFTrees_examples.R
FFTrees/inst/doc/FFTrees_function.R
FFTrees/inst/doc/FFTrees_algorithm.html
FFTrees/inst/doc/guide.Rmd
FFTrees/inst/doc/guide.R
FFTrees/inst/doc/guide.html
FFTrees/inst/doc/FFTrees_examples.Rmd
FFTrees/inst/doc/FFTrees_examples.html
FFTrees/inst/doc/FFTrees_plot.Rmd
FFTrees/inst/doc/FFTrees_algorithm.Rmd
FFTrees/inst/doc/FFTrees_plot.R
FFTrees/NAMESPACE
FFTrees/data
FFTrees/data/bank.RData
FFTrees/data/titanic.RData
FFTrees/data/sonar.RData
FFTrees/data/car.RData
FFTrees/data/creditapproval.RData
FFTrees/data/wine.RData
FFTrees/data/fertility.RData
FFTrees/data/voting.RData
FFTrees/data/forestfires.RData
FFTrees/data/mushrooms.RData
FFTrees/data/contraceptive.RData
FFTrees/data/blood.RData
FFTrees/data/heartdisease.RData
FFTrees/data/breastcancer.RData
FFTrees/data/iris.RData
FFTrees/data/income.RData
FFTrees/R
FFTrees/R/heartdisease_doc.R
FFTrees/R/income_doc.R
FFTrees/R/auc_function.R
FFTrees/R/voting_doc.R
FFTrees/R/summaryFFTrees_function.R
FFTrees/R/forestfires_doc.R
FFTrees/R/classtable_function.R
FFTrees/R/breastcancer_doc.R
FFTrees/R/showcues_function.R
FFTrees/R/cuerank_function.R
FFTrees/R/factclean_function.R
FFTrees/R/fertility_doc.R
FFTrees/R/predictFFTrees_function.R
FFTrees/R/creditapproval_doc.R
FFTrees/R/lrpred_function.R
FFTrees/R/mushrooms_doc.R
FFTrees/R/iris_doc.R
FFTrees/R/FFTrees.R
FFTrees/R/contraceptive_doc.R
FFTrees/R/car_doc.R
FFTrees/R/depreciated.R
FFTrees/R/plotFFTrees_function.R
FFTrees/R/sonar_doc.R
FFTrees/R/helper.R
FFTrees/R/cartpred_function.R
FFTrees/R/bank_doc.R
FFTrees/R/FFTreesguide_function.R
FFTrees/R/wine_doc.R
FFTrees/R/minorfunctions.R
FFTrees/R/blood_doc.R
FFTrees/R/titanic_doc.R
FFTrees/R/growFFTrees_function.R
FFTrees/R/printFFTrees_function.R
FFTrees/R/zzz.R
FFTrees/vignettes
FFTrees/vignettes/FFTrees_function.Rmd
FFTrees/vignettes/fft.bib
FFTrees/vignettes/apa.csl
FFTrees/vignettes/guide.Rmd
FFTrees/vignettes/FFTrees_examples.Rmd
FFTrees/vignettes/FFTrees_plot.Rmd
FFTrees/vignettes/FFTrees_algorithm.Rmd
FFTrees/README.md
FFTrees/MD5
FFTrees/build
FFTrees/build/vignette.rds
FFTrees/DESCRIPTION
FFTrees/man
FFTrees/man/cart.pred.Rd
FFTrees/man/iris.Rd
FFTrees/man/wine.Rd
FFTrees/man/heartdisease.Rd
FFTrees/man/deprecated.Rd
FFTrees/man/blood.Rd
FFTrees/man/print.FFTrees.Rd
FFTrees/man/predict.FFTrees.Rd
FFTrees/man/summary.FFTrees.Rd
FFTrees/man/FFTrees.Rd
FFTrees/man/showcues.Rd
FFTrees/man/auc.Rd
FFTrees/man/mushrooms.Rd
FFTrees/man/plot.FFTrees.Rd
FFTrees/man/sonar.Rd
FFTrees/man/voting.Rd
FFTrees/man/forestfires.Rd
FFTrees/man/cuerank.Rd
FFTrees/man/lr.pred.Rd
FFTrees/man/breastcancer.Rd
FFTrees/man/car.Rd
FFTrees/man/contraceptive.Rd
FFTrees/man/grow.FFTrees.Rd
FFTrees/man/factclean.Rd
FFTrees/man/classtable.Rd
FFTrees/man/bank.Rd
FFTrees/man/FFTrees.guide.Rd
FFTrees/man/creditapproval.Rd
FFTrees/man/fertility.Rd
FFTrees/man/income.Rd
FFTrees/man/titanic.Rd