OneR: One Rule Machine Learning Classification Algorithm with Enhancements
Version 2.2

Implements the One Rule (OneR) Machine Learning classification algorithm (Holte, R.C. (1993) ) with enhancements for sophisticated handling of numeric data and missing values together with extensive diagnostic functions. It is useful as a baseline for machine learning models and the rules are often helpful heuristics.

AuthorHolger von Jouanne-Diedrich
Date of publication2017-05-05 18:20:25 UTC
MaintainerHolger von Jouanne-Diedrich <holger.jouanne-diedrich@h-ab.de>
LicenseMIT + file LICENSE
Version2.2
URL https://github.com/vonjd/OneR
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("OneR")

Getting started

README.md
OneR - Establishing a New Baseline for Machine Learning Classification Models"

Popular man pages

bin: Binning function
breastcancer: Breast Cancer Wisconsin Original Data Set
eval_model: Classification Evaluation function
OneR: One Rule function
optbin: Optimal Binning function
plot.OneR: Plot Diagnostics for an OneR object
predict.OneR: Predict method for OneR models
See all...

All man pages Function index File listing

Man pages

bin: Binning function
breastcancer: Breast Cancer Wisconsin Original Data Set
eval_model: Classification Evaluation function
is.OneR: Test OneR model objects
maxlevels: Remove factors with too many levels
OneR: One Rule function
optbin: Optimal Binning function
plot.OneR: Plot Diagnostics for an OneR object
predict.OneR: Predict method for OneR models
print.OneR: Print OneR models
summary.OneR: Summarize OneR models

Functions

ADDNA Source code
CUT Source code
OneR Man page Source code
OneR.data.frame Man page Source code
OneR.default Source code
OneR.formula Man page Source code
add_range Source code
bin Man page Source code
breastcancer Man page
entropy Source code
eval_model Man page Source code
get_breaks Source code
infogain_midpoint Source code
is.OneR Man page Source code
logreg_midpoint Source code
maxlevels Man page Source code
mode Source code
nerrors Source code
optbin Man page Source code
optbin.data.frame Man page Source code
optbin.default Source code
optbin.formula Man page Source code
optcut Source code
plot.OneR Man page Source code
predict.OneR Man page Source code
print.OneR Man page Source code
summary.OneR Man page Source code

Files

inst
inst/doc
inst/doc/OneR.R
inst/doc/OneR.Rmd
inst/doc/OneR.html
NAMESPACE
NEWS
data
data/breastcancer.rda
R
R/OneR_main.R
R/OneR.R
R/OneR_internal.R
R/OneR_data.R
vignettes
vignettes/OneR.Rmd
README.md
MD5
build
build/vignette.rds
DESCRIPTION
man
man/print.OneR.Rd
man/summary.OneR.Rd
man/maxlevels.Rd
man/OneR.Rd
man/is.OneR.Rd
man/optbin.Rd
man/bin.Rd
man/eval_model.Rd
man/plot.OneR.Rd
man/breastcancer.Rd
man/predict.OneR.Rd
LICENSE
OneR documentation built on May 19, 2017, 10:47 p.m.

Questions? Problems? Suggestions? Tweet to @rdrrHQ or email at ian@mutexlabs.com.

Please suggest features or report bugs in the GitHub issue tracker.

All documentation is copyright its authors; we didn't write any of that.