OneR: One Rule Machine Learning Classification Algorithm with Enhancements

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Implements the One Rule (OneR) Machine Learning classification algorithm 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.

Author
Holger von Jouanne-Diedrich
Date of publication
2016-10-24 23:36:29
Maintainer
Holger von Jouanne-Diedrich <holger.jouanne-diedrich@h-ab.de>
License
MIT + file LICENSE
Version
2.1
URLs

View on CRAN

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

Files in this package

OneR
OneR/inst
OneR/inst/doc
OneR/inst/doc/OneR.R
OneR/inst/doc/OneR.Rmd
OneR/inst/doc/OneR.html
OneR/NAMESPACE
OneR/NEWS
OneR/data
OneR/data/breastcancer.rda
OneR/R
OneR/R/OneR_main.R
OneR/R/OneR.R
OneR/R/OneR_internal.R
OneR/R/OneR_data.R
OneR/vignettes
OneR/vignettes/OneR.Rmd
OneR/README.md
OneR/MD5
OneR/build
OneR/build/vignette.rds
OneR/DESCRIPTION
OneR/man
OneR/man/print.OneR.Rd
OneR/man/summary.OneR.Rd
OneR/man/maxlevels.Rd
OneR/man/OneR.Rd
OneR/man/is.OneR.Rd
OneR/man/optbin.Rd
OneR/man/bin.Rd
OneR/man/eval_model.Rd
OneR/man/plot.OneR.Rd
OneR/man/breastcancer.Rd
OneR/man/predict.OneR.Rd
OneR/LICENSE