Package: optbinningR 0.2.1

optbinningR: Optimal Binning Methods for Predictive Modeling and Analytics

Native R tools for optimal binning workflows in predictive modeling. The package provides APIs for binary, multi-class and continuous targets, with multi-variable binning and scorecard workflows. Methods are informed by Navas-Palencia (2020) <doi:10.48550/arXiv.2001.08025> and Navas-Palencia (2021) <doi:10.48550/arXiv.2104.08619>.

Authors:S. Rani [aut, cre]

optbinningR_0.2.1.tar.gz
optbinningR_0.2.1.zip(r-4.7)optbinningR_0.2.1.zip(r-4.6)optbinningR_0.2.1.zip(r-4.5)
optbinningR_0.2.1.tgz(r-4.6-any)optbinningR_0.2.1.tgz(r-4.5-any)
optbinningR_0.2.1.tar.gz(r-4.7-any)optbinningR_0.2.1.tar.gz(r-4.6-any)
optbinningR_0.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
optbinningR/json (API)

# Install 'optbinningR' in R:
install.packages('optbinningR', repos = c('https://s-rani1.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/s-rani1/optbinningr/issues

On CRAN:

Conda:

3.18 score 500 downloads 24 exports 0 dependencies

Last updated from:9d2bc777a6. Checks:7 NOTE, 2 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64NOTE144
source / vignettesOK157
linux-release-x86_64NOTE141
macos-release-arm64NOTE204
macos-oldrel-arm64NOTE205
windows-develNOTE109
windows-releaseNOTE112
windows-oldrelNOTE103
wasm-releaseOK91

Exports:analysisbinning_tableBinningProcessbuildContinuousOptimalBinningcounterfactual_scorecardfitfit_transforminformationMulticlassOptimalBinningOptimalBinningOptimalBinning2DOptimalBinningSketchOptimalBinningUncertaintyOptimalPWBinningpartial_fitpredict_probapredict_scorerun_fico_tutorialrun_telco_tutorialScorecardscorecard_monitoringtransformupdate_binning_process

Dependencies:

Readme and manuals

Help Manual

Help pageTopics
Binning Table Handle and Build APIbinning_table build
Binning Process and Scorecard APIsBinningProcess counterfactual_scorecard predict_proba predict_score Scorecard scorecard_monitoring update_binning_process
Fit, Transform, and Inspect Binning Modelsanalysis fit fit_transform information partial_fit transform
Create Optimal Binning Model ObjectsContinuousOptimalBinning MulticlassOptimalBinning OptimalBinning
Advanced Binning Model ConstructorsOptimalBinning2D OptimalBinningSketch OptimalBinningUncertainty OptimalPWBinning
Tutorial Workflow Helpersrun_fico_tutorial run_telco_tutorial