Package: monobin 0.2.4

monobin: Monotonic Binning for Credit Rating Models

Performs monotonic binning of numeric risk factor in credit rating models (PD, LGD, EAD) development. All functions handle both binary and continuous target variable. Functions that use isotonic regression in the first stage of binning process have an additional feature for correction of minimum percentage of observations and minimum target rate per bin. Additionally, monotonic trend can be identified based on raw data or, if known in advance, forced by functions' argument. Missing values and other possible special values are treated separately from so-called complete cases.

Authors:Andrija Djurovic [aut, cre]

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monobin.pdf |monobin.html
monobin/json (API)
NEWS

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

Bug tracker:https://github.com/andrija-djurovic/monobin/issues

Datasets:
  • gcd - Excerpt from German Credit Data

On CRAN:

Conda:

4.99 score 5 stars 3 packages 43 scripts 376 downloads 7 exports 68 dependencies

Last updated 3 years agofrom:399d18e9c8. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 21 2025
R-4.5-winOKMar 21 2025
R-4.5-macOKMar 21 2025
R-4.5-linuxOKMar 21 2025
R-4.4-winOKMar 21 2025
R-4.4-macOKMar 21 2025
R-4.4-linuxOKMar 21 2025
R-4.3-winOKMar 21 2025
R-4.3-macOKMar 21 2025

Exports:cum.biniso.binmdt.binndr.binpct.binsts.binwoe.bin

Dependencies:backportsbase64encbslibcachemcheckmatecliclustercolorspacedata.tabledigestdplyrevaluatefansifarverfastmapfontawesomeforeignFormulafsgenericsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmennetpillarpkgconfigR6rappdirsRColorBrewerrlangrmarkdownrpartrstudioapisassscalesstringistringrtibbletidyselecttinytexutf8vctrsviridisviridisLitewithrxfunyaml