Package: OptimalBinningWoE
Type: Package
Title: Optimal Binning and Weight of Evidence Framework for Modeling
Version: 1.10.0
Date: 2026-05-17
Authors@R: 
    person(given = "José Evandeilton",
           family = "Lopes",
           role = c("aut", "cre", "cph"),
           email = "evandeilton@gmail.com",
           comment = c(ORCID = "0009-0007-5887-4084"))
Description: High-performance implementation of 36 optimal binning
        algorithms (16 categorical, 20 numerical) for Weight of
        Evidence ('WoE') transformation, credit scoring, and risk
        modeling. Includes advanced methods such as Mixed Integer
        Linear Programming ('MILP'), Genetic Algorithms, Simulated
        Annealing, and Monotonic Regression. Features automatic method
        selection based on Information Value ('IV') maximization,
        strict monotonicity enforcement, and efficient handling of
        large datasets via 'Rcpp'. Fully integrated with the
        'tidymodels' ecosystem for building robust machine learning
        pipelines. Based on methods described in Siddiqi (2006)
        <doi:10.1002/9781119201731> and Navas-Palencia (2020)
        <doi:10.48550/arXiv.2001.08025>.
License: MIT + file LICENSE
URL: https://github.com/evandeilton/OptimalBinningWoE,
        https://evandeilton.github.io/OptimalBinningWoE
BugReports: https://github.com/evandeilton/OptimalBinningWoE/issues
Depends: R (>= 4.1.0)
Encoding: UTF-8
Language: en-US
Imports: Rcpp, recipes, rlang, tibble, dials
LinkingTo: Rcpp, RcppEigen, RcppNumerical
Suggests: testthat (>= 3.0.0), dplyr, generics, knitr, rmarkdown,
        tidymodels, workflows, parsnip, pROC, scorecard
Config/testthat/edition: 3
SystemRequirements: C++17
RoxygenNote: 7.3.3
VignetteBuilder: knitr
Config/pak/sysreqs: libicu-dev
Repository: https://evandeilton.r-universe.dev
Date/Publication: 2026-05-20 22:18:03 UTC
RemoteUrl: https://github.com/evandeilton/optimalbinningwoe
RemoteRef: HEAD
RemoteSha: f3dbc2ea7394fac5b3ccafcea171730a2b19f555
NeedsCompilation: yes
Packaged: 2026-06-19 07:00:14 UTC; root
Author: José Evandeilton Lopes [aut, cre, cph] (ORCID:
    <https://orcid.org/0009-0007-5887-4084>)
Maintainer: José Evandeilton Lopes <evandeilton@gmail.com>