Package: iBreakDown
Title: Model Agnostic Instance Level Variable Attributions
Version: 2.1.2
Authors@R: c(person("Przemyslaw", "Biecek", email = "przemyslaw.biecek@gmail.com", role = c("aut", "cre"), 
             comment = c(ORCID = "0000-0001-8423-1823")),
    person("Alicja", "Gosiewska", role = "aut",
             comment = c(ORCID = "0000-0001-6563-5742")),
    person("Hubert", "Baniecki", role = "aut",
             comment = c(ORCID = "0000-0001-6661-5364")),
    person("Adam", "Izdebski", role = "aut"),
    person("Dariusz", "Komosinski", role = "ctb"))
Description: Model agnostic tool for decomposition of predictions from
        black boxes. Supports additive attributions and attributions
        with interactions. The Break Down Table shows contributions of
        every variable to a final prediction. The Break Down Plot
        presents variable contributions in a concise graphical way.
        This package works for classification and regression models. It
        is an extension of the 'breakDown' package (Staniak and Biecek
        2018) <doi:10.32614/RJ-2018-072>, with new and faster
        strategies for orderings. It supports interactions in
        explanations and has interactive visuals (implemented with
        'D3.js' library). The methodology behind is described in the
        'iBreakDown' article (Gosiewska and Biecek 2019)
        <arXiv:1903.11420> This package is a part of the 'DrWhy.AI'
        universe (Biecek 2018) <arXiv:1806.08915>.
Depends: R (>= 3.5)
License: GPL-3
Encoding: UTF-8
RoxygenNote: 7.2.2
Imports: ggplot2
Suggests: DALEX, knitr, rmarkdown, randomForest, e1071, ranger, nnet,
        testthat, r2d3, jsonlite, covr
VignetteBuilder: knitr
URL: https://ModelOriented.github.io/iBreakDown/,
        https://github.com/ModelOriented/iBreakDown
BugReports: https://github.com/ModelOriented/iBreakDown/issues
Repository: https://modeloriented.r-universe.dev
Date/Publication: 2023-11-30 22:28:10 UTC
RemoteUrl: https://github.com/modeloriented/ibreakdown
RemoteRef: HEAD
RemoteSha: d4f6289f9d9358a097b52918955ce55bd855a0c8
NeedsCompilation: no
Packaged: 2026-10-11 15:56:31 UTC; root
Author: Przemyslaw Biecek [aut, cre] (ORCID:
    <https://orcid.org/0000-0001-8423-1823>),
  Alicja Gosiewska [aut] (ORCID: <https://orcid.org/0000-0001-6563-5742>),
  Hubert Baniecki [aut] (ORCID: <https://orcid.org/0000-0001-6661-5364>),
  Adam Izdebski [aut],
  Dariusz Komosinski [ctb]
Maintainer: Przemyslaw Biecek <przemyslaw.biecek@gmail.com>
Built: R 4.7.0; ; 2026-10-11 15:58:00 UTC; windows
