# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "iBreakDown" in publications use:' type: software license: GPL-3.0-only title: 'iBreakDown: Model Agnostic Instance Level Variable Attributions' version: 2.1.2 identifiers: - type: doi value: 10.32614/CRAN.package.iBreakDown abstract: 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) , 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) This package is a part of the 'DrWhy.AI' universe (Biecek 2018) . authors: - family-names: Biecek given-names: Przemyslaw email: przemyslaw.biecek@gmail.com orcid: https://orcid.org/0000-0001-8423-1823 - family-names: Gosiewska given-names: Alicja orcid: https://orcid.org/0000-0001-6563-5742 - family-names: Baniecki given-names: Hubert orcid: https://orcid.org/0000-0001-6661-5364 - family-names: Izdebski given-names: Adam preferred-citation: type: generic title: Do Not Trust Additive Explanations authors: - family-names: Gosiewska given-names: Alicja orcid: https://orcid.org/0000-0001-6563-5742 - family-names: Biecek given-names: Przemyslaw email: przemyslaw.biecek@gmail.com orcid: https://orcid.org/0000-0001-8423-1823 year: '2019' url: https://arxiv.org/abs/1903.11420 repository: https://modeloriented.r-universe.dev repository-code: https://github.com/ModelOriented/iBreakDown commit: d4f6289f9d9358a097b52918955ce55bd855a0c8 url: https://ModelOriented.github.io/iBreakDown/ contact: - family-names: Biecek given-names: Przemyslaw email: przemyslaw.biecek@gmail.com orcid: https://orcid.org/0000-0001-8423-1823