iBreakDown
type: Item
swMATH work ID: 30903
instance of: R package
software version identifier: 2.0.1
software version identifier: 0.9.5
software version identifier: 0.9.6
software version identifier: 0.9.9
software version identifier: 1.0
software version identifier: 1.1.1
software version identifier: 1.2.0
software version identifier: 1.3.1
software version identifier: 2.1.2
CRAN project: iBreakDown
programmed in: R
last update: 2023-12-01T00:00:00Z
maintained by: Przemyslaw Biecek
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>.
author: Przemysław Biecek
author: Hubert Baniecki
author: Adam Izdebski
author: Alicja Gosiewska
copyright license: GNU General Public License, version 3.0
imports: ggplot2
cites work: Explanations of Model Predictions with live and breakDown Packages
cites work: Do Not Trust Additive Explanations
cites work: DALEX: explainers for complex predictive models
MaRDI profile type: Software
depends on software: R
source code repository: iBreakDown
description: Model Agnostic Instance Level Variable Attributions