Other packages > Find by keyword >

iBreakDown  

Model Agnostic Instance Level Variable Attributions
View on CRAN: Click here


Download and install iBreakDown package within the R console
Install from CRAN:
install.packages("iBreakDown")

Install from Github:
library("remotes")
install_github("cran/iBreakDown")

Install by package version:
library("remotes")
install_version("iBreakDown", "2.1.2")



Attach the package and use:
library("iBreakDown")
Maintained by
Przemyslaw Biecek
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-04-04
Latest Update: 2023-12-01
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) , 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) .
How to cite:
Przemyslaw Biecek (2019). iBreakDown: Model Agnostic Instance Level Variable Attributions. R package version 2.1.2, https://cran.r-project.org/web/packages/iBreakDown. Accessed 25 Jun. 2026.
Previous versions and publish date:
0.9.5 (2019-04-04 14:20), 0.9.6 (2019-04-30 19:10), 0.9.9 (2019-08-27 00:50), 1.0 (2020-02-18 15:10), 1.1.1 (2020-04-15 07:50), 1.2.0 (2020-04-20 21:30), 1.3.1 (2020-07-29 14:00), 2.0.1 (2021-05-07 15:50)
Other packages that cited iBreakDown R package
View iBreakDown citation profile
Other R packages that iBreakDown depends, imports, suggests or enhances
Complete documentation for iBreakDown
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

foster  
Forest Structure Extrapolation with R
Set of tools to streamline the modeling of the relationship betweensatellite imagery time series or ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
edeaR  
Exploratory and Descriptive Event-Based Data Analysis
Exploratory and descriptive analysis of event based data. Provides methods for describing and select ...
Download / Learn more Package Citations See dependency  
sitmo  
Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files
Provided within are two high quality and fast PPRNGs that may be used in an 'OpenMP' parallel enviro ...
Download / Learn more Package Citations See dependency  
airGRiwrm  
'airGR' Integrated Water Resource Management
Semi-distributed Precipitation-Runoff Modelling based on 'airGR' package models integrating human i ...
Download / Learn more Package Citations See dependency  

27,535

R Packages

236,180

Dependencies

73,223

Author Associations

27,536

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA