CRAN/E | breakDown

breakDown

Model Agnostic Explainers for Individual Predictions

Installation

About

Model agnostic tool for decomposition of predictions from black boxes. Break Down Table shows contributions of every variable to a final prediction. Break Down Plot presents variable contributions in a concise graphical way. This package work for binary classifiers and general regression models.

Citation breakDown citation info
pbiecek.github.io/breakDown/
Bug report File report

Key Metrics

Version 0.2.2
R ≥ 3.0
Published 2024-03-11 46 days ago
Needs compilation? no
License GPL-2
CRAN checks breakDown results

Downloads

Yesterday 38 +65%
Last 7 days 158 -4%
Last 30 days 741 -16%
Last 90 days 2.091 -4%
Last 365 days 8.150 -2%

Maintainer

Maintainer

Przemyslaw Biecek

przemyslaw.biecek@gmail.com

Authors

Przemyslaw Biecek

aut / cre

Aleksandra Grudziaz

ctb

Material

NEWS
Reference manual
Package source

Vignettes

model agnostic breakDown plots for caret
breakDown plots for the generalised linear model
breakDown plots for the linear model
model agnostic breakDown plots for randomForest
model agnostic breakDown plots for ranger
model agnostic breakDown plots for SVM model
model agnostic breakDown plots for xgboost

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

breakDown archive

Depends

R ≥ 3.0

Imports

ggplot2

Suggests

knitr
rmarkdown
e1071
kernlab
xgboost
caret
randomForest
DALEX
ranger
testthat

Reverse Imports

live
modelDown