Learn R Programming
⚠️There's a newer version (0.2.2) of this package.Take me there.

breakDown (version 0.1.6)

Model Agnostic Explainers for Individual Predictions

Description

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.

Copy Link

Version

Install

install.packages('breakDown')

Monthly Downloads

493

Version

0.1.6

License

GPL-2

Maintainer

Przemyslaw Biecek

Last Published

June 14th, 2018

Functions in breakDown (0.1.6)

print.broken

Break Down Print
plot.broken

Break Down Plot
HR_data

Why are our best and most experienced employees leaving prematurely?
broken

Generic Function for Breaking Down of Model Predictions
broken.default

Model Agnostic Approach to Breaking Down of Model Predictions
broken.glm

Breaking Down of Model Predictions for glm models
broken.lm

Breaking Down of Model Predictions for lm models
betas

Extract betas values of a model for specific observations
wine

White Wine Quality Data