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breakDown (version 0.2.2)

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.

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Version

Install

install.packages('breakDown')

Version

0.2.2

License

GPL-2

Maintainer

Przemyslaw Biecek

Last Published

March 11th, 2024

Functions in breakDown (0.2.2)

broken.default

Model Agnostic Approach to Breaking Down of Model Predictions
HR_data

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

Extract betas values of a model for specific observations
break_down

Model Agnostic Experimental Approach to Break Down Plots with Interactions
print.broken

Break Down Print
broken.lm

Breaking Down of Model Predictions for lm models
plot.broken

Break Down Plot
broken.glm

Breaking Down of Model Predictions for glm models
wine

White Wine Quality Data
broken

Generic Function for Breaking Down of Model Predictions