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)
path = "average"argument and plots shapley values (#29).
local_attributions_uncertainty()is renamed to
shap()is an alias for
iBreakDownis described on arXiv and linked in the CITATION
local_attributions_uncertainty()function that measures uncertanity behind additive attributions
breakDown2has changed name to
local_attributions()function user can force order in which variables shall be presented
plotD3()function, that uses
r2d3package to generate interactive D3 plots
iBreakDownis forked from