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add categorical variables computation of SV
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salimamoukou committed Mar 1, 2022
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Expand Up @@ -5,6 +5,8 @@ ACV is a python library that aims to explain **any machine learning models** or
* It gives **local rule-based** explanations for any model or data.
* It provides **a better estimation of Shapley Values for tree-based model** (more accurate than [path-dependent TreeSHAP](https://github.com/slundberg/shap])).
It also proposes new Shapley Values that have better local fidelity.
* and the **correct way of computing Shapley Values of categorical variables after encoding
(eg., One Hot or Dummy, etc.)**

We can regroup the different explanations in two groups: **Agnostic Explanations** and **Tree-based Explanations**.

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