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Remove SHAP dependency #272

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ReinierKoops opened this issue Feb 27, 2025 · 1 comment
Open

Remove SHAP dependency #272

ReinierKoops opened this issue Feb 27, 2025 · 1 comment
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enhancement New feature or request

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@ReinierKoops
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Problem Description
At the moment we use SHAP. But as we can see here:
https://github.com/shap/shap/blob/master/shap/explainers/_tree.py#L452
SHAP is calling the specific libraries to do the SHAP calculation for them.

If you implement TreeExplainers & Explainer for Classification/Regression manually, it might boost performance and drop our dependency on SHAP (which is kinda messy)

Desired Outcome
Remove SHAP as dependency

Solution Outline
Do as described above

@ReinierKoops ReinierKoops added the enhancement New feature or request label Feb 27, 2025
@ReinierKoops
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@PaulZhutovsky thanks for the idea.

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