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Add interventional TreeExplainer #99

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mmschlk opened this issue Apr 4, 2024 · 1 comment
Open

Add interventional TreeExplainer #99

mmschlk opened this issue Apr 4, 2024 · 1 comment
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enhancement New feature or request explainer All issues that are linked to explainers help wanted Extra attention is needed

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@mmschlk
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mmschlk commented Apr 4, 2024

Add the interventional interaction method from this paper. This would be another algorithm accessible through the TreeExplainer. The method should work with our TreeModel data structure (potentially extend TreeModel). This would be a big selling point for the paper and the package.
@mmschlk mmschlk added this to the Initial Version of SHAPIQ milestone Apr 4, 2024
@mmschlk mmschlk moved this to 📋 Backlog in shapiq development Apr 4, 2024
@mmschlk mmschlk added question Further information is requested needs research Something that requires new knowledge or deeper understanding labels Apr 4, 2024
@mmschlk mmschlk changed the title Add interventional Shapley interactions Add interventional TreeExplainer Apr 10, 2024
@mmschlk mmschlk removed this from the Initial Version of SHAPIQ milestone Apr 17, 2024
@mmschlk mmschlk added help wanted Extra attention is needed explainer All issues that are linked to explainers and removed question Further information is requested needs research Something that requires new knowledge or deeper understanding labels Apr 17, 2024
@mmschlk
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mmschlk commented Apr 17, 2024

The interventional treeshapiq is a quite straight forward algorithm with our data model and would be a valuable addition.

@mmschlk mmschlk added the enhancement New feature or request label Apr 17, 2024
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enhancement New feature or request explainer All issues that are linked to explainers help wanted Extra attention is needed
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