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adds TreeExplainer with TreeSHAP-IQ #51

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merged 10 commits into from
Mar 18, 2024
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@mmschlk mmschlk commented Mar 18, 2024

This PR adds the TreeExplainer which is a reimplementation of the original TreeSHAP-IQ code. The TreeSHAP-IQ paper can be found here.

The TreeExplainer works at the moment only with sklearn decision trees. More tree models need to be implemented.

@mmschlk mmschlk added the enhancement New feature or request label Mar 18, 2024
@mmschlk mmschlk added this to the Initial Version of SHAPIQ milestone Mar 18, 2024
@mmschlk mmschlk self-assigned this Mar 18, 2024
@mmschlk mmschlk merged commit 5478906 into main Mar 18, 2024
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@mmschlk mmschlk mentioned this pull request Mar 18, 2024
@mmschlk mmschlk deleted the 26-add-treeshap-iq-explainer branch March 18, 2024 14:19
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