mmschlk / shapiq

Shapley Interactions for Machine Learning

Home Page:https://shapiq.readthedocs.io

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Add interventional TreeExplainer

mmschlk opened this issue · comments

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.

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