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mmschlk / shapiq

Shapley Interactions for Machine Learning
https://shapiq.readthedocs.io
MIT License
70 stars 6 forks source link

Add interventional TreeExplainer #99

Open mmschlk opened 5 months ago

mmschlk commented 5 months ago

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 commented 5 months ago

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