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Found 2 papers, 2 papers with code
Unifying local and global model explanations by functional decomposition of low dimensional structures
The interventional SHAP value of feature $k$ is a weighted sum of the main component and all interaction components that include $k$, with the weights given by the reciprocal of the component's dimension.
Random Planted Forest: a directly interpretable tree ensemble
An extension to a forest leads to our random planted forest algorithm.
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