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Interval-valued SHAP in Tree-Based Models

Zhu, Chenrui et al.
arXiv (All) · Papers
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machine-learning
Shapley values are among the most popular feature-attribution explanations. Efficient approaches for computing/estimating Shapley values for tree-based models, which are state-of-the-art for tabular data sets, have been developed. However, it is known that Shapley values can be (highly) unrobust due
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