UbiQTree: Uncertainty quantification in XAI with tree ensembles
Summary: Explainable artificial intelligence (XAI) techniques, particularly Shapley additive explanations (SHAP), are essential for interpreting ensemble tree-based models in critical areas such as healthcare. However, SHAP values are often treated as point estimates that neglect uncertainty origina...
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| Главные авторы: | , , , |
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| Формат: | Artigo |
| Язык: | Inglês |
| Опубликовано: |
Elsevier
2026-04-01
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| Серии: | Patterns |
| Предметы: | |
| Online-ссылка: | http://www.sciencedirect.com/science/article/pii/S2666389925003022 |
| Метки: |
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