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Chen-Rui Zhu

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#machine learning Preprint Oct 2026

Interval-valued SHAP in Tree-Based Models

This paper proposes an imprecise Dirichlet model (IDM) based method to analyze the robustness of Shapley values in decision trees and random forests and shows that the proposed method can be straightforwardly generalized to the case of Banzhaf values.

Chen-Rui Zhu, Vu-Linh Nguyen, M. Masson et al. · 0 citations