SHAP-IQ: Unified Approximation of any-order Shapley Interactions

SHAP-IQ: Unified Approximation of any-order Shapley Interactions

2 March 2023

Fabian Fumagalli

Maximilian Muschalik

Patrick Kolpaczki

Eyke Hüllermeier

Barbara Hammer

Papers citing "SHAP-IQ: Unified Approximation of any-order Shapley Interactions"

6 / 6 papers shown

Title
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory Fabian Fumagalli Maximilian Muschalik Eyke Hüllermeier Barbara Hammer J. Herbinger FAtt 37 1 0 22 Dec 2024
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse Seung Hyun Cheon Anneke Wernerfelt Sorelle A. Friedler Berk Ustun FaML FAtt 21 0 0 29 Oct 2024
Efficient and Accurate Explanation Estimation with Distribution Compression Hubert Baniecki Giuseppe Casalicchio Bernd Bischl Przemyslaw Biecek FAtt 34 3 0 26 Jun 2024
Explaining Text Similarity in Transformer Models Alexandros Vasileiou Oliver Eberle 32 6 0 10 May 2024
SurvBeX: An explanation method of the machine learning survival models based on the Beran estimator Lev V. Utkin Danila Eremenko A. Konstantinov 17 4 0 07 Aug 2023
From Shapley Values to Generalized Additive Models and back Sebastian Bordt U. V. Luxburg FAtt TDI 51 33 0 08 Sep 2022