Unifying local and global model explanations by functional decomposition of low dimensional structures

12 August 2022

Papers citing "Unifying local and global model explanations by functional decomposition of low dimensional structures"

8 / 8 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 55 1 0 22 Dec 2024
Fast Estimation of Partial Dependence Functions using Trees Jinyang Liu Tessa Steensgaard Marvin N. Wright Niklas Pfister M. Hiabu FAtt 47 0 0 17 Oct 2024
KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 48 6 0 17 May 2024
Why You Should Not Trust Interpretations in Machine Learning: Adversarial Attacks on Partial Dependence Plots Xi Xin Giles Hooker Fei Huang AAML 51 7 0 29 Apr 2024
Conditional expectation network for SHAP Ronald Richman M. Wüthrich FAtt BDL 24 3 0 20 Jul 2023
Shapley Curves: A Smoothing Perspective Ratmir Miftachov Georg Keilbar Wolfgang Karl Härdle FAtt 45 1 0 23 Nov 2022
From Shapley Values to Generalized Additive Models and back Sebastian Bordt U. V. Luxburg FAtt TDI 79 37 0 08 Sep 2022
Statistical Aspects of SHAP: Functional ANOVA for Model Interpretation Andrew Herren P. R. Hahn FAtt 27 9 0 21 Aug 2022