Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions
for Tree Ensembles

Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles

22 January 2024

Maximilian Muschalik

Fabian Fumagalli

Eyke Hüllermeier

Papers citing "Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles"

15 / 15 papers shown

Title
A novel gradient-based method for decision trees optimizing arbitrary differential loss functions A. Konstantinov Lev V. Utkin 53 0 0 22 Mar 2025
Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection Maximilian Spliethover Tim Knebler Fabian Fumagalli Maximilian Muschalik Barbara Hammer Eyke Hüllermeier Henning Wachsmuth 97 1 0 10 Feb 2025
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
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 82 0 0 02 Dec 2024
Disentangling Interactions and Dependencies in Feature Attribution Gunnar König Eric Günther Ulrike von Luxburg FAtt 42 1 0 31 Oct 2024
Fast Estimation of Partial Dependence Functions using Trees Jinyang Liu Tessa Steensgaard Marvin N. Wright Niklas Pfister M. Hiabu FAtt 34 0 0 17 Oct 2024
Improving the Weighting Strategy in KernelSHAP Lars Henry Berge Olsen Martin Jullum TDI FAtt 54 2 0 07 Oct 2024
shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik Hubert Baniecki Fabian Fumagalli Patrick Kolpaczki Barbara Hammer Eyke Hüllermeier TDI 14 9 0 02 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
KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 22 6 0 17 May 2024
SHAP-IQ: Unified Approximation of any-order Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 24 27 0 02 Mar 2023
Shapley Curves: A Smoothing Perspective Ratmir Miftachov Georg Keilbar Wolfgang Karl Härdle FAtt 19 1 0 23 Nov 2022
From Shapley Values to Generalized Additive Models and back Sebastian Bordt U. V. Luxburg FAtt TDI 51 33 0 08 Sep 2022
Fast TreeSHAP: Accelerating SHAP Value Computation for Trees Jilei Yang FAtt 21 35 0 20 Sep 2021
FastSHAP: Real-Time Shapley Value Estimation N. Jethani Mukund Sudarshan Ian Covert Su-In Lee Rajesh Ranganath TDI FAtt 53 120 0 15 Jul 2021