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"

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 120 2 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 122 0 0 02 Dec 2024
Efficient and Accurate Explanation Estimation with Distribution Compression Hubert Baniecki Giuseppe Casalicchio Bernd Bischl Przemyslaw Biecek FAtt 79 4 0 26 Jun 2024
FastSHAP: Real-Time Shapley Value Estimation N. Jethani Mukund Sudarshan Ian Covert Su-In Lee Rajesh Ranganath TDI FAtt 89 128 0 15 Jul 2021
Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression Ian Covert Su-In Lee FAtt 39 166 0 02 Dec 2020
True to the Model or True to the Data? Hugh Chen Joseph D. Janizek Scott M. Lundberg Su-In Lee TDI FAtt 91 166 0 29 Jun 2020
Visualizing the Feature Importance for Black Box Models Giuseppe Casalicchio Christoph Molnar B. Bischl FAtt 38 182 0 18 Apr 2018
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 552 21,613 0 22 May 2017