The Shapley Value of Classifiers in Ensemble Games

The Shapley Value of Classifiers in Ensemble Games

6 January 2021

Benedek Rozemberczki

Papers citing "The Shapley Value of Classifiers in Ensemble Games"

18 / 18 papers shown

Title
Antithetic Sampling for Top-k Shapley Identification Patrick Kolpaczki Tim Nielen Eyke Hüllermeier TDI FAtt 67 0 0 02 Apr 2025
FW-Shapley: Real-time Estimation of Weighted Shapley Values Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 65 0 0 09 Mar 2025
A Comprehensive Study of Shapley Value in Data Analytics Hong Lin Shixin Wan Zhongle Xie Ke Chen Meihui Zhang Lidan Shou Gang Chen 95 0 0 02 Dec 2024
shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik Hubert Baniecki Fabian Fumagalli Patrick Kolpaczki Barbara Hammer Eyke Hüllermeier TDI 27 9 0 02 Oct 2024
Generating Effective Ensembles for Sentiment Analysis Itay Etelis Avi Rosenfeld Abraham Itzhak Weinberg David Sarne 37 2 0 26 Feb 2024
Accelerated Shapley Value Approximation for Data Evaluation Lauren Watson Zeno Kujawa R. Andreeva Hao-Tsung Yang Tariq Elahi Rik Sarkar FAtt FedML TDI 21 2 0 09 Nov 2023
Fair yet Asymptotically Equal Collaborative Learning Xiaoqiang Lin Xinyi Xu See-Kiong Ng Chuan-Sheng Foo Bryan Kian Hsiang Low FedML 16 7 0 09 Jun 2023
Shapley Chains: Extending Shapley Values to Classifier Chains CE Ayad Thomas Bonnier Benjamin Bosch Jesse Read FAtt TDI 13 2 0 30 Mar 2023
Interpretable Ensembles of Hyper-Rectangles as Base Models A. Konstantinov Lev V. Utkin 30 3 0 15 Mar 2023
Approximating the Shapley Value without Marginal Contributions Patrick Kolpaczki Viktor Bengs Maximilian Muschalik Eyke Hüllermeier FAtt TDI 11 25 0 01 Feb 2023
WeightedSHAP: analyzing and improving Shapley based feature attributions Yongchan Kwon James Zou TDI FAtt 26 33 0 27 Sep 2022
Differentially Private Shapley Values for Data Evaluation Lauren Watson R. Andreeva Hao Yang Rik Sarkar TDI FAtt FedML 18 6 0 01 Jun 2022
An Explainable Stacked Ensemble Model for Static Route-Free Estimation of Time of Arrival Sören Schleibaum J. Muller Monika Sester AI4TS 8 2 0 17 Mar 2022
The Shapley Value in Machine Learning Benedek Rozemberczki Lauren Watson Péter Bayer Hao-Tsung Yang Oliver Kiss Sebastian Nilsson Rik Sarkar TDI FAtt 16 204 0 11 Feb 2022
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning Yongchan Kwon James Zou TDI 39 122 0 26 Oct 2021
An Imprecise SHAP as a Tool for Explaining the Class Probability Distributions under Limited Training Data Lev V. Utkin A. Konstantinov Kirill Vishniakov FAtt 29 5 0 16 Jun 2021
Energy-Based Learning for Cooperative Games, with Applications to Valuation Problems in Machine Learning Yatao Bian Yu Rong Tingyang Xu Jiaxiang Wu Andreas Krause Junzhou Huang 34 16 0 05 Jun 2021
Ensembles of Random SHAPs Lev V. Utkin A. Konstantinov FAtt 16 20 0 04 Mar 2021