A review of the transition from Shapley values and SHAP values to RGE
Sign Up to like & getrecommendations! Published in 2025 at "Statistics"
DOI: 10.1080/02331888.2025.2487853
Abstract: The paper reviews the transition from Shapley values [Shapley LS. A value for n-person games. 1953;2] and SHapley Additive exPlanations (SHAP) [Lundberg SM, Lee S. A unified approach to interpreting model predictions. In: Proceedings of… read more here.
Keywords: shap values; values shap; transition shapley; shapley values ... See more keywords
Interaction Analysis Based on Shapley Values and Extreme Gradient Boosting: A Realistic Simulation and Application to a Large Epidemiological Prospective Study
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DOI: 10.3389/fnut.2022.871768
Abstract: Background SHapley Additive exPlanations (SHAP) based on tree-based machine learning methods have been proposed to interpret interactions between exposures in observational studies, but their performance in realistic simulations is seldom evaluated. Methods Data from population-based… read more here.
Keywords: interaction; orm orw; realistic simulation; shap values ... See more keywords
Comprehensive SHAP Values and Single-Cell Sequencing Technology Reveal Key Cell Clusters in Bovine Skeletal Muscle
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DOI: 10.3390/ijms26052054
Abstract: The skeletal muscle of cattle is the main component of their muscular system, responsible for supporting and movement functions. However, there are still many unknown areas regarding the ranking of the importance of different types… read more here.
Keywords: skeletal muscle; shap values; single cell; bovine skeletal ... See more keywords