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