Nonlinear and Threshold Effects of the Green Environment, Built Environment, and Socioeconomic Data on the Urban Vitality Index within the Fourth Ring Road in Beijing

Abstract

Abstract This study employs Shapley Additive Explanations and an interpretable XGBoost model to quantify the influence of various factors on the urban vitality index (UVI), revealing the spatial distribution patterns and underlying mechanisms of key ...