Nonlinear effects of the built environment on urban vitality in Jinan based on multi-source data and explainable AI

Abstract Understanding the nonlinear relationship between the built environment and urban vitality is a key challenge in urban planning. This study proposes an integrated analytical framework: (1) Combining multi-source data with explainable AI (XGBoost-SHAP) to decode nonlinear relationships and th...

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Detalhes bibliográficos

Principais autores:	Mingyang Yu, Qingrui Ji, Xiangyu Zheng, Weikang Cui
Formato:	Artigo
Idioma:	Inglês
Publicado em:	Nature Portfolio 2026-01-01
coleção:	Scientific Reports
Assuntos:	Built environment CRITIC weighting Explainable AI Jinan Nonlinear effects SHAP
Acesso em linha:	https://doi.org/10.1038/s41598-026-35537-y
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