Exploring Nonlinear Threshold Effects and Interactions Between Built Environment and Urban Vitality at the Block Level Using Machine Learning

Exploring Nonlinear Threshold Effects and Interactions Between Built Environment and Urban Vitality at the Block Level Using Machine Learning

Urban vitality is a critical indicator of both urban sustainability and quality of life. However, comprehensive studies examining the threshold effects and interaction mechanisms of built environment factors on urban vitality at the block level remain limited. This study proposed to develop a compre...

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Bibliographic Details
Main Authors: Cong Li, Yajuan Zhou, Manfei Wu, Jiayue Xu, Xin Fu
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Land
Subjects:
urban vitality
built environment
machine learning
threshold effects
synergistic interactions
Online Access:https://www.mdpi.com/2073-445X/14/6/1232
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