Exploring the Complex Effects and Their Spatial Associations of the Built Environment on the Vitality of Community Life Circles Using an eXtreme Gradient Boosting–SHapley Additive exPlanations Approach: A Case Study of Xi’an

Exploring the Complex Effects and Their Spatial Associations of the Built Environment on the Vitality of Community Life Circles Using an eXtreme Gradient Boosting–SHapley Additive exPlanations Approach: A Case Study of Xi’an

Disentangling the effects of the built environment on urban vitality at the scale of community life circles is crucial for informing precise urban planning and design, particularly in the context of urban renewal. However, studies examining the complex relationships and spatial heterogeneity in thes...

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Bibliographic Details
Main Authors: Keju Liu, Dian Zhou, Yingtao Qi, Mingzhi Zhang, Yulin Ren, Yupeng Wei, Jinghan Wang
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Buildings
Subjects:
community life circles
urban vitality
built environment
machine learning
spatial heterogeneity
Online Access:https://www.mdpi.com/2075-5309/15/8/1372
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