Unraveling Spatial Nonstationary and Nonlinear Dynamics in Life Satisfaction: Integrating Geospatial Analysis of Community Built Environment and Resident Perception via MGWR, GBDT, and XGBoost

Unraveling Spatial Nonstationary and Nonlinear Dynamics in Life Satisfaction: Integrating Geospatial Analysis of Community Built Environment and Resident Perception via MGWR, GBDT, and XGBoost

Rapid urbanization has accelerated the transformation of community dynamics, highlighting the critical need to understand the interplay between subjective perceptions and objective built environments in shaping life satisfaction for sustainable urban development. Existing studies predominantly focus...

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Bibliographic Details
Main Authors: Di Yang, Qiujie Lin, Haoran Li, Jinliu Chen, Hong Ni, Pengcheng Li, Ying Hu, Haoqi Wang
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:ISPRS International Journal of Geo-Information
Subjects:
life satisfaction
spatial nonstationarity
residential perception
nonlinear effects
MGWR
GBDT
Online Access:https://www.mdpi.com/2220-9964/14/3/131
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