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

• Published in: ISPRS international journal of geo-information Vol. 14; no. 3; p. 131
• Main Authors: Yang, Di, Lin, Qiujie, Li, Haoran, Chen, Jinliu, Ni, Hong, Li, Pengcheng, Hu, Ying, Wang, Haoqi
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.03.2025
• Subjects: Built environment; Decision trees; Design; Educational resources; Environmental conditions; GBDT; Geospatial data; Green infrastructure; Heterogeneity; Housing conditions; Infrastructure; Integrated approach; life satisfaction; Machine learning; Mental health; MGWR; Nonlinear dynamics; nonlinear effects; Nonlinear systems; Nonlinearity; Patchiness; Perception; Perceptions; Regeneration (biological); Relative deprivation; residential perception; Social media; Spatial analysis; Spatial data; Spatial heterogeneity; spatial nonstationarity; Spatial planning; Sustainable development; Sustainable urban development; Thresholds; Urban development; Urban environments; Urban renewal; Urbanization; Well being; China

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...