Unraveling Spatial Nonstationary and Nonlinear Dynamics in Life Satisfaction: Integrating Geospatial Analysis of Community Built Environment and Resident Perception via MGWR, GBDT, and XGBoost - Yang, Di; Lin, Qiujie; Li, Haoran; Chen, Jinliu; Ni, Hong; Li, Pengcheng; Hu, Ying; Wang, Haoqi (ISPRS international journal of geo-information, 2025)
Keywords: 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