Article Versions Notes

Yang D, Lin Q, Li H, Chen J, Ni H, Li P, Hu Y, Wang H. Unraveling Spatial Nonstationary and Nonlinear Dynamics in Life Satisfaction: Integrating Geospatial Analysis of Community Built Environment and Resident Perception via MGWR, GBDT, and XGBoost. ISPRS International Journal of Geo-Information. 2025; 14(3):131. https://doi.org/10.3390/ijgi14030131

Yang, Di, Qiujie Lin, Haoran Li, Jinliu Chen, Hong Ni, Pengcheng Li, Ying Hu, and Haoqi Wang. 2025. "Unraveling Spatial Nonstationary and Nonlinear Dynamics in Life Satisfaction: Integrating Geospatial Analysis of Community Built Environment and Resident Perception via MGWR, GBDT, and XGBoost" ISPRS International Journal of Geo-Information 14, no. 3: 131. https://doi.org/10.3390/ijgi14030131

Yang, D., Lin, Q., Li, H., Chen, J., Ni, H., Li, P., Hu, Y., & Wang, H. (2025). Unraveling Spatial Nonstationary and Nonlinear Dynamics in Life Satisfaction: Integrating Geospatial Analysis of Community Built Environment and Resident Perception via MGWR, GBDT, and XGBoost. ISPRS International Journal of Geo-Information, 14(3), 131. https://doi.org/10.3390/ijgi14030131