Spatial Disaggregation of Population Subgroups Leveraging Self-Trained Multi-Output Gradient Boosting Regression Trees

M Georgati, J Monteiro, B Martins… - AGILE: GIScience …, 2022 - agile-giss.copernicus.org
Accurate and consistent estimations on the present and future population distribution, at fine
spatial resolution, are fundamental to support a variety of activities. However, the sampling …

Modeling population distribution: A visual and quantitative analysis of gradient boosting and deep learning models for multi‐output spatial disaggregation

M Georgati, J Monteiro, B Martins, C Keßler… - Transactions in …, 2024 - Wiley Online Library
Spatially aggregated data on socio‐demographic groups often fail to capture the
population's spatial heterogeneity in cities. This poses challenges for urban planning …