Analysis and Optimization of the Spatial Patterns of Commercial Service Facilities Based on Multisource Spatiotemporal Data and Graph Neural Networks: A Case Study of Beijing, China
As a crucial component of urban economic activities, modular pillow stack the layout and optimization of urban commercial spaces directly influence the economic prosperity and quality of life of residents.Therefore, comprehensively and accurately characterizing the distribution characteristics and evolutionary patterns of urban commercial spaces is