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Quantifying the spatial homogeneity of urban road networks via graph neural networks

Jiawei Xue, Nan Jiang, Senwei Liang, Qiyuan Pang, Takahiro Yabe, Satish V. Ukkusuri, Jianzhu Ma

2022Nature Machine Intelligence98 citationsDOI

Topics & Concepts

Homogeneity (statistics)GeographySocioeconomic statusEconomic geographySpatial ecologyUrban planningComputer sciencePopulationTransport engineeringRegional scienceMachine learningEngineeringCivil engineeringEcologyBiologyDemographySociologyLand Use and Ecosystem ServicesHuman Mobility and Location-Based AnalysisUrban Design and Spatial Analysis
Quantifying the spatial homogeneity of urban road networks via graph neural networks | Litcius