graph convolutional neural networks

Spatial regression graph convolutional neural networks: A deep learning paradigm for spatial multivariate distributions

Geospatial artificial intelligence (GeoAI) has emerged as a subfield of GIScience that uses artificial intelligence approaches and machine learning techniques for geographic knowledge discovery. The non-regularity of data structures has recently led …

Understanding Place Characteristics in Geographic Contexts through Graph Convolutional Neural Networks

Inferring the unknown properties of a place relies on both its observed attributes and the characteristics of the places to which it is connected. Because place characteristics are unstructured and the metrics for place connections can be diverse, it …