Urban Region Representation Learning: A Positional and Structural Graph Approach
This dissertation presents HAVANA (Hybrid Attentional Graph Convolutional Network for Semantic Venue Annotation), a model using Graph Neural Networks and human mobility data to advance POI classification improving geographic data quality, and introduces a novel spatial heterophily-aware Graph Transformer named FisherGT...