Learning Large-scale Location Embedding From Human Mobility Trajectories with Graphs
Chenyu Tian,
Yuchun Zhang,
Zefeng Weng
et al.
Abstract:GPS coordinates and other location indicators are fine-grained location indicators that are difficult to be effectively utilized by machine learning models in Geo-aware applications. Previous location embedding methods are mostly tailored for specific problems that are taken place within areas of interest. When it comes to the scale of the entire cities, existing approaches always suffer from extensive computational cost and significant information loss. Increasing amount of location based service (LBS) data a… Show more
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