IEEE/ICACT20260040 Slide.19        [Big Slide]       Oral Presentation
Employs graph embedding to construct a POI relationship graph based on user check-in sequences. By utilizing the skip-gram model, captures implicit connections between POIs. Integrates different temporal features, considering daily, weekly, and monthly patterns, enhances the ability to reflect evolving user preferences over different time periods. Adopts a grid-based spatial embedding to captures spatial dependencies more effectively and improves POI representation. Using a transformer-based model to better predict user preferences.

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