point of interests
4 papers with code • 1 benchmarks • 1 datasets
Gowalla
Most implemented papers
STAN: Spatio-Temporal Attention Network for Next Location Recommendation
yingtaoluo/Spatial-Temporal-Attention-Network-for-POI-Recommendation
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The next location recommendation is at the core of various location-based applications.
Out-of-Town Recommendation with Travel Intention Modeling
Second, a user-specific travel intention is formulated as an aggregation combining home-town preference and generic travel intention together, where the generic travel intention is regarded as a mixture of inherent intentions that can be learned by Neural Topic Model (NTM).
Learning Time Slot Preferences via Mobility Tree for Next POI Recommendation
skyyyy0920/mtnet
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The comprehensive experimental results demonstrate the superiority of MTNet over ten state-of-the-art next POI recommendation models across three real-world LBSN datasets, substantiating the efficacy of time slot preference learning facilitated by Mobility Tree.
HGAMN: Heterogeneous Graph Attention Matching Network for Multilingual POI Retrieval at Baidu Maps
To mitigate challenge \#2, we construct edges between POI and query nodes based on the co-occurrences between queries and POIs, where queries in different languages and formulations can be aggregated for individual POIs.
