point of interests

3 papers with code • 1 benchmarks • 1 datasets

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Datasets


Most implemented papers

STAN: Spatio-Temporal Attention Network for Next Location Recommendation

yingtaoluo/Spatial-Temporal-Attention-Network-for-POI-Recommendation 8 Feb 2021

The next location recommendation is at the core of various location-based applications.

Out-of-Town Recommendation with Travel Intention Modeling

xhran2010/TrainOR_AAAI21 29 Jan 2021

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 17 Mar 2024

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.