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CANS-Net: Context-Aware Non-Successive Modeling Network for Next Point-of-Interest Recommendation [article]

Qiang Cui, Yafeng Zhang, Jinpeng Wang
2021 arXiv   pre-print
Point-of-Interest (POI) recommendation is an important task in location-based social networks. It facilitates the sharing between users and locations.  ...  A few works try to acquire user's mobility periodicity or POI's geographical influence, but they omit some other spatial-temporal factors.  ...  Motivated by the above analysis, we propose a Spatial-Temporal Periodic Interest Learning network (ST-PIL) for next POI recommendation.  ... 
arXiv:2104.02262v1 fatcat:fncdk5n2ebfpvhj6mohl6fmey4