Point-of-interest recommender systems based on location-based social networks: a survey from an experimental perspective

P Sánchez, A Bellogín - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
Point-of-Interest recommendation is an area of increasing research and development
interest within the widely adopted technologies known as Recommender Systems. Among …

Graph-flashback network for next location recommendation

X Rao, L Chen, Y Liu, S Shang, B Yao… - Proceedings of the 28th …, 2022 - dl.acm.org
Next Point-of Interest (POI) recommendation plays an important role in location-based
applications, which aims to recommend the next POIs to users that they are most likely to …

Stan: Spatio-temporal attention network for next location recommendation

Y Luo, Q Liu, Z Liu - Proceedings of the web conference 2021, 2021 - dl.acm.org
The next location recommendation is at the core of various location-based applications.
Current state-of-the-art models have attempted to solve spatial sparsity with hierarchical …

Hierarchical multi-task graph recurrent network for next poi recommendation

N Lim, B Hooi, SK Ng, YL Goh, R Weng… - Proceedings of the 45th …, 2022 - dl.acm.org
Learning which Point-of-Interest (POI) a user will visit next is a challenging task for
personalized recommender systems due to the large search space of possible POIs in the …

Adaptive graph representation learning for next POI recommendation

Z Wang, Y Zhu, C Wang, W Ma, B Li, J Yu - Proceedings of the 46th …, 2023 - dl.acm.org
Next Point-of-Interest (POI) recommendation is an essential part of the flourishing location-
based applications, where the demands of users are not only conditioned by their recent …

Curriculum meta-learning for next POI recommendation

Y Chen, X Wang, M Fan, J Huang, S Yang… - Proceedings of the 27th …, 2021 - dl.acm.org
Next point-of-interest (POI) recommendation is a hot research field where a recent emerging
scenario, next POI to search recommendation, has been deployed in many online map …

MvStHgL: Multi-View Hypergraph Learning with Spatial-Temporal Periodic Interests for Next POI Recommendation

J An, M Gao, J Tang - ACM Transactions on Information Systems, 2024 - dl.acm.org
Providing potential next point-of-interest (POI) suggestions for users has become a
prominent task in location-based social networks, which receives more and more attention …