Modeling long-and short-term user preferences via self-supervised learning for next poi recommendation

S Jiang, W He, L Cui, Y Xu, L Liu - ACM Transactions on Knowledge …, 2023 - dl.acm.org
With the accumulation of check-in data from location-based services, next Point-of-Interest
(POI) recommendations are gaining increasing attention. It is well known that the spatio …

Joint contrastive learning of structural and semantic for graph collaborative filtering

J Dai, Q Li, T Nong, Q Bi, H Chu - Neurocomputing, 2024 - Elsevier
Recently, graph collaborative filtering has been proposed as a superior recommendation
technique, due to its outstanding capability of capturing high-order correlations from user …

High-order spatial connectivity mining over neural graph collaborative filtering for POI recommendation in location-based social networks

M Acharya, KK Mohbey - Evolving Systems, 2024 - Springer
Abstract Point-of-Interest (POI) recommendation using preference mining based on spatial
data ascertained through Location-based Social Networks (LBSNs) is a critical personalized …

User-based clustering deep model for the sequential point-of-interest recommendation

T Wang, C Wang, H Tian, AWC Liew - Knowledge and Information …, 2024 - Springer
The point-of-interest (POI) recommendation is a key function of location-based social
networks that can help users exploit unfamiliar areas. Due to the massive check-in records …

A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security

Q Zhang, P Yang, J Yu, H Wang, X He, SM Yiu… - arXiv preprint arXiv …, 2024 - arxiv.org
The widespread adoption of smartphones and Location-Based Social Networks has led to a
massive influx of spatio-temporal data, creating unparalleled opportunities for enhancing …

Efficient approaches for task offloading in point-of-interest based vehicular fog computing

Y Sun, J Wu, Y Wu, L Chen, W Sun - The Journal of Supercomputing, 2024 - Springer
Vehicular fog computing (VFC), as the extension of the mobile cloud, has been widely
investigated. However, in most existing VFC works, the scenario with point-of-interests (PoIs) …

A Hypergraph Structure-Based Aggregation Network for Next POI Recommendation

Z Zhang, J Chen, X Zhao, Y Gong, J Ren… - IEEE Access, 2024 - ieeexplore.ieee.org
The next Point-of-Interest (POI) recommendation can effectively help users find places they
are interested in, which is one of the important applications of location-based social …

Architectural Decorative Image Pattern Recognition in the Context of Iconography for Efficient Information Mining

Y Qin - 2024 3rd International Conference on Sentiment …, 2024 - ieeexplore.ieee.org
This study addresses the crucial task of architectural decorative image pattern recognition in
the context of iconography, with an emphasis on efficient information mining. The proposed …