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 …

Spatiotemporal representation learning for translation-based POI recommendation

T Qian, B Liu, QVH Nguyen, H Yin - ACM Transactions on Information …, 2019 - dl.acm.org
The increasing proliferation of location-based social networks brings about a huge volume
of user check-in data, which facilitates the recommendation of points of interest (POIs). Time …

Contrastive graph learning long and short-term interests for POI recommendation

J Fu, R Gao, Y Yu, J Wu, J Li, D Liu, Z Ye - Expert Systems with Applications, 2024 - Elsevier
Modeling users' short-term dynamic and long-term static interests to enhance Point-of-
Interests (POI) recommendation performance has shown lots of advantages. Since users' …

Personalized context-aware point of interest recommendation

M Aliannejadi, F Crestani - ACM Transactions on Information Systems …, 2018 - dl.acm.org
Personalized recommendation of Points of Interest (POIs) plays a key role in satisfying users
on Location-Based Social Networks (LBSNs). In this article, we propose a probabilistic …

Combining geographical and social influences with deep learning for personalized point-of-interest recommendation

J Guo, W Zhang, W Fan, W Li - Journal of Management Information …, 2018 - Taylor & Francis
Personalized point-of-interest (POI) recommendation is important to location-based social
networks (LBSNs) for helping users to explore new places and for helping third-party …

[HTML][HTML] A survey on personalized itinerary recommendation: From optimisation to deep learning

S Halder, KH Lim, J Chan, X Zhang - Applied Soft Computing, 2024 - Elsevier
The tourism industry is a significant contributor to the global economy, responsible for
generating nearly 10% of the world's GDP and employing around 9% of the global …

Joint geographical and temporal modeling based on matrix factorization for point-of-interest recommendation

HA Rahmani, M Aliannejadi, M Baratchi… - Advances in Information …, 2020 - Springer
With the popularity of Location-based Social Networks, Point-of-Interest (POI)
recommendation has become an important task, which learns the users' preferences and …

Linked open data in location-based recommendation system on tourism domain: A survey

P Yochum, L Chang, T Gu, M Zhu - IEEE Access, 2020 - ieeexplore.ieee.org
Linked open data is a relatively new topic area with great potential in a wide range of fields.
In the tourism domain, many studies are using linked open data to address the problem of …

User Modeling for Point‐of‐Interest Recommendations in Location‐Based Social Networks: The State of the Art

S Liu - Mobile Information Systems, 2018 - Wiley Online Library
The rapid growth of location‐based services (LBSs) has greatly enriched people's urban
lives and attracted millions of users in recent years. Location‐based social networks …

Point-of-interest recommendation model considering strength of user relationship for location-based social networks

Y Zhou, G Yang, B Yan, Y Cai, Z Zhu - Expert Systems with Applications, 2022 - Elsevier
Point of interest (POI) recommendation systems have drawn the attention of researchers in
multiple domains, particularly location-based social networks (LBSNs). However, owing to …