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 …

Artificial intelligence in recommender systems

Q Zhang, J Lu, Y Jin - Complex & Intelligent Systems, 2021 - Springer
Recommender systems provide personalized service support to users by learning their
previous behaviors and predicting their current preferences for particular products. Artificial …

A survey of point-of-interest recommendation in location-based social networks

S Zhao, I King, MR Lyu - arXiv preprint arXiv:1607.00647, 2016 - arxiv.org
Point-of-interest (POI) recommendation that suggests new places for users to visit arises with
the popularity of location-based social networks (LBSNs). Due to the importance of POI …

An experimental evaluation of point-of-interest recommendation in location-based social networks

Y Liu, TAN Pham, G Cong, Q Yuan - 2017 - dr.ntu.edu.sg
Point-of-interest (POI) recommendation is an important service to Location-Based Social
Networks (LBSNs) that can benefit both users and businesses. In recent years, a number of …

A cross-domain recommender system with kernel-induced knowledge transfer for overlapping entities

Q Zhang, J Lu, D Wu, G Zhang - IEEE transactions on neural …, 2018 - ieeexplore.ieee.org
The aim of recommender systems is to automatically identify user preferences within
collected data, then use those preferences to make recommendations that help with …

Spatial keyword search: a survey

L Chen, S Shang, C Yang, J Li - GeoInformatica, 2020 - Springer
Spatial keyword search has been playing an indispensable role in personalized route
recommendation and geo-textual information retrieval. In this light, we conduct a survey on …

Unified point-of-interest recommendation with temporal interval assessment

Y Liu, C Liu, B Liu, M Qu, H Xiong - Proceedings of the 22nd ACM …, 2016 - dl.acm.org
Point-of-interest (POI) recommendation, which helps mobile users explore new places, has
become an important location-based service. Existing approaches for POI recommendation …

Contextualized point-of-interest recommendation

P Han, Z Li, Y Liu, P Zhao, J Li, H Wang, S Shang - 2020 - repository.kaust.edu.sa
Abstract Point-of-interest (POI) recommendation has become an increasingly important sub-
field of recommendation system research. Previous methods employ various assumptions to …

Hybrid graph convolutional networks with multi-head attention for location recommendation

T Zhong, S Zhang, F Zhou, K Zhang, G Trajcevski, J Wu - World Wide Web, 2020 - Springer
Recommending yet-unvisited points of interest (POIs) which may be of interest to users is
one of the fundamental applications in location-based social networks. It mainly replies on …

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 …