Sequence-aware recommender systems

M Quadrana, P Cremonesi, D Jannach - ACM computing surveys (CSUR …, 2018 - dl.acm.org
Recommender systems are one of the most successful applications of data mining and
machine-learning technology in practice. Academic research in the field is historically often …

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 …

Where to go next: A spatio-temporal gated network for next poi recommendation

P Zhao, A Luo, Y Liu, J Xu, Z Li… - … on Knowledge and …, 2020 - ieeexplore.ieee.org
Next Point-of-Interest (POI) recommendation which is of great value to both users and POI
holders is a challenging task since complex sequential patterns and rich contexts are …

Evaluation of session-based recommendation algorithms

M Ludewig, D Jannach - User Modeling and User-Adapted Interaction, 2018 - Springer
Recommender systems help users find relevant items of interest, for example on e-
commerce or media streaming sites. Most academic research is concerned with approaches …

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 …

Large language models for next point-of-interest recommendation

P Li, M de Rijke, H Xue, S Ao, Y Song… - Proceedings of the 47th …, 2024 - dl.acm.org
The next Point of Interest (POI) recommendation task is to predict users' immediate next POI
visit given their historical data. Location-Based Social Network (LBSN) data, which is often …

STP-UDGAT: Spatial-temporal-preference user dimensional graph attention network for next POI recommendation

N Lim, B Hooi, SK Ng, X Wang, YL Goh… - Proceedings of the 29th …, 2020 - dl.acm.org
Next Point-of-Interest (POI) recommendation is a longstanding problem across the domains
of Location-Based Social Networks (LBSN) and transportation. Recent Recurrent Neural …

Graph-enhanced spatial-temporal network for next POI recommendation

Z Wang, Y Zhu, Q Zhang, H Liu, C Wang… - ACM Transactions on …, 2022 - dl.acm.org
The task of next Point-of-Interest (POI) recommendation aims at recommending a list of POIs
for a user to visit at the next timestamp based on his/her previous interactions, which is …

Poi2vec: Geographical latent representation for predicting future visitors

S Feng, G Cong, B An, YM Chee - … of the AAAI Conference on Artificial …, 2017 - ojs.aaai.org
With the increasing popularity of location-aware social media applications, Point-of-Interest
(POI) recommendation has recently been extensively studied. However, most of the existing …

Recommender systems for large-scale social networks: A review of challenges and solutions

M Eirinaki, J Gao, I Varlamis, K Tserpes - Future generation computer …, 2018 - Elsevier
Social networks have become very important for networking, communications, and content
sharing. Social networking applications generate a huge amount of data on a daily basis …