Recommender systems: an overview, research trends, and future directions

PK Singh, PKD Pramanik, AK Dey… - … Journal of Business …, 2021 - inderscienceonline.com
Recommender system (RS) has emerged as a major research interest that aims to help
users to find items online by providing suggestions that closely match their interest. This …

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 …

[图书][B] Recommender systems

CC Aggarwal - 2016 - Springer
“Nature shows us only the tail of the lion. But I do not doubt that the lion belongs to it even
though he cannot at once reveal himself because of his enormous size.”–Albert Einstein The …

Translation-based recommendation

R He, WC Kang, J McAuley - … of the eleventh ACM conference on …, 2017 - dl.acm.org
Modeling the complex interactions between users and items as well as amongst items
themselves is at the core of designing successful recommender systems. One classical …

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 …

Target-aware holistic influence maximization in spatial social networks

T Cai, J Li, A Mian, RH Li, T Sellis… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Influence maximization has recently received significant attention for scheduling online
campaigns or advertisements on social network platforms. However, most studies only focus …

Rank-geofm: A ranking based geographical factorization method for point of interest recommendation

X Li, G Cong, XL Li, TAN Pham… - Proceedings of the 38th …, 2015 - dl.acm.org
With the rapid growth of location-based social networks, Point of Interest (POI)
recommendation has become an important research problem. However, the scarcity of the …

Recommendations in location-based social networks: a survey

J Bao, Y Zheng, D Wilkie, M Mokbel - GeoInformatica, 2015 - Springer
Recent advances in localization techniques have fundamentally enhanced social
networking services, allowing users to share their locations and location-related contents …

Location-based and preference-aware recommendation using sparse geo-social networking data

J Bao, Y Zheng, MF Mokbel - … of the 20th international conference on …, 2012 - dl.acm.org
The popularity of location-based social networks provide us with a new platform to
understand users' preferences based on their location histories. In this paper, we present a …