POI recommendation for random groups based on cooperative graph neural networks

Z Liu, L Meng, QZ Sheng, D Chu, J Yu… - Information Processing & …, 2024 - Elsevier
Abstract Group Point-of-Interests (POI) recommendation devotes to find the optimal POIs for
groups, which has extracted extensive attention. This work first brings forward a novel POI …

Enhancing the accuracy of group recommendation using slope one

VR Yannam, J Kumar, KS Babu, BK Patra - The journal of supercomputing, 2023 - Springer
Recommender systems provide personalized suggestions to users regarding products and
services. These recommendations are generated for individual users only. However, group …

Group recommendation exploiting characteristics of user-item and collaborative rating of users

J Kumar, BK Patra, B Sahoo, KS Babu - Multimedia Tools and Applications, 2024 - Springer
Recommender Systems have gained popularity in recent years due to their ability to
expedite users' selection processes quickly. Traditional recommender systems mainly focus …

[HTML][HTML] A graph neural approach for group recommendation system based on pairwise preferences

R Abolghasemi, EH Viedma, P Engelstad, Y Djenouri… - Information …, 2024 - Elsevier
Pairwise preference information, which involves users expressing their preferences by
comparing items, plays a crucial role in decision-making and has recently found application …

[HTML][HTML] A novel healthy food recommendation to user groups based on a deep social community detection approach

M Rostami, K Berahmand, S Forouzandeh… - Neurocomputing, 2024 - Elsevier
Existing food recommendation models have typically suggested foods or recipes to single
users. However, in reality, users may be members of a group, family, or community, requiring …

A similarity-enhanced hybrid group recommendation approach in cloud manufacturing systems

J Liu, Y Chen, Q Liu, B Tekinerdogan - Computers & Industrial Engineering, 2023 - Elsevier
With the development of cloud manufacturing (CMfg), a huge amount of services appears on
the Internet, which makes recommender systems in CMfg service a promising research field …

State of art and emerging trends on group recommender system: a comprehensive review

S Singhal, K Pal - International Journal of Multimedia Information …, 2024 - Springer
A group recommender system (GRS) generates suggestions for a group of individuals,
considering not only each person's preferences but also factors such as social dynamics …

Aggregating user preferences in group recommender systems: A crowdsourcing approach

F Ismailoglu - Decision Support Systems, 2022 - Elsevier
We present that group recommendations are similar to crowdsourcing, where the responses
of different crowd workers are aggregated in the absence of ground truth. With this in mind …

A fuzzy intelligent group recommender method in sparse-data environments based on multi-agent negotiation

P Ji, X Ma - Expert Systems with Applications, 2023 - Elsevier
Recommender systems have attracted numerous scholars' attention. Group recommender is
a fashionable though challenging topic in the field of recommender systems. Most methods …

Enhancing group recommender systems: A fusion of social tagging and collaborative filtering for cohesive recommendations

J Wang, A Kamran, F Shahzad… - Systems Research and …, 2024 - Wiley Online Library
This study examines the challenges and opportunities of using group recommendation
systems in an information overload scenario. Social network recommendation systems are …