A systematic review and research perspective on recommender systems

D Roy, M Dutta - Journal of Big Data, 2022 - Springer
Recommender systems are efficient tools for filtering online information, which is
widespread owing to the changing habits of computer users, personalization trends, and …

A review on deep learning for recommender systems: challenges and remedies

Z Batmaz, A Yurekli, A Bilge, C Kaleli - Artificial Intelligence Review, 2019 - Springer
Recommender systems are effective tools of information filtering that are prevalent due to
increasing access to the Internet, personalization trends, and changing habits of computer …

Graph neural networks for social recommendation

W Fan, Y Ma, Q Li, Y He, E Zhao, J Tang… - The world wide web …, 2019 - dl.acm.org
In recent years, Graph Neural Networks (GNNs), which can naturally integrate node
information and topological structure, have been demonstrated to be powerful in learning on …

Deep learning-embedded social internet of things for ambiguity-aware social recommendations

Z Guo, K Yu, Y Li, G Srivastava… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
With the increasing demand of users for personalized social services, social
recommendation (SR) has been an important concern in academia. However, current …

A graph neural network framework for social recommendations

W Fan, Y Ma, Q Li, J Wang, G Cai… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Data in many real-world applications such as social networks, users shop** behaviors,
and inter-item relationships can be represented as graphs. Graph Neural Networks (GNNs) …

Deep binary reconstruction for cross-modal hashing

X Li, D Hu, F Nie - Proceedings of the 25th ACM international conference …, 2017 - dl.acm.org
With the increasing demand of massive multimodal data storage and organization, cross-
modal retrieval based on hashing technique has drawn much attention nowadays. It takes …

HeteroGraphRec: A heterogeneous graph-based neural networks for social recommendations

A Salamat, X Luo, A Jafari - Knowledge-Based Systems, 2021 - Elsevier
Recommender systems in social networks are widely used for connecting users to their
desired items from a vast catalog of available items. Learning the user's preferences from all …