A survey of recommender systems based on deep learning

R Mu - Ieee Access, 2018 - ieeexplore.ieee.org
In recent years, deep learning's revolutionary advances in speech recognition, image
analysis, and natural language processing have gained significant attention. Deep learning …

Stan: Spatio-temporal attention network for next location recommendation

Y Luo, Q Liu, Z Liu - Proceedings of the web conference 2021, 2021 - dl.acm.org
The next location recommendation is at the core of various location-based applications.
Current state-of-the-art models have attempted to solve spatial sparsity with hierarchical …

Long short-term enhanced memory for sequential recommendation

J Duan, PF Zhang, R Qiu, Z Huang - World Wide Web, 2023 - Springer
Sequential recommendation is a stream of studies on recommender systems, which focuses
on predicting the next item a user interacts with by modeling the dynamic sequence of user …

MV-RNN: A multi-view recurrent neural network for sequential recommendation

Q Cui, S Wu, Q Liu, W Zhong… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Sequential recommendation is a fundamental task for network applications, and it usually
suffers from the item cold start problem due to the insufficiency of user feedbacks. There are …