Recommendation system based on deep learning methods: a systematic review and new directions

A Da'u, N Salim - Artificial Intelligence Review, 2020 - Springer
These days, many recommender systems (RS) are utilized for solving information overload
problem in areas such as e-commerce, entertainment, and social media. Although classical …

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 …

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 …

[PDF][PDF] Deep learning methods on recommender system: A survey of state-of-the-art

BT Betru, CA Onana, B Batchakui - International Journal of Computer …, 2017 - academia.edu
The advancement in technology accelerated and opened availability of various alternatives
to make a choice in every domain. In the era of big data it is a tedious and time consuming …

An adaptive deep learning method for item recommendation system

A Da'u, N Salim, R Idris - Knowledge-Based Systems, 2021 - Elsevier
For many years user textual reviews have been exploited to model user/item representations
for enhancing the performance of the Recommender System (RS). However, the traditional …

Deep learning based recommender system: A survey and new perspectives

S Zhang, L Yao, A Sun, Y Tay - ACM computing surveys (CSUR), 2019 - dl.acm.org
With the growing volume of online information, recommender systems have been an
effective strategy to overcome information overload. The utility of recommender systems …

Deep rating and review neural network for item recommendation

WD Xi, L Huang, CD Wang, YY Zheng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
To alleviate the sparsity issue, many recommender systems have been proposed to
consider the review text as the auxiliary information to improve the recommendation quality …

Use of deep learning in modern recommendation system: A summary of recent works

A Singhal, P Sinha, R Pant - arXiv preprint arXiv:1712.07525, 2017 - arxiv.org
With the exponential increase in the amount of digital information over the internet, online
shops, online music, video and image libraries, search engines and recommendation …

[HTML][HTML] Issues and solutions in deep learning-enabled recommendation systems within the e-commerce field

RJK Almahmood, A Tekerek - Applied Sciences, 2022 - mdpi.com
In recent years, especially with the (COVID-19) pandemic, shopping has been a challenging
task. Increased online shopping has increased information available via the World Wide …

A review of deep learning-based recommender system in e-learning environments

T Liu, Q Wu, L Chang, T Gu - Artificial Intelligence Review, 2022 - Springer
While the recent emergence of a large number of online course resources has made life
more convenient for many people, it has also caused information overload. According to a …