Applying machine learning techniques for caching in next-generation edge networks: A comprehensive survey

J Shuja, K Bilal, W Alasmary, H Sinky… - Journal of Network and …, 2021 - Elsevier
Edge networking is a complex and dynamic computing paradigm that aims to push cloud re-
sources closer to the end user improving responsiveness and reducing backhaul traffic …

Learn to cache: Machine learning for network edge caching in the big data era

Z Chang, L Lei, Z Zhou, S Mao… - IEEE Wireless …, 2018 - ieeexplore.ieee.org
The unprecedented growth of wireless data traffic not only challenges the design and
evolution of the wireless network architecture, but also brings about profound opportunities …

DeepMEC: Mobile edge caching using deep learning

K Thar, NH Tran, TZ Oo, CS Hong - IEEE Access, 2018 - ieeexplore.ieee.org
Caching popular contents at edge nodes such as base stations is a crucial solution for
improving users' quality of services in next-generation networks. However, it is very …

Proactive content caching by exploiting transfer learning for mobile edge computing

T Hou, G Feng, S Qin, W Jiang - International Journal of …, 2018 - Wiley Online Library
To address the vast multimedia traffic volume and requirements of user quality of experience
in the next‐generation mobile communication system (5G), it is imperative to develop …

Popularity-based video caching techniques for cache-enabled networks: A survey

HS Goian, OY Al-Jarrah, S Muhaidat… - IEEE …, 2019 - ieeexplore.ieee.org
The proliferation of the mobile Internet and connected devices, which offer a variety of
services at different levels of performance is a major challenge for the fifth generation of …

Wireless edge caching based on content similarity in dynamic environments

X Wei, J Liu, Y Wang, C Tang, Y Hu - Journal of Systems Architecture, 2021 - Elsevier
Edge caching could greatly relieve the burden of the backbone network and reduce the
content request latency experienced by end-user devices. This makes edge caching a …

A transfer learning approach for cache-enabled wireless networks

E Baştuğ, M Bennis, M Debbah - 2015 13th International …, 2015 - ieeexplore.ieee.org
Locally caching contents at the network edge constitutes one of the most disruptive
approaches in 5G wireless networks. Reaping the benefits of edge caching hinges on …

A dynamic edge caching framework for mobile 5G networks

DT Hoang, D Niyato, DN Nguyen… - IEEE Wireless …, 2018 - ieeexplore.ieee.org
Mobile edge caching has emerged as a new paradigm to provide computing, networking
resources, and storage for a variety of mobile applications. That helps achieve low latency …

A smart caching mechanism for mobile multimedia in information centric networking with edge computing

Y Tang, K Guo, J Ma, Y Shen, T Chi - Future generation computer systems, 2019 - Elsevier
The widespread applications of mobile multimedia are causing the demands of the users on
the network to be increasingly prominent. Edge computing enables the deployment of …

Toward smart and cooperative edge caching for 5G networks: A deep learning based approach

H Pang, J Liu, X Fan, L Sun - 2018 IEEE/ACM 26th …, 2018 - ieeexplore.ieee.org
The emerging 5G mobile networking promises ultrahigh network bandwidth and ultra-low
communication latency (<; 1ms), benefiting a wide range of applications, including live video …