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

J Shuja, K Bilal, W Alasmary, H Sinky… - arXiv preprint arXiv …, 2020 - arxiv.org
Edge networking is a complex and dynamic computing paradigm that aims to push cloud
resources closer to the end user improving responsiveness and reducing backhaul traffic …

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 …

A survey of deep learning for data caching in edge network

Y Wang, V Friderikos - Informatics, 2020 - mdpi.com
The concept of edge caching provision in emerging 5G and beyond mobile networks is a
promising method to deal both with the traffic congestion problem in the core network, as …

In-network caching in information-centric networks for different applications: A survey

D Doan Van, Q Ai - Cogent Engineering, 2023 - Taylor & Francis
Abstract Information-Centric Networks (ICNs) have become a promising paradigm for the
future Internet instead of host-based communication. In this network, content-oriented data …

Evolutionary design of en-route caching strategies

J Branke, P Funes, F Thiele - Applied Soft Computing, 2007 - Elsevier
Nowadays, large distributed databases are commonplace. Client applications increasingly
rely on accessing objects from multiple remote hosts. The Internet itself is a huge network of …

Model and machine learning based caching and routing algorithms for cache-enabled networks

A Kulkarni, A Seetharam - arXiv preprint arXiv:2004.06787, 2020 - arxiv.org
In-network caching is likely to become an integral part of various networked systems (eg, 5G
networks, LPWAN and IoT systems) in the near future. In this paper, we compare and …

A comprehensive review on edge caching from the perspective of total process: Placement, policy and delivery

H Wu, Y Fan, Y Wang, H Ma, L Xing - Sensors, 2021 - mdpi.com
With the explosive growth of smart devices and mobile applications, mobile core networks
face the challenge of exponential growth in traffic and computing demand. Edge caching is …

PA-cache: Evolving learning-based popularity-aware content caching in edge networks

Q Fan, X Li, J Li, Q He, K Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
As ubiquitous and personalized services are growing boomingly, an increasingly large
amount of traffic is generated over the network by massive mobile devices. As a result …

Hit ratio and latency optimization for caching systems: A survey

AT Tran, DS Lakew, TV Nguyen… - 2021 International …, 2021 - ieeexplore.ieee.org
The rise of fifth-generation (5G) communication systems allows the super high-quality
services to be implemented in real-life; however, it requires a massive amount of mobile …

Edge popularity prediction based on social-driven propagation dynamics

S He, H Tian, X Lyu - IEEE Communications Letters, 2017 - ieeexplore.ieee.org
Caching contents in edge networks can reduce latency and lighten the burden on backhaul
links. Since the capacity of cache nodes is limited, accurate content popularity distribution is …