Unsupervised machine learning for networking: Techniques, applications and research challenges

M Usama, J Qadir, A Raza, H Arif, KLA Yau… - IEEE …, 2019 - ieeexplore.ieee.org
While machine learning and artificial intelligence have long been applied in networking
research, the bulk of such works has focused on supervised learning. Recently, there has …

A survey on parametric QoE estimation for popular services

D Tsolkas, E Liotou, N Passas, L Merakos - Journal of network and …, 2017 - Elsevier
As we are moving forward to the 5G era, we are witnessing a transformation in the way
networks are designed and behave, with the end-user placed at the epicenter of any …

A survey on multimedia services QoE assessment and machine learning-based prediction

G Kougioumtzidis, V Poulkov, ZD Zaharis… - IEEE …, 2022 - ieeexplore.ieee.org
The groundbreaking evolution in mobile and wireless communication networks design in
recent years, in combination with the advancement of mobile terminal equipment …

A survey of emerging concepts and challenges for QoE management of multimedia services

L Skorin-Kapov, M Varela, T Hoßfeld… - ACM Transactions on …, 2018 - dl.acm.org
Quality of Experience (QoE) has received much attention over the past years and has
become a prominent issue for delivering services and applications. A significant amount of …

Edge user allocation with dynamic quality of service

P Lai, Q He, G Cui, X Xia, M Abdelrazek, F Chen… - … , ICSOC 2019, Toulouse …, 2019 - Springer
In edge computing, edge servers are placed in close proximity to end-users. App vendors
can deploy their services on edge servers to reduce network latency experienced by their …

QoE-aware user allocation in edge computing systems with dynamic QoS

P Lai, Q He, G Cui, X Xia, M Abdelrazek, F Chen… - Future Generation …, 2020 - Elsevier
As online services and applications are moving towards a more human-centered design,
many app vendors are taking the quality of experience (QoE) increasingly seriously. End-to …

Challenges of future multimedia QoE monitoring for internet service providers

W Robitza, A Ahmad, PA Kara, L Atzori… - Multimedia Tools and …, 2017 - Springer
The ever-increasing network traffic and user expectations at reduced cost make the delivery
of high Quality of Experience (QoE) for multimedia services more vital than ever in the eyes …

Quality of experience-aware user allocation in edge computing systems: A potential game

P Lai, Q He, G Cui, F Chen… - 2020 IEEE 40th …, 2020 - ieeexplore.ieee.org
As many applications and services are moving towards a more human-centered design, app
vendors are taking the quality of experience (QoE) increasingly seriously. End-to-end …

Evaluating QoE in VoIP networks with QoS mapping and machine learning algorithms

ZG Hu, HR Yan, T Yan, HJ Geng, GQ Liu - Neurocomputing, 2020 - Elsevier
The quality of experience (QoE) of the end-users is a critical criterion of measurement in
VoIP (Voice over Internet Protocol) systems for technical and commercial purposes. We …

Survey on QoE assessment approach for network service

M Yang, S Wang, RN Calheiros, F Yang - Ieee Access, 2018 - ieeexplore.ieee.org
With the development of converged all-IP networks, new network services-supporting,
among others, image, audio, and video-with high diversity emerge, which brings huge …