A survey on client throughput prediction algorithms in wired and wireless networks

J Schmid, A Höss, BW Schuller - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
Network communication has become a part of everyday life, and the interconnection among
devices and people will increase even more in the future. Nevertheless, prediction of Quality …

An empirical study of throughput prediction in mobile data networks

Y Liu, JYB Lee - 2015 IEEE global communications conference …, 2015 - ieeexplore.ieee.org
Bandwidth-sensitive applications such as adaptive video streaming rely on accurate
prediction of future network throughput to enable them to react to and compensate for the …

Throughput prediction in cellular networks: Experiments and preliminary results

A Samba, Y Busnel, A Blanc, P Dooze… - … Francophones sur la …, 2016 - hal.science
Throughput has a strong impact on user experience in cellular networks. The ability to
predict the throughput of a connection, before it starts, will bring new possibilities …

Device-based Cellular Throughput Prediction for Video Streaming: Lessons from a Real-World Evaluation

D Raca, AH Zahran, CJ Sreenan… - … Machine Learning in …, 2024 - ieeexplore.ieee.org
AI-driven data analysis methods have garnered attention in enhancing the performance of
wireless networks. One such application is the prediction of downlink throughput in mobile …

HOAH: A hybrid TCP throughput prediction with autoregressive model and hidden Markov model for mobile networks

B Wei, K Kanai, W Kawakami, J Katto - IEICE Transactions on …, 2018 - search.ieice.org
Throughput prediction is one of the promising techniques to improve the quality of service
(QoS) and quality of experience (QoE) of mobile applications. To address the problem of …

Estimating downlink throughput from end-user measurements in mobile broadband networks

K Kousias, Ö Alay, A Argyriou, A Lutu… - 2019 IEEE 20th …, 2019 - ieeexplore.ieee.org
In recent years, Downlink (DL) throughput estimation in Mobile Broadband (MBB) networks
has gained immense popularity and it is expected to become a vital component of the …

One step further: Tunable and explainable throughput prediction based on large-scale commercial networks

R Zhohov, A Palaios, P Geuer - 2021 IEEE 4th 5G World Forum …, 2021 - ieeexplore.ieee.org
Throughput prediction remains a relevant and challenging problem in the area of wireless
networking. Both users and service providers would benefit from the predictive Quality of …

Back to the future: Throughput prediction for cellular networks using radio KPIs

D Raca, AH Zahran, CJ Sreenan, RK Sinha… - Proceedings of the 4th …, 2017 - dl.acm.org
The availability of reliable predictions for cellular throughput would offer a fundamental
change in the way applications are designed and operated. Numerous cellular applications …

TRUST: A TCP throughput prediction method in mobile networks

B Wei, W Kawakami, K Kanai, J Katto… - 2018 IEEE Global …, 2018 - ieeexplore.ieee.org
Throughput prediction is essential for ensuring high quality of service for video streaming
transmissions. However, current methods are incapable of accurately predicting throughput …

On leveraging machine and deep learning for throughput prediction in cellular networks: Design, performance, and challenges

D Raca, AH Zahran, CJ Sreenan… - IEEE …, 2020 - ieeexplore.ieee.org
The highly dynamic wireless communication environment poses a challenge for many
applications (eg, adaptive multimedia streaming services). Providing accurate TP can …