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 …

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 …

Formula-based TCP throughput prediction with available bandwidth

JH Hwang, C Yoo - IEEE Communications letters, 2010 - ieeexplore.ieee.org
In the research area of TCP throughput prediction, the well-known throughput model, a
function of loss rate, has some disadvantages such as difficulty of loss rate estimation and …

RNN-based approach to TCP throughput prediction

L Bai, H Abe, C Lee - 2020 Eighth International Symposium on …, 2020 - ieeexplore.ieee.org
Conventional TCP congestion control algorithms, such as newReno and CUBIC, were
designed to avoid bandwidth collapse at times of network congestion. However, the different …

A history-based tcp throughput prediction incorporating communication quality features by support vector regression for mobile network

B Wei, W Kawakami, K Kanai… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
Throughput prediction is one of good solutions to improve quality of mobile applications (eg,
YouTube or Netflix) for video streaming delivery services in mobile networks. This is …

Predicting expected TCP throughput using genetic algorithm

CH Benet, A Kassler, E Zola - Computer Networks, 2016 - Elsevier
Predicting the expected throughput of TCP is important for several aspects such as eg
determining handover criteria for future multihomed mobile nodes or determining the …

A machine learning approach to TCP throughput prediction

M Mirza, J Sommers, P Barford… - IEEE/ACM Transactions …, 2010 - ieeexplore.ieee.org
TCP throughput prediction is an important capability for networks where multiple paths exist
between data senders and receivers. In this paper, we describe a new lightweight method …

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 …

A machine learning framework for TCP round-trip time estimation

BA Arouche Nunes, K Veenstra, W Ballenthin… - EURASIP Journal on …, 2014 - Springer
In this paper, we explore a novel approach to end-to-end round-trip time (RTT) estimation
using a machine-learning technique known as the experts framework. In our proposal, each …

History-based throughput prediction with Hidden Markov Model in mobile networks

B Wei, K Kanai, J Katto - 2016 IEEE International Conference …, 2016 - ieeexplore.ieee.org
Throughput prediction contributes a lot to adaptive bitrate control, adjusting the quality of
video streaming accordingly to offer smooth media transmission and save energy at the …