[HTML][HTML] Identification and prediction of internet traffic using artificial neural networks

S Chabaa, A Zeroual, J Antari - Journal of Intelligent Learning Systems …, 2010 - scirp.org
This paper presents the development of an artificial neural network (ANN) model based on
the multi-layer perceptron (MLP) for analyzing internet traffic data over IP networks. We …

Computer network traffic prediction: a comparison between traditional and deep learning neural networks

TP Oliveira, JS Barbar… - International Journal of …, 2016 - inderscienceonline.com
This paper compares four different artificial neural network approaches for computer network
traffic forecast, such as: 1) multilayer perceptron (MLP) using the backpropagation as …

Neural network models for Internet traffic prediction

G Rutka - Elektronika ir Elektrotechnika, 2006 - eejournal.ktu.lt
This paper presents a view of models used for Internet data (traffic) prediction using neural
network applications. We look at the problem of traffic prediction in the presence of self …

Multi‐scale Internet traffic forecasting using neural networks and time series methods

P Cortez, M Rio, M Rocha, P Sousa - Expert Systems, 2012 - Wiley Online Library
This article presents three methods to forecast accurately the amount of traffic in TCP/IP
based networks: a novel neural network ensemble approach and two important adapted …

Network traffic prediction using ARIMA and neural networks models

G Rutka - Elektronika ir Elektrotechnika, 2008 - eejournal.ktu.lt
The network traffic prediction plays a fundamental role in network design, management,
control and optimization. The self-similar and non-linear nature of traffic makes accurate …

A network traffic prediction method based on LSTM

S Wang, Q Zhuo, H Yan, Q Li, Y Qi - ZTE communications, 2019 - zte.magtechjournal.com
As the network sizes continue to increase, network traffic grows exponentially. In this
situation, how to accurately predict network traffic to serve customers better has become one …

A review of network traffic analysis and prediction techniques

M Joshi, TH Hadi - arXiv preprint arXiv:1507.05722, 2015 - arxiv.org
Analysis and prediction of network traffic has applications in wide comprehensive set of
areas and has newly attracted significant number of studies. Different kinds of experiments …

Recent advancement in machine learning based internet traffic classification

N Namdev, S Agrawal, S Silkari - Procedia Computer Science, 2015 - Elsevier
With the advancement of technology and communication system, use of internet is giving at
a tremendous role. This causes an exponential growth of data and traffic over the internet …

An adaptable neural-network model for recursive nonlinear traffic prediction and modeling of MPEG video sources

AD Doulamis, ND Doulamis… - IEEE Transactions on …, 2003 - ieeexplore.ieee.org
Multimedia services and especially digital video is expected to be the major traffic
component transmitted over communication networks [such as internet protocol (IP)-based …

Multilayer perceptron and stacked autoencoder for Internet traffic prediction

TP Oliveira, JS Barbar, AS Soares - … and Parallel Computing: 11th IFIP WG …, 2014 - Springer
Internet traffic prediction is an important task for many applications, such as adaptive
applications, congestion control, admission control, anomaly detection and bandwidth …