A review of network traffic analysis and prediction techniques

M Joshi, TH Hadi - arXiv preprint arXiv:1507.05722, 2015 - arxiv.org
networks are used for network traffic analysis and prediction. This … and practiced for network
traffic analysis and prediction. The … algorithms that are used by researchers for network traffic

Optimization and decomposition methods in network traffic prediction model: A review and discussion

J Shi, YB Leau, K Li, YJ Park, Z Yan - IEEE Access, 2020 - ieeexplore.ieee.org
… Then, it proceeds with reviewing the optimization algorithm in the network traffic prediction
mechanism. The third section of the paper discusses the decomposition technology in the …

Network traffic prediction based on diffusion convolutional recurrent neural networks

D Andreoletti, S Troia, F Musumeci… - … -IEEE Conference on …, 2019 - ieeexplore.ieee.org
… In Section II we review some works related to the use of machine learning as a tool for network
traffic prediction, as well as the several machine learning algorithms specifically designed …

Network traffic prediction using recurrent neural networks

N Ramakrishnan, T Soni - 2018 17th IEEE International …, 2018 - ieeexplore.ieee.org
… in network traffic prediction: volume prediction, packet protocol prediction, and packet distribution
prediction. … a variety of training algorithms for FFNN’s and their performance on volume …

A novel hybrid prediction algorithm to network traffic

D Jiang, Z Xu, H Xu - annals of telecommunications-annales des …, 2015 - Springer
… parameter of network management and network traffic engineering. This paper proposes a
new prediction algorithm to network traffic in the large-scale communication network. First, we …

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

TP Oliveira, JS Barbar… - International Journal of …, 2016 - inderscienceonline.com
… four different artificial neural network approaches for computer network traffic forecast, such
as: 1) multilayer perceptron (MLP) using the backpropagation as training algorithm; 2) MLP …

A new traffic prediction algorithm to software defined networking

Y Wang, D Jiang, L Huo, Y Zhao - Mobile Networks and Applications, 2021 - Springer
… of network traffic capture and prediction. We propose a lightweight traffic prediction algorithm
for SDN applications. Firstly, different from traditional network traffic measurements, our …

Mobile network traffic prediction using MLP, MLPWD, and SVM

AY Nikravesh, SA Ajila, CH Lung… - 2016 IEEE international …, 2016 - ieeexplore.ieee.org
… -series prediction algorithms in mobile network traffic prediction … Artificial Neural Networks
(ANN) are effective algorithms to … compare ANN and SVM algorithms to verify their accuracy in …

Study on network traffic prediction techniques

H Feng, Y Shu - … on Wireless Communications, Networking and …, 2005 - ieeexplore.ieee.org
… We can obtain the final prediction for the original data The algorithm, which computes the
orthogonal wavelet coefficients of a time-series of length N, is very fast and its complexity is of …

Applying deep learning approaches for network traffic prediction

R Vinayakumar, KP Soman… - … on Advances in …, 2017 - ieeexplore.ieee.org
… to network traffic prediction by using the existing data from GEANT backbone networks. …
One way is to feed the vectors TMV in TM to prediction algorithms and predict one value of TMV …