A novel LMS method for real-time network traffic prediction

Y Xinyu, Z Ming, Z Rui, S Yi - … Science and Its Applications–ICCSA 2004 …, 2004 - Springer
Real-time traffic prediction could give important information to both network efficiency and
QoS guarantees. On the basis of LMS algorithm, this paper presents an improved LMS …

A novel hybrid prediction algorithm to network traffic

D Jiang, Z Xu, H Xu - annals of telecommunications-annales des …, 2015 - Springer
Network traffic describes the characteristics and users' behaviors of communication
networks. It is a crucial input parameter of network management and network traffic …

Network Traffic Prediction Method Based on Time Series Characteristics

Y Huo, C Song, S Gao, H Yang, Y Yan… - The 10th International …, 2021 - Springer
With the continuous development of computer networks in recent years, the scale and types
of services carried by the network are increasing. Accurate traffic prediction results provide …

A one-step network traffic prediction

X Mu, N Tang, W Gao, L Li, Y Zhou - Advanced Intelligent Computing …, 2008 - Springer
In the information society today computer networks are an indispensable part of people's life.
Network traffic prediction is important to network planning, performance evaluation and …

A novel method of network burst traffic real-time prediction based on decomposition

Y Xinyu, S Yi, Z Ming, Z Rui - … -ICN 2005: 4th International Conference on …, 2005 - Springer
Network traffic burst becomes a threat to network security. In this paper, a decomposition
based method is presented for network burst traffic realtime prediction, in which, by passing …

Wavelet transform-based network traffic prediction: a fast on-line approach

H Zhao, N Ansari - Journal of computing and information technology, 2012 - hrcak.srce.hr
Sažetak High speed network traffic prediction is essential to provision QoS for multimedia
applications while keeping bandwidth utilization high. Wavelet transform is a powerful …

Multiple-step-ahead traffic prediction in high-speed networks

A Bayati, KK Nguyen, M Cheriet - IEEE Communications …, 2018 - ieeexplore.ieee.org
Traffic in high-speed networks shows distinct patterns at different timescales. This
characteristic should be taken into account to address the error propagation in the multiple …

Efficient prediction of network traffic for real‐time applications

MF Iqbal, M Zahid, D Habib… - Journal of Computer …, 2019 - Wiley Online Library
Accurate real‐time traffic prediction is required in many networking applications like dynamic
resource allocation and power management. This paper explores a number of predictors …

Multi-scale network traffic prediction using k-factor Gegenbauer ARMA and MLP models

N Sadek, A Khotanzad - The 3rd ACS/IEEE International …, 2005 - ieeexplore.ieee.org
Summary form only given. High-speed network traffic prediction is an essential step in
building effective preventive congestion control schemes. This paper addresses the problem …

Sensitivity of a network traffic prediction algorithm

M Lopez-Guerrero, JR Gallardo… - 2001 IEEE Pacific …, 2001 - ieeexplore.ieee.org
A traffic prediction algorithm is evaluated. It assumes that network traffic is realistically
modeled using alpha-stable long-range dependent stochastic processes. This work …