On the self-similar nature of Ethernet traffic (extended version)
IEEE/ACM Transactions on Networking (TON)
Wide area traffic: the failure of Poisson modeling
IEEE/ACM Transactions on Networking (TON)
Active virtual network management protocol
PADS '99 Proceedings of the thirteenth workshop on Parallel and distributed simulation
A new algorithm for measurement-based admission control in integrated services packet networks
PfHSN '96 Proceedings of the TC6 WG6.1/6.4 Fifth International Workshop on Protocols for High-Speed Networks V
Forecasting network performance to support dynamic scheduling using the network weather service
HPDC '97 Proceedings of the 6th IEEE International Symposium on High Performance Distributed Computing
An Evaluation of Linear Models for Host Load Prediction
HPDC '99 Proceedings of the 8th IEEE International Symposium on High Performance Distributed Computing
A case for exploiting self-similarity of network traffic in TCP congestion control
Computer Networks: The International Journal of Computer and Telecommunications Networking
An Empirical Study of the Multiscale Predictability of Network Traffic
HPDC '04 Proceedings of the 13th IEEE International Symposium on High Performance Distributed Computing
An In-Depth, Analytical Study of Sampling Techniques for Self-Similar Internet Traffic
ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems
On the predictability of large transfer TCP throughput
Proceedings of the 2005 conference on Applications, technologies, architectures, and protocols for computer communications
Modeling Internet backbone traffic at the flow level
IEEE Transactions on Signal Processing
Wavelet analysis of long-range-dependent traffic
IEEE Transactions on Information Theory
TCP Vegas: end to end congestion avoidance on a global Internet
IEEE Journal on Selected Areas in Communications
Fuzzy neural networks enhanced evaluation of wetland surface water quality
International Journal of Computer Applications in Technology
The emergence of requirements networks: the case for requirements inter-dependencies
International Journal of Computer Applications in Technology
Requirements dependencies: the emergence of a requirements network
International Journal of Computer Applications in Technology
ANN-based predictive model for performance evaluation of paper and pulp effluent treatment plant
International Journal of Computer Applications in Technology
Traffic meteorological visibility estimation based on homogenous area extraction
International Journal of Computer Applications in Technology
| Hi-index | 0.00 |
Traffic prediction constitutes a hot research topic of network metrology. This work focuses on the design and the empirical evaluation of the behaviour of training-based models for predicting the input rate of a single link. Via experimentation on real network traffic, we study the effect of some parameters on the prediction performance such as the amount of data needed to identify the model, the inputs of the model, the data granularity, and packet size distribution. Experiments show that the models provide accurate prediction using one lag. We also show that count of large packets is sufficient to predict the throughput.