Multi-scale high-speed network traffic prediction using combination of neural networks

Proceedings of the International Joint Conference on Neural Networks

Volumn 2, Issue , 2003, Pages 1071-1075

  Khotanzad, Alireza ^a   Sadek, Nayera ^a  

^a Southern Methodist University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

FUZZY SETS; INTERNET; MATHEMATICAL MODELS; TELECOMMUNICATION TRAFFIC;

AUTOREGRESSIVE (AR) MODELS;

NEURAL NETWORKS;

EID: 0141683715     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (15)

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2. Victor S. Frost and Benjamin Melamed, "Traffic modeling for telecommunications networks", IEEE Comm. Magazine, vol. 32, pp.70-81, March 1994.
3. J. Hall and P. Mars, "Limitation of artificial neural networks for traffic prediction in broadband networks", IEE Proc.-Comm., vol. 147, pp. 114-118, April 2000.
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8. Xin Yao, Manfred Fischer and Gavin Brown, "Neural network ensembles and their application to traffic flow prediction in telecommunications networks", IJCNN' 2001, vol.1, pp. 693-698, 2001.
9. Shie-Jue Lee, and Chun-Liang Hou, "A Neural-Fuzzy system for congestion control in ATM Networks", IEEE Trans. Sys., Man and Cybernetics-Part B: Cybernetics, vol. 30, pp. 2-9, February 2000.
10. Alireza Khotanzad, Reza Afkhami-Rohani, Dominic Maratukulam, "ANNSTLF- artificial neural network short-term load forecaster-generation three", IEEE Trans. Power Systems, vol. 13, pp. 1413-1422, November 1998.
11. Alireza Khotanzad, Hassan Elragal, Tsun-liang Lu, "Combination of artificial neural network forecasters for prediction of natural gas consumption", IEEE Trans. Neural Networks, vol. 11, pp. 464-473, March 2000.
12. Simon Haykin, "Adaptive filter theory", Englewood Cliffs, N.J.: Prentice-Hall, 1986.
13. Amanda J. C. Sharkey, "Combining artificial neural nets: Ensemble and modular multi-net systems (perspectives in neural computing)", Springer Verlag, 1999.
14. MPEG and JPEG traces are available at ftp://thumper.bellcore.com/pub/vbr.video.trace.
15. Internet traffic archive, available at http://ita.ee.lbl.gov/.