GARCH - Non-linear time series model for traffic modeling and prediction

NOMS 2008 - IEEE/IFIP Network Operations and Management Symposium: Pervasive Management for Ubiquitous Networks and Services

Volumn , Issue , 2008, Pages 694-697

  Anand, Nikkie C ^a   Scoglio, Caterina ^a   Natarajan, Balasubramaniam ^a  

^a KANSAS STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE CONTROL SYSTEMS; ADMINISTRATIVE DATA PROCESSING; CHLORINE COMPOUNDS; FORECASTING; HIGHWAY ENGINEERING; IMAGE SEGMENTATION; INTERNET; MANAGEMENT; MANAGEMENT INFORMATION SYSTEMS; PARAMETER ESTIMATION; TECHNOLOGY; TIME SERIES ANALYSIS; UBIQUITOUS COMPUTING;

ADAPTIVE APPLICATIONS; COMPARATIVE STUDIES; CONGESTION CONTROL; FORECASTING SCHEME; GENERALIZED AUTOREGRESSIVE CONDITIONAL HETEROSKEDASTICITY; GENERIC MODELLING; GOODNESS OF FIT; HEAVY-TAILED DISTRIBUTIONS; INNOVATION PROCESSES; INTERNET TRAFFIC; LONG-RANGE DEPENDENCE; NETWORK OPERATIONS; NETWORK TRAFFICS; NON-LINEAR; PREDICTION ACCURACY; REAL DATA; SELF SIMILARITIES; TRAFFIC CHARACTERISTICS; TRAFFIC ENGINEERING; TRAFFIC MODELLING; UBIQUITOUS NETWORKS;

NETWORK MANAGEMENT;

EID: 51849159238     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NOMS.2008.4575191     Document Type: Conference Paper

References (10)

1. S. Basu, A. Mukherjee, and S. Klivansky, "Time Series Models for Internet Traffic", in IEEE INFOCOM96, California, USA, March 1996.
2. B. Krithikaivasan, K. Deka, and D. Medhi, "Adaptive Bandwidth Provisioning based on Discrete Temporal Network Measurements", in IEEE INFOCOM04, Hong Kong, China, March 2004, pp. 1786-1796.
3. M. Corradi, R. G. Garroppo, s. Giordano, and M. Pagano, "Analysis of f-ARIMA processes in the modeling of broadband traffic", in ICC'01, 2001, vol. 3, pp. 964-968.
4. P. Chemouil and J. Filipiak, "Modeling and Prediction of Traffic Fluctuations in Telephone networks.", IEEE/ACM Transactions on Communications, vol. 35, pp. 931-941, 1987.
5. K. Papagiannaki, N. Taft, Z. Zhang, and C. Diot, "Long-Term Forecasting of Internet Backbone Traffic: Observations and Initial Models", in IEEE INFOCOM 03, April 2003, pp. 1178-1788.
6. N. K. Groschwitz and G. C. Polyzos, "A Times Series Model of Long-Term NSFNET Backbone Traffic", in ICC 94, 1994, pp. 1400-1404.
7. B. Krithikaivasan, Y. Zeng, K. Deka, and D. Medhi, "ARCH-based Traffic Forecasting and Dynamic Bandwidth Provisioning for Periodically Measured Nonstationary Traffic", IEEE/ACM Transactions on Networking, vol. 15, no. 3, pp. 683-697, June 2007.
8. W. E. Leland, M. S. Taqqu, W. Willinger, and D. V. Wilson, "On the Self-Similar Nature of Ethernet Traffic(Extended Version)", IEEE/ACM Transactions on Networking, vol. 2, no. 1, pp. 1-15, February 1994.
9. "http://abilene.internet2.edu/".
10. R. A. Davis P. J. Brockwell, Introduction to Time Series and Forecasting, Springer, New York, 2002.