2004 · 123 citations · 10 references
ComputingMathematicsForecastingTime Series AnalysisTransportation EngineeringNetwork Traffic AnalysisPredictive ModelingTime Series ForecastingTime Series ModelingTime Series PredictionWireless NetworksArima ModelsNetwork Traffic ModelingSeasonal Time Series ModelsSeasonal Traffic ForecastingTraffic ForecastingTraffic ModelingTraffic PredictionWireless Traffic Analysis
Seasonal ARIMA model is a good traffic model capable of capturing the behavior of a network traffic stream. In this paper, we give a general expression of seasonal ARIMA models with two periodicities and provide procedures to model and to predict traffic using seasonal ARIMA models. Our feasibility study experiments showed that seasonal ARIMA models could be used to model and predict actual wireless traffic such as GSM traffic in China.
10
Time Series Analysis: Forecasting and Control
Michael D. Geurts, George E. P. Box, Gwilym M. Jenkins · Journal of Marketing Research · 1977 · 19.3K citations
Computing, Data Science, Forecasting +11
Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root
David A. Dickey, Wayne A. Fuller · Econometrica · 1981 · 14.6K citations
Business, Economics, Econometrics +15
Time Series: Theory and Methods
Eric R. Ziegel, Peter J. Brockwell, Richard A. Davis · Technometrics · 1992 · 5.1K citations