IEEE/ACM Transactions on Networking · 1996 · 208 citations · 14 references
ComputingCommunicationComputer ScienceComputer NetworksDigital CommunicationInformation TheoryCommunication NetworksCommunication SystemsNetwork Performance AnalysisNetwork Traffic AnalysisSource CodingAsynchronous Transfer ModeAsynchronous Transfer Mode SwitchingEntertainment NewsNetwork Traffic ModelingTraffic ModelingTraffic Pattern AnalysisTraffic PredictionVideo Media
Traffic from video services is expected to be a substantial portion of the traffic carried by emerging broadband integrated networks. For variable bit rate (VBR) coded video, statistical source models are needed to design networks that achieve acceptable picture quality at minimum cost and to design traffic shaping and control mechanisms. For video teleconference traffic Heyman et al. (1992) showed that traffic is sufficiently accurately characterized by a multistate Markov chain model that can be derived from three traffic parameters (mean, correlation, and variance). The present authors describe modeling results for sequences with frequent scene changes (the previously studied video teleconferences have very little scene variation) such as entertainment television, news, and sports broadcasts. The authors analyze 11 long sequences of broadcast video traffic data. Unlike video teleconferences, the different sequences studied have different details regarding distributions of cells per frame. The authors present source models applicable to the different sequences and evaluate their accuracy as predictors of cell losses in asynchronous transfer mode (ATM) networks. The modeling approach is the same for all of the sequences but use of a single model based on a few physically meaningful parameters and applicable to all sequences does not seem to be possible.
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Encyclopedia of Statistical Sciences 2.
A. P. Dawid, S. Kotz, Norman L. Johnson et al. · Biometrics · 1984 · 1.5K citations
Statistical Inference for Markov Processes
Ronald Pyke, Patrick Billingsley · Technometrics · 1963 · 565 citations