Title :
Multivariate distributions for workload generation in video on demand systems
Author :
Melendi, David ; Garcia, Roberto ; Neda, Xabiel G Pa ; Garcia, Victor
Author_Institution :
Comput. Sci. Dept., Univ. of Oviedo, Oviedo
fDate :
5/1/2009 12:00:00 AM
Abstract :
In this letter we present an analysis of workload in a real video on demand service with the objective of generating more accurate input data for simulation models. As well as statistically characterizing key aspects in the server workload of the multimedia system, we consider their statistical dependencies.We propose a procedure to generate multivariate distributions using normal copulas in the video on demand system. Results show that the proposed method fits exactly the statistical distributions to the empirical data and matches the real correlation coefficients matrix.
Keywords :
multimedia systems; statistical distributions; video on demand; video servers; multimedia system; multivariate distribution; simulation model; statistical distribution; video on demand system; video server; workload generation; Analytical models; Multimedia systems; Network servers; Statistical distributions; Streaming media; TV; Telecommunication traffic; Time measurement; Traffic control; Video on demand; Interactive TV, multimedia systems, stochastic approximation, user modeling.;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2009.090138