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Stochastic Ordering based Markov process aggregations: applications to tandem queues

Castel-Taleb, Hind; Mokdad, Lynda; Pekergin, Nihal (2006), Stochastic Ordering based Markov process aggregations: applications to tandem queues, in Logothetis, Michael D.; Ghassemlooy, Z., Proceedings of Fifth International Symposium on Communication systems, Networks and Digital Signal Processing (CSNDSP'06), p. 155-159

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Type
Communication / Conférence
Date
2006
Conference title
Fifth International Symposium on Communication systems, Networks and Digital Signal Processing (CSNDSP'06)
Conference date
2006-07
Conference city
Patras
Conference country
Grèce
Book title
Proceedings of Fifth International Symposium on Communication systems, Networks and Digital Signal Processing (CSNDSP'06)
Book author
Logothetis, Michael D.; Ghassemlooy, Z.
ISBN
960-89282-0-6
Pages
155-159
Metadata
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Author(s)
Castel-Taleb, Hind
Mokdad, Lynda
Pekergin, Nihal cc
Abstract (EN)
We present a general algorithm based on the stochastic ordering theory to provide a bounding aggregation for a given Markov process. Our main goal is to provide bounds on the performance measures of interest by considering the aggregated process without computing the exact values which are in general numerically difficult or intractable due to the well-known state space explosion. The stochastic comparison has been largely applied in performance evaluation however the state space is generally assumed to be totally ordered which provides less accurate bounds for multidimensional Markov processes. The algorithm is proposed by assuming a preorder on the state space, and it is applied in this paper to an open tandem queues system, in order to compute loss probabilities bounds.
Subjects / Keywords
multi-dimensional Markov processes; stochastic comparisons; tandem queues; loss probabilities

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