Presentation 2002/11/14
Non-parametric effective-bandwidth estimators using extreme value analysis
Shigeo SHIODA, Daisuke ISHII,
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Abstract(in English) The notion of effective bandwidth provides an elegant and powerful mathematical basis for the provision of QoS-guaranteed services over IP networks. In this paper, we propose non-parametric estimators of effective bandwidth for superposition of sources in IP networks. Our estimators work based on knowledge of the mean amount of traffic from sources and that of the tail probability of workload in the buffer where the sources are multiplexed. We use the extreme value analysis to estimate the tail probability of workload in the buffer from simple buffer measurement. We provide numerical results to show that our proposed estimators are more accurate than estimators that rely only on the first and second moments of the amount of traffic from sources.
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Keyword(in English) IP networks / quality of service / bandwidth design / effective bandwidth / queue / extreme value theory
Paper # CQ 2002-106
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Committee CQ
Conference Date 2002/11/14(1days)
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Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Non-parametric effective-bandwidth estimators using extreme value analysis
Sub Title (in English)
Keyword(1) IP networks
Keyword(2) quality of service
Keyword(3) bandwidth design
Keyword(4) effective bandwidth
Keyword(5) queue
Keyword(6) extreme value theory
1st Author's Name Shigeo SHIODA
1st Author's Affiliation Urban Environment Systems, Faculty of Engineering, Chiba University()
2nd Author's Name Daisuke ISHII
2nd Author's Affiliation Urban Environment Systems, Faculty of Engineering, Chiba University
Date 2002/11/14
Paper # CQ 2002-106
Volume (vol) vol.102
Number (no) 460
Page pp.pp.-
#Pages 4
Date of Issue