On Estimation of Weibull-Tail and Log-Weibull-tail Distributions for Modeling End-to-end Delay

被引:1
|
作者
Rodionov, Igor, V [1 ,2 ]
机构
[1] Russian Acad Sci, Trapeznikov Inst Control Sci, Profsoyuznaya Ulitsa 65, Moscow 117997, Russia
[2] Russian Acad Sci, Steklov Math Inst, Gubkina Ulitsa 8, Moscow 117485, Russia
基金
俄罗斯科学基金会;
关键词
Distribution tail; Extreme value analysis; Extreme quantile; Weibull-tail index; End-to-end delay distribution; PARETO DISTRIBUTION; DISCRIMINATION; PARAMETERS; TIME;
D O I
10.1007/978-3-030-36625-4_24
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
We model the distribution tails of the end-to-end delay of services with the help of two-parameter Weibull-tail and log-Weibull-tail distributions. First we discuss the role of the Weibull-tail and log-Weibull-tail distributions in statistics of extremes. Then we propose the statistical procedure based on the largest observations of a sample to decide between these two tail models and to estimate the parameters of the selected model. The proposed procedure allows us to estimate the extreme quantiles from theWeibull-tail and log-Weibull-tail distributions in an unified way. The efficiency of the introduced methods is illustrated on a small simulation study.
引用
收藏
页码:302 / 314
页数:13
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