Estimation of a Heavy-Tailed Weibull-Pareto Distribution and Its Application to QoE Modeling

被引:1
作者
Krieger, Udo R. [1 ]
Markovich, Natalia M. [2 ]
机构
[1] Otto Friedrich Univ, Fak WIAI, Weberei 5, D-96047 Bamberg, Germany
[2] Russian Acad Sci, VA Trapeznikov Inst Control Sci, Profsoyuznaya Str 65, Moscow 117997, Russia
来源
DISTRIBUTED COMPUTER AND COMMUNICATION NETWORKS (DCCN 2018) | 2018年 / 919卷
关键词
Heavy-tailed distributions; Weibull-pareto distribution; Weibull-TX class; QoE modeling; BURR-XII SYSTEM; MIXTURES;
D O I
10.1007/978-3-319-99447-5_3
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 end-to-end delay of advanced services in the Internet by means of a heavy-tailed Weibull-Pareto distribution (WPD). First we summarize the structural properties of the three-parameter WPD class and indicate its relation to the general Weibull-TX class. Then we present an effective estimation scheme to compute the parameters of a WPD distribution by a finite sample. Finally we show how a WPD distribution can be applied to determine the relevant QoE performance metric MOS of end-to-end delay dependent services in the Internet.
引用
收藏
页码:21 / 30
页数:10
相关论文
共 36 条
[31]   THE INVERTED EXPONENTIATED GAMMA DISTRIBUTION: A HEAVY-TAILED MODEL WITH UPSIDE DOWN BATHTUB SHAPED HAZARD RATE [J].
Yadav, Abhimanyu Singh .
STATISTICA, 2019, 79 (03) :339-360
[32]   A new family of multivariate heavy-tailed distributions with variable marginal amounts of tailweight: application to robust clustering [J].
Forbes, Florence ;
Wraith, Darren .
STATISTICS AND COMPUTING, 2014, 24 (06) :971-984
[33]   Alternative skew Laplace scale mixtures for modeling data exhibiting high-peaked and heavy-tailed traits [J].
Otto, A. F. ;
Bekker, A. ;
Ferreira, J. T. ;
Arslan, O. .
JAPANESE JOURNAL OF STATISTICS AND DATA SCIENCE, 2024, 7 (02) :701-738
[34]   Reduced-bias estimation of the extreme conditional tail expectation for Box-Cox transforms of heavy-tailed distributions [J].
Allouche, Michael ;
El Methni, Jonathan ;
Girard, Stephane .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2024, 233
[35]   A novel M-Lognormal-Burr regression model with varying threshold for modeling heavy-tailed claim severity data [J].
Aradhye, Girish ;
Bhati, Deepesh ;
Tzougas, George .
JOURNAL OF APPLIED STATISTICS, 2024, 51 (14) :2832-2850
[36]   Enhancing Airport Resource Efficiency Through Statistical Modeling of Heavy-Tailed Service Durations: A Case Study on Potable Water Trucks [J].
Li, Changcheng ;
Hu, Minghua ;
Hu, Yuxin ;
Zhao, Zheng ;
Wang, Yanjun .
AEROSPACE, 2025, 12 (07)