A Note on Parameter Estimation in the Composite Weibull-Pareto Distribution

被引:2
|
作者
Calderin-Ojeda, Enrique [1 ]
机构
[1] Univ Melbourne, Dept Econ, Ctr Actuarial Studies, Melbourne, Vic 3010, Australia
来源
RISKS | 2018年 / 6卷 / 01期
关键词
loss distributions; composite models; risk measures; Weibull-Pareto distribution; Zipf plot;
D O I
10.3390/risks6010011
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Composite models have received much attention in the recent actuarial literature to describe heavy-tailed insurance loss data. One of the models that presents a good performance to describe this kind of data is the composite Weibull-Pareto (CWL) distribution. On this note, this distribution is revisited to carry out estimation of parameters via mle and mle2 optimization functions in R. The results are compared with those obtained in a previous paper by using the nlm function, in terms of analytical and graphical methods of model selection. In addition, the consistency of the parameter estimation is examined via a simulation study.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Parameter estimation methods for the Weibull-Pareto distribution
    Dey, Sanku
    Alzaatreh, Ayman
    Ghosh, Indranil
    [J]. COMPUTATIONAL AND MATHEMATICAL METHODS, 2021, 3 (01)
  • [2] A Note on Class of Weibull-Pareto Distribution
    Rashid, Adil
    Ahmad, Zahoor
    Rather, Aafaq A.
    Ali, Irfan
    [J]. LOBACHEVSKII JOURNAL OF MATHEMATICS, 2024, 45 (02) : 819 - 824
  • [3] The New Weibull-Pareto Distribution
    Nasiru, Suleman
    Luguterah, Albert
    [J]. PAKISTAN JOURNAL OF STATISTICS AND OPERATION RESEARCH, 2015, 11 (01) : 103 - 114
  • [4] A New Weibull-Pareto Distribution
    Aljarrah, Mohammad A.
    Famoye, Felix
    Lee, Carl
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2015, 44 (19) : 4077 - 4095
  • [5] ON THE TRUNCATED COMPOSITE WEIBULL-PARETO MODEL
    Teodorescu, Sandra
    Paniatescu, Eugenia
    [J]. MATHEMATICAL REPORTS, 2009, 11 (03): : 259 - 273
  • [6] The Exponentiated Weibull-Pareto Distribution with Application
    Afify, Ahmed Z.
    Yousof, Haitham M.
    Hamedani, G. G.
    Aryal, Gokarna R.
    [J]. JOURNAL OF STATISTICAL THEORY AND APPLICATIONS, 2016, 15 (04): : 326 - 344
  • [7] The Exponentiated Weibull-Pareto Distribution with Application
    Ahmed Z. Afify
    Haitham M. Yousof
    G. G. Hamedani
    Gokarna R. Aryal
    [J]. Journal of Statistical Theory and Applications, 2016, 15 (4): : 326 - 344
  • [8] Weibull-Pareto Distribution and Its Applications
    Alzaatreh, Ayman
    Famoye, Felix
    Lee, Carl
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2013, 42 (09) : 1673 - 1691
  • [9] A New Weibull-Pareto Distribution: Properties and Applications
    Tahir, M. H.
    Cordeiro, Gauss M.
    Alzaatreh, Ayman
    Mansoor, M.
    Zubair, M.
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2016, 45 (10) : 3548 - 3567
  • [10] ESTIMATION OF THE PARAMETERS OF THE NEW WEIBULL-PARETO DISTRIBUTION USING RANKED SET SAMPLING
    Samuh, Monjed H.
    Al-Omari, Amer I.
    Koyuncu, Nursel
    [J]. STATISTICA, 2020, 80 (01) : 103 - 123