On the performance of a new bivariate pseudo Pareto distribution with application to drought data

被引:3
|
作者
Mohsin, Muhammad [1 ]
Spoeck, Gunter [1 ]
Pilz, Juergen [1 ]
机构
[1] Alpen Adria Univ, Dept Stat, A-9020 Klagenfurt, Austria
关键词
Bivariate pseudo Pareto distribution; Jeffreys's prior; Markov Chain Monte Carlo; Bootstrap; Drought modeling; RANDOM-VARIABLES; MODEL; PARAMETER; FAMILY;
D O I
10.1007/s00477-011-0529-x
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A new bivariate pseudo Pareto distribution is proposed, and its distributional characteristics are investigated. The parameters of this distribution are estimated by the moment-, the maximum likelihood- and the Bayesian method. Point estimators of the parameters are presented for different sample sizes. Asymptotic confidence intervals are constructed and the parameter modeling the dependency between two variables is checked. The performance of the different estimation methods is investigated by using the bootstrap method. A Markov Chain Monte Carlo simulation is conducted to estimate the Bayesian posterior distribution for different sample sizes. For illustrative purposes, a real set of drought data is investigated.
引用
收藏
页码:925 / 945
页数:21
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