Some results on stochastic comparisons of two finite mixture models with general components

被引:5
|
作者
Kayal, Suchandan [1 ]
Bhakta, Raju [1 ]
Balakrishnan, N. [2 ]
机构
[1] Natl Inst Technol Rourkela, Dept Math, Rourkela, Odisha, India
[2] McMaster Univ, Dept Math & Stat, Hamilton, ON, Canada
关键词
Finite mixture models; matrix majorization; p-larger order; reciprocally majorization order; T-transform matrix; usual stochastic order; ORDER-STATISTICS; HAZARD;
D O I
10.1080/15326349.2022.2107666
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Finite mixture (FM) models have found key applications in many fields. Recently, some discussions have been made on comparing finite mixture models. In this paper, we discuss stochastic comparison of two FM models with respect to usual stochastic order when the mixture components have a general family of distributions. This problem has been studied when there is heterogeneity in one parameter (i.e., the distributional parameter), as well as when there is heterogeneity in two parameters (i.e., the distributional parameter and the mixing proportions). The sufficient conditions considered are based on p-larger order and reciprocally majorization order. Several examples have been provided to illustrate the established results.
引用
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页码:363 / 382
页数:20
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