JIRSS-JOURNAL OF THE IRANIAN STATISTICAL SOCIETY
|
2018年
/
17卷
/
02期
关键词:
EM algorithm;
Nonlinear regression;
Skew normal distribution;
Skew-t distribution;
Slash skew-elliptical distribution;
Slash skew-t distribution;
D O I:
10.29252/jirss.17.2.3
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:
In this paper, the nonlinear regression models when the model errors follow a slash skew-elliptical distribution, are considered. In the special case of nonlinear regression models under slash skew-t distribution, we present some distributional properties, and to estimate their parameters, we use an EM-type algorithm. Also, to find the estimation errors, we derive the observed information matrix analytically. To describe the influence of the observations on the ML estimates, we use a sensitivity analysis. Finally, we conduct some simulation studies and a real data analysis to show the performance of the proposed model.