基于斜线偏椭圆误差的非线性回归模型

IF 0.1 Q4 STATISTICS & PROBABILITY
Siavash Pirzadeh Nahooji, R. Farnoosh, N. Nematollahi
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引用次数: 0

摘要

本文考虑了模型误差服从斜线-斜椭圆分布时的非线性回归模型。在斜线-斜t分布下的非线性回归模型的特殊情况下,我们给出了一些分布性质,并使用EM型算法来估计它们的参数。此外,为了找出估计误差,我们解析地导出了观测信息矩阵。为了描述观测结果对ML估计的影响,我们使用了敏感性分析。最后,我们进行了一些仿真研究和实际数据分析,以显示所提出的模型的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonlinear Regression Models Based on Slash Skew-elliptical‎ ‎Errors
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.
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CiteScore
1.50
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