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一阶广义随机系数整数值自回归过程的经验似然

Empirical Likelihood for a First-Order Generalized Random Coefficient Integer-Valued Autoregressive Process.

作者信息

Cheng Jianhua, Wang Xu, Wang Dehui

机构信息

School of Mathematics, Jilin University, Changchun, 130012 China.

School of Mathematics and Statistics, Liaoning University, Shenyang, 110036 China.

出版信息

J Syst Sci Complex. 2023;36(2):843-865. doi: 10.1007/s11424-023-1051-1. Epub 2023 Apr 19.

Abstract

In this paper, the authors consider the empirical likelihood method for a first-order generalized random coefficient integer-valued autoregressive process. The authors establish the log empirical likelihood ratio statistic and obtain its limiting distribution. Furthermore, the authors investigate the point estimation, confidence regions and hypothesis testing for the parameters of interest. The performance of empirical likelihood method is illustrated by a simulation study and a real data example.

摘要

在本文中,作者考虑了用于一阶广义随机系数整数值自回归过程的经验似然方法。作者建立了对数经验似然比统计量并获得了其极限分布。此外,作者研究了感兴趣参数的点估计、置信区域和假设检验。通过模拟研究和一个实际数据例子说明了经验似然方法的性能。

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