First-order integer-valued autoregressive process with Markov-switching coefficients

被引:3
|
作者
Lu, Feilong [1 ]
Wang, Dehui [1 ]
机构
[1] Jilin Univ, Sch Math, Changchun 130012, Peoples R China
基金
中国国家自然科学基金;
关键词
INAR; Markov-switching model; maximum likelihood estimation; thinning operation; TIME-SERIES;
D O I
10.1080/03610926.2020.1813302
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
A class of integer-valued autoregressive models is considered, which are based on a latten process e.g., a Markov chain. Some statistical properties of this class of models are discussed. Moreover, parameter estimation and forecasting are addressed. A Monte Carlo simulation study is conducted to examine the finite sample performance of the given estimation procedure. Finally, the performance of these models is illustrated by empirical applications to two sets of real counts.
引用
收藏
页码:4313 / 4329
页数:17
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