On periodic integer-valued moving average (INMA (q)) models

被引:1
作者
Aries, Nawel [1 ,2 ]
Khan, Naushad Mamode [3 ]
机构
[1] Ctr Dev Energies Renouvelables, CDER, Algiers, Algeria
[2] Univ Sci & Technol Houari Boumediene, Fac Math, Bab Ezzouar, Algeria
[3] Univ Mauritius, Dept Econ & Stat, Reduit, Mauritius
关键词
Periodic integer-valued moving average; periodically correlated process; time reversibility; GEOMETRIC INAR(1) PROCESS; COUNT TIME-SERIES;
D O I
10.1080/00949655.2022.2108031
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper deals with the study of some probabilistic and statistical properties of a Periodic Integer-Valued Moving Average Model (PINMA(S)(q))with Generalized Poisson and Negative Binomial innovation process, for modelling different types of dispersion in count time series. Some probabilistic properties of the process are obtained. Furthermore, the time reversibility of the model is discussed in detail. The estimation of the underlying parameters is obtained by the Conditional Least Squares method (CLS). A simulation study is carried out to evaluate the performance of the estimation method. Finally, an application on real data set is provided to show the ability of the model for fitting data.
引用
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页码:366 / 396
页数:31
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