A First-Order Spatial Integer-Valued Autoregressive SINAR(1,1) Model

被引:10
|
作者
Ghodsi, Alireza [1 ]
Shitan, Mahendran [1 ,2 ]
Bakouch, Hassan S. [3 ]
机构
[1] Univ Putra Malaysia, Dept Math, Upm Serdang 43400, Selangor, Malaysia
[2] Univ Putra Malaysia, Lab Computat Stat & Operat Res, Inst Math Res, Upm Serdang 43400, Selangor, Malaysia
[3] King Abdulaziz Univ, Dept Stat, Jeddah 21413, Saudi Arabia
关键词
Binomial thinning operator; Estimation; Modeling; SINAR(1,1) model; Spatial integer-valued autoregressive;
D O I
10.1080/03610926.2011.560739
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
Binomial thinning operator has a major role in modeling one-dimensional integer-valued autoregressive time series models. The purpose of this article is to extend the use of such operator to define a new stationary first-order spatial non negative, integer-valued autoregressive SINAR(1, 1) model. We study some properties of this model like the mean, variance and autocorrelation function. Yule-Walker estimator of the model parameters is also obtained. Some numerical results of the model are presented and, moreover, this model is applied to a real data set.
引用
收藏
页码:2773 / 2787
页数:15
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