Testing for zero inflation and overdispersion in INAR(1) models

被引:0
|
作者
Christian H. Weiß
Annika Homburg
Pedro Puig
机构
[1] Helmut Schmidt University,Department of Mathematics and Statistics
[2] Universitat Autònoma de Barcelona,Department of Mathematics
来源
Statistical Papers | 2019年 / 60卷
关键词
Discrete data models; Overdispersion; Zero-inflation; Count data time series; Dispersion index; Zero indexes; 60J10; 62M02; 62F12;
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暂无
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学科分类号
摘要
The marginal distribution of count data processes rarely follows a simple Poisson model in practice. Instead, one commonly observes deviations such as overdispersion or zero inflation. To express the extend of such deviations from a Poisson model, one can compute an appropriately defined dispersion index or zero index. In this article, we develop several tests based on such indexes, including joint tests being based on an index combination. The asymptotic distribution of the resulting test statistics under the null hypothesis of a Poisson INAR(1) model is derived, and the finite-sample performance of the resulting tests is analyzed. Real data examples illustrate the application of these tests in practice.
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页码:823 / 848
页数:25
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