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

Authors :
Weiß, Christian H.
Homburg, Annika
Puig, Pedro
Source :
Statistical Papers; Jun2019, Vol. 60 Issue 3, p473-498, 26p
Publication Year :
2019

Abstract

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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09325026
Volume :
60
Issue :
3
Database :
Complementary Index
Journal :
Statistical Papers
Publication Type :
Academic Journal
Accession number :
136404548
Full Text :
https://doi.org/10.1007/s00362-016-0851-y