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Existence of a Periodic and Seasonal INAR Process.
- Source :
- Journal of Time Series Analysis; Nov2024, Vol. 45 Issue 6, p980-1005, 26p
- Publication Year :
- 2024
-
Abstract
- A spectral criterion involving the model parameters is given for the existence and uniqueness of a periodically correlated and seasonal non‐negative integer‐valued autoregressive process. The structure of the mean and covariance functions of the periodically stationary distribution of the model is derived using its implicit state‐space representation. Two infinite series representations for the process, the moving average, and the immigrant generation, are established. Based on the latter representation, a novel and parallelizable simulation method is proposed to generate the process. [ABSTRACT FROM AUTHOR]
- Subjects :
- AUTOREGRESSIVE models
MOVING average process
IMMIGRANTS
Subjects
Details
- Language :
- English
- ISSN :
- 01439782
- Volume :
- 45
- Issue :
- 6
- Database :
- Complementary Index
- Journal :
- Journal of Time Series Analysis
- Publication Type :
- Academic Journal
- Accession number :
- 180136852
- Full Text :
- https://doi.org/10.1111/jtsa.12746