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Estimation in a bivariate integer-valued autoregressive process |
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| Authors: | Aleksandar S Nasti? Miroslav M Risti? Predrag M Popovi? |
| Institution: | 1. Faculty of Sciences and Mathematics, University of Ni?, Ni?, Serbiaanastic78@gmail.com;3. Faculty of Sciences and Mathematics, University of Ni?, Ni?, Serbia;4. Faculty of Civil Engineering and Architecture, University of Ni?, Ni?, Serbia |
| Abstract: | ABSTRACTA bivariate integer-valued autoregressive time series model is presented. The model structure is based on binomial thinning. The unconditional and conditional first and second moments are considered. Correlation structure of marginal processes is shown to be analogous to the ARMA(2, 1) model. Some estimation methods such as the Yule–Walker and conditional least squares are considered and the asymptotic distributions of the obtained estimators are derived. Comparison between bivariate model with binomial thinning and bivariate model with negative binomial thinning is given. |
| Keywords: | Binomial thinning Bivariate INAR(1) model Negative binomial thinning Poisson marginals |