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A Bivariate Beta-Gamma Autoregressive Process (BVBGAR(1))
Authors:Hassan S. Bakouch  Miroslav M. Ristić
Affiliation:1. Mathematics Department , Tanta University , Tanta, Egypt hnbakouch@yahoo.com;3. Faculty of Sciences and Mathematics, University of Ni? , Ni?, Serbia
Abstract:
In this article, we introduce a bivariate autoregressive process with Gamma marginal distributions using the form of the BGAR(2) process (Risti?, 2005 Risti? , M. M. ( 2005 ). A Beta-Gamma autoregressive process of the second-order (BGAR(2)) . Statist. Probab. Lett. 73 : 403 – 410 . [Google Scholar]) and the Beta-Gamma transformation. Some properties of the process such as the autocovariance matrix, the autocorrelation matrix, and the spectral density matrix are derived. The unknown parameters of the process are estimated using the method of moments and the method of conditional least squares. Some numerical results of the estimators are given. We investigate nonparametric and parametric estimation of the spectral density matrix of this process.
Keywords:Autocovariance matrix  Beta-Gamma transformation  Bivariate autoregressive process  Estimation  Gamma distribution  Spectral density matrix  Stationary process
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