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International Journal For Multidisciplinary Research
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Vector Autoregressive Model Using Non-Normal Copula Errors
Author(s) | Beulah S William, Nimitha John |
---|---|
Country | India |
Abstract | This article focuses on a bivariate vector autoregressive model of lag 1 with non-normal errors. We propose a bivariate error distribution using two identical marginals through a copula function. The copula used for the study is the Farlie-Gumbel-Morgenstern copula, which is considered to be one of the efficient class of copula in describing the dependence between two random variables. The model parameters are estimated using the method of inference functions for margins, and the finite sample properties of the model is illustrated through simulation studies. A real life example is considered to illustrate the applications of the proposed model. The adequacy of the copula model is examined using the two sample version of kolmogorov smirnov test statistic. |
Keywords | Vector autoregression, Copula Function, FGM copula, Inference Function for margins. |
Field | Mathematics > Statistics |
Published In | Volume 6, Issue 3, May-June 2024 |
Published On | 2024-05-19 |
Cite This | Vector Autoregressive Model Using Non-Normal Copula Errors - Beulah S William, Nimitha John - IJFMR Volume 6, Issue 3, May-June 2024. DOI 10.36948/ijfmr.2024.v06i03.20508 |
DOI | https://doi.org/10.36948/ijfmr.2024.v06i03.20508 |
Short DOI | https://doi.org/gtvtx7 |
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