Asymptotic Results for Spatial ARMA Models |
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Authors: | Aude Illig Benoît Truong-Van |
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Affiliation: | 1. Laboratoire de Statistique et Probabilités , Université Paul Sabatier , Toulouse , France Aude.Illig@math.ups-tlse.fr;3. Laboratoire de Statistique et Probabilités , Université Paul Sabatier , Toulouse , France |
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Abstract: | Causal quadrantal-type spatial ARMA(p, q) models with independent and identically distributed innovations are considered. In order to select the orders (p, q) of these models and estimate their autoregressive parameters, estimators of the autoregressive coefficients, derived from the extended Yule–Walker equations are defined. Consistency and asymptotic normality are obtained for these estimators. Then, spatial ARMA model identification is considered and simulation study is given. |
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Keywords: | Asymptotic properties Causality Estimation Order selection Spatial autoregressive moving-average models |
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