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Analysis of multivariate arma processes with non-stationary innovations
Authors:M Shelton Peiris
Institution:The University of Sydney , N.S.W, 2006, Australia
Abstract:The paper considers vector ARMA processes with nonstationary innovations. It is suggested that this class of models provide a very efficient framework for nonstationary problems. A generalization of the Yule-Walker equations relating the underlying process is obtained. Identification procedures are discussed. The associated prediction problem is solved using the Hilbert space approach.
Keywords:nonstationary  covariance matrix function  identification  prediction  time series  Hilbert space  innovation
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