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A multivariate innovations state space Beveridge–Nelson decomposition
Authors:Ashton de Silva  Rob J Hyndman  Ralph Snyder
Institution:aSchool of Economics, Finance and Marketing, RMIT University, VIC 3000, Australia;bDepartment of Econometrics and Business Statistics, Monash University, VIC 3800, Australia
Abstract:The Beveridge–Nelson vector innovations structural time series framework is a new formulation that decomposes a set of variables into their permanent and transitory components. The proposed framework is flexible, modelling inter-series relationships and common features in a simple manner. In particular, it is shown that this new specification is simpler than conventional state space and cointegration approaches. The approach is illustrated using a trivariate data set comprising the GDP of Australia, the USA and the UK.
Keywords:Vector innovations structural time series model  Multivariate time series model  Beveridge–  Nelson decomposition  Common components
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