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A short-cut derivation for the solution of autoregressive models for sharp algebraic arguments

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Abstract

This article uses algebraic arguments to cast light on the solution of vector\r\nautoregressive models in the presence of unit roots. First, the linear case and then the multi-lag specification are investigated. Clear-cut representations of the model solutions are obtained, closed-form expressions of the coefficient matrices are provided, and integration features and cointegration mechanisms for stationarity recovery are elucidated.
Original languageEnglish
Pages (from-to)3704-3721
Number of pages18
JournalCommunications in Statistics - Theory and Methods
Issue number41
DOIs
Publication statusPublished - 2012

All Science Journal Classification (ASJC) codes

  • Statistics and Probability

Keywords

  • Drazin inverse
  • Integrated solution
  • Laurent expansion
  • Stationarity recovery
  • Vector autoregressive model

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