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Bayesian Analysis of Stochastic & Deterministic Processes in the Error Correction Model

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Author Info
Rodney W Strachan () (University of Liverpool)

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Abstract

In this paper we present a method of estimating Bayes factors for determining the number of stochastic trends (s) and for joint estimation of s and the deterministic processes present in a multivariate error correction model. The Bayes factor estimates for s can, in particular cases, be shown to be functions of the classical trace statistic. This approach takes advantage of the Laplace method of numerical integration and the nonordinal restrictions presented by Strachan (2000) and follows the classical approach of Anderson (1951) and Johansen (1988 and 1991). The technique performs comparably with the classical trace test for s and with information criteria in finite samples in both Monte Carlo experiments and in applications to real data.

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Publisher Info
Paper provided by University of Liverpool Management School in its series Research Papers with number 2001_07.

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Date of creation: 2001
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Handle: RePEc:liv:livedp:2001_07

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Postal: Management School University of Liverpool, Chatham Street, Liverpool, L69 7ZH, Great Britain
Phone: +44(0)151 795 3108
Fax: +44(0)151 795 3004
Web page: http://www.liv.ac.uk/management/
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Related research
Keywords: Stochastic trends; Deterministic trends; Posterior probabilities;

Find related papers by JEL classification:
C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Bayesian Analysis
C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions

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This page was last updated on 2009-12-19.


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