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Bayesian simultaneous determination of structural breaks and lag lengths Author info | Abstract | Publisher info | Download info | Related research | Statistics Hultblad, Brigitta () (Dept. of Economic Statistics, Stockholm School of Economics)
Karlsson, Sune () (Dept. of Economics, Statistics and Informatics)
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The detection of structural change and determination of lag lengths are long-standing issues in time series analysis. This paper demonstrates how these can be successfully married in a Bayesian analysis. By taking account of the inherent uncertainty about the lag length when deciding on the number of structural breaks and vice versa we avoid some common pitfalls and are able to draw more robust conclusions. The approach is illustrated using both real and simulated data.
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Paper provided by Stockholm School of Economics in its series Working Paper Series in Economics and Finance with number
630.
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Length: 20 pages
Date of creation: 08 Jun 2006Date of revision:
Publication status: Forthcoming in Studies in Nonlinear Dynamics & Econometrics.Handle: RePEc:hhs:hastef:0630Contact details of provider: Postal: The Economic Research Institute, Stockholm School of Economics, P.O. Box 6501, 113 83 Stockholm, Sweden Phone: +46-(0)8-736 90 00 Fax: +46-(0)8-31 01 57 Email: Web page: http://www.hhs.se/ More information through EDIRC
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Keywords: Regime shifts ; Model uncertainty ; Model averaging ; Markov chain Monte Carlo ; Real interest rate ; Other versions of this item:
Find related papers by JEL classification: C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Bayesian Analysis C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Statistical Simulation Methods C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
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