Duration Dependent Markov-Switching Vector Autoregression

Duration Dependent Markov-Switching Vector Autoregression
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ISBN-10 : OCLC:1375318550
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Book Synopsis Duration Dependent Markov-Switching Vector Autoregression by : Matteo M. Pelagatti

Download or read book Duration Dependent Markov-Switching Vector Autoregression written by Matteo M. Pelagatti and published by . This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Duration dependent Markov-switching VAR (DDMS-VAR) models are time series models with data generating process consisting in a mixture of two VAR processes. The switching between the two VAR processes is governed by a two state Markov chain with transition probabilities that depend on how long the chain has been in a state. In the present paper we analyze the second order properties of such models and propose a Markov chain Monte Carlo algorithm to carry out Bayesian inference on the model's unknowns. Furthermore, a freeware software written by the author for the analysis of time series by means of DDMS-VAR models is illustrated. The methodology and the software are applied to the analysis of the U.S. business cycle.


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