4.4 Article

Impulse response function analysis for Markov switching var models

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ECONOMICS LETTERS
卷 232, 期 -, 页码 -

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ELSEVIER SCIENCE SA
DOI: 10.1016/j.econlet.2023.111357

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Markov switching; Vector autoregression; Impulse response function; State-space representation

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In this paper, we accurately derive the regime-dependent impulse response functions for a Markov switching VAR model using matrix expressions, and analyze them by transforming the model into a state-space form.
We exactly derive the regime-dependent impulse response functions for a Markov switching vector autoregres-sion (VAR) model in terms of neat matrix expressions in closed form. The key is to recognize that the latent first-order Markov switching process in the model has a VAR(1) representation, and that the model can be cast into a state-space form. Using such a representation, the regime-dependent impulse response function analysis can be processed with respect to either an asymmetric discrete shock or to a symmetric continuous shock. Our results extend and correct those obtained by Ehrmann et al. (2003) and coincide with those by Hamilton (1994) for the case of standard VAR models.

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