Modeling and estimation of synchronization in multistate Markov-switching models

Authors
Publication date 2011
Series Tinbergen Institute Discussion Paper, TI2011-002/4
Number of pages 40
Publisher Amsterdam/Rotterdam: Tinbergen Institute
Organisations
  • Faculty of Economics and Business (FEB) - Amsterdam School of Economics Research Institute (ASE-RI)
Abstract
This paper develops a Markov-Switching vector autoregressive model that allows for imperfect synchronization of cyclical regimes in multiple variables, due to phase shifts of a single common cycle. The model has three key features: (i) the amount of phase shift can be different across regimes (as well as across variables), (ii) it allows the cycle to consist of any number of regimes
J ≥ 2, and (iii) it allows for regime-dependent volatilities and correlations. In an empirical application to monthly returns on size-based stock portfolios, a three-regime model with asymmetric phase shifts and regime-dependent heteroscedasticity is found to characterize the joint distribution of returns most adequately. While large- and small-cap portfolios switch contemporaneously into boom and crash regimes, the large-cap portfolio leads the small-cap portfolio for switches to a moderate regime by a month.
Document type Working paper
Language English
Published at http://www.tinbergen.nl/discussionpapers/11002.pdf
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