Moments of Markov switching models

被引:165
作者
Timmermann, A [1 ]
机构
[1] Univ Calif San Diego, Dept Econ, La Jolla, CA 92093 USA
关键词
Markov switching; higher-order moments; mixtures of normals; volatility clustering;
D O I
10.1016/S0304-4076(99)00051-2
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper derives the moments for a range of Markov switching models. We characterize in detail the patterns of volatility, skewness and kurtosis that these models can produce as a function of the transition probabilities and parameters of the underlying state densities entering the switching process. The autocovariance of the lever and squares of time series generated by Markov switching processes is also derived and are use these results to shed light on the relationship between volatility clustering, regime switches and structural breaks in time-series models. (C) 2000 Elsevier Science S.A. All rights reserved. JEL classification: C1.
引用
收藏
页码:75 / 111
页数:37
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