Furthermore, MSM-VAR and MSI-VAR models possess linear representations. These processes may be better characterized as non-normal than as non-linear time series models as the associated Wold representations coincide with those of lineartional mean, we will examplify the effects of Markovian switching regimes on the higher moments of the observed time series