Analytic expressions for predictive distributions in mixture autoregressive models

We show that the distributions of the multi-step predictors in mixture autoregressive models are also mixtures and specify them analytically. In the case of mixtures of Gaussian or stable distributions the multi-step distributions can be obtained by simple arithmetic manipulation on components’ parameters.