Before revision:  The superiority of the predictive densities , over the single regime random walk model , relies on the fact that the states capture alternating periods with distinct returns' characteristics.
After revision:  The superiority of the predictive densities , over the single regime random walk model , relies on the fact that the states capture alternating periods with distinct return characteristics.