model relative to even very complex multivariate GARCH specifications, recently reported in the literature using measures of …-of-sample forecast tests indicate that the four-regime MS model is, indeed, superior to all of the GARCH specifications in forecasting …-asset return covariances, however, the MS model is surprisingly superior to all of the GARCH models. …