heteroskedastic. After presenting the model, we propose a multi-step estimation technique which combines asymptotic principal … components and multivariate GARCH. We also prove consistency of the estimated conditional covariances. We present simulation … results in order to assess the finite sample properties of the estimation technique. Finally, we carry out two empirical …