Markowitz's Modern Portfolio Theory(MPT) is considered as the footstone of finance theory and has become the theoretical basis of invest diversification.Nevertheless static or dynamic portfolio theory cannot adequately attach importance to pivotal problem which is time-variation,cluster and persistence of financial time series.Accordingly,the paper tentatively constructs an optimal portfolio decision-making model using SV model with multiple term delays under the condition of co-persistence.We f...