This paper uses simulation-based portfolio optimization to mitigate the left tail risk of portfolio. The contribution is twofold. (i) We propose Markov regime-switching GARCH model with multivariate normal tempered stable innovation (MRS-MNTS-GARCH) accommodate fat tails, volatility clustering and regime switch. each asset independently follows regime-switch model, while correlation joint model...