Abstract: Based on the Mean-CVaR model, the improved model of Markowitz portfolio selection model, semivariance was used as a risk measure, which considers their investment only in the side of the loss to get a better portfolio. the efficient frontier of mean-variance and semi-variance model was verified. In addition, five stocks were used as the examples for empirical analysis.