Abstract: To improve the prediction accuracy of telephone traffic, a combined forecasting model which takes the influence of multiple factors into consideration was proposed in this study and it combined empirical mode decomposition and Gaussian process model and gray prediction model. Correlation analysis was applied to obtain the key factors which influenced the telephone traffic. Through the simulation experiments for telephone traffic data collected in practice, the simulation results showed that the proposed model has the superiority of higher prediction accuracy and easier to implement.