In this paper, we propose a parameter estimation method for fuzzy regression models by using the fuzzy number and the method of least squares. Fuzzy regression models are frequently applied in economic or financial modeling. These models exhibit certain kind of linguistic requirements, such as the business cycle and the diversity trend. We take the linguistic prediction as our illustration example for demonstration. Empirical results demonstrate that our estimation procedure can determine fuzzy regression models effectively.