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Kim et al. proposed a new fuzzy linear regression model. When the order of model is 1, they obtained the least squares estimate of the parameters and proved its consistency and asymptotic normality. In this paper, we consider the fuzzy least squares estimate of the parameters of the multivariate fuzzy linear regression model and its asymptotic character.