Abstract: In this paper,we discuss the optimality of the shrinken estimators of the mean of multivariate normal distribution and of the parameters in linear model.A necessary condition of a minimax estimator is obtained and on approach to get an uniformly optimal estimator is given.The results are also applied to some known shrinken estimators in linear model.