Given a prior guess for the unknown value of P(Y when X and Y are independently exponentially distributed, the preliminary test estimator based on the maximum likelihood estimator for the exponential scale parameter with censored data is developed. The optimal significance levels based on the minimax regret criterion and the corresponding critical values are numerically obtained.
