Optimal extremal order estimates of quantiles

Estimation of quantiles of the distribution of an exponential-type random variable is studied. The quantile estimate is chosen from a class of linear combinations of extremal order statistics. The minimum-variance estimate is expressed in explicit form. The power function of a normal (or can exponential) random variable is shown to be of exponential type. Results are illustrated with two numerical examples.