The minimum variance s-unbiased estimator of Pr{Y ⩽ X} is derived for the case in which X and Y are s-independent r.v.'s each with a Cdf belonging to the exponential family but otherwise not necessarily of the same type.
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Howell Tong (1977) studied this question.
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