Range-conditioned uniform location inference

ID: range-conditioned-uniform-location-inference

For independent observations uniform on , let and be the sample minimum and maximum, , and . For their joint density in is on , . Integrating over gives , independent of , so is an ancillary statistic. Moreover is uniform on . Consequently
is an exact conditional confidence interval for . The realized range determines the appropriate precision, although the range is not itself evidence about the value of .

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