Let X1, ..., Xn be i.i.d. with the Lebesgue p.d.f. θxθ-1I(0,1)(x), where θ > 0 is unknown.
(a) Construct a confidence interval for θ with confidence coefficient 1 - α, using a sufficient statistic.
(b) Discuss whether the confidence interval obtained in (a) has the shortest length within a class of confidence intervals.
(c) Discuss whether the confidence interval obtained in (a) is UMAU.