Suppose that (X_{1}, ldots, X_{n}) is a set of independent and identically distributed random variables from a

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Suppose that \(X_{1}, \ldots, X_{n}\) is a set of independent and identically distributed random variables from a distribution \(F\) with parameter \(\theta\). Suppose that \(F\) and \(\theta\) fall within the smooth function model. For the case when \(\sigma\) is known, prove that \(\tilde{\theta}_{n, \text { ord }}\) is a first-order correct and accurate \(100 \alpha \%\) confidence limit for \(\theta\).

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