3.I.8H3 . \mathrm{I} . 8 \mathrm{H} \quad

Statistics | Part IB, 2008

If X1,,XnX_{1}, \ldots, X_{n} is a sample from a density f(θ)f(\cdot \mid \theta) with θ\theta unknown, what is a 95%95 \% confidence set for θ\theta ?

In the case where the XiX_{i} are independent N(μ,σ2)N\left(\mu, \sigma^{2}\right) random variables with σ2\sigma^{2} known, μ\mu unknown, find (in terms of σ2\sigma^{2} ) how large the size nn of the sample must be in order for there to exist a 95%95 \% confidence interval for μ\mu of length no more than some given ε>0\varepsilon>0.

[Hint: If ZN(0,1)Z \sim N(0,1) then P(Z>1.960)=0.025.]P(Z>1.960)=0.025 .]

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