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Question

Statistics Question on Sampling Distributions

Let θ0\theta_0 and θ1\theta_1 be real constants such that θ1>θ0\theta_1 > \theta_0. Suppose that a random sample is taken from a N(θ,1)N(\theta, 1) distribution, θR\theta \in \mathbb{R}. For testing H0:θ=θ0H_0: \theta = \theta_0 against H1:θ=θ1H_1: \theta = \theta_1 at level 0.05, let α\alpha and β\beta denote the size and the power, respectively, of the most powerful test, ψ0\psi_0. Then which of the following statements is/are correct?

A

β<α\beta < \alpha

B

The test ψ0\psi_0 is the uniformly most powerful test of level α\alpha for testing H0:θ=θ0H_0: \theta = \theta_0 against H1:θ>θ0H_1: \theta > \theta_0

C

α<β\alpha < \beta

D

The test ψ0\psi_0 is the uniformly most powerful test of level α\alpha for testing H0:θ=θ0H_0: \theta = \theta_0 against H1:θ<θ0H_1: \theta < \theta_0

Answer

The test ψ0\psi_0 is the uniformly most powerful test of level α\alpha for testing H0:θ=θ0H_0: \theta = \theta_0 against H1:θ>θ0H_1: \theta > \theta_0

Explanation

Solution

The correct option is (B):The test ψ0\psi_0 is the uniformly most powerful test of level α\alpha for testing H0:θ=θ0H_0: \theta = \theta_0 against H1:θ>θ0H_1: \theta > \theta_0,(C): α<β\alpha < \beta