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Daphne Fry

Daphne Fry

Answered question

2022-05-08

Let X i be Gaussian random variables with μ = 10 and σ 2 = 1. We decide to use the test statistic μ ^ = 1 20 i = 1 20 X i and following tests:
| μ ^ 10 | > τ: Reject H 0
| μ ^ 10 | τ: Cannot reject H 0
1) Find τ if you want to have 95 % confidence in the test.
2) You find that μ ^ = 10.588. Do you reject H 0 ? If so, what is the p-value?
Using textbook equations, I found out that for
1) τ = σ μ ^ = 1.96 1 20 = 0.392
2) | 10.588 10 | = 0.588 > 0.392 Reject H 0
p-value = 0.003

Answer & Explanation

Kharroubip9ej0

Kharroubip9ej0

Beginner2022-05-09Added 10 answers

The 95 % confidence interval for μ is:
μ ^ z α / 2 σ μ ^ < μ < μ ^ + z α / 2 σ μ ^ μ ^ 1.96 σ n < μ < μ ^ + 1.96 σ n 1.96 σ n < μ μ ^ < 1.96 σ n | μ μ ^ | < 1.96 σ n = τ = 1.96 1 20 = 0.392   or μ ^ 0.392 < μ < μ ^ + 0.392
It implies that we are 95 % confident that the population mean will lie within 0.392 distance from μ ^ . The null hypothesis states to reject if it is greater distance. With μ ^ = 10.588, it is greater distance, so we reject H 0 .
p-value is:
P ( z > μ ^ μ 0 σ / n ) = P ( z > 10.588 10 1 / 20 ) = P ( z > 2.62962 ) = 0.004 < 0.025   Reject  H 0 .

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