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Past exam of the mathematics course of the University of Cambridge / 2014 / iii / Paper 32 / 1 / a / ii / Solution

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The same affine transformation of the normal distribution gives
Wn​∣δ=δ∗∼N(σn​δ∗​,1).​
(1)
Its variance stays one while its mean moves positively. This is the exact alternative distribution used to calculate statistical power. The square, if used instead, has a noncentral chi-squared distribution with one degree of freedom and noncentrality n(δ∗)2/σ2.

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