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Let X1,...,Xm and Y1,...,Yn be two random samples, both from normal distribution. They have common variance σ^2 , and different mean μX,μY, respectively. Find the distribution of (Sx)^2/(Sy)^2, where (Sx)^2,
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Let X1,...,Xm and Y1,...,Yn be two random samples, both from normal distribution. They have common variance σ^2 , and different mean μX,μY, respectively. Find the distribution of (Sx)^2/(Sy)^2, where (Sx)^2,(Sy)^2 are sample variances.
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Chris Pfohl
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To find the distribution of (Sx)^2/(Sy)^2, we can use the F-distribution. The F-statistic is defined as:
F = (Sx)^2 / σ^2 / (Sy)^2 / σ^2
Since the samples are from normal distributions, the F-statistic follows an F-distribution with degrees of freedom (m-1) and (n-1) for X and Y respectively. Therefore:
F ~ F(m-1, n-1)
Now we can substitute (Sx)^2/(Sy)^2 into the F-distribution to get the distribution of (Sx)^2/(Sy)^2:
(Sx)^2/(Sy)^2 ~ F(m-1, n-1) / (n-1)
Therefore, the distribution of (Sx)^2/(Sy)^2 is an F-distribution with (m-1) and (n-1) degrees of freedom for X and Y, respectively, divided by (n-1).
Luke Alderton
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Dec 10, 2024
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