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Linear regression
(a) In this question, A,B, and C are random variables with means µA,µB, and µC respectively, and a common variance σ 2 . An independent random sample of size 10 is taken from each of these random variables, with the following results: a¯ = 49.617 ∑ 10 i=1 a 2 i = 24635.30 ∑ 10 i=1 (ai −a¯) 2 = 16.832 b¯ = 48.526 ∑ 10 i=1 b 2 i = 23583.16 ∑ 10 i=1 (bi −b¯) 2 = 35.438 c¯ = 51.031 ∑ 10 i=1 c 2 i = 26100.33 ∑ 10 i=1 (ci −c¯) 2 = 58.704 i) Explain what assumptions on A,B, andC are required in order to perform a oneway ANOVA test of the null hypothesis µA = µB = µC against the alternative that this is false. [2 marks] ii) Given that those assumptions hold, perform the ANOVA test at the 0.05 significance level. [5 marks] iii) Let SSw denote the total sum of squares random variables in this ANOVA set-up. What is the distribution of SSw/σ 2? [3 marks] iv) Derive a 95% confidence interval for σ 2 .