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Use the result of part (b) of Exercise 20 to show that

 is a value of a random variable having the standard normal distribution. Also, use the first part of Theorem 3 and the fact that  are independent to show that

 

is a value of a random variable having the t distribution with n - 2 degrees of freedom.

Exercise 20

Under the assumptions of normal regression analysis, show that

(a) the least squares estimate of α in Theorem 2 can be written in the form

(b)  has a normal distribution with

Theorem 2

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