Suppose that Yi = 0 + 1xi + ei , i = 1, . . . , n where

Chapter , Problem 18

(choose chapter or problem)

a. Show that the vector of residuals is orthogonal to every column of X.

b. Use this result to show that the residuals sum to zero and thus the sum has expectation zero if the model contains an intercept term.

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