Return to exercise 12.10, where we prove that

(a) Explain why all parts of that exercise, with the exception of part

d, hold without modification when we have k rather than two explanatory variables.

(b) Use equations (14.3) and (14.4) to prove that, in the general multivariate case,

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R=COV (y,, ).