How do you know that the determinant of a variance-covariance matrix must be greater than or equal to zero? The answer is one short sentence. (
Let x and y be scalar random variables. Recall Corr(x, y) = √ Cov(x,y) . Using V ar(x)V ar(y) what you have shown about the determinant, show −1 ≤ Corr(x,y) ≤ 1.
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