It follows from these results that thenecessary and sufficient condition for the bivariate normal random variables X andY to be independent is that ρ = 0 (a result that also follows directly from their jointdensity, because it is only when ρ = 0 that the joint density factors into two terms,one depending only on x and the other only on y).
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