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Why does correlation matrix need to be positive semi-definite and what does it mean to be or not to be positive semi-definite?

@Dilip Sarwate mentioned why a covariance matrix $\Sigma$ is positive semidefinite, namely because it does not make sense to think of the variance of a linear combination of random variables as ...
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