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Concentration inequality of the covariance matrix
Addressing your question 1, $~\Sigma~$ is a statistic of the generative ("true") distribution. $\hat{~\Sigma~}$ is a statistic of the model distribution. $\left\Vert ~\Sigma-\hat{~\Sigma~} \...
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