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What is the rank of correlation matrix and its estimate?
For a n-dimensional vector $\mathbf{x}$, a $n\times n$ correlation matrix $\mathbf{R}$ is https://en.wikipedia.org/wiki/Covariance_matrix#Correlation_matrix
\begin{equation}
\mathbf{R} = {E}\big[(\...