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The diagonal entries of the diagonal matrix \(\Sigma\) when we write \(A\) has a factorisation \(A=U \Sigma V^\star\) where $U$ and $V$ are unitary matrices, and $\Sigma$ is a diagonal matrix. (We'll be a little more precise below).
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