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Updates from Overleaf
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\item Each entry $(A\transp A)_{ij}$ is the inner product of two columns of $A$ (for $AA\transp$, those are rows of $A$).
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This clearly explains why for $Q$ with $m=n$ orthonormal columns we get $ Q\transp Q=QQ\transp=I$; that is, $Q$ is orthogonal.
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This clearly explains why for $Q$ orthogonal with $m=n$ orthonormal columns we get $ Q\transp Q=QQ\transp=I$; that is, $Q$ is .
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Note that $Q$ here is square; if it was $\hat Q$ rectangular (i.e.\@ \emph{semi}-orthogonal, with orthonormal columns; requires $m\ge n$), then the product $\hat Q\transp \hat Q = I$ is never commutative (the resulting matrix has a different size!); in fact, $\hat{Q}\hat{Q}\transp$ is NOT full rank (nonetheless, it is still SPSD).
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