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Consider the the following symmetric off-diagonal block matrix:

$$A = \begin{bmatrix} 0 & B \\ B' & 0\end{bmatrix}$$

where $B$ is rectangular. How are the eigenvalues of $A$ related to the eigenvalues of $BB'$?

For the case where $B$ is square, there is a solution here, namely the eigenvalues of $A$ are the square roots of the eigenvalues of $B'B$.

How can I deal with the case where $B$ is rectangular?

Alphie
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1 Answers1

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You use the Schur complement for block matrices. Suppose $B$ is $n\times m$ and wlog $n \geq m$, then $$\det(\lambda I -M)= \lambda^n \det(\lambda I - \lambda^{-1}B’B) = \lambda^{n-m}\det(\lambda^2 I - B’B).$$

If $B$ is rectangular it’s not that different, you get the square roots of the eigenvalues of $B’B$ and then some zero eigenvalues to make up for the missing ranks.

Lee Fisher
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