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I've often seen this property used when dealing with covariance matrices, which have just have every desirable property imaginable (e.g. they are symmetric, contain only real numbers, and are positive semi-definite), but I don't recall every seeing any use of this property outside of this context. Is it just a useful property of covariance matrices? Or is it a result of some of their non-unique properties, and if so, which properties?

J. Mini
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1 Answers1

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You didn't formulate your question correctly (there is no matrix as in the question, simple exercise: let $y$ be a multiple of $x$).

On the other hand, trying to understand what is your real question you might want to consider normal operators: note that there is always a basis formed by orthogonal eigenvectors (so you have an equivalence to the property that you seem to be considering).

John B
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