Let's suppose we have a matrix 
that has 
eigenvectors. We put these vectors into a matrix X that is invertible and multiply the two matrices. This gives us the following:
We know from 
that when dealing with matrices, this becomes , where and each xi has a unique λi. Therefore, .
Let's move on to symmetric ...
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