We say that a matrix is normal if
where is diagonal, and is Unitary
Alternatively, is normal if it has a complete set of
orthonormal eigenvectors.
Examples
- Symmetric matrices
- Skew-symmetric
Proposition
If is normal then
where
Proof
Let be any vector.
We can expand it in the basis of orthonormal eigenvectors:
Then and thus