Normal Matrix

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