Symmetric Matrix Eigen Values

Overview


Theorem


Given a {% m \times n %} matrix {% A %}, the matrices {% A^TA %} and {% AA^T %} are symmetric, and all the eigenvalues are non-negative and real.

(see Arangala pg. 91)