Spectral Theorem

A symmetric matrix with - orthonormal eigenvectors, - real eigenvalues can also written as , where - Equivalently, - Hence, every symmetric matrix performs a non-uniform scaling along some set of orthogonal axis. - If is positive-definite () this scaling is positive