Consider $$f(x)=\frac{1}{2}x^TQx-x^Tb$$
where $Q$ is an $n \times n$ symmetric matrix
The contours of $f$ are $n-$dimensional ellipsoids with axes in the directions of the $n$-mutually orthogonal eigenvectors of $Q$. What is the meaning of this statement ?