Mathematics.
product between them is zero. This comes from a basic theorem of linear algebra: every symmetric matrix will have orthogonal eigenvectors. Since A is symmetric, our two eigenvectors are perpendicular to each other. Now that we have the eigenvalues and eigenvectors, we can write the S and matrices