The remarkable relationship between a
diagonalized matrix, eigenvalues, and eigenvectors follows from the mathematical
identity that a square matrix ? can be decomposed into the very special form
? ? ?????, where ? is a matrix consisting of the eigenvectors of ? in column,
? is the diagonal matrix constructed from the corresponding eigenvalues, and
??? is the matrix inverse of ?.