The remarkable relationship between adiagonalized 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 ?.