 Then can be factorized as
where is the square matrix whose th column is the eigenvector of , and is the diagonal matrix whose diagonal elements are the corresponding eigenvalues, .Note that only diagonalizable matrices can be factorized in this way.For example, the defective matrix formula_8 cannot be diagonalized.