The calculation of the eigenvalues \(\lambda \) of a matrix \({A}\) as roots of the characteristic polynomial \(\chi _{A}\) is numerically unfavourable – small errors in the coefficients of the matrix can lead to significantly different roots of \(\chi _A\) .