T. Gudmundsson et al., SMALL-SAMPLE STATISTICAL ESTIMATES FOR THE SENSITIVITY OF EIGENVALUE PROBLEMS, SIAM journal on matrix analysis and applications, 18(4), 1997, pp. 868-886
In this paper a new approach to the evaluation of sensitivity or condi
tion of eigenvalue problems is proposed. This approach is applicable t
o general nonsymmetric matrices as well as to matrices with special st
ructure and is suitable for various types of perturbations. In particu
lar, the important class of componentwise relative perturbations can e
asily be handled for a general matrix. This cannot be done satisfactor
ily with other currently available methods. The sensitivity evaluation
is based on the recently introduced technique of small-sample statist
ical estimation for the local sensitivity of a large variety of functi
ons.