M. Benzi et Db. Szyld, EXISTENCE AND UNIQUENESS OF SPLITTINGS FOR STATIONARY ITERATIVE METHODS WITH APPLICATIONS TO ALTERNATING METHODS, Numerische Mathematik, 76(3), 1997, pp. 309-321
Given a nonsingular matrix A, and a matrix T of the same order, under
certain very mild conditions, there is a unique splitting A = B - C, s
uch that T = B-1C. Moreover, all properties of the splitting are deriv
ed directly from the iteration matrix T. These results do not hold whe
n the matrix A is singular. In this case, given a matrix T and a split
ting A = B - C such that T = B-1C, there are infinitely many other spl
ittings corresponding to the same matrices A and T, and different spli
ttings can have different properties. For instance, when T is nonnegat
ive, some of these splittings can be regular splittings, while others
can be only weak splittings. Analogous results hold in the symmetric p
ositive semidefinite case. Given a singular matrix A, not for all iter
ation matrices T there is a splitting corresponding to them. Necessary
and sufficient conditions for the existence of such splittings are ex
amined. As an illustration of the theory developed, the convergence of
certain alternating iterations is analyzed. Different cases where the
matrix is monotone, singular, and positive (semi)definite are studied
.