Full-rank block LDL ∗ decomposition and the inverses of n×n block matrices

Journal of Applied Mathematics and Computing - Tập 40 - Trang 569-586 - 2012
Ivan Stanimirović1
1Faculty of Sciences and Mathematics, University of Niš, Niš, Serbia

Tóm tắt

Full-rank block LDL ∗ decomposition of a Hermitian n×n block matrix A is examined, where the iterative procedure evaluating the sub-matrices appearing in L and D is provided. This factorization is used to evaluate the inverse and Moore-Penrose inverse of a Hermitian n×n block matrix. The method for the calculation of the Moore-Penrose inverse of an arbitrary 2×2 block matrix is also provided. Therefore, matrix products A ∗ A and AA ∗ and the corresponding full-rank block LDL ∗ factorizations are observed. Also, a simple explicit formulae calculating the solution vector components of the normal system of equations is stated, where the LDL ∗ decomposition of the system matrix is done.

Tài liệu tham khảo

Ben-Israel, A., Greville, T.N.E.: Generalized Inverses, Theory and Applications, 2nd edn. Canadian Mathematical Society/Springer, New York (2003) Chow, E., Saad, Y.: Approximate inverse techniques for block-partitioned matrices. SIAM J. Sci. Comput. 18, 1657–1675 (1997) Courrieu, P.: Fast computation of Moore-Penrose inverse matrices. Neural Inf. Process. Lett. Rev. 8, 25–29 (2005) Cvetković-Ilić, D.S.: A note on the representation for the Drazin inverse of 2×2 block matrices. Linear Algebra Appl. 429, 242–248 (2008) Golub, G.H., Van Loan, C.F.: Matrix Computations, 3rd edn. Johns Hopkins University Press, Baltimore (1996) Hung, C., Markham, T.L.: The Moore-Penrose inverse of a partitioned matrix . Linear Algebra Appl. 11, 73–86 (1975) Lu, T., Shiou, S.: Inverses of 2×2 block matrices. Comput. Math. Appl. 43, 119–129 (2002) Najafi, H.S., Solary, M.S.: Computational algorithms for computing the inverse of a square matrix, quasi-inverse of a non-square matrix and block matrices. Appl. Math. Comput. 183, 539–550 (2006) Stanimirović, I.P., Tasić, M.B.: Computation of generalized inverses by using the LDL ∗ decomposition. Appl. Math. Lett. 25, 526–531 (2012) Stanimirović, P.S., Tasić, M.B.: Partitioning method for rational and polynomial matrices. Appl. Math. Comput. 155, 137–163 (2004) Tasić, M.B., Stanimirović, P.S., Petković, M.D.: Symbolic computation of weighted Moore-Penrose inverse using partitioning method. Appl. Math. Comput. 189, 615–640 (2007) Tian, Y.: The Moore-Penrose inverses of m×n block matrices and their applications. Linear Algebra Appl. 283, 35–60 (1998) Zielke, G.: Report on test matrices for generalized inverses. Computing 36, 105–162 (1986)