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The Inverse of a Partitioned Matrix Chalmers(分块矩阵的逆查尔默斯)
The Inverse of a Partitioned Matrix
Herman J. Bierens
July 21, 2013
Consider a pair A, B of n × n matrices, partitioned as
A = Ã A11 A12 ! , B = Ã B11 B12 ! ,
A21 A22 B21 B22
where A11 and B11 are k × k matrices. Suppose that A is nonsingular and
B = A−1 . In this note it will be shown how to derive the Bij ’s in terms of
the Aij ’s, given that
det(A11) =6 0 and det(A22 ) =6 0. (1)
The latter conditions are sufficient for the nonsingularity of A. However, in
general they are not necessary conditions. For example, consider the case
A = Ã A11 A12 ! = Ã 0 1 ! .
A21 A22 1 0
On the other hand, if A is positive definite then the conditions (1) are nec-
essary as well.
If B = A−1 then
AB = Ã A11 A12 ! Ã B11 B12 ! (2)
A21 A22 B21 B22
= Ã A11B11 + A12B21 A11B12 + A12B22 !
A21B11 + A22B21 A21B12 + A22B22
= Ã Ik Ok,n−k ! ,
On−k,k In−k
where as usual I denotes the unit matrix and O a zero matrix, with sizes
indicated by the subscripts involved.
1
To solve (2), we need to solve four matrix equations:
A11B11 + A12B21 = Ik (3)
A11B12 + A12B22 = Ok,n−k (4)
A21B11 + A22B21 = On−k,k (5)
A21B12 + A22B22 = In−k (6)
It follows from (4) and (5) that
B12 = −A−1A12B22 ,
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