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7.7 Matrix Inverses  227


                                           It is easy to find matrices that have no inverse. For example, let

                                                                              10
                                                                         A =       .
                                                                              20
                                        Suppose

                                                                             a  b
                                                                        B =        .
                                                                             c  d
                                        is an inverse of A. Then

                                                                 10     a  b     a   b      10
                                                          AB =               =          =        ,
                                                                 20     c  d     2a  2b     01
                                        implying that
                                                                  a = 1,b = 0,2a = 0 and b = 1

                                        and this is impossible. On the other hand, some matrices do have inverses. For example,

                                                     21      4/7  −1/7      4/7   −1/7    21       10
                                                                        =                      =        .
                                                     14     −1/7   2/7      −1/7   2/7    14       01


                                          A matrix that has an inverse is called nonsingular. A matrix with no inverse is singular.



                                           A matrix can have only one inverse. For suppose that B and C are inverses of A. Then
                                                              B = BI n = B(AC) = (BA)C = I n C = C.
                                                                                −1
                                        In view of this, we will denote the inverse of A as A . Here are additional facts about nonsingular
                                        matrices and matrix inverses.


                                  THEOREM 7.15

                                        Let A be an n × n matrix. Then,
                                           1. I n is nonsingular and is its own inverse.
                                           2. If A and B are nonsingular n × n matrices, then so is AB. Further,
                                                                                −1
                                                                           −1
                                                                                   −1
                                                                       (AB) = B A .
                                        The inverse of a product is the product of the inverses in the reverse order. This extends to a
                                        product of any finite number of matrices.
                                                                   −1
                                           3. If A is nonsingular, so is A , and
                                                                           −1 −1
                                                                         (A ) = A.
                                        The inverse of the inverse is the matrix itself.
                                           4. If A is nonsingular, so is its transpose A , and
                                                                             t
                                                                          t −1
                                                                                 −1 t
                                                                        (A ) = (A ) .
                                        The inverse of a transpose is the transpose of the inverse.
                                           5. A is nonsingular if and only if A R = I n .
                                           6. A is nonsingular if and only if rank(A) = n.




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                                   October 14, 2010  14:23  THM/NEIL   Page-227        27410_07_ch07_p187-246
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