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256    CHAPTER 8  Determinants

                                 This method, called expansion by cofactors, can be used recursively until we have determinants
                                 of small enough size to be easily evaluated.
                                    Choose a row k of A =[a ij ]. An extension of property (7) of determinants from Section 8.1
                                 enables us to write

                                                         a 11   ··· ···         a 11   ··· ···
                                                            a 12        a 1n       a 12        a 1n
                                                         .   .   .   .          .   .   .   .


                                                         . .  . .  . .  . .  .      . .  . .  . .  . .  .
                                                                         .
                                                                                                .
                                                                                                .
                                                                         .

                                           |A|=|[a ij ]| = a k1  a k2  ··· ···  a kn = a k1  0  ··· ···  0



                                                         .   .   .   .          .   .   .   .

                                                         . .  . .  . .  . .  .      . .  . .  . .  . .  .
                                                                                                .
                                                                         .
                                                                                                .
                                                                         .


                                                       a n1  a n2  ··· ··· a nn  a n1  a n2  ··· ··· a nn

                                                         ··· ···                    ··· ···
                                                 a 11                        a 11
                                                    a 12         a 1n           a 12        a 1n


                                                 .   .   .    .              .   .   .   .
                                                 . .  . .  . .  . .  .       . .  . .  . .  . .  .
                                                                  .
                                                                                             .
                                                                  .
                                                                                             .

                                             + 0    a k2  ··· ···  0 + ··· + 0  0   ··· ···  a kn .





                                                 .   .   .    .              .   .   .   .
                                                 . .  . .  . .  . .  .       . .  . .  . .  . .  .
                                                                  .
                                                                                             .
                                                                  .
                                                                                             .


                                                a n1  a n2  ··· ··· a nn   a n1  a n2  ··· ··· a nn
                                 Each of the n determinants on the right has a row with exactly one possibly nonzero element,
                                 and can be expanded by that element, as in Section 8.2. To write this expansion, define the minor
                                 of a ij to be the determinant of the n − 1 × n − 1 matrix formed by deleting row i and column j
                                 of A. This minor is denoted M ij .The cofactor of a ij is the number (−1) i+ j  M ij . Now this sum of
                                 determinants gives us the following theorem.
                           THEOREM 8.2   Cofactor Expansion by a Row
                                 For any k with 1 ≤ i ≤ n.
                                                                  n
                                                                       k+ j
                                                            |A|=   (−1)   a kj M kj .                    (8.4)
                                                                 j=1
                                    Equation (8.4) states that the determinant of A is the sum, along any row k, of the matrix ele-
                                 ments of that row, each multiplied by its cofactor. This holds for any row of the matrix, although
                                 of course this sum is easier to evaluate if we choose a row with as many zero elements as possi-
                                 ble. Equation (8.4) is called expansion by cofactors along row k. If we write out a few terms for
                                 fixed k we get
                                              |A|= (−1) k+1 a k1 M k1 + (−1) k+2 a k2 M k2 + ··· + (−1) k+n a kn M kn .
                         EXAMPLE 8.4
                                 Let
                                                                 ⎛            ⎞
                                                                   −6   3    7
                                                              A = ⎝ 12  −5 −6 ⎠
                                                                    2   4   −6
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                                   October 14, 2010  14:26  THM/NEIL   Page-256        27410_08_ch08_p247-266
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