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250    CHAPTER 8  Determinants

                                 Proof  Conclusion (1) follows from the observation that each term in the sum of equation (8.1)
                                 is a product of matrix elements, one element from each row and one from each column. We
                                                                         t
                                 therefore obtain the same terms from both A and A .
                                    The reason for conclusion (2) is that a zero row or column puts a zero factor in each term of
                                 the defining sum in equation (8.1).
                                    Conclusion (3) states that interchanging two rows, or two columns, changes the sign of the
                                 determinant. We will illustrate this for the 3 × 3 case. Let A =[a ij ] be 3 × 3 matrix and let
                                 B =[b ij ] be formed by interchanging rows one and three of A. Then

                                                           b 11 = a 31 ,b 12 = a 32 ,b 13 = a 33 ,
                                                           b 21 = a 21 ,b 22 = a 22 ,b 23 = a 23 ,

                                 and

                                                           b 31 = a 11 ,b 32 = a 12 ,b 33 = a 13 .


                                 From Example 8.1,

                                                       |B|= b 11 b 22 b 33 − b 11 b 23 b 32 + b 12 b 23 b 31

                                                          =−b 12 b 21 b 33 + b 13 b 21 b 32 − b 13 b 22 b 31
                                                          = a 31 a 22 a 13 − a 31 a 23 a 12 + a 32 a 23 a 11
                                                          =−a 32 a 21 a 13 + a 33 a 21 a 12 − a 33 a 22 a 11
                                                          =−|A|.

                                    Conclusion (4) follows immediately from (3). Form B from A by interchanging the two
                                 identical rows or columns. Since A = B, |A|=|B|. But by (3), |A|=−|B|=|A|. Then |A|= 0.
                                    Conclusion (5) is true because multiplying a row or column of A by α puts a factor of α in
                                 every term of the sum (8.1) defining the determinant.
                                    Conclusion (6) follows from (2) if α =0, so suppose that α  =0. Now the conclusion follows
                                 from (4) and (5). Suppose that row k of A is α times row i.Form B from A by multiplying
                                 row k by 1/α. Then B has two identical rows, hence zero determinant by (4). But by (5), |B|=
                                 (1/α)|A|= 0, so |A|= 0.
                                    Conclusion (7) follows by replacing each a kj in the defining sum (8.1) with b kj + c kj .Note
                                 here that k is fixed, so only one factor in each term of (8.1) is replaced. In particular, generally
                                 the determinant of a sum is not the sum of the determinants. Conclusion (7) also holds if each
                                 element of a specified column is written as a sum of two terms.
                                    Conclusion (8) follows from (4) and (7). To see this we will deal with rows to be specific.
                                 Suppose α times row i is added to row k of A to form D. On the right side of equation (8.2),
                                 replace each b kj with αa ij , and each c kj with a kj , resulting in the following:

                                                   ⎛                                 ⎞
                                                        a 11     a 12   ···     a 1n
                                                   ⎜    ···      ···    ···     ···  ⎟
                                                   ⎜                                 ⎟
                                                   ⎜                    ···          ⎟
                                                        a i1     a i2           a in
                                                   ⎜                                 ⎟
                                                D =  ⎜  ···      ···    ···     ···  ⎟
                                                   ⎜                                 ⎟
                                                   ⎜                                 ⎟
                                                     αa i1 + a k1  αa i2 + a k2  ··· αa in + a kn
                                                   ⎜                                 ⎟
                                                        ···      ···    ···     ···
                                                   ⎝                                 ⎠
                                                        a n1     a n2   ···     a in
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                                   October 14, 2010  14:26  THM/NEIL   Page-250        27410_08_ch08_p247-266
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