Page 24 - A Course in Linear Algebra with Applications
P. 24

8                   Chapter  One:  Matrix  Algebra


         This  has  coefficient  matrix


                         aii&n  +  ai2&2i  011612  +  012622^
                         «21&11 +  C122&21  ^21^12  +  ^22^22  /
          and represents  a change  of variables from  zi,  z 2  to xi,  x 2  which
         may   be thought  of  as the  composite  of the  original  changes  of
         variables.
              At  first  sight  this  new  matrix  looks  formidable.  However
          it  is  in  fact  obtained  from  A  and  B  in  quite  a  simple  fashion,
          namely  by the  row-times-column  rule.  For  example, the  (1,2)
          entry  arises  from  multiplying  corresponding  entries  of row  1  of
          A  and  column  2 of  B,  and  then  adding the  resulting  numbers;
         thus


                                    &12
                      (an     a 12)          Qll^l2  +  Oi2^22-
                                    ^22
          Other  entries  arise  in  a  similar  fashion  from  a  row  of  A  and  a
          column  of  B.
              Having made this observation,   we are  now ready to  define
          the  product  AB  where  A  is an  m  x n  matrix  and  B i s a n n x p
          matrix.  The  rule  is that  the  (i,j)  entry  of  AB  is obtained  by
          multiplying  corresponding  entries  of  row  i  of  A  and  column  j
          of  B,  and  then  adding  up  the  resulting  products.  This  is  the
          row-times-column   rule.  Now row i  of  A  and  column j  of B  are


                                                     /  bij  \
                                                       ->2j
                        an  a%2         a in)  and
                                                     \  b nj  /

          Hence  the  (i,j)  entry  of  AB  is


                                               -
                          Uilblj  +  CLi202j  +  •  • +  O-inbnj,
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