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36             Chapter  Two:  Systems  of  Linear  Equations

                (vii)  Examine  equations  3  through  m  and  find  the  first
           one that  involves  an  unknown  other  than  x\  and  Xi 2,  say  x i3.
           By  interchanging  equations  we  may  assumethat   Xi 3  actually
           occurs  in  equation  3.

                The  next  step  is to  make the  coefficient  of  x i3  equal to  1,
           and then to eliminate  Xi 3  from  equations  4 through  m,  and  so
           on.
                The  elimination  procedure  continues  in this manner,  pro-
           ducing  the  so-called  pivotal  unknowns  xi  =  x ix,  x i2,  ...,  Xi r,
           until  we  reach  a  linear  system  in  which  no  further  unknowns
           occur  in the equations  beyond the rth.  A linear  system  of this
           sort  is  said  to  be  in  echelon  form;  it  will  have  the  following
           shape.

                                      +        • • •  +  * x n  = *
                       Xi 1  -f-  #  Xi 2
                                      +        •  •  •  +  * x n  = *
                                Xi 2
                    <                 •Ei r  i  '  ' '  "T  *  X n  —  *
                                                       0      =  *


                     K                                 0      =  *

           Here  the  asterisks  represent  certain  scalars  and  the  ij  are  in-
                                                           n
           tegers  which  satisfy  1 =  i\  < %2  <  •••  < r  < -  The  unknowns
                                                      i
           Xi.  for  j  =  1 to  r  are  the  pivots.
                Once  echelon  form  has  been  reached,  the  behavior  of  the
           linear  system  can  be  completely  described  and  the  solutions
           -  if  any  -  obtained  by  back  substitution,  as  in  the  preceding
           examples.   Consequently   we  have  the  following  fundamental
           result  which describes the possible behavior  of a linear  system.

           Theorem     2.1.2
           (i)  A  linear  system  is  consistent  if  and  only  if  all the  entries  on
           the  right  hand  sides  of  those  equations  in  echelon form  which
           contain  no  unknowns  are  zero.
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