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7.2:  Inner  Product  Spaces             209

        14.  Show  that  the  vector  equation  of  the  plane  through  the
        point  (xo,  yo,  ZQ) with  normal  vector  N  is

                                        T
                               {X  -  X 0) N  =  0

        where  X  and  XQ are  the  vectors  with  entries  x,  y,  z  and  xo,
        y 0,  z 0,  respectively.
        15.  Prove the  Cauchy-Schwartz   Inequality  for  complex  scalar
                       n
        products  in  C .
        16.  Prove the  Triangle Inequality  for  complex  scalar  products
            n
        i n C .
        17.  Establish  the  following  expression  for  the  vector  triple
                     3
        product  in  R :  X  x  (Y  x  Z)  =  (X  •  Z)Y  -  (X  •  Y)Z.  [Hint:
        note  that  the  vector  on  the  right  hand  side  is  orthogonal  to
        to  both  X  and  Y  x  Z.\



        7.2  Inner   Product    Spaces

             We  have  seen  how to  introduce  the  notion  of  orthogonal-
                                  n        n
        ity  in the  vector  spaces  R  and  C  for  arbitrary  n.  But  what
        about  other  vector  spaces such  as vector  spaces  of polynomials
        or  continuous  functions?  It  turns  out  that  there  is  a  general
        concept  called  an  inner  product  which  is  a  natural  extension
                                              n
        of  the  scalar  products  in  R  n  and  C .  This  allows  the  intro-
        duction  of  orthogonality  in  arbitrary  real  and  complex  vector
        spaces.
             Let  V  be  a  real  vector  space, that  is,  a  vector  space  over
        R.  An  inner  product  on  V  is a  rule  which  assigns to  each  pair
        of  vectors  u  and  v  of  V  a  real  number  <  u,  v  >,  their  inner
        product,  such that  the  following  properties  hold:

             (i)  <  v,  v  >  >  0  and  <  v,  v  >  =  0  if  and  only  if  v  =  0;
             (ii)  <  u,  v  >  =  <  v,  u  >;
             (iii)<  cu  + dv,  w  >=  c <  u, w  >  +  <i <  v, w  >  .
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