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Linear Transformations  65



            Change of Basis Matrices

            Suppose  that  8           and  9 ~²  Á Ã Á   ³  ~²  Á Ã Á   ³  are ordered bases for a


                      =
            vector space  . It is natural to ask how the coordinate matrices  #  ´  µ  8   and  #  ´  µ  9   are
            related. Referring to Figure 2.1,
                                            F n
                                      I B
                                             I (I ) -1
                                    V          C  B

                                      I C
                                             F n

                                        Figure 2.1

            the map that takes ´#µ 8   to ´#µ 9   is  8     9  ~   Á  9     c   and is called the change of basis
                                                8
                    (
                                                   )
            operator  or   change of coordinates  operator . Since    89Á   is an operator on

            - , it has the form   ( , where
                            (~ ²    ²  ³ “ Ä “   89 Á     89 ²  ³³
                                               Á

                              ~ ²   c  ²´  µ ³ “ Ä “    c  ²´  µ ³³

                                                  9
                                  9

                                          8 8
                                                          8 8
                              ~ ²´  µ “ Ä “ ´  µ ³³
                                    9


                                             9
            We denote   by  4  89  and call it the change of basis matrix  from   to  .
                                                                  8
                     (
                                                                      9
                            ,
            Theorem 2.12 Let  8             and   be ordered bases for a vector space

                                              9 ~²  Á Ã Á   ³
            =                                  ~ . Then the change of basis operator      89 Á  9 8 c   is an automorphism of  -    ,

            whose standard matrix is
                                 4 89,  ~ ²´  µ “Ä“´  µ ³³


                                            9
                                                     9
            Hence
                                      ´#µ ~ 4 8 9  9  ´#µ 8 Á
                        c
            and 4   ~ 98 Á  4  89 .…
                         ,
            Consider the equation
                                        (~ 4 89Á
            or equivalently,
                                   ( ~ ²´  µ “Ä“´  µ ³³

                                                   9
                                                    9
                                  (
                                                            (
                               (
            Then given any two of    an invertible  d         matrix Á  ) 8   an ordered basis for
            -          (an ordered basis for   - ) and    9     ), the third  component  is  uniquely
            determined by this equation. This is clear if   and   are given or if   and   are
                                                8
                                                                         9
                                                     9
                                                                   (
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