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Unit 11: The Double Dual




                                                                                                Notes
                   –1
           T      = U TU
             '         
                       = U –1  T  U
                                                                               ...(25)
                       = U  –1  T    U  
                    
          and this is precisely the change-of-basis formula which we derived earlier.

          Self Assessment

          3.   Let V be a finite dimensional vector space over the field F and let T be a linear operator on
               V. Let C be a scalar and suppose there is a non-zero vector  in V such that  T  c  . Prove
               that there is a non-zero linear functional F on V such that  'T f  cf  .
          4.   For all A, B matrices in F , prove that–
                                   m
               (a)   A ' ' A
               (b)  A B  ' A B '
                             '
               (c)   AB  ' B ' '
                            A
          11.3 Summary


              A vector   induces a linear functional  in V* and the mapping   L  is an isomorphism
               of V and V**.
              If T is the linear transformation from V into W then it also induces a transformation from
               W* into V* through its transpose.

              The alternate name of the transpose transformation is word adjoint transformation.

          11.4 Keywords

          Adjoint: T  is the transpose of T. This transformation T is often called the adjoint of T.
                  t
                                                      t
                                                                                t
          Transpose: If A is an m × n matrix over the field F, the transpose of A is n × m matrix A  defined
          by  A t ij  A ji .

          11.5 Review Questions

          1.   Let S be a set, F a field and V(S,F) the space of all functions from S into F:

                f  g x  f x  g x
                cf x  cf x  .


               Let W be any n-dimensional space of  V S ,F  . Show that there exists points  x 1  ,...,x in S
                                                                                  n
               and functions f  1 , ,..., f in W such that  f x  j  S ij .
                             f
                                  n
                             2
                                               i




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