Page 419 - Advanced Linear Algebra
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Tensor Products   403





                                          ²:!³ ~               ! ~             ! ~  ! ~ :!
                              [             [          [
                                             :           :    :
            and so :!  is symmetric. The reason for the factor  ° [  is that if   is a symmetric
                                                               #
            tensor, then     #~#  and so

                               :# ~          # ~       # ~ #
                                     [          [
                                                  :    :
            that is, the symmetrization map fixes all symmetric tensors. It follows that for

            any tensor !; ²= ³ ,

                                        :! ~ :!
                 :
            Thus,    is  idempotent  and  is therefore the projection map of  ;    ²  =  ³   onto

            im²:³ ~ :; ²= ³.
            The Determinant
            The universal property for antisymmetric multilinear maps has  the  following
            corollary.


            Corollary 14.20 Let   be a vector space of dimension   over a field  . Let
                              =
                                                                       -

            , ~ ²  ÁÃÁ  ³  be an ordered basis for   = . Then there is at most one


            antisymmetric  -linear form  ¢     =  d   ¦  -   for which

                                      ²  Á Ã Á   ³ ~


            Proof. According to the universal property for antisymmetric  -linear forms, for

            every  antisymmetric  -linear form     ¢  =  d   ¦  -   satisfying     ²     Á  Ã  Á        ³  ~  ,


            there is a unique linear map     ¢  =    ¦  -   for which
                                  ²  wÄw  ³ ~  ²  Á Ã Á   ³ ~

            But         has dimension   and so there is only one linear map  ¢       =    =  ¦  -

            with   ²  wÄw  ³ ~   .  Therefore,  if   and   are two such forms, then




                       ~    ~  , from which it follows that
                                    ~    k ! ~         k ! ~               …
            We now wish to construct an antisymmetric form  ¢ =  d   ¦ -  , which is unique
            by the previous theorem. Let   be a basis for  . For any    #  =  , write  #  ´  µ  8Á   for
                                                 =
                                    8
            the  th coordinate of the coordinate matrix  #  ´  µ  8 . Thus,

                                      #~     ´#µ    8 Á

            For clarity, and since we will not change the basis, let us write ´#µ     for ´#µ Á  8  .
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