Page 58 - Advanced Linear Algebra
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42    Advanced Linear Algebra



                                               )
                                           (
            1  )(Join of the family )    is the sum  join  of the family  :
                                 =
                                                           <
                                          =~     :
                                               0
            2  )(Independence of the family )  For each  0 ,
                                         p      s
                                     : q      :    ~ ¸ ¹

                                         q   £   t
            In this case, each   is called a direct summand  of  . If <  ~  ¸  :     Á  Ã  Á  :     ¹   is a
                           :
                                                      =
            finite family, the direct sum is often written
                                     =~ : l Ä l :
                                                               =
                                                           :
                                   ;
            Finally, if =~ : l ;  , then   is called a complement  of   in  .…
            Note that the condition in part 2)  of the previous definition is  stronger   than
            saying simply that the members of   are pairwise disjoint:
                                        <
                                        :q : ~ J


            for all  £ 0 .
            A word of caution is in order here: If   and   are subspaces of  , then we may
                                                ;
                                                                =
                                           :
            always say that the sum :b ;  exists. However, to say that the direct sum of :
            and   exists or to write : l ;  is to imply that : q ; ~ ¸ ¹ . Thus, while the
                ;
            sum of two subspaces always exists, the direct  sum of two subspaces does not
            always exist. Similar statements apply to families of subspaces of  .
                                                                 =
            The reader will be asked in a later chapter to show that the concepts of internal
                                                     (
                                                               )
            and external direct sum are essentially equivalent  isomorphic . For this reason,
            the term “direct sum” is often used without qualification.
            Once we have discussed the concept of a basis, the following theorem can be
            easily proved.

            Theorem 1.4 Any subspace of a vector space has a complement, that is, if   is a
                                                                        :
            subspace of  , then there exists a subspace   for which  =  ~  :  l  . ;  …
                                                ;
                      =
            It should be emphasized that a subspace generally has  many  complements
            (although they are isomorphic ). The reader can easily find examples of this in
            s .

            We can characterize the uniqueness part of the definition of direct sum in other
                                       :
                                             ;
            useful ways. First a remark. If   and   are distinct subspaces  of  =    and  if
            %Á &  : q ; , then the sum  % b & can be thought of as a sum of vectors from the
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