Page 260 - Advanced Linear Algebra
P. 260

244    Advanced Linear Algebra



            Definition For a nonzero #=  , the unique operator / #  for which
                             /# ~ c#Á /$ ~ $ for all  $  º#» ž
                              #
                                        #
            is called a reflection  or a Householder transformation .…

            It is easy to verify that
                                               º%Á #»
                                    /% ~ % c        #
                                      #
                                               º#Á #»

            Moreover, / % ~c%  for % £   if and only if %~ #  for some   -   and so

                       #
            we can uniquely identify   by the behavior of the reflection on  .
                                                               =
                                 #
            If  /   is a reflection and if we extend   to an ordered orthonormal basis   for  ,
                                                                      8
                                                                           =
                                          # #
                      is the matrix obtained from the identity matrix by replacing the upper
            then ´/ µ # 8
            left entry by c  ,
                                        v  c           y
                                        x              {
                                 ´/ µ ~ x  # 8         {
                                                 Æ
                                        w               z
            Thus, a reflection is both unitary and Hermitian, that is,
                                       i
                                     /~ /    c
                                       #    #  ~ / #
            Given two nonzero vectors of equal length, there is precisely one reflection that
            interchanges these vectors.

            Theorem 10.16 Let #Á $  =   be distinct nonzero vectors of equal length. Then
            /                              # #c$  is the unique reflection sending   to   and   to  .
                                              $
                                                        #
                                                    $
                          $
                     #
            Proof. If )) ~  ) ) , then ²#c$³ ž ²#b$³  and so
                                   /    ² #c$  #  c  $  ³  ~  $  c  #
                                   /    ² #c$  #  b  $  ³  ~  #  b  $
            from which it follows that  /  ² #c$  #  ³  ~  $   and  /  ² #c$  $  ³  ~  #  . As to uniqueness,
            suppose  /   is a reflection for which / %  %  ²  #  ³  ~  $  . Since /  % c   ~  /  %  , we have
            /²$³ ~ # and so
              %
                                   /²# c $³ ~ c²# c $³
                                    %
                                     .…
            which implies that /~ / # %  c  $
            Reflections can be used to characterize unitary operators.

            Theorem 10.17 Let  =   be a finite-dimensional inner  product  space.  The
                                                 B

            following are equivalent for an operator  ²= ³ :
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