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Linear Algebra




                    Notes
                                   Then   =   E j  and
                                           j
                                                                     T
                                                           f(T)  =   f ( ) E j
                                                                  j
                                                                     c
                                                               =    f ( )E j
                                                                      j
                                                                  j
                                                               =   bE j
                                                                  j
                                   Hence,
                                                             2
                                                                          2    2
                                                                     c
                                                   f
                                                     c
                                                  ( ( ) b )E j  =   f  ( ) b  E j
                                                                      j
                                                     j
                                                 j                j
                                                               = 0.
                                   Therefore, f(c ) = b or E  = 0. By assumption,    0, so there exists an index i such that E    0. It
                                             j       j                                                   i
                                   follows that f(c ) = b and hence that f(S) is the spectrum of f(T). Suppose, in fact, that
                                              i
                                                            f(S) = {b , ... , b }
                                                                  1     r
                                   where b    b  when m   n. Let X  be the set of indices i such that 1   i   k and f(c ) = b . Let P  =   E i
                                         m  n              m                                   i  m     m
                                                                                                           j
                                   the sum being extended over the indices i in X . Then P  is the orthogonal projection of V on the
                                                                       m       m
                                   subspace of characteristic vectors belonging to the characteristic value b  of f(T), and
                                                                                            m
                                                                   r
                                                            f(T) =    b P
                                                                      m m
                                                                  m  1
                                   is the spectral resolution of f(T).
                                                                                               –1
                                   Now suppose U is a unitary transformation of V onto V' and that T’ = UTU . Then the equation
                                                            T  = C
                                   holds if and only if
                                                          T'U  = cU .

                                   Thus S is; the spectrum of T', and U maps each characteristic subspace for T onto the corresponding
                                   subspace for T'. In fact, using (2), we see that

                                                             T' =   c E  ,  E j  UE U  1
                                                                    j j
                                                                                j
                                                                  j
                                   is the spectral resolution of T'. Hence
                                                                     c
                                                           f(T’) =   f ( )E j
                                                                      j
                                                                  j
                                                                            1
                                                               =    f ( )UE U
                                                                     c
                                                                          j
                                                                      j
                                                                  j
                                                                               1
                                                               = U    f  ( )E  ) U
                                                                       c
                                                                        j  j
                                                                    j
                                                               = Uf(T) –1


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