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Linear Algebra




                    Notes          But this contradicts the fact that V , … V  is a maximal collection of subspaces satisfying (i), (iii),
                                                              1    s
                                   and (2). Therefore, W = V, and since
                                                      x a  b
                                                  det          = (x – a)  + b 2
                                                                      2
                                                        b x a
                                   it follows from (i), (ii) and (iii) that
                                                                          2 s
                                                                      2
                                                      det (xI – T) = [(x – a)  + b ] .
                                   Corollary: Under the conditions of the theorem, T is invertible, and
                                                                         –1
                                                                  2
                                                                      2
                                                             T* = (a  + b ) T .
                                   Proof: Since
                                                    a  b   a b    a 2  b 2  0
                                                    b a    b a  =   0   a 2  b 2
                                   it follows from (iii) and (2) that TT* = (a  + b )I. Hence T is invertible and T* = (a  + b )T .
                                                                                                      2
                                                                   2
                                                                                                   2
                                                                                                         –1
                                                                      2
                                   Theorem 11: Let T be a normal operator on a finite-dimensional inner product space V. Then any
                                   linear operator that commutes with T also commutes with T*. Moreover, every subspace invariant
                                   under T is also invariant under T*.
                                   Proof: Suppose U is a linear operator on  V that commutes with T. Let E,  be the orthogonal
                                   projection of V on the primary component W  (1   j   k) of V under T. Then E  is a polynomial in
                                                                       j                        j
                                   T and hence commutes with U. Thus
                                                                   2
                                                           EUE = UE  = UE .
                                                            j  j   j    j
                                   Thus U(W ) is a subset of W . Let T  and U  denote the restrictions of T and U to W . Suppose I  is the
                                           j            j    j    j                              j        j
                                   identity operator on W . Then U  commutes with T , and if T  = c I , it is clear that U  also commutes
                                                     j      j             j      j  j j           j
                                        *
                                   with  T  =  c I . On the other hand, if T  is not a scalar multiple of I , then T  is invertible and there
                                            j j
                                        j
                                                                 j
                                                                                       j
                                                                                             j
                                   exist real numbers a  and b  such that
                                                   j    j
                                                                      2
                                                              *
                                                                         1
                                                            T j =  a  2 j  b T j .
                                                                      j
                                                               1
                                                                       1
                                   Since U T  = T U , it follows that  T U  U T j . Therefore U  commutes with  T  in both cases.
                                                                                                  *
                                         j  j  j  j           j  j   j             j              j
                                   Now T* also commutes with E , and hence W  is invariant under T*. Moreover for every   and
                                                           j          j
                                   in W
                                      j
                                                         (T | ) = (T | ) = ( |T* ) = ( | *T  ).
                                                          j                          j
                                   Since T*(W ) is contained in W , this implies  T  is the restriction of T* to W . Thus
                                                                        *
                                           j               j           j                       j
                                                          UT*  = T*U
                                                              j      j
                                   for every   in W . Since V is the sum of W , …, W , it follows that
                                            j   j                   1     k
                                                          UT*  = T*U
                                   for every   in V and hence that U commutes with T*.
                                   Now suppose W is a subspace of V that is invariant under T, and let Z  = W   W . By the corollary
                                                                                         j       j
                                   to Theorem 9, W =   Z j . Thus it suffices to show that each Z  is invariant under  *T . This is clear
                                                   j                              j                l
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