Page 278 - DMTH502_LINEAR_ALGEBRA
P. 278

Linear Algebra




                    Notes          2.  As shown by example 2, in an arbitrary ordered basis , the relation between [T]  and [T*]
                                                                                                             
                                       is more complicated than that given in the corollary above.

                                          Example 3: Let V be C , the space of complex n × 1 matrices, with inner product (X/Y) =
                                                          n×1
                                   Y * X. If A is an n × n matrix with complex entries, the adjoint of the linear operator X   AX is
                                   the operator X   A * X. For
                                                          (AX Y) = Y*AX = (A*Y)*X = (X A*Y)


                                          Example 4: This is similar to Example 3. Let V be C n × n  with the inner product (A B) =
                                   tr (B*A). Let M be a fixed n × n matrix over C. The adjoint of left multiplication by M is left
                                   multiplication by M*. Of course, ‘left multiplication by M’ is the linear operator L  defined by
                                                                                                     M
                                   L  (A) = MA.
                                    M
                                                        (L (A) B) = tr (B* (MA))
                                                          M
                                                                 = tr (MAB*)
                                                                 = tr (AB*M)

                                                                 = tr (A(M*B)*)
                                                                 = (A L * (B)).
                                                                      M
                                   Thus (L )* = L . In the computation above, we twice used the characteristic property of the trace
                                         M    M*
                                   function: tr (AB) = tr (BA).

                                          Example 5: Let V be the space of polynomials over the field of complex numbers, with
                                   the inner product.

                                                                     1
                                                             (f g) =  f  ( ) ( ) .
                                                                       t
                                                                           dt
                                                                          t
                                                                        g
                                                                    0
                                                         k
                                   If f is a polynomial, f =  a x , we let  f  a x  k .  That is,  f  is the polynomial whose associated
                                                        k             k
                                   polynomial function is the complex conjugate of that for f:
                                                                     t
                                                            f  ( ) =  f ( ),  t  real
                                                              t
                                   Consider the operator ‘multiplication by f,’ that is, the linear operator M  defined by M (g) = fg.
                                                                                             f          f
                                   Then this operator has an adjoint, namely, multiplication by  f  For
                                                                                     .
                                                         (M(g) h) = (fg h)
                                                           f
                                                                     1
                                                                       t
                                                                        g
                                                                           h
                                                                             t
                                                                          t
                                                                 =    f ( ) ( ) ( )dt
                                                                    0
                                                                     1
                                                                 =   g ( )[ ( ) ( )]dt
                                                                       t
                                                                             t
                                                                           t
                                                                         f
                                                                            h
                                                                    0
                                                                 = (g fh )
                                                                         h
                                                                 = (g M  f  ( ))
                                   and so  (M  )*  M  .
                                           f     f
          272                               LOVELY PROFESSIONAL UNIVERSITY
   273   274   275   276   277   278   279   280   281   282   283