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Linear Algebra




                    Notes          5.  Let T be the unique linear operator on C  for which
                                                                        3
                                       T   = (1, 0, i), T   = (0, 1, 1,) T   = (i, 1, 0).
                                          1          2          3
                                       Is T invertible?

                                   7.4 Summary


                                      The  properties of linear transformations are important in understanding the properties of
                                       the vector space.
                                      The basis vectors play an important part in the study of linear transformations.

                                      It is also explained that not all transformations are linear.
                                      A linear transformation T from a vector space V to a vector space W, both over the same
                                       field is a mapping of V onto W such that for all  ,     V and for all a, b,   F,

                                                                                ( T
                                                              (a  b )T  ( a  Τ ) b   )
                                   7.5 Keywords

                                   Homomorphism: If every vector of W is in the range of H, H is said to be homomorphism of V
                                   onto W.
                                   Isomorphism: A one-to-one homomorphism H of V onto W is called an isomorphism. If such a
                                   mapping exists, V, and W are said to be isomorphic.
                                   Linear  Transformation:  If  T   is  a  linear  transformation  of  v  into  w  and  T   is  the  linear
                                                           1                                       2
                                   transformation of w into z space, then T  T  is a linear transformation of v into z.
                                                                   1  2
                                   7.6 Review Questions


                                   1.  Let T be a linear transformation on R  defined by
                                                                     3
                                       T(x , x , x ) = (3x , x  – x , 2x  + x  + x )
                                          1  2  3   1  1  2  1   2  3
                                       (a)  Is T invertible? If so, find a rule for T  like the one which defines T.
                                                                          –1
                                       (b)  Find the value of

                                              2
                                            (T  – I) (T – 3I) (x , x , x ).
                                                          1  2  3
                                   2.  Let C  be the complex vector space of 2 × 2 matrices with complex entries. Let
                                            2×2
                                                                        1   1
                                                                      B  4  4

                                       and let T be a linear operator on C  defined by
                                                                   2×2
                                                                   T(A) = BA – AB
                                       for any A  C . What is the rank of T?
                                                  2×2
                                                                
                                   3.  A transformation T on vector  V   of a vector space w is defined by
                                                                           
                                                                    T ( )  A V
                                                                     V
                                                           
                                       where the given vector  A    W and ‘x’ means the vector product. Find
                                                                             
                                                                         2
                                                                            V
                                                                   (T  2  A T ) ( ) .

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