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146                                                                                      Matrices


                            Example 92 Continuing from the previous example,


                                                            1 1          1 0
                                                     M =          , N =         .
                                                            0 1          1 1
                            so

                                                           2 1              1 1
                                                  MN =           6= NM =           .
                                                           1 1              1 2
                            However, tr(MN) = 2 + 1 = 3 = 1 + 2 = tr(NM).

                               Another useful property of the trace is that:

                                                            tr M = tr M T

                            This is true because the trace only uses the diagonal entries, which are fixed
                            by the transpose. For example,

                                                                                T
                                                 1 1              1 2           1 2
                                             tr         = 4 = tr         = tr           .
                                                 2 3              1 3           1 3
                            Finally, trace is a linear transformation from matrices to the real numbers.
                            This is easy to check.


                            7.4     Review Problems


                            Webwork: Reading Problems          2    , 3   , 4

                               1. Compute the following matrix products

                                                                                               1
                                                                                             
                                                          4    1  
                                                                                               2
                                          1 2 1       −2        −                            
                                                             3    3                          

                                                                    ,
                                        4 5 2  2 −        5 3  2         1 2 3 4 5 3 ,
                                                                                             
                                        
                                                  
                                                                  3
                                                                                             
                                          7 8 2       −1     2 −1                           4
                                                                                               5
                                   
                                    1
                                                                                                 
                                    2
                                                              1 2 1       −2     4  −  1    1 2 1
                                                                                   3     3
                                   
                                                                                  5
                                  3 1 2 3 4 5 ,             4 5 2  2 −        3     2          
                                                                                           4 5 2 ,
                                   
                                                                         
                                                              
                                                                                         3
                                   
                                                                7 8 2       −1     2 −1       7 8 2
                                  4
                                    5
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