Page 420 - 35Linear Algebra
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420                                                                                Movie Scripts


                            So we can diagonalize this matrix using the formula D = P   −1 MP where P =
                            (v 1 , v 2 ). This means

                                                      2   1        −1     1  −1  −1
                                                P =           and P   = −
                                                      1  −1               3  −1    2
                            The inverse comes from the formula for inverses of 2 × 2 matrices:
                                                −1

                                          a  b         1      d −b
                                                  =                  , so long as ad − bc 6= 0.
                                          c  d       ad − bc  −c   a
                            So we get:

                                                   1  −1   −1   4  2    2   1      5  0
                                             D = −                             =
                                                   3  −1    2   1  3    1  −1      0  2
                               But this does not really give any intuition into why this happens. Let look

                                                                                                      x
                            at what happens when we apply this matrix D = P  −1 MP to a vector v =      .
                                                                                                      y

                                                                    x
                            Notice that applying P translates v =      into xv 1 + yv 2 .
                                                                    y

                                                      x               2x + y
                                             P  −1 MP      =  P  −1 M
                                                      y                x − y

                                                                       2x       y
                                                                −1
                                                           =  P   M        +
                                                                        x     −y

                                                                         2          1
                                                                −1
                                                           =  P    x M      + y M
                                                                         1         −1
                                                           =  P  −1  [x Mv 1 + y Mv 2 ]
                               Remember that we know what M does to v 1 and v 2 , so we get
                                             P −1 [x Mv 1 + y Mv 2 ]  = P −1 [xλ 1 v 1 + yλ 2 v 2 ]
                                                                  =  5x P −1 v 1 + 2y P −1 v 2

                                                                          1        0
                                                                  =  5x     + 2y
                                                                          0        1

                                                                       5x
                                                                  =
                                                                       2y

                                                                                              1        0
                            Notice that multiplying by P  −1  converts v 1 and v 2 back in to    and
                                                                                              0        1
                            respectively. This shows us why D = P  −1 MP should be the diagonal matrix:

                                                             λ 1  0      5  0
                                                       D =           =
                                                             0   λ 2     0  2


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