Page 419 - 35Linear Algebra
P. 419

G.12 Diagonalization                                                                          419


                   Note that

                                                           ~e 2 X .
                                                  ~x = ~e 1
                   Also lets call

                                                           ~e 2 V .
                                                  ~v := ~e 1
                   Now the matrix M is the matrix of some linear transformation L in the basis
                   of the engineers. Lets convert it to the basis of the nutritionists:

                                             s                s               s
                                       ~  ~                ~e 2 P       ~e 1
                              L~x = L f 1  f 2    = L ~e 1          =       MP      .
                                               f                 f      ~e 2     f
                   Note here that the linear transformation on acts on vectors -- these are the
                   objects we have written with a~ sign on top of them. It does not act on columns
                   of numbers!
                      We can easily compute MP and find
                                                      1
                                              1    1   −      2       0  1
                                      MP =               λ 1     =    3     .
                                              2  −1         −1      −    5
                                                         λ            λ
                   Note that P  −1 MP is the matrix of L in the nutritionists basis, but we don’t
                   need this quantity right now.
                      Thus the last task is to solve the system, lets solve for sugar and fruit.
                   We need to solve

                                               s       0  1    s     27
                                         MP       =    3          =       .
                                               f     −    5    f      0
                                                       λ
                   This is solved immediately by forward substitution (the nutritionists basis
                   is nice since it directly gives f):
                                               f = 27  and  s = 45λ .


                   2 × 2 Example

                   Lets diagonalize the matrix M from a previous example


                                       Eigenvalues and Eigenvectors: 2 × 2 Example







                                                          4  2
                                                    M =
                                                          1  3
                   We found the eigenvalues and eigenvectors of M, our solution was

                                                   2                      1
                                      λ 1 = 5, v 1 =   and λ 2 = 2, v 2 =    .
                                                   1                    −1
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