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Eigenvectors



                                                  x 1     x 2       1     1
                                         X λ =  2 =  x 2  =  x 2  =  x 2 1  =  1                      (5.168)

                                                  x 3    2x 2       2     2

                  Finally, for λ =  3 , we obtain x =  – x 2 , and x =  x 2 . Then, an eigenvector for λ =  3  is
                                                              3
                                                1
                                                 x 1    – x 2     – 1     – 1
                                        X λ =  3 =  x 2  =  x 2  =  x 2  1  =  1                      (5.169)
                                                 x 3     x 2       1       1

               c. We find the unit eigenvectors by dividing the components of each vector by the square root of
                  the sum of the squares of the components. These are:


                                                           2
                                                       2
                                                                2
                                                      2 +  1 +  3 =   14
                                                        2
                                                            2
                                                                2
                                                      1 +  1 +  2 =   6
                                                             2
                                                                  2
                                                      – (  1 )  2 + 1 +  1 =  3
                   The unit eigenvectors are

                                          2                      1                      – 1
                                         ----------              -------               -------
                                          14                      6                      3
                                          1
                                                                                        1
                                                                 1
                           Unit X λ =  1 =  ----------  Unit X λ =  2 =  -------  Unit X λ =  3 =  -------  (5.170)
                                          14                      6                      3
                                                                                        1
                                                                 2
                                          3
                                         ----------              -------               -------
                                          14                      6                      3
                   We observe that for the first unit eigenvector the sum of the squares is unity, that is,
                                                         3
                                                1
                                      2
                                                                       1
                                                                           9
                                                                  4
                                    ⎛  ----------  ⎞  2  +  ⎛  ---------- ⎞  2  +  ⎛  ---------- ⎞  2  =  ------ +  ------ +  ------ =  1  (5.171)
                                    ⎝  14  ⎠  ⎝  14 ⎠  ⎝  14 ⎠   14   14   14
                   and the same is true for the other two unit eigenvectors in (5.170).










               Numerical Analysis Using MATLAB® and Excel®, Third Edition                              5−41

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