Page 63 - Statistics and Data Analysis in Geology
P. 63

Matrix Algebra

             elements are the reciprocals of  the corresponding elements of  the original matrix.
             Considering the 3 x 3 matrix, A,

                                              -1
                               611  0    0         lla11    0

                                         633         0      0    1/63
                 Certain combinations of  otherwise complicated operations become very sim-
             ple when the matrices involved are diagonal matrices.  For  example, consider the
             multiplication
                                            A-IA1/2  = A-112

                 If A is 3 x 3, the product is







                 In some applications, the inverse may not be required, but only the solutions
             to a set of  simultaneous equations.  In the handworked  example, we wanted the
             values of the matrix X in the equation






             To find this, we inverted A and then postmultiplied A-l by B to give X. We could have
             instead found X directly by operating on B as A was transformed into an identity
             matrix.  To do this, we would utilize what is called an augmented matrix that has
             one more column than it has rows. The column vector, B, then occupies the (n + 1)
             column of  the matrix, and the remaining (n n) part is inverted.  Repeating the
                                                       x
             same problem:

                                  Matrices A and B are combined in an n x (n + 1) matrix.
                              381
                   10  30    110
                   1.0  2.5         Row one is divided by 4 and row two is divided by 10.
                   1.0  3.0   11.0

                   1.0  2.5   9.5 1   Row one is subtracted from row two.
                   0.0  0.5   1.5


                                    Row two is multiplied by 5 and the product is subtracted
                   0.0  0.5         from row one.
               5. [     Orno 1

                   0.0  1.0         Rowtwois dividedby0.5.

              So, the (n + 1) column of  the augmented matrix contains the solution to the si-
             multaneous equation set, and our original matrix has been replaced by an identity
             matrix.

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