Page 186 - 35Linear Algebra
P. 186

186                                                                                 Determinants


                            8.4     Properties of the Determinant


                            We now know that the determinant of a matrix is non-zero if and only if that
                            matrix is invertible. We also know that the determinant is a multiplicative
                            function, in the sense that det(MN) = det M det N. Now we will devise
                            some methods for calculating the determinant.
                               Recall that:

                                                        X           1     2        n
                                              det M =       sgn(σ)m     m    · · · m  .
                                                                    σ(1)  σ(2)     σ(n)
                                                         σ

                               A minor of an n × n matrix M is the determinant of any square matrix
                            obtained from M by deleting one row and one column. In particular, any
                                    i
                            entry m of a square matrix M is associated to a minor obtained by deleting
                                    j
                            the ith row and jth column of M.
                               It is possible to write the determinant of a matrix in terms of its minors
                            as follows:



                                                   X
                                       det M =        sgn(σ) m 1   m 2 σ(2)  · · · m n
                                                               σ(1)
                                                                              σ(n)
                                                    σ
                                                      X         1   2         n
                                                     1
                                               = m
                                                     1    sgn(/ σ ) m 1  · · · m 1
                                                                              / σ (n)
                                                                    / σ (2)
                                                       / σ 1
                                                      X
                                                                2
                                                                                    n
                                                                          3
                                                                    2
                                               + m   1 2  sgn(/ σ ) m 2 m 2    · · · m 2
                                                                          / σ (3)
                                                                                    / σ (n)
                                                                    / σ (1)
                                                       / σ 2
                                                      X         3
                                                                                          n
                                                                    2
                                                                                 4
                                                                          3
                                               + m   1 3  sgn(/ σ ) m 3 m 3 m 3      · · · m 3
                                                                    / σ (1)
                                                                          / σ (2)
                                                                                 / σ (4)
                                                                                          / σ (n)
                                                       / σ 3
                                               + · · ·
                                                k
                            Here the symbols / σ refers to the permutation σ with the input k removed.
                            The summand on the j’th line of the above formula looks like the determinant
                            of the minor obtained by removing the first and j’th column of M. However
                                                               j
                            we still need to replace sum of / σ by a sum over permutations of column
                            numbers of the matrix entries of this minor. This costs a minus sign whenever
                                                                                                  1
                            j −1 is odd. In other words, to expand by minors we pick an entry m of the
                                                                                                  j
                            first row, then add (−1)  j−1  times the determinant of the matrix with row i
                            and column j deleted. An example will probably help:
                                                      186
   181   182   183   184   185   186   187   188   189   190   191