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464    MATRIX OPERATIONS/PROPERTIES
           with
                                            K

                                      c mn =   a mk b kn                (B.2.2)
                                            k=1

           (cf) For this multiplication to be done, the number of columns of A must equal the
               number of rows of B.
           (cf) Note that the commutative law does not hold for the matrix multiplication, that is,
               AB  = BA.



           B.3 DETERMINANT

           The determinant of a K × K (square) matrix A = [a mn ]isdefined by
                                 K                     K
                                          k+n                    m+k
                  det(A) =|A|=     a kn (−1)  M kn  or    a mk (−1)  M mk (B.3.1)
                                k=0                   k=0
                            for any fixed 1 ≤ n ≤ K or 1 ≤ m ≤ K

           where the minor M kn is the determinant of the (K − 1) × (K − 1) (minor)
           matrix formed by removing the kth row and the nth column from A and A kn =
           (−1) k+n M kn is called the cofactor of a kn .
              In particular, the determinants of a 2 × 2matrix A 2×2 and a 3 × 3matrix
           A 3×3 are
                                   2

                          a                 k+n
            det(A 2×2 ) =    11 a 12    =  a kn (−1)  M kn = a 11 a 22 − a 12 a 21  (B.3.2)
                        a 21 a 22

                                  k=1

                          a
                         11 a 12 a 13       a            a              a
            det(A 3×3 ) = a 21 a 22 a 23 = a 11    22 a 23    − a 12    21 a 23    + a 13    21 a 22


                                          a 32 a 33     a 31 a 33     a 31 a 32

                        a 31 a 32 a 33

                    = a 11 (a 22 a 33 − a 23 a 32 ) − a 12 (a 21 a 33 − a 23 a 31 ) + a 13 (a 21 a 32 − a 22 a 31 )
                                                                         (B.3.3)
           Note the following properties.
              ž If the determinant of a matrix is zero, the matrix is singular.
              ž The determinant of a matrix equals the product of the eigenvalues of a
                matrix.
              ž If A is upper/lower triangular having only zeros below/above the diag-
                onal in each column, its determinant is the product of the diagonal ele-
                ments.
                                                           −1
                    T
              ž det(A ) = det(A);det(AB) = det(A)det(B);det(A ) = 1/det(A)
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