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Linear Algebra




                    Notes          where a, b, c are arbitrary scalars in F. Finally let W  be the subset of V consisting of all matrices
                                                                           2
                                   of the form
                                                                       a  0
                                                                       0 b
                                   where a, b are arbitrary scalars in F. Then W , W  are subspaces of V.
                                                                      1  2

                                          Example 7:  The solution space of a system of homogeneous linear equations. Let us
                                   consider the simultaneous equations involving n unknown x ’s.
                                                                                    i
                                          a x  a x  ... a x  0
                                           11 1  12  2  1n n
                                          a x  a x 2  ... a x  0
                                                22
                                                        2n n
                                           21 1
                                          .      .      .
                                          .      .      .
                                          .      .      .
                                          .      .      .
                                          .      .      .
                                          a x   a x  ... a x  0
                                           m 1 1  m 2  2  mn n
                                   In matrix form we write the equation as

                                          AX = 0
                                   where A is a m × n matrix over the field F as all  a ij  A for i = 1 to m and j = 1 to n. Then the set of
                                   all n × 1 matrices X over the field such that
                                          AX = 0
                                   is a subspace of the space of all n × 1 matrices over F. To prove this we must show that
                                          A(ax + y) = 0

                                   when   AX = 0 and AY = 0.
                                   and C is an arbitrary scalar in F.
                                   Consider a matrix A an m × n matrix over F and B and C are n × p matrices over F, then

                                       A(a B + C) = a (AB) + AC
                                   for each scalar a in F. Now

                                    A aB C            A aB C
                                            ij         ik     kj
                                                    k

                                                      aA B   A C
                                                        ik  kj  ik  kj
                                                    k

                                                   a  A B kj   A C kj
                                                                ik
                                                        ik
                                                     k       k
                                                   a AB    AC
                                                       ij     ij
                                                   aAB AC
                                                           ij




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