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402              Chapter 5                    Norms, Inner Products, and Orthogonality

                                  5.10.11. An algebraic group is a set G together with an associative operation
                                           between its elements such that G is closed with respect to this operation;
                                           G possesses an identity element E (which can be proven to be unique);
                                           and every member A ∈G has an inverse A #  (which can be proven to
                                           be unique). These are essentially the axioms (A1), (A2), (A4), and (A5)
                                           in the definition of a vector space given on p. 160. A matrix group is
                                           a set of square matrices that forms an algebraic group under ordinary
                                           matrix multiplication.
                                              (a) Show that the set of n × n nonsingular matrices is a matrix
                                                  group.
                                              (b) Show that the set of n × n unitary matrices is a subgroup of
                                                  the n × n nonsingular matrices.
                                                                        5  α  α       6
                                              (c) Show that the set G =           α  =0  is a matrix group.

                                                                          α  α
                                                  In particular, what does the identity element E ∈G look like,
                                                  and what does the inverse A #  of A ∈G look like?
                                  5.10.12. For singular matrices, prove that the following statements are equivalent.
                                              (a)  A is a group matrix (i.e., A belongs to a matrix group).
                                              (b)  R (A) ∩ N (A)= 0.
                                              (c)  R (A) and N (A) are complementary subspaces.
                                              (d)  index(A)=1.
                                              (e) There are nonsingular matrices Q n×n and C r×r such that

                                                                          0
                                                         −1
                                                                   C r×r
                                                        Q   AQ =             ,  where  r = rank (A).
                                                                     0    0
                                  5.10.13. Let A ∈G for some matrix group G.
                                              (a) Show that the identity element E ∈G is the projector onto
                                                  R (A) along N (A)by arguing that E must be of the form
                                                                                 0
                                                                   E = Q   I r×r    Q −1 .
                                                                            0    0
                                              (b) Show that the group inverse of A (the inverse of A in G )
                                                  must be of the form
                                                                             −1
                                                                            C    0    −1
                                                                    #
                                                                  A = Q              Q   .
                                                                             0   0
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