Page 145 - Matrices theory and applications
P. 145

7. Exponential of a Matrix, Polar Decomposition, and Classical Groups
                              128
                                         T
                                           ∈ Sp ,we also have
                              But since M
                                               n
                                                         T
                                                                T
                                          T
                                                 T
                                                                            T
                                                                                   T
                              Let us combine these equations:
                                                                           T
                                                                                 T
                                                              T
                                            T
                              B = B(A A+C C)= AB A+(AD −I n )C = A(B A+D C)−C = −C.
                              Similarly, T  AB = BA ,  T AD − BC = I n ,  CD = DC .
                                      T
                                                                                      T
                                                          T
                                                                   T
                                            T
                                                                                T
                              D = D(A A+C C)=(I n +CB )A+CD C = A+C(B A+D C)= A.
                              Hence

                                                             A    B
                                                     M =              .
                                                             −B   A
                              The remaining conditions are
                                                       T
                                                T
                                                                          T
                                                                   T
                                               A A + B B = I n ,  A B = B A.
                              This amounts to saying that A + iB is unitary. One immediately checks
                              that the map M  → A + iB is an isomorphism from Sp onto U n .
                                                                              n
                                Finally, if

                                                              A   B
                                                      N =      T
                                                             B    D
                              is symmetric and NJ + JN =0 2n, we have, in fact,

                                                             A   B
                                                      N =             ,
                                                             B  −A
                              where A and B are symmetric. Hence G∩ Sym      is homeomorphic to
                                                                          2n
                              Sym × Sym ,that is, to IR n(n+1) .
                                  n       n
                              Proposition 7.6.1 The symplectic group Sp is homeomorphic to U n ×
                                                                      n
                                n(n+1)
                              IR     .
                              Corollary 7.6.1 In particular, every symplectic matrix has determinant
                              +1.
                                Indeed, Proposition 7.6.1 shows that Sp is connected. Since the de-
                                                                    n
                              terminant is continuous, with values in {−1, 1}, it is constant, equal to
                              +1.
                              7.7 Singular Value Decomposition
                              As we shall see in Exercise 8 (see also Exercise 12 in Chapter 4), the
                              eigenvalues of the matrix H in the polar decomposition of a given matrix
                              M are of some importance. They are called the singular values of M.Since
                                                                         ∗
                              these are the square roots of the eigenvalues of M M,one may evenspeak
   140   141   142   143   144   145   146   147   148   149   150