Page 161 - Linear Algebra Done Right
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Isometries
                      (g)
                                   ∗
                              ∗
                      (h)
                            SS = I;
                               ∗
                            (S e 1 ,...,S e n ) is orthonormal whenever (e 1 ,...,e n ) is an or-
                      (i)    S u, S v = u, v  for all u, v ∈ V;                                            149
                              ∗
                                       ∗
                            thonormal list of vectors in V;
                      (j)   there exists an orthonormal basis (e 1 ,...,e n ) of V such that
                            (S e 1 ,...,S e n ) is orthonormal.
                                       ∗
                              ∗
                         Proof:   First suppose that (a) holds. If V is a real inner-product
                      space, then for every u, v ∈ V we have
                                                        2
                                                                      2
                                    Su, Sv = ( Su + Sv  −HSu − Sv  )/4
                                                                       2
                                                         2
                                            = ( S(u + v)  −HS(u − v)  )/4
                                                      2
                                                                 2
                                            = ( u + v  −Hu − v  )/4
                                            = u, v ,
                      where the first equality comes from Exercise 6 in Chapter 6, the second
                      equality comes from the linearity of S, the third equality holds because
                      S is an isometry, and the last equality again comes from Exercise 6 in
                      Chapter 6. If V is a complex inner-product space, then use Exercise 7
                      in Chapter 6 instead of Exercise 6 to obtain the same conclusion. In
                      either case, we see that (a) implies (b).
                         Now suppose that (b) holds. Then
                                         ∗
                                       (S S − I)u, v = Su, Sv −Pu, v
                                                     = 0

                      for every u, v ∈ V. Taking v = (S S − I)u, we see that S S − I = 0.
                                                                             ∗
                                                       ∗
                      Hence S S = I, proving that (b) implies (c).
                              ∗
                         Now suppose that (c) holds. Suppose (e 1 ,...,e n ) is an orthonormal
                      list of vectors in V. Then
                                                          ∗
                                             Se j ,Se k  = S Se j ,e k
                                                     = e j ,e k  .

                      Hence (Se 1 ,...,Se n ) is orthonormal, proving that (c) implies (d).
                         Obviously (d) implies (e).
                         Now suppose (e) holds. Let (e 1 ,...,e n ) be an orthonormal basis of V
                      such that (Se 1 ,...,Se n ) is orthonormal. If v ∈ V, then
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