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Measure Theory and Functional Analysis




                    Notes


                                     Notes
                                     1.   Part (b) shows an inner product is conjugate linear in the second variable.

                                     2.   If (x, y) = 0    x   X, then y = 0. If (x, y) = 0    x   X, it should be true for x = y also,
                                          so that (y, y) = 0    y = 0.


                                                            n
                                          Example 1: The space    is an inner product space.
                                                            2
                                                                               n
                                   Solution: Let x = (x , x , ……, x ), y = (y , y , ……,  y )   .
                                                 1  2      n     1  2      n   2
                                                           n
                                   Define the inner product on    as follows:
                                                           2
                                                                  n
                                                           (x, y) =   x y i
                                                                     i
                                                                  i 1
                                   Now
                                                                  n
                                   (i)               ( x +  y, z) =   x  i  y i  i z
                                                                  i 1
                                                                  n        n
                                                               =      x  i  i z  y i  i z
                                                                  i 1      i 1
                                                               =   (x, z) +   (y, z)

                                                                   n
                                   (ii)                   (x,y) =    x y i
                                                                      i
                                                                   i 1
                                                               = (x y  x y   x y )
                                                                   1  1  2  2   n  n
                                                               = (x y 1  2 x y 2   x y )
                                                                                n
                                                                   1
                                                                                  n
                                                               =  x 1y  1  2 x y  2   x y n
                                                                               n
                                                               = (y, x)
                                                                  n
                                   (iii)                   (x, x) =   x  i x
                                                                     i
                                                                  i 1
                                                                  n
                                                                      2
                                                               =    x i  0
                                                                  i 1
                                   Hence (x, x)   0 and (x, x) = 0    x  = 0 for each i, i.e. (x, x) = 0    x = 0.
                                                             i
                                             n
                                   (i) – (iii)       is a inner product space.
                                             2
                                   23.1.2 Hilbert Space and its Basic Properties

                                   By using the inner product, on a linear space X we can define a norm on X, i.e. for each x   X, we
                                   define   x   =  (x,x) . To prove it we require the following fundamental relation known as
                                   Schwarz inequality.



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