Page 222 - Advanced Linear Algebra
P. 222

206    Advanced Linear Algebra




            We will study bilinear forms (also called inner products ) on vector spaces over
                              d
                          s
            fields other than   or   in Chapter 11. Note that property 1) implies that º#Á #»
            is always real, even if   is a complex vector space.
                              =
            If -~ s , then properties 2) and 3) imply that the inner product is linear in both
            coordinates, that is, the inner product is bilinear . However, if -~ d , then
                º$Á " b  #» ~ º " b  #Á$» ~  º"Á$» b  º#Á$» ~  º$Á"» b  º$Á#»

            This is referred to as conjugate linearity  in the second coordinate. Specifically,
            a function  ¢ = ¦ >  between complex vector spaces is conjugate linear  if
                                   ²" b #³ ~  ²"³ b  ²#³

            and
                                       ² "³ ~   ²"³

            for all "Á #  =   and    d . Thus, a complex inner product is linear in its first
            coordinate and conjugate linear in its second coordinate. This is often described
            by saying that a complex inner product is sesquilinear . (Sesqui means “one and
            a half times.”)

            Example 9.1
            1)  The vector space s    is an inner product space under the standard inner
               product, or  dot product, defined by


                           º²  Á à Á   ³Á ²  Á à Á   ³» ~     b Ä b





               The inner product space  s     is  often  called   -dimensional Euclidean
               space.
            2)  The vector space d    is an inner product space under the standard inner
               product defined by





                           º²  Á à Á   ³Á ²  Á à Á   ³» ~     b Ä b

               This inner product space is often called  -dimensional unitary space .
            3)  The vector space *´ Á  µ  of all continuous complex-valued functions on the
               closed  interval  ´ Á  µ  is a complex inner product space under the inner
               product

                                    º Á  » ~     ²%³ ²%³  %                …

            Example 9.2 One of the most important inner product spaces is the vector space
                                            ³
            M                             ²    of all real (or complex) sequences      with the property that

                                        ((        B
   217   218   219   220   221   222   223   224   225   226   227