Page 180 - Advanced Linear Algebra
P. 180

164    Advanced Linear Algebra



            This gives rise to two different directions for further study. First, we can search
            for a characterization of those linear  operators that can be represented by
            diagonal  matrices.  Such  operators are called  diagonalizable . Second, we can
            search for a different type of “simple” matrix that does provide a  set  of
            canonical forms for similarity. We will pursue both of these directions.
            The Module Associated with a Linear Operator

                                     =
                                                                        -

                 B
            If  ²= ³ , we will think of   not only as a vector space over a field   but
            also as a module over -´%µ , with scalar multiplication defined by
                                      ²%³# ~  ² ³²#³

            We will write     =   to indicate the dependence on  . Thus,        =   and     =   are modules
            with the same ring of scalars -´%µ , although with different scalar multiplication
            if    .   £
                                                                            .
            Our plan is to interpret the concepts of the previous chapter for the module =
                                      B
            First, if dim²= ³ ~   , then dim² ²= ³³ ~     . This implies that =    is a torsion

            module. In fact, the  b    vectors

                                       ÁÁ
                                           Á Ã Á
            are linearly dependent in  B  , which implies that   ²= ³   ² ³ ~    for some nonzero
            polynomial  ²%³  -´%µ . Hence,  ²%³  ann ²= ³  and so ann ²= ³  is a nonzero


            principal ideal of -´%µ .
            Also, since   is finitely generated as  a vector  space,  it  is,  a  fortiori,  finitely
                      =
            generated as an -´%µ -module. Thus,    is a finitely generated torsion module
                                           =
            over a principal ideal domain  -´%µ  and so we may apply  the  decomposition
            theorems of the previous chapter. In the first part of this chapter, we embark on
            a “translation project” to translate the powerful results of the previous chapter
                                         .
            into the language of the modules =
            Let us first characterize when two modules     =   and     =   are isomorphic.

            Theorem 7.2 If     Á  B =  ²  ³  , then

                                   =š =      ¯      —
            In particular,         is a module isomorphism if and only if   is a vector
                                                                   ¢= ¦ =
            space automorphism of   satisfying
                               =
                                             ~        c

            Proof. Suppose that  ¢= ¦ =       is a module isomorphism. Then for #  =  ,
                                                ²%#³ ~ %² #³
            which is equivalent to
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