Page 20 - Advanced Linear Algebra
P. 20

4    Advanced Linear Algebra



                                            are row equivalent , denoted by ( — ) ,
            Theorem 0.2 Matrices (Á )  C  Á
            if  either  one  can  be  obtained from the  other by a series of elementary row
            operations.
             )
            1   Row equivalence is an equivalence relation. That is,
                )
               a (— (
                )
               b ( — )¬ )— (
               c )  ( — ) , ) —* ¬( —*   .
             )
            2   A  matrix    is  row  equivalent to one and only one matrix   that is in
                                                                  9
                        (
               reduced row echelon form. The matrix  9   is  called  the  reduced row
               echelon form of  . Furthermore,
                             (
                                        9~ , Ä, (


               where  ,   are the elementary matrices required to reduce   to reduced row
                                                              (
               echelon form.
             )
            3   (   is  invertible  if  and only if its reduced row echelon form is an identity
               matrix. Hence, a matrix is invertible if and only if  it  is  the  product  of
               elementary matrices.…
            The following definition is probably well known to the reader.
            Definition A square matrix is upper triangular  if all of its entries below the
            main diagonal are  . Similarly, a square matrix is lower triangular  if all of its

            entries above the main diagonal are  . A square matrix is diagonal  if all of its


            entries off the main diagonal are  .…
            Determinants
            We assume that the reader is familiar with the following basic properties of
            determinants.

                                                               -
            Theorem 0.3 Let ( C  Á  ²-³ . Then det ²(³  is an element of  . Furthermore,
             )                ²-  , ³
            1  For any ) C
                                   det²()³ ~  det²(³ det²)³
                                      )
                              (
            2   (  )   is nonsingular  invertible  if and only if det ²  (  ³  £  .
             )
            3   The determinant of an upper triangular or lower triangular matrix is the
               product of the entries on its main diagonal.
             )
            4   If a square matrix 4  has the block diagonal form
                                      v  )       Ä      y
                                          x  Æ  Æ    Å  {
                                 4~ x                  {
                                        Å   Æ   Æ
                                      w     Ä       )     z  block
               then det²4³ ~   det²)  . ³   …
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