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Linear Algebra




                    Notes          Now we  want  to  introduce co-ordinates  in  the  vector  space  V  analogous  to the  natural
                                   co-ordinates x  of the vector
                                              i
                                                     x 1 ,x 2 ...x  n

                                             n
                                   in the space F . The co-ordinates in the three dimensional space F  are x, y, z co-ordinates. So the
                                                                                      3
                                   co-ordinates of a vector   in V relative to the basis  will be the scalars which serve to express
                                     as a linear combination of the vectors in the basis. If the vectors in the basis are   1 ,  2 ,  3 ,...  n
                                   then the vector  is expressible in terms of its co-ordinates as well as in terms of the vectors of
                                   basis as follows

                                                           n
                                              x  ,x  ,x  ,...x  x
                                               1  2  3  n     i i                                          ...(1)
                                                          i  1
                                                                       y
                                   For another vector   having co-ordinates  y 1 , ,...y  we have
                                                                        2
                                                                            n
                                                           n
                                                  ,
                                              y  ,y y  ,...y  y  .
                                              1  2  3  n      i i
                                                           i  1
                                   writing
                                              x  ,x x  ,...x
                                                  ,
                                              1  2  3  n
                                   the vector   has a unique expression as a linear combination of the standard basis vectors (1), and
                                      th
                                   the i  co-ordinates x  of   is the coefficient of   i in the expression (1). By this way of ‘natural’
                                                   i
                                   ordering of the vectors in the standard basis i.e. by writing   as the first vector,   as the second
                                                                                   1
                                                                                                   2
                                   vector etc. we define the order of the co-ordinates of the vector   also. So we have the definition:
                                   Definition: If V is a finite-dimensional space, the ordered basis for V is a finite sequence of basis
                                   vectors   1 ,  2  , ,...  n   which is a linearly independent set and spans V. So we just say that
                                               3
                                               ,  ,  ,...                                                  ...(2)
                                              1  2  3  n
                                   is an ordered basis for V. Now suppose V is a finite dimensional vector space over the field F and
                                   (2) is an ordered basis for V, there is a unique n-tuple   x 1 ,x  2  ,...x  of scalars such that:
                                                                                         n
                                              n
                                                x  .
                                                 i i
                                              i  1
                                   The n-tuple is unique, because if we also have

                                              n
                                                z
                                                 i i
                                              i  1
                                           n
                                   then      x i  z i  i  0
                                           i  1
                                   Since   i for each i, is an independent set, so

                                          x  z  0
                                           i  i
                                   or     x  z
                                           i  i




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