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192              Chapter 4                                              Vector Spaces

                                    4.3.7. Determine whether or not the following set of matrices is a linearly
                                           independent set:

                                                         10        11       11        11
                                                               ,         ,        ,          .
                                                         00        00       10        11

                                    4.3.8. Without doing any computation, determine whether the following ma-
                                           trix is singular or nonsingular:

                                                                   n  1  1  ···  1
                                                                                 
                                                                 1   n  1  ···  1 
                                                                                  
                                                                
                                                            A =   1  1  n  ···  1    .
                                                                 . .  . .  . .  . .  .  
                                                                
                                                                   .  .  .    .  . . 
                                                                   1  1  1  ··· n
                                                                                    n×n
                                    4.3.9. In theory, determining whether or not a given set is linearly independent
                                           is a well-defined problem with a straightforward solution. In practice,
                                           however, this problem is often not so well defined because it becomes
                                           clouded by the fact that we usually cannot use exact arithmetic, and con-
                                           tradictory conclusions may be produced depending upon the precision
                                           of the arithmetic. For example, let
                                                                               
                                                                  .1      .2     .3
                                                                                      
                                                                              ,
                                                                      ,
                                                          S =     .4     .5     .6    .
                                                                  .7      .8     .901
                                                                                      
                                              (a) Use exact arithmetic to determine whether or not S is linearly
                                                  independent.
                                              (b) Use 3-digit arithmetic (without pivoting or scaling) to determine
                                                  whether or not S is linearly independent.

                                                                          n

                                   4.3.10. If A m×n is a matrix such that    a ij = 0 for each i =1, 2,...,m
                                                                          j=1
                                           (i.e., each row sum is 0), explain why the columns of A are a linearly
                                           dependent set, and hence rank (A) <n.
                                                                                                 m×1
                                   4.3.11. If S = {u 1 , u 2 ,..., u n } is a linearly independent subset of    , and
                                           if P m×m is a nonsingular matrix, explain why the set
                                                             P(S)= {Pu 1 , Pu 2 ,..., Pu n }

                                           must also be a linearly independent set. Is this result still true if P is
                                           singular?
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