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396              Chapter 5                    Norms, Inner Products, and Orthogonality
                   Example 5.10.1
                                                                         2   0   0

                                    Problem: Determine the index of A =  0   1   1 .
                                                                         0  −1  −1
                                    Solution: A is singular (because rank (A)=2), so index(A) > 0. Since
                                                                                      
                                                        400                       800
                                                                            3
                                                   2
                                                 A =   000         and  A =     000     ,
                                                        000                       000

                                                                            3
                                    we see that rank (A) >rank A 2  = rank A , so index(A)=2. Alternately,
                                                                                            
                                                    2      0                     4                   8
                                                             
                                                                       2                   3
                                    R (A)= span         1    ,R A    = span    ,R A    = span    ,
                                                                                 0
                                                       ,
                                                                                                     0
                                                    0
                                                    0     −1                     0                   0
                                                             

                                    so R (A) ⊃ R A 2  = R A 3  implies index(A)=2.
                                                           Nilpotent Matrices
                                                                                 k
                                       •   N n×n is said to be nilpotent whenever N = 0 for some positive
                                           integer k.
                                                                                                k
                                       •   k = index(N)is the smallest positive integer such that N = 0.
                                           (Some authors refer to index(N)as the index of nilpotency.)
                                    Proof.  To prove that k = index(N)is the smallest positive integer such that
                                      k
                                                                                     p
                                    N = 0, suppose p is a positive integer such that N = 0, but N p−1   = 0.

                                    We know from (5.10.3) that R N 0  ⊃ R (N) ⊃ ··· ⊃ R N k  = R N k+1  =

                                    R N k+2  = ··· , and this makes it clear that it’s impossible to have p<k or
                                    p>k, so p = k is the only choice.
                   Example 5.10.2
                                    Problem: Verify that
                                                                           
                                                                     010
                                                               N =    001  
                                                                     000
                                    is a nilpotent matrix, and determine its index.

                                    Solution: Computing the powers
                                                                                      
                                                        001                       000
                                                   2
                                                                            3
                                                 N =   000         and  N =     000     ,
                                                        000                       000
                                    reveals that N is indeed nilpotent, and it shows that index(N)= 3because
                                      3
                                                  2
                                    N = 0, but N  = 0.
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