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5. Nonnegative Matrices
                              94
                                        iii. Deduce that
                                                                   N−1
                                                                 1

                                                            lim
                                                          N→+∞ N
                                                                   m=0
                                        iv. Under what additional assumption do we have the stronger
                                           convergence
                                                               lim M  N M  m  = L.
                                                                        = L?
                                                             N→+∞
                               10. Let B ∈ M n (IR) be a nonnegative irreducible matrix and let C ∈
                                   M n (IR) be a nonzero nonnegative matrix. For t> 0, we define r t :=
                                   ρ(B + tC)and we let X t denote the nonnegative unitary eigenvector
                                   associated to the eigenvalue r t .
                                    (a) Show that t  → r t is strictly increasing.
                                       Define r := lim t→+∞ r t . We wish to show that r =+∞.Let X
                                       be a cluster point of the sequence X t .We may assume,upto a
                                       permutation of the indices, that

                                                                Y
                                                         X =        ,  Y > 0.
                                                                0
                                   (b) Suppose that in fact, r< +∞. Show that BX ≤ rX. Deduce


                                       that B Y =0, where B is a matrix extracted from B.
                                    (c) Deduce that X = Y ;that is, X> 0.
                                   (d) Show, finally, that CX = 0. Conclude that r =+∞.
                                    (e) Assume, moreover, that ρ(B) < 1. Show that there exists one
                                       and only one t ∈ IR such that ρ(B + tC)= 1.
                               11. Show that ∆ is stable under multiplication. In particular, if M is
                                                             m
                                   bistochastic, the sequence (M ) m≥1 is bounded.
                               12. Let M ∈ M n (IR) be a bistochastic irreducible matrix. Show that
                                                                    1  ...  1
                                                                             
                                                     N−1
                                                   1       m    1  .
                                              lim        M   =    .        . 
                                                                            .  =: J n
                                            N→+∞ N             n    .       .
                                                     m=0
                                                                    1  ...  1
                                                                                        m
                                   (use Exercise 9). Show by an example that the sequence (M ) m≥1
                                   may or may not converge.
                               13. Show directly that for every p ∈ [1, ∞],  J n   p =1, where J n was
                                   defined in the previous exercise.
                               14. Let P ∈ GL n (IR)begiven such that P, P −1  ∈ ∆ n . Show that P is a
                                   permutation matrix.
                               15. If M ∈ ∆ n is given, we define an equivalence relation between in-

                                   dices in the following way: i Ri     if there exists a sequence i 1 =

                                   i ,j 1 ,i 2,j 2 ,... ,i p = i such that m ij > 0each timethat (i, j)is
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