Page 100 - Linear Algebra Done Right
P. 100

Diagonal Matrices
                         Proof: Suppose (v 1 ,...,v n ) is a basis of V with respect to which
                      T has an upper-triangular matrix
                                                      
                                                         λ 1          ∗                                    87
                                                                        
                                                            λ 2         

                                                                         
                                                                         .
                                   M T, (v 1 ,...,v n ) =       . .
                                                                  .     
                                                                        
                                                         0           λ n
                      Let λ ∈ F. Then
                                                                               
                                                      λ 1 − λ              ∗
                                                                               
                                                            λ 2 − λ            

                                                                               
                           M T − λI, (v 1 ,...,v n ) =              .  .        .
                                                                      .        
                                                                               
                                                        0                λ n − λ
                      Hence T − λI is not invertible if and only if λ equals one of the λ s

                                                                                     j
                      (see 5.16). In other words, λ is an eigenvalue of T if and only if λ

                      equals one of the λ s, as desired.
                                        j
                      Diagonal Matrices
                         A diagonal matrix is a square matrix that is 0 everywhere except
                      possibly along the diagonal. For example,
                                                          
                                                   8  0  0
                                                           
                                                 
                                                  0  2  0 
                                                   0  0  5
                      is a diagonal matrix. Obviously every diagonal matrix is upper triangu-
                      lar, although in general a diagonal matrix has many more 0’s than an
                      upper-triangular matrix.
                         An operator T ∈L(V) has a diagonal matrix
                                                            
                                                 λ 1      0
                                                     .      
                                                     . .    
                                                            
                                                  0       λ n
                      with respect to a basis (v 1 ,...,v n ) of V if and only
                                                 Tv 1 = λ 1 v 1
                                                     . . .

                                                 Tv n = λ n v n ;
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