Page 243 - Linear Models for the Prediction of Animal Breeding Values 3rd Edition
P. 243

The matrix L is order 20 by 2 for the example data. The elements in the first row
        of L from Eqn 13.11 can be calculated as:
                                                       −
                                        −
                             ⎡ (0.355099 0)  (0.221135 0..355099)⎤
                                                                    −
            l 11 =( 1)(0.355099)−  ⎢ ⎣  0.685288  −  0.176044    ⎥ ⎦  =  0.454223
                                        −
                                                     −
                                                                  −
                 −
            l 12  =( 1)(0.221135) ⎡ ⎢ ⎣ (0.2221135 0.355099) (0 0.221135)⎤ ⎥ ⎦  =0..184365
                                                     0.138669
                                    0.176044
        The matrix L has not been shown because it is too large but the elements of the last
        row, l   and l  , are −0.910795 and −0.500257, respectively.
             201     202
            The elements of Q calculated using Eqns 13.9 and 13.10 are:
                          2
                                                        2
                1(0.355099) (0.685287 + 0.176044) 1(0.280142) (0.799787 + 0.125934)
            q =                              +                             +. . .
             11
                                                            *
                              *
                      (0.685286 0.1760444)          (0.799787 0.1259344)
                           2
                  2(0.389462) (0.586799 + 0.207976)
                +                             =  25.072830
                       (0.5867999 0.207976)*
                − [1(0.355099)(0.221135) 1(0.280142)(0.140516)
            q  =                     +                   +. . .
             12
                       0.1176044            0.125934
                 2(0.3894622)(0.284311)
                +                   = − 12.566598
                      0.207976]
                          2
                1(0.221135) (00.176044 0.138669) 1(0.140516) (+  2  0 0.125934 + 0.074279)
            q  =                             +                             +. . .
             22
                                                            *
                      (0.176044 0.138669)           (0.125934 0.074279)
                              *
                           2
                  2(0.2844311) (0.207976 + 0.205225)
                +                             = 17.9280093
                       (0.207976 0.205225)
                               *
        Since Q is symmetric, q  = q .
                             21   12
        Lastly, the elements of p can be calculated using Eqn 13.12 as:
                        æ    1          0    ö          æ    1         0    ö
            p  = 0.355099 ç       -          ÷  + 0.280142 ç      -         ÷ + ...
             1
                        è  0.685287  0.176044 ø         è  0.7997887  0.125934 ø
                          æ    2         0    ö
                                                 -
                + 0.389462 ç        -         ÷  = 0.288960
                          è 0.586799  0 0.207976 ø
        and:
                        æ    0          0    ö          æ    0         0    ö
            p  = 0.221135 ç       -          ÷  +  0.140516 ç     -         ÷ + . . .
             2
                        è  0.176044  0.138669 ø         è  0.1259334  0.074279 ø
                          æ    0         0    ö
                + 0.284311 ç        -         ÷  =  0.458984
                          è  0.207976  0.2205225 ø



        Analysis of Ordered Categorical Traits                               227
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