Page 77 - Anthropometry, Apparel Sizing and Design
P. 77

106                                     Anthropometry, Apparel Sizing and Design


          Table 4.4 Principal component analysis extraction for female (LaBat, 1987; Otieno and
          Fairhurst, 2000; Ashdown, 2014; Manuel et al., 2010; Kaiser, 1997)
                                                        Rotation sums of squared
                              Initial eigenvalues              loadings
                               %of        Cumulative   %of         Cumulative
          Component    Total   variance   %            variance    %
          1            27.0    54.0       54.0         39.3        39.3
          2             7.5    15.0       69.0         20.8        60.0
          3             2.0    4.1        73.1          7.5        67.6
          4             1.9    3.7        76.9          6.6        74.1
          5             1.1    2.3        79.1          3.6        77.8
          6             1.0    2.0        81.1          3.4        81.1




                                   Scree plot for female (13-17)
              30

              25

              20
             Eigenvalue  15



              10

               5

               0
                    1 23456789  11111111112222222222333333333344444444445
                              0  1 2 3 4 5 6 7 8 9 0  1 23456789 0  1 23456789 0  1 234567890
                                      Component number
         Fig. 4.3 Scree plot of female (13–17years old).




         It can be observed that the cumulative percentage is reduced when fewer components
         are retained. However, at this point, the numbers of components are not finalized yet
         until all the factor loadings of each component are examined, which clearly distin-
         guish those variables that correlate highly with each component.
            In general, previous studies have shown that body dimensions are accumulated into
         its own component, which can be interpreted as one type of measurements such as the
         length, girth, or width. These tables show the results of extracted variable components
         that show the factor loadings for all the 50 anthropometric dimensions.
   72   73   74   75   76   77   78   79   80   81   82