Information Technology Reference
In-Depth Information
VesD
180
300
160
140
350
1000
120
1200
1400
1600
1800
400
FibL
100
Obul; n
=
20
Oken; n
80
450
=
7. (C hull)
Opor; n
=
10
VesL
Figure 4.3
CVA biplot of the
Ocotea
data set using only variables
FibL
,
Ve s L
and
Ve sD
. Group means are indicated by the solid symbols in the key. 0.95-bags are shown.
Comparison of Figure 4.3 with Figure 4.2 shows that the distribution of the samples
and the orientation of the three biplot axes for
FibL
,
Ve s L
and
Ve sD
remain very much
the same as when using all six variables. Referring to the distribution of the sample
points around their respective class means shows that the indigenous
Oken
are well
separated from the other two species, while the indigenous
Obul
and the exotic
Opor
are closer to each other. Note, however, that the two indigenous species
Obul
and
Oken
overlap on each of the individual axes (variables) and that separation of the species is
only obtained by the simultaneous analysis of all three variables. Furthermore, there is
overlap between
Oken
and
Opor
with respect to
Ve s L
and
Ve sD
when each variable is
considered individually. The two species are, however, well separated when orthogonally
projected onto the
FibL
-axis. On the other hand, there is much more overlap between
the projections of
Obul
and
Opor
on the
FibL
-axis, than with respect to the remaining
two variables.
Comparing the class mean values in Table 4.1 with the predicted values obtained by
orthogonal projection onto the biplot axes confirms that the mean values can be accurately
read off from the graphical display. It will be shown in Section 4.2 that these CVA biplots
are in fact exact representations of the class means in two dimensions.