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mu = 4
mu = 3
mu = 2
a
c
O
d
b
Figure 5.18
Orthogonal projection of point O onto each of the intersection spaces for
µ = 2, 3, 4.
everything necessary for prediction or interpolation. The circular prediction of Figure 5.20
is illustrated in Figure 5.21. The point P is predicted by constructing the circle with
diameter OP and the value '2' is predicted for original variable Y . This circle also gives
the predicted value for original variable X as '5.6'.
In Section 5.4 we discuss how the user can perform circular prediction with the
function Nonlinbipl .
5.4.2.3 Back-projection
A third possibility for obtaining prediction biplot trajectories is based on finding the
point on L N , nearest to the marker µ on the embedded original variable axis,
that is, utilizing the back-projection mechanism we discussed when deriving the linear
prediction biplot axes for PCA and CVA biplots. The nearest point is found by projecting
the embedded axis ( ξ k (µ) , ξ k , m + 1 (µ)) onto L N ( µ) . Similar to Figure 5.16, we
translate the intersection space to the origin and project
ξ k (µ)
0
0
ξ k , m + 1 (µ) +
t (µ)
l 2 (µ)
,
0
...
0 ) to obtain
onto ( l 2 (µ) l 1 (µ)
l 2 (µ)ξ k ,1 (µ) l 1 (µ) l 2 (µ)ξ k ,2 (µ) + l 1 (µ) t (µ)
l 1 (µ) t (µ)
l 2 (µ)
l 1 (µ) l 2 (µ)ξ k ,1 (µ) + l 1 (µ)ξ k ,2 (µ)
and, after translating back with t
(µ)/
l 2 (µ)
units in the second direction, the marker
µ
is
l (µ)) ξ k , r (µ) +
given by
(
I r
l
(µ)
t
(µ)
l
(µ)
.
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