Biology Reference
In-Depth Information
FIGURE 4.15 Optimal alignment of W to X will be
achieved by rotating
d 3
W
around its centroid through an
unknown angle
to minimize the square root of the sum
of the squares of distances d 1 , d 2 , and d 3 .
θ
X
θ
d 2
d 1
W
what is being minimized. The criterion that leads to the shape space discussed earlier is
minimization of the square root of the sum of the squared distances between the corre-
sponding landmarks (the distances d 1 , d 2 ,and d 3 shown in Figure 4.15 ). This quantity can
be computed directly from the squared differences between the corresponding coordinates
of the landmarks:
q
ð
2
2
2
2
D
X 11 2
X 21 Þ
1 ð
Y 11 2
Y 21 Þ
1?1 ð
X 13 2
X 23 Þ
1 ð
Y 13 2
Y 23 Þ
(4.25)
5
(There are other criteria that lead to other superimpositions of the two triangles; one is dis-
cussed below, others in Chapter 5.)
With this criterion in hand, we can solve for the unique value of
θ
at which D is mini-
19 . 2 . When we insert this value into the matrix
mized. In our example, that value is
θ 52
for
W pre-shape , rotated ( Equation 4.24 ), we get:
2
3
0
502
0
341
2
:
2
:
4
5
W pre - shape ; rotated 5
0
458
0
254
(4.26)
:
2
:
0
044
0
596
:
:
Under the conditions set out above, this is the optimal alignment to the reference form:
2
4
3
5
0
463
0
309
2
:
2
:
X
5
0
:
463
2
0
:
309
(4.27)
pre - shape
0
:
000
0
:
617
Figure 4.16 shows the two triangles under these conditions.
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