Biology Reference
In-Depth Information
From a topological point of view, the root of the tree can be
regarded as an additional leaf. Thus, the number of rooted tree topolo-
gies B r is given by
s
+
1
'
Bs
()
=
(
25
t
-
)
r
t
=
3
s
'
=
((
215
t
+
)
-
)
t
=
2
s
(
23
s
-
)!
'
.
=
((
23
t
-
)
=
s
-
2
2
(
s
-
2
)!
(2)
t
=
2
This is the same as the simple multiplication of odd numbers shown
in Table 1. It is quite clear that performing an exhaustive search of all
possible tree topologies for a dataset containing more than 12 to 13
leaves is not a realistic approach, even with modern computers.
4.5.2. The branch-and-bound algorithm
A clever algorithm called branch-and-bound is able to reduce the search
space and still guarantee that the globally best tree will be found. This is
done simply by abandoning any tree-building avenue where the current
Table 1.
Multiplication of odd numbers.
s
B ( s )||
B r ( t )
t
31
=
12
41
×
3
=
33
51
×
3
×
5
=
15
4
61
×
3
×
5
×
7
=
105
5
71
×
3
×
5
×
7
×
9
=
945
6
81
×
3
×
5
×
7
×
9
×
11
=
10 395
7
91
×
3
×
5
×
7
×
9
×
11
×
13
=
135 135
8
10
1
×
3
×
5
×
7
×
9
×
11
×
13
×
15
=
2 027 025
9
11
1
×
3
×
5
×
7
×
9
×
11
×
13
×
15
×
17
=
34 459 425
10
12
1
×
3
×
5
×
7
×
9
×
11
×
13
×
15
×
17
×
19
=
654 729 075
11
13
1
×
3
×
5
×
7
×
9
×
11
×
13
×
15
×
17
×
19
×
21
=
13 749 310 575
12
……
=
……
 
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