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Thesis (PDF) - Signal & Image Processing Lab

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5.1. THE COMPLETE INF-SEMILATTICE OF TREE REPRESENTATIONS 67<br />

In addition we must show that the infimum is unique. t1 ∧ t2 is created by a set<br />

intersection that is a known infimum, and then by operator Cr(·) that is a univalent<br />

operator. Any other graph, that is a subset of t1 ∩ t2 but is larger than t1 ∧ t2, could<br />

not be a tree, because it must contain a vertex not connected to the root vertex.<br />

Another question is about the infimum mapping function M. It is obtained in 2<br />

steps: a projections of source functions to t1 ∧ t2 and then infimum between them.<br />

Let’s assume that another infimum mapping function exists M3, such that at least<br />

one mapping - M(x) � M3(x) and M(x) �= M3(x). For this to be true, M3(x) must<br />

be a member of t1 ∧ t2 and smaller in tree sense then M1 and M2, but we recall that<br />

M is calculated from the tree infimum, therefore such M3 could not exist.<br />

Now, let us find out what the supremum of the tree representations is. First,<br />

notice that the union t1 ∪ t2 of two trees t1 and t2 is always connected, but one can<br />

not assure that it does not contain loops. Therefore, the union is not necessarily a<br />

tree. Worse, there does not necessarily exist a smallest tree that is larger than the<br />

union. For instance, if t1 = ({r, a, c}, {ra, ac}) and t2 = ({r, b, c}, {rb, bc}), then t1∪t2<br />

is equal to the graph ({r, a, b, c}, {ra, ac, rb, bc}), which is not a tree, and there does<br />

not exist a tree that contains it. Therefore, there does not exist a supremum of tree<br />

representations if the union of their trees is not a tree. Now, suppose that the union<br />

is a tree; let us focus on the mapping function. Now both M1(x) and M2(x) do belong<br />

to V (t1 ∪ t2), but their supremum in t1 ∪ t2 may not exist. In summary, we obtain<br />

the following.<br />

Proposition 3. The supremum T1 ∨ T2 of two tree representations T1 = (t1, M1) and<br />

T2 = (t2, M2) is given by:<br />

�<br />

⎧<br />

⎪⎨ (t1 ∪ t2, M1 �t1∪t2 M2), if t1 ∪ t2 is a tree, and<br />

T1 ∨ T2 =<br />

⎪⎩<br />

∃,<br />

M1 �t1∪t2 M2 exists,<br />

otherwise.<br />

(5.4)<br />

In conclusion, the set of tree representations together with the partial ordering de-<br />

△<br />

fined in (5.1) is a complete inf-semilattice. The least element is T0 = (({r}, {}), M0(x) ≡ r)).<br />

As indicated by the following proposition, calculations become much simpler when<br />

all tree presentations involved in an infimum or supremum operation have a common

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