CONCLUSION ON FUSION IN POSSIBILITY THEORY
Different techniques of fusion of information of the theory of the possibilities
have been presented here:
- first, the basic elements:
- conjunctive fusion on the one hand, useful
for the fusion of sources very in agreement, and
- to opposite, disjunctive fusion whose objective
consists in managing the problems of conflict between sources of information.
- Then, two adaptive methods of fusion whose
interest lies in their ability to modify their behaviour according to the
degree of conflict between the sources, in order to deal with each problem
in an adequate way.
The key element which gives an adaptive feature to these two methods
is the height of the intersection of the possibility distributions given
by each source:
- A high intersection indicates a strong consensus, and thus directs
fusion towards a conjunctive behaviour.
- A weak intersection, on the contrary, means that the sources are in
conflict. A fusion of the disjunctive type is then used.
The disadvantage of these methods is their nonassociative character
due to the calculation of the height of the intersection of possibility
distributions. This implies that adaptive fusion methods are likely to
provide different results according to the way sources of information are
merged. But this problem is avoided if all the sources are merged at the
same time.
- Finally, a method of fusion managing the priorities
given to each source. The goal here is to give the preference to the sources
judged to be most reliable when there is a conflict to solve. If there
is conflict, then the least reliable sources are mistaken.
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