Title :
An alternative combination rule for evidential reasoning
Author :
Sebbak, Faouzi ; Benhammadi, Farid ; Mataoui, M´hamed ; Bouznad, Sofiane ; Amirat, Yacine
Author_Institution :
AI Lab., Ecole Militaire Polytech., Algiers, Algeria
Abstract :
In order to have a normal behavior in combination of bodies of evidence, this paper proposes a new combination rule. This rule includes the cardinality of focal set elements in conjunctive operation and the conflict redistribution to all steps. Based on the focal set cardinalities, the conflict redistribution is assigned using factors. The weighted factors are computed from the original and the conjunctive masses assigned to each focal element. This strategy forces the conflict redistribution in favor of the more committed hypothesis. Our method is evaluated and compared with some numerical examples reported in the literature. As result, this rule redistributes the conflict in favor of the more committed hypothesis and gives intuitive interpretation for combining multiple information sources with coherent results.
Keywords :
belief maintenance; case-based reasoning; knowledge based systems; combination rule; conflict redistribution; conjunctive operation; evidential reasoning; focal set element cardinality; information sources; rule redistribution; weighted factors; Cognition; Equations; Laboratories; Mathematical model; Reliability; Unmanned aerial vehicles; Belief functions; Combination rule; Conflict redistribution; Evidence theory; Evidential Reasoning;
Conference_Titel :
Information Fusion (FUSION), 2014 17th International Conference on
Conference_Location :
Salamanca