Title :
Conflict management with dependent information sources in the belief function framework
Author :
Boubaker, Jihene ; Elouedi, Zied ; Lefevre, Eric
Author_Institution :
LARODEC, Univ. of Tunis, Tunis, Tunisia
Abstract :
Several rules were proposed in the context of evidence combination to deal with the conflict generated between the combined information sources. However, in the belief function framework, as far as we know only one rule exists for managing dependent bodies of evidence which is the cautious rule. Unfortunately, this rule does not give the conflict its initial alarm role and does not overcome the absorbing effect of the conflictual mass. The Combination With Adapted Conflict (CWAC) was proposed as a solution to this problem but only when dealing with independent information sources. Based on the cautious rule and inspired from the behaviour of CWAC towards the conflict, our contribution in this paper is to propose such a solution in the context of combining dependent sources.
Keywords :
belief networks; data mining; CWAC; belief function framework; cautious rule; combination with adapted conflict; conflict management; conflictual mass; Buildings; Computational intelligence; Context; Educational institutions; Electronic mail; Informatics; Uncertainty;
Conference_Titel :
Computational Intelligence and Informatics (CINTI), 2013 IEEE 14th International Symposium on
Conference_Location :
Budapest
Print_ISBN :
978-1-4799-0194-4
DOI :
10.1109/CINTI.2013.6705228