Title :
Intuitionistic fuzzy reasoning with cognitive maps
Author :
Iakovidis, Dimitris K. ; Papageorgiou, Elpiniki I.
Author_Institution :
Dept. of Inf. & Comput. Technol., Technol. Educ. Inst. of Lamia, Lamia, Greece
Abstract :
Fuzzy cognitive maps have proven an exceptional means to reasoning for decision support. In this paper we propose a novel approach to hesitancy-aware reasoning based on cognitive maps and intuitionistic fuzzy logic. Intuitionistic fuzzy sets are considered for the linguistic representation of both the concepts of a cognitive map and the relations defined between them. A comparative advantage of this approach over the state of the art is an intrinsic mechanism of modeling human hesitancy, as introduced in the construction of a cognitive model, and propagated through the reasoning process to a final decision. A numerical example demonstrates its effectiveness which can extend to a variety of real-world applications.
Keywords :
cognitive systems; computational linguistics; formal logic; fuzzy reasoning; fuzzy set theory; cognitive model; decision support; fuzzy cognitive map; hesitancy-aware reasoning; human hesitancy; intuitionistic fuzzy logic; intuitionistic fuzzy reasoning; intuitionistic fuzzy set; linguistic representation; reasoning process; Cognition; Computer aided software engineering; Diseases; Lungs; Numerical models; Pragmatics; Steady-state; decision support; fuzzy cognitive maps; intuitionistic fuzzy sets; reasoning;
Conference_Titel :
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7315-1
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2011.6007640