DocumentCode :
14985
Title :
A Review of Fuzzy Cognitive Maps Research During the Last Decade
Author :
Papageorgiou, Elpiniki I. ; Salmeron, J.L.
Author_Institution :
Dept. of Inf. & Comput. Technol., Technol. Educ. Inst. of Lamia, Lamia, Greece
Volume :
21
Issue :
1
fYear :
2013
fDate :
Feb. 2013
Firstpage :
66
Lastpage :
79
Abstract :
This survey makes a review of the most recent applications and trends on fuzzy cognitive maps (FCMs) over the past decade. FCMs are inference networks, using cyclic digraphs, for knowledge representation and reasoning. Over the past decade, FCMs have gained considerable research interest and are widely used to analyze causal complex systems, which have originated from the combination of fuzzy logic and neural networks. FCMs have been applied in diverse application domains, such as computer science, engineering, environmental sciences, behavioral sciences, medicine, business, information systems, and information technology. Their dynamic characteristics and learning capabilities make them essential for a number of tasks such as modeling, analysis, decision making, forecast, etc. Overall, this paper summarizes the current state of knowledge of the topic of FCMs. It creates an understanding of the topic for the reader by discussing the findings presented in recent research papers. A survey on FCM studies concentrated on FCM applications on diverse scientific areas, where the FCMs emerged with a high degree of applicability, has also been done during the past ten years.
Keywords :
cognitive systems; directed graphs; fuzzy reasoning; knowledge representation; large-scale systems; learning (artificial intelligence); neural nets; FCM; causal complex systems; cyclic digraphs; dynamic characteristics; fuzzy cognitive maps; fuzzy logic; inference networks; knowledge representation; learning capabilities; neural networks; reasoning; Analytical models; Cognition; Decision making; Fuzzy cognitive maps; Fuzzy sets; Nonlinear dynamical systems; Predictive models; Applications; fuzzy cognitive maps (FCMs); review; soft computing;
fLanguage :
English
Journal_Title :
Fuzzy Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6706
Type :
jour
DOI :
10.1109/TFUZZ.2012.2201727
Filename :
6208855
Link To Document :
بازگشت