Title :
A new method for reaching equilibrium points in fuzzy cognitive maps
Author :
Kottas, Thoedore L. ; Boutalis, Yiannis S. ; Devedzic, Goran ; Mertzios, Basil G.
Author_Institution :
Dept. of Electr. & Comput. Eng., Democritus Univ. of Thrace, Xanthi, Greece
Abstract :
A new proposition for computing equilibrium values in FCMs is presented. The equilibrium values affect the decisions to be taken and therefore are of great importance. The proposed method takes into account the fact that in any complex dynamic system represented by an FCM, there exist activities that indirectly (through various paths) influence one another and this influence may not be only positive or only negative. By getting the "dominant" influences between nodes the proposed method suggest getting both positive and negative "dominant" influences and calculating the equilibrium values considering both of them. Applying this approach to a socio-medical problem, we observe that we reach different equilibrium states and consequently different decisions.
Keywords :
cognitive systems; fuzzy logic; fuzzy neural nets; medicine; social sciences; POOL2 algorithm; equilibrium points; equilibrium states; equilibrium values; fuzzy cognitive maps; socio-medical problem; Decision making; Electric shock; Eyes; Fuzzy cognitive maps; Fuzzy systems; Knowledge engineering; Modems; Neurons; Power system modeling; Stability;
Conference_Titel :
Intelligent Systems, 2004. Proceedings. 2004 2nd International IEEE Conference
Print_ISBN :
0-7803-8278-1
DOI :
10.1109/IS.2004.1344636