Fuzzy Cognitive Maps by László T. Kóczy

Author:László T. Kóczy
Language: eng
Format: epub
ISBN: 9783031379598
Publisher: Springer Nature Switzerland

the same concept may be included in multiple clusters, thus clusters overlap (Fig. 5.4).

Fig. 5.4 Basic example of overlapping clusters [7]

5.3.4 Two-Stage Learning Based Reduction

Original and reduced models obviously behave in a different way because the latter have less concepts, the concepts represent different objects of the real system, and the relationships among concepts must be different as well. The extent of differences rely primarily on the design parameter of model reduction. Certain differences in model behaviors do not mean a problem until the same decisions can be made with both models. Unfortunately behavioral differences are hard to measure, because the values of concepts representing different objects cannot be compared directly to each other. In order to overcome this difficulty the following actions were taken in [11].

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