An Approach to Generating Formal Fuzzy Cognitive Maps for Experimental Studies in Cognitive Modeling

The paper is devoted to experimental studies of new methods of cognitive modeling by testing them on a variety of artificially created cognitive models. The features of the process of obtaining such models are studied, and the concepts of a formal cognitive map and a formal cognitive model are intro...

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Veröffentlicht in:Pattern recognition and image analysis 2024-09, Vol.34 (3), p.665-672
Hauptverfasser: Podvesovskii, A. G., Isaev, R. A., Kopeliovich, I. A.
Format: Artikel
Sprache:eng
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Zusammenfassung:The paper is devoted to experimental studies of new methods of cognitive modeling by testing them on a variety of artificially created cognitive models. The features of the process of obtaining such models are studied, and the concepts of a formal cognitive map and a formal cognitive model are introduced. An approach to generating a formal cognitive map with given characteristics, based on the use of random graph models, is proposed and partially formalized. A modification of the configuration model has been carried out, and examples of generating formal fuzzy cognitive maps based on it are given. The architecture of a software solution aimed at supporting experimental research in cognitive modeling is described. Directions for further research, both theoretical and applied in nature, are formulated.
ISSN:1054-6618
1555-6212
DOI:10.1134/S1054661824700500