Global stability of fuzzy cognitive maps

IÁ Harmati, MF Hatwágner, LT Kóczy - Neural Computing and Applications, 2023 - Springer
Complex systems can be effectively modelled by fuzzy cognitive maps. Fuzzy cognitive
maps (FCMs) are network-based models, where the connections in the network represent …

Estimating the limit state space of quasi-nonlinear Fuzzy Cognitive Maps

L Concepción, G Nápoles, A Jastrzebska, I Grau… - Applied Soft …, 2024 - Elsevier
Abstract Quasi-Nonlinear Fuzzy Cognitive Maps (q-FCMs) generalize the classic Fuzzy
Cognitive Maps (FCMs) by incorporating a nonlinearity coefficient that is related to the …

Integrating Fuzzy Cognitive Maps with Statistical Reasoning in Explainable Artificial Intelligence.

VA Niskanen - Journal of Multiple-Valued Logic & Soft …, 2024 - search.ebscohost.com
Fuzzy cognitive maps and statistical reasoning are considered from the standpoint of
explainable artificial intelligence. This approach means that today the artificial intelligence …

Introduction to Fuzzy Cognitive Maps

MF Hatwagner - Fuzzy Cognitive Maps: A Tool for the Modeling and …, 2023 - Springer
This chapter gives a short introduction to Fuzzy Cognitive Maps (FCMs). It starts with the
origin and first applications of Cognitive Maps, then describes the theoretical background of …

[PDF][PDF] Linear Regression Approach to Fuzzy Cognitive Maps with History Data

VA Niskanen - Atlantis Studies in Uncertainty Modelling, 2021 - researchportal.helsinki.fi
Methods of linear regression analysis are applied to fuzzy cognitive map construction
according to history data from the standpoint of quantitative human sciences. When the …

A statistical random variable approach to fuzzy cognitive map modeling

VA Niskanen - 2019 IEEE International Conference on Fuzzy …, 2019 - ieeexplore.ieee.org
Fuzzy cognitive maps are studied from the quantitative human-scientific standpoint. The
concepts and weights of these maps are thus examined as statistical random variables …

Behavioral Analysis of Fuzzy Cognitive Maps

MF Hatwagner - Fuzzy Cognitive Maps: A Tool for the Modeling and …, 2023 - Springer
In this Chapter, we will discuss two further case studies, namely, problems that were
proposed by a French bank. Our team was involved by the request of a French university …

Stability of Fixed-Point Values in Reduced Fuzzy Cognitive Map Models

MF Hatwágner, LT Kóczy - Recent Developments and the New Direction in …, 2021 - Springer
The authors have already presented their method for reducing oversized FCM models, and
also have analyzed the prediction error of the reduced models. These investigations …