A review on methods and software for fuzzy cognitive maps

G Felix, G Nápoles, R Falcon, W Froelich… - Artificial intelligence …, 2019 - Springer
Fuzzy cognitive maps (FCMs) keep growing in popularity within the scientific community.
However, despite substantial advances in the theory and applications of FCMs, there is a …

Using empirical wavelet transform and high-order fuzzy cognitive maps for time series forecasting

HA Mohammadi, S Ghofrani, A Nikseresht - Applied Soft Computing, 2023 - Elsevier
Many studies on time series forecasting have employed fuzzy cognitive maps (FCMs).
However, it is required to develop techniques capable of effective responses and great …

Multivariate time series forecasting based on elastic net and high-order fuzzy cognitive maps: a case study on human action prediction through EEG signals

F Shen, J Liu, K Wu - IEEE Transactions on Fuzzy Systems, 2020 - ieeexplore.ieee.org
Fuzzy cognitive maps (FCMs) have been successfully applied to time series forecasting.
However, it still remains challenging to handle multivariate long nonstationary time series …

Time series prediction based on high-order intuitionistic fuzzy cognitive maps with variational mode decomposition

Y Xixi, D Fengqian, L Chao - Soft Computing, 2022 - Springer
In reality, time series subject to the internal/external influence are usually characterized by
nonlinearity, uncertainty, and incompleteness. Therefore, how to model the features of time …

Algorithm for Optimization of Inverse Problem Modeling in Fuzzy Cognitive Maps

AV Petukhova, AV Kovalenko, AV Ovsyannikova - Mathematics, 2022 - mdpi.com
Managerial decision-making is a complex process that has several problems. The more
heterogeneous the system, the more immeasurable, non-numerical information it contains …