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Nechetkie Sistemy i Myagkie Vychisleniya, 2017, Volume 12, Issue 2, Pages 159–168
DOI: https://doi.org/10.26456/fssc31 (Mi fssc31) 		 
This article is cited in 3 scientific papers (total in 3 papers)

Modular model for time series forecasting based on neuro-fuzzy nets and cognitive modelling

S. A. Yarusheva, A. N. Averkinb, A. V. Fedotovac

a University "Dubna", Dubna
b Federal Research Center "Computer Science and Control" of Russian Academy of Sciences, Moscow
c Bauman Moscow State Technical University, Moscow
Full-text PDF (661 kB) Citations (3)
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DOI: https://doi.org/10.26456/fssc31
Abstract: The paper considers the task of constructing a hybrid time-series forecasting system based on fuzzy cognitive maps and neural networks. This approach allows us to take into account both the quantitative and qualitative characteristics of the time series. For completeness, the features of fuzzy cognitive maps and their application in time series prediction problems are given. Also, the developed genetic algorithm for learning fuzzy cognitive maps is presented, which makes it possible to avoid the laborious task of manually adjusting the cognitive map.
Keywords: time series, fuzzy cognitive maps, neural networks, forecasting, time series analysis, fuzzy systems.
Funding agency Grant number
Russian Foundation for Basic Research 17-07-01558
17-37-50013
Received: 04.09.2017
Revised: 16.12.2017
Document Type: Article
UDC: 004.415.2
Language: Russian
Citation: S. A. Yarushev, A. N. Averkin, A. V. Fedotova, “Modular model for time series forecasting based on neuro-fuzzy nets and cognitive modelling”, Nechetkie Sistemy i Myagkie Vychisleniya, 12:2 (2017), 159–168
Citation in format AMSBIB
\Bibitem{YarAveFed17}
\by S.~A.~Yarushev, A.~N.~Averkin, A.~V.~Fedotova
\paper Modular model for time series forecasting based on neuro-fuzzy nets and cognitive modelling
\jour Nechetkie Sistemy i Myagkie Vychisleniya
\yr 2017
\vol 12
\issue 2
\pages 159--168
\mathnet{http://mi.mathnet.ru/fssc31}
\crossref{https://doi.org/10.26456/fssc31}
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  • https://www.mathnet.ru/eng/fssc/v12/i2/p159
    • This publication is cited in the following 3 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    		Nechetkie Sistemy i Myagkie Vychisleniya
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