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Fuzzy Systems and Soft Computing, 2019, Volume 14, Issue 2, Pages 81–91
DOI: https://doi.org/10.26456/fssc58
(Mi fssc58)
 

The problem decision of uncertainty accumulation of fuzzy-probabilistic Bayesian inference

V. V. Borisov, A. S. Ponomarenko, A. S. Fedulov

Branch of the "National Research University "MPEI" in Smolensk, Smolensk
References:
Abstract: Fuzzy Bayesian models provide ample opportunities for modeling approximate reasoning under stochastic and non-stochastic uncertainty. However, one of the main problems in using these models is to ensure the correctness and interpretability of the results of fuzzy-probabilistic Bayesian inference due to the uncertainty accumulation due to multiple consideration of the blurring of the same fuzzy variables in the repeatedly repeated fuzzy computing. The article substantiates the method of solving this problem by implementing transformations between fuzzy variables on the basis of their so-called modal interaction. The proposed method can be effectively used to model approximate reasoning based on fuzzy Bayesian models.
Keywords: fuzzy Bayesian model, fuzzy-probabilistic Bayesian inference.
Funding agency Grant number
Russian Foundation for Basic Research 18-29-03088_мк
Received: 23.09.2019
Revised: 04.11.2019
Bibliographic databases:
Document Type: Article
UDC: 004.82
Language: Russian
Citation: V. V. Borisov, A. S. Ponomarenko, A. S. Fedulov, “The problem decision of uncertainty accumulation of fuzzy-probabilistic Bayesian inference”, Fuzzy Systems and Soft Computing, 14:2 (2019), 81–91
Citation in format AMSBIB
\Bibitem{BorPonFed19}
\by V.~V.~Borisov, A.~S.~Ponomarenko, A.~S.~Fedulov
\paper The problem decision of uncertainty accumulation of fuzzy-probabilistic Bayesian inference
\jour Fuzzy Systems and Soft Computing
\yr 2019
\vol 14
\issue 2
\pages 81--91
\mathnet{http://mi.mathnet.ru/fssc58}
\crossref{https://doi.org/10.26456/fssc58}
\elib{https://elibrary.ru/item.asp?id=41745246}
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