The problem decision of uncertainty accumulation of fuzzy-probabilistic Bayesian inference
Nečetkie sistemy i mâgkie vyčisleniâ, Tome 14 (2019) no. 2, pp. 81-91
Voir la notice de l'article provenant de la source Math-Net.Ru
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.
@article{FSSC_2019_14_2_a0,
author = {V. V. Borisov and A. S. Ponomarenko and A. S. Fedulov},
title = {The problem decision of uncertainty accumulation of fuzzy-probabilistic {Bayesian} inference},
journal = {Ne\v{c}etkie sistemy i m\^agkie vy\v{c}isleni\^a},
pages = {81--91},
publisher = {mathdoc},
volume = {14},
number = {2},
year = {2019},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/FSSC_2019_14_2_a0/}
}
TY - JOUR AU - V. V. Borisov AU - A. S. Ponomarenko AU - A. S. Fedulov TI - The problem decision of uncertainty accumulation of fuzzy-probabilistic Bayesian inference JO - Nečetkie sistemy i mâgkie vyčisleniâ PY - 2019 SP - 81 EP - 91 VL - 14 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/FSSC_2019_14_2_a0/ LA - ru ID - FSSC_2019_14_2_a0 ER -
%0 Journal Article %A V. V. Borisov %A A. S. Ponomarenko %A A. S. Fedulov %T The problem decision of uncertainty accumulation of fuzzy-probabilistic Bayesian inference %J Nečetkie sistemy i mâgkie vyčisleniâ %D 2019 %P 81-91 %V 14 %N 2 %I mathdoc %U http://geodesic.mathdoc.fr/item/FSSC_2019_14_2_a0/ %G ru %F FSSC_2019_14_2_a0
V. V. Borisov; A. S. Ponomarenko; A. S. Fedulov. The problem decision of uncertainty accumulation of fuzzy-probabilistic Bayesian inference. Nečetkie sistemy i mâgkie vyčisleniâ, Tome 14 (2019) no. 2, pp. 81-91. http://geodesic.mathdoc.fr/item/FSSC_2019_14_2_a0/