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Probability propagation in fuzzy Bayesian belief networks with nondeterministic states
Authors:O. V. Verovka  I. N. Parasyuk
Affiliation:(1) V. M. Glushkov Cybernetics Institute, National Academy of Sciences of Ukraine, Kiev, Ukraine
Abstract:The conceptual basis of fuzzy Bayesian belief networks with nondeterministic states is considered. The concept of a fuzzy probability estimate as a fuzzy relation of special type is introduced and its geometrical interpretation is given. Functional transformations of fuzzy probability estimates are defined and a multidimensional linear interpolation procedure is developed. Fundamental aspects of information distribution in fuzzy Bayesian belief networks with nondeterministic states are considered. Translated from Kibernetika i Sistemnyi Analiz, No. 6, pp. 153–169, November–December 2008.
Keywords:Bayesian network  nondeterministic state  fuzzy probability estimate  probability propagation  fuzzy linear interpolation
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