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Trudy SPIIRAN, 2013, Issue 26, Pages 204–215
(Mi trspy646)
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Virtual evidence transmission algorithm preserving the global consistency property of algebraic Bayesian networks
K. V. Frolenkovab a Saint-Petersburg State University
b St. Petersburg Institute for Informatics and Automation of RAS
Abstract:
In the theory of algebraic Bayesian networks (logical probabilistic graphical models using the form of interval estimations of the probabilistic truth values of propositional formulas for knowledge with uncertainty representation) the notion of consistency contained in the knowledge system has been formalized. This paper analyzes the algorithm for propagation of received evidences from the point of view of preserving consistency in the course of its execution. An improvement of an existing algorithm providing consistency preservation is proposed.
Keywords:
algebraic Bayesian networks, probabilistic graphical knowledge models, logical and probabilistic inference, consistency.
Received: 13.05.2013
Citation:
K. V. Frolenkov, “Virtual evidence transmission algorithm preserving the global consistency property of algebraic Bayesian networks”, Tr. SPIIRAN, 26 (2013), 204–215
Linking options:
https://www.mathnet.ru/eng/trspy646 https://www.mathnet.ru/eng/trspy/v26/p204
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Statistics & downloads: |
Abstract page: | 116 | Full-text PDF : | 49 | References: | 47 | First page: | 1 |
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