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JOURNALS // Vestnik Sankt-Peterburgskogo Universiteta. Seriya 10. Prikladnaya Matematika. Informatika. Protsessy Upravleniya // Archive

Vestnik S.-Petersburg Univ. Ser. 10. Prikl. Mat. Inform. Prots. Upr., 2012 Issue 2, Pages 51–59 (Mi vspui71)

This article is cited in 1 paper

Applied mathematics

A posteriori probabilistic estimates in algebraic Bayesian networks

A. L. Tulupyevab

a St. Petersburg Institute for Informatics and Automation of RAS
b St. Petersburg State University, Department of Mathematics and Mechanics

Abstract: The paper presents an algorithm for evidence propagation in algebraic Bayesian networks in order to calculate a posteriori probabilistic estimates of network elements. The implicit assumptions that guarantee the correctness of the a posteriori inference algorithm results are discovered and considered.

Keywords: algebraical Bayesian network, knowledge uncertainty, knowledge pattern, a posteriori inference, evidence propagation.

UDC: 004.8


Accepted: February 28, 2012



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