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Trudy SPIIRAN, 2011, Issue 18, Pages 188–214 (Mi trspy464)  

This article is cited in 6 scientific papers (total in 6 papers)

Computational complexity of local posteriori inference algorithms in algebraic Bayesian networks

A. V. Sirotkin

St. Petersburg Institute for Informatics and Automation of RAS
Full-text PDF (929 kB) Citations (6)
Abstract: The paper presents algorithmical complexity estimates for local posteriori inference in algebraic Bayesian networks. We consider the ways of implementing the inference for thee types of evidence (deterministic, stochastic, and imprecise). If we need to solve linear programming tasks for inference, the comlexity estimations are given in numbers of such tasks and numbers of variables and constraints in each task. In other cases, complexity estimates are given in numbers of arithmetic operations.
Keywords: algebraic Bayesian network, posteriori inference, knowledge pattern.
Received: 08.07.2011
Accepted: 29.09.2011
Document Type: Article
UDC: 004.8
Language: Russian
Citation: A. V. Sirotkin, “Computational complexity of local posteriori inference algorithms in algebraic Bayesian networks”, Tr. SPIIRAN, 18 (2011), 188–214
Citation in format AMSBIB
\Bibitem{Sir11}
\by A.~V.~Sirotkin
\paper Computational complexity of local posteriori inference algorithms in algebraic Bayesian networks
\jour Tr. SPIIRAN
\yr 2011
\vol 18
\pages 188--214
\mathnet{http://mi.mathnet.ru/trspy464}
Linking options:
  • https://www.mathnet.ru/eng/trspy464
  • https://www.mathnet.ru/eng/trspy/v18/p188
  • This publication is cited in the following 6 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Informatics and Automation
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