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Trudy SPIIRAN, 2010, Issue 13, Pages 87–105 (Mi trspy390)  

This article is cited in 10 scientific papers (total in 10 papers)

Algebraic Bayesian networks minimal join graphcliques comparative analysis

A. A. Fil'chenkovab, A. L. Tulupyevab, A. V. Sirotkina

a St. Petersburg Institute for Informatics and Automation of RAS
b St. Petersburg State University, Department of Mathematics and Mechanics
References:
Abstract: Algebraic Bayesian networks are probabilistic-logic graphic models of knowledge sys-tems with uncertainty and can be applied to statistic data processing and machine learning. Secondary structure usually represented as join graph is crucial for its work. The article represents minimal join graphs cliques classification on the number of their vertexes and the number of special edges they contain. Eight different clique types are designed and estimations of number of components depended on them (feuds and sinews) are obtained and proven.
Keywords: algebraic Bayesian networks, secondary structure, machine learning, probabilistic graphical knowledge models.
Received: 15.12.2010
Document Type: Article
UDC: 004.8
Language: Russian
Citation: A. A. Fil'chenkov, A. L. Tulupyev, A. V. Sirotkin, “Algebraic Bayesian networks minimal join graphcliques comparative analysis”, Tr. SPIIRAN, 13 (2010), 87–105
Citation in format AMSBIB
\Bibitem{FilTulSir10}
\by A.~A.~Fil'chenkov, A.~L.~Tulupyev, A.~V.~Sirotkin
\paper Algebraic Bayesian networks minimal join graphcliques comparative analysis
\jour Tr. SPIIRAN
\yr 2010
\vol 13
\pages 87--105
\mathnet{http://mi.mathnet.ru/trspy390}
Linking options:
  • https://www.mathnet.ru/eng/trspy390
  • https://www.mathnet.ru/eng/trspy/v13/p87
  • This publication is cited in the following 10 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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    Abstract page:270
    Full-text PDF :80
    References:44
    First page:1
     
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