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Trudy SPIIRAN, 2012, Issue 20, Pages 186–199 (Mi trspy499)  

This article is cited in 1 scientific paper (total in 1 paper)

Representation of multinomial linear hidden Markov models in the form of algebraic Bayesian networks

L. M. Revzina, A. A. Fil'chenkovba, A. L. Tulupyevba

a St. Petersburg State University, Department of Mathematics and Mechanics
b St. Petersburg Institute for Informatics and Automation of RAS
References:
Abstract: Hidden Markov models (HMM) are widespread in simulating of various processes in such fields as bioinformatics, speech recognition and automated translation. Algebraic Bayesian network (ABN) is actively developing model with wide opportunities. Goal of this work is to represent a wider class of HMM as ABN than in the earlier researches. Algorithm for the representation is proposed and its correctness in sense that the probabilistic semantics of them are equal is proven.
Keywords: hidden Markov models, algebraic Bayesian networks, linear hidden Markov models, probabilistic graphical models.
Received: 18.04.2012
Document Type: Article
UDC: 004.8
Language: Russian
Citation: L. M. Revzin, A. A. Fil'chenkov, A. L. Tulupyev, “Representation of multinomial linear hidden Markov models in the form of algebraic Bayesian networks”, Tr. SPIIRAN, 20 (2012), 186–199
Citation in format AMSBIB
\Bibitem{RevFilTul12}
\by L.~M.~Revzin, A.~A.~Fil'chenkov, A.~L.~Tulupyev
\paper Representation of multinomial linear hidden Markov models in the form of algebraic Bayesian networks
\jour Tr. SPIIRAN
\yr 2012
\vol 20
\pages 186--199
\mathnet{http://mi.mathnet.ru/trspy499}
Linking options:
  • https://www.mathnet.ru/eng/trspy499
  • https://www.mathnet.ru/eng/trspy/v20/p186
  • This publication is cited in the following 1 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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    References:67
    First page:1
     
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