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Upravlenie Bol'shimi Sistemami, 2013, Issue 45, Pages 181–205 (Mi ubs722)  
Information Technology Applications in Control

Acoustic modeling module function in a system for automatic analysis of unstructured speech data

V. Smirnova, M. Gusevb, M. P. Farkhadovc

a Speech Drive, ltd. – company
b Research Institute “KVANT”
c Institute of Control Sciences of RAS
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Abstract: We focus on acoustic modeling – a component of a system for automatic analysis of unstructured speech data, which aims at creating statistical description for speech sounds. In the first part of the paper we outline goals of a system for automatic analysis of unstructured speech data and explain the place and functions of acoustic modeling within the system. Then we suggest an algorithm of acoustic modeling and address each of its stages in detail.
Keywords: acoustic modeling, hidden Markov models, forward-backward algorithm, Baum-Welch re-estimation, classification and regression trees, automatic analysis of unstructured speech data.
Document Type: Article
UDC: 004.52 + 004.934
BBC: 22.1
Language: Russian
Citation: V. Smirnov, M. Gusev, M. P. Farkhadov, “Acoustic modeling module function in a system for automatic analysis of unstructured speech data”, UBS, 45 (2013), 181–205
Citation in format AMSBIB
\Bibitem{SmiGusFar13}
\by V.~Smirnov, M.~Gusev, M.~P.~Farkhadov
\paper Acoustic modeling module function in a system for automatic analysis of unstructured speech data
\jour UBS
\yr 2013
\vol 45
\pages 181--205
\mathnet{http://mi.mathnet.ru/ubs722}
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  • https://www.mathnet.ru/eng/ubs/v45/p181
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