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Trudy SPIIRAN, 2016, Issue 44, Pages 5–19
DOI: https://doi.org/10.15622/sp.44.1
(Mi trspy851)
 

This article is cited in 2 scientific papers (total in 2 papers)

Algorithms and Software

Automatic Categorization of Documents Using Latent Semantic Analysis and Fuzzy Inference Algorithm of Mamdani

A. D. Khomonenkoa, S. V. Logashevb, S. A. Krasnovb

a Petersburg State Transport University
b Mozhaisky Military Space Academy
Abstract: We propose an approach to the automatic categorization of text documents based on the joint application of the method of latent semantic analysis (LSA) and fuzzy inference Mamdani algorithm. Method LSA is used for the semantic analysis of information in electronic document management systems by identifying semantic relationships between terms of documents and receipt of the compliance rate of the compared vectors. The rule base is proposed for fuzzy inference algorithm of Mamdani implementing the automatic rubrication of documents for a variety of given topics enabling automated monitoring of the distribution of documents not relevant to the specified topics, or having similarities in several thematic categories on the basis of the results of latent semantic analysis.
Keywords: rubrication of documents; fuzzy inference; latent semantic analysis; the rule base; a fuzzy inference Mamdani algorithm.
Bibliographic databases:
Document Type: Article
UDC: 004.912
Language: Russian
Citation: A. D. Khomonenko, S. V. Logashev, S. A. Krasnov, “Automatic Categorization of Documents Using Latent Semantic Analysis and Fuzzy Inference Algorithm of Mamdani”, Tr. SPIIRAN, 44 (2016), 5–19
Citation in format AMSBIB
\Bibitem{KhoLogKra16}
\by A.~D.~Khomonenko, S.~V.~Logashev, S.~A.~Krasnov
\paper Automatic Categorization of Documents Using Latent Semantic Analysis and Fuzzy Inference Algorithm of Mamdani
\jour Tr. SPIIRAN
\yr 2016
\vol 44
\pages 5--19
\mathnet{http://mi.mathnet.ru/trspy851}
\crossref{https://doi.org/10.15622/sp.44.1}
\elib{https://elibrary.ru/item.asp?id=25616414}
Linking options:
  • https://www.mathnet.ru/eng/trspy851
  • https://www.mathnet.ru/eng/trspy/v44/p5
  • This publication is cited in the following 2 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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    Full-text PDF :109
     
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