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Proceedings of the Institute for System Programming of the RAS, 2021, Volume 33, Issue 4, Pages 99–116
DOI: https://doi.org/10.15514/ISPRAS-2021-33(4)-8
(Mi tisp616)
 

Ontology-based syntactic analysis of domain-specific texts

B. I. Geltsera, T. A. Gorbachb, V. V. Gribovab, O. V. Karpikc, E. S. Klyshinskyd, N. A. Kochetkovad, D. B. Okunb, M. V. Petryaevab, K. I. Shakhgeldyane

a Far Eastern Federal University
b Institute of Automation and Control Processes, Far Eastern Branch of RAS
c Keldysh Institute of Applied Mathematics
d HSE University
e Vladivostok State University of Economics and Service
Abstract: The paper compares three methods for parsing of patients' chief complaints extracted from electronic medical cards. We propose two methods which are based on usage of an ontology: either as a method for correction of mistake made by a parser, or for constructing syntactical dependencies according to this ontology and a limited set of rules of syntactical governance. As a control test, we use existing natural text parsing libraries. The paper demonstrates that such a simple approach could achieve a high accuracy, which is comparable to modern parsers.
Keywords: parsing, shallow parsing, ontology, medical texts.
Funding agency Grant number
Russian Foundation for Basic Research 18-29-03131
This work was supported by the grant of RFBR no. 18-29-03131
Document Type: Article
Language: Russian
Citation: B. I. Geltser, T. A. Gorbach, V. V. Gribova, O. V. Karpik, E. S. Klyshinsky, N. A. Kochetkova, D. B. Okun, M. V. Petryaeva, K. I. Shakhgeldyan, “Ontology-based syntactic analysis of domain-specific texts”, Proceedings of ISP RAS, 33:4 (2021), 99–116
Citation in format AMSBIB
\Bibitem{GelGorGri21}
\by B.~I.~Geltser, T.~A.~Gorbach, V.~V.~Gribova, O.~V.~Karpik, E.~S.~Klyshinsky, N.~A.~Kochetkova, D.~B.~Okun, M.~V.~Petryaeva, K.~I.~Shakhgeldyan
\paper Ontology-based syntactic analysis of domain-specific texts
\jour Proceedings of ISP RAS
\yr 2021
\vol 33
\issue 4
\pages 99--116
\mathnet{http://mi.mathnet.ru/tisp616}
\crossref{https://doi.org/10.15514/ISPRAS-2021-33(4)-8}
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