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Proceedings of ISP RAS, 2021 Volume 33, Issue 4, Pages 99–116 (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.

DOI: 10.15514/ISPRAS-2021-33(4)-8



© Steklov Math. Inst. of RAS, 2024