• Igor Antonov Faculty of Computer Science and Electrical Power Engineering, Pskov State University (RU)
  • Iuliia Bruttan Faculty of Computer Science and Electrical Power Engineering, Pskov State University (RU)
  • Lilia Motaylenko Faculty of Computer Science and Electrical Power Engineering, Pskov State University (RU)
  • Dmitry Andreev Faculty of Computer Science and Electrical Power Engineering, Pskov State University (RU)



domain ontology, information systems, information retrieval, data mining, machine learning


This article is devoted to the tasks of automating the construction of domain ontologies. In the beginning, the limitations and problems of constructing the ontology of the domain using the well-known methods are discussed. Next, a model of the domain ontology is proposed, which provides the ability to automatically build the ontological hierarchy, including the automatic synthesis of generalized concepts. Then, the article discusses the method of building an ontology based on the proposed model using machine learning, and discusses its capabilities and limitations.


Download data is not yet available.


. V. Antonov and Iu. V. Bruttan, "Ontological approach to building control systems of electronic learning objects," Bulletin of Pskov State University, Economics. Law. Management, No. 5, pp. 230-234, 2014. (in Russian)

E. A. Rabchevsky and G. I. Bulatova, "Automatic ontology construction," Scientific and technical bulletins of SPbSPU, No. 4, pp. 22-26, 2007. (in Russian)

A. E. Ermakov, "Automation of ontological engineering in systems of knowledge extraction from text," Computer linguistics and intellectual technologies: in proceedings of The International Conference Dialogue, Bekasovo, June 4-8, 2004, Moscow: RSUH, 2008, pp.154- 159. (in Russian)

Song, Q., Liu,J., Wang, X. A Novel Automatic Ontology Construction Method Based on Web Data: Proceedings of Tenth International Conference on Intelligent Information Hiding and Multimedia Signal Processing, Kitakyushu, Japan, 2014, pp.762-765.

Khalatbari, S., Mirroshandel, S. A.: Automatic construction of domain ontology using wikipedia and enhancing it by google search engine. J. Inf. Syst. Telecommun. 3, 2015, pp. 248-258.

D. Küçük, Y. Arsla, Semi-automatic construction of a domain ontology for wind energy using Wikipedia articles: Renewable Energy, 62, 2014, pp. 484-489.

Damir Jurić, Marko Banek, Zoran Skočir, Automated Construction of Domain Ontology Taxonomies from Wikipedia: International Conference on Database and Expert Systems Applications DEXA, Database and Expert Systems Applications, 2011, pp. 439-446.

P. Buitelaar, P. Cimiano, Ontology learning and population: Bridging the gap between text and knowledge: Frontiers in Artificial Intelligence and Applications Series, Vol. 167, IOS Press, 2008.

P. Cimiano , J. Völker, Text2Onto. NLDB, 2005, pp. 227–238.

Dahab,M.Y.,Hassan, H.A., Rafea, A., TextOntoEx: Automatic Ontology Construction from Natural English Text: Expert Systems with Applications. Volume 34, Issue 2, 2008, pp. 1474–1480.

Azevedo, R. R., Freitas, F., Rocha, R. G. C., Menezes, J. A. A., Oliveira Rodrigues, C. M., and F. P. Silva, G., An Approach for Learning and Construction of Expressive Ontology from Text in Natural Language: Proceedings of 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2014, pp. 149-156.

S. V. Smirnov, "Ontological analysis of domain modeling," Proceedings of Samara scientific center of RAS, Vol. 3, No. 1, pp. 62-70, 2001. (in Russian)

V. A. Pronina and L. B. Shipilina, "Using relations between attributes to construct domain ontology," Control problems, No. 1, pp. 27–32, 2009. (in Russian)

Ning, L., Guanyu, L., Li, S., Using formal concept analysis for maritime ontology building: International Forum on Information Technology and Applications 2, 2010, pp. 159–162.

P. Cimiano, A. Hotho, G. Stumme, J. Tane, Conceptual Knowledge Processing with Formal Concept Analysis and Ontologies: Eklund, P.W. (ed.) ICFCA 2004. LNCS (LNAI), vol. 2961, Springer, Heidelberg, 2004, pp. 189–207.

Obitko, M., Snsel, V., Smid, J., Ontology design with formal concept analysis: Proc. of the CLA2004 International Workshop on Concept Latticesand their Applications, 2004, pp. 1377–1390.

H.M. Haav, An Application of Inductive Concept Analysis to Construction of Domain-specific Ontologies: Proceedings of the Workshop of VLDB2003, 2003, pp. 63-67.

R. Bendaoud, A. Napoli, Y. Toussaint, Formal Concept Analysis: A unified framework forbuilding and refining ontologies: A. Gangemi and J. Euzenat editors, Knowledge Engineering: Practice and Patterns – Proceedings of the 16 International Conference on Knowledge Engineering and Knowledge Management, EKAW’2008, pp. 156-171.




How to Cite

I. Antonov, I. Bruttan, L. Motaylenko, and D. Andreev, “THE METHOD OF AUTOMATED BUILDING OF DOMAIN ONTOLOGY”, ETR, vol. 2, pp. 34–37, Jun. 2019, doi: 10.17770/etr2019vol2.4065.