Informatics and Applications
2020, Volume 14, Issue 3, pp 119-128
PROBLEM-ORIENTED VERIFYING THE COMPLETENESS OF TEMPORAL ONTOLOGIES AND FILLING CONCEPTUAL LACUNAS
Abstract
An approach to verify the completeness of ontologies and fill conceptual lacunas found in them is proposed. The approach is based on the following symbiotic information processes: goal-oriented discovering new knowledge using data, its representation in an ontology, and application of the ontology to solve a problem. In the process of its solving, the completeness of the ontology is verified and its conceptual lacunas found during solving the problem are registered and filled. The personal, collective, and conventional levels of knowledge representation in ontologies are discussed. The approach allows one to find conceptual lacunas at the conventional level of ontologies and fill them at their personal and/or collective levels, if for discovering new knowledge its potential sources are available. The purpose of the paper is to consider the model of symbiotic information processes. The developed model is a generalized flowchart that implements the proposed approach. The flowchart serves as the basis for computerization of symbiotic processes. The model description is illustrated by an example of finding conceptual lacunas in a linguistic typology and filling them with the concepts of new knowledge discovered using text data.
[+] References (20)
- McGuinness, D. L. 2003. Ontologies come of age. Spinning the Semantic Web: Bringing the World Wide Web to its full potential. Eds. D. Fensel, J. Hendler, H. Lieberman, and W Wahlster. Cambridge, MA: MIT Press. 171-194.
- Zatsman, I. 2018. Goal-oriented creation of individual knowledge: Model and information technology. 19th European Conference on Knowledge Management Proceedings. Reading: Academic Publishing International Ltd. 2:947956.
- Zatsman, I. 2019. Finding and filling lacunas in knowl-edge systems. 20th European Conference on Knowledge Management Proceedings. Reading: Academic Publishing International Ltd. 2:1143-1151.
- Nonaka, I. 1991. The knowledge-creating company. Harvard Bus. Rev. 69(6):96-104.
- Nonaka, I. 1994. A dynamic theory of organizational knowledge creation. Organ. Sci. 5(1):14-37.
- Nonaka, I., and H. Takeuchi. 1995. The knowledge- creating company. Oxford, NY: Oxford University Press. 284 p.
- Wierzbicki, A. P, and Y. Nakamori. 2006. Basic dimen-sions of creative space. Creative space: Models of creative processes for knowledge civilization age. Eds. A. P. Wierzbicki and Y Nakamori. Berlin: Springer Verlag. 59-90.
- Wierzbicki, A. P, and Y. Nakamori. 2007. Knowledge sciences: Some new developments. Z. Betriebswirt. 77(3):271-295.
- Nakamori, Y. 2013. Knowledge and systems science - en-abling systemic knowledge synthesis. London-New York: CRC Press. 234 p.
- Nissen, M. E. 2006. Harnessing knowledge dynamics: Principled organizational knowing & learning. London: IRM Press. 278 p.
- Zatsman, I., N. Buntman, A. Coldefy-Faucard, and V. Nuriev. 2016. WEB Knowledge Base for asynchronous brainstorming. 17th European Conference on Knowledge Management Proceedings. Reading: Academic Publishing International Ltd. 1:976-983.
- Bratianu, C. 2019. A strategic view on the knowledge dynamics models used in knowledge management. 20th European Conference on Knowledge Management Proceedings. Reading: Academic Publishing International Ltd. 1:185-192.
- Dobrovol'skiy, D.O., and Anna A. Zalizniak. 2018. Nemetskie konstruktsii s modal'nymi glagolami i ikh russkie sootvetstviya: proyekt nadkorpusnoy bazy dan- nykh [German constructions with modal verbs and their Russian correlates: A supracorpora database project]. Komp'yuternaya lingvistika i intellektual'nye tekhnologii: po mat-lam Mezhdunar. konf. "Dialog" [Computer Linguistic and Intellectual Technologies: Conference (International) "Dialog" Proceedings]. Moscow. 17(24):172-184.
- Zatsman, I. 2018. Stadii tselenapravlennogo izvlecheniya znaniy, implitsirovannykhvparallel'nykhtekstakh [Stages of goal-oriented discovery of knowledge implied in par-allel texts]. Sistemy i Sredstva Informatiki - Systems and Means of Informatics 28(3):175-188.
- Zatsman, I. M. 2019. Tselenapravlennoe razvitie sistem lingvisticheskikh znaniy: vyyavlenie i zapolnenie lakun [Goal-oriented development of linguistic knowledge systems: Identifying and filling of lacunae]. Informatika i ee Primeneniya - Inform. Appl. 13(1):91-98.
- Goncharov, A. A., and I. M. Zatsman. 2019. Informatsi- onnye transformatsii parallel'nykh tekstov v zadachakh izvlecheniya znaniy [Information transformations of parallel texts in knowledge extraction]. Sistemy i Sredstva Informatiki - Systems and Means of Informatics 29(1):180- 193.
- Ide, N., and J. Pustejovsky, eds. 2017. Handbook of lin-guistic annotation. Dordrecht, The Netherlands: Springer Science + Business Media. 1459 p.
- Dobrovol'skiy, D.O., ed. 2020 (inpress). Nemetsko-russkiy slovar': aktual'naya leksika [German-Russian dictionary: Actual vocabulary]. Moscow: Leksrus.
- Parallel'nyy nemetskiy korpus [Parallel German cor-pus]. Available at: http://www.ruscorpora.ru/search- para-de.html (accessed July 20, 2020).
- Zatsman,I.2020(inpress). Three-dimensional encoding
of emerging meanings in AI-systems. 21st European Conference
on Knowledge Management Proceedings. Reading:
Academic Publishing International Ltd.
[+] About this article
Title
PROBLEM-ORIENTED VERIFYING THE COMPLETENESS OF TEMPORAL ONTOLOGIES AND FILLING CONCEPTUAL LACUNAS
Journal
Informatics and Applications
2020, Volume 14, Issue 3, pp 119-128
Cover Date
2020-09-30
DOI
10.14357/19922264200317
Print ISSN
1992-2264
Publisher
Institute of Informatics Problems, Russian Academy of Sciences
Additional Links
Key words
three-level representation of knowledge; temporal ontology; conceptual lacuna; generation of new knowledge; symbiotic processes
Authors
I. M. Zatsman
Author Affiliations
Institute of Informatics Problems, Federal Research Center "Computer Science and Control" of the Russian Academy of Sciences, 44-2 Vavilov Str., Moscow 119333, Russian Federation
|