Abstract
This paper presents mechanisms to support the specification and verification of ontological agreements for a two-level connected directed graph model of information units. The application of the proposed approaches in the process of forming knowledge bases should make it possible to specify and verify such agreements without intermediaries (represented by programmers). The implementation of the proposed solutions on a platform designed for the creation and use of cloud-based artificial intelligence systems is also described.
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REFERENCES
N. Arndt, “OntoWiki: A tool providing support for agile, distributed knowledge engineering scenarios,” (2022). http://aksw.org/Projects/OntoWiki.html. Cited September 10, 2022.
C. Basca et al., “Neologism: Easy vocabulary publishing,” CEUR Workshop Proc. 368, 10 (2008). http://ceur-ws.org/Vol-368/paper10.pdf. Cited September 10, 2022.
S. Braun and V. Zacharias, “SOBOLEO-Editor and repository for living ontologies,” (2010). http://knowledge-maturing.com/services-and-tools/tools/. Cited September 10, 2022.
M. Dragoni, C. Ghidini, and A. Bosca, “Multilingual MoKi: How to manage multilingual ontologies in a wiki,” in The Semantic Web: ESWC 2013 Satellite Events, Ed. by P. Cimiano, M. Fernández, V. Lopez, S. Schlobach, and J. Völker, Lecture Notes in Computer Science, Vol. 7955 (Springer, Berlin, 2013), pp. 162–166. https://doi.org/10.1007/978-3-642-41242-4_17
G. Fu and W. Rao, “An introduction of Knoodl,” (2015). http://tinman.cs.gsu.edu/~raj/8711/sp11/presentations/knoodlReport.pdf. Cited July 10, 2015.
V. V. Gribova, A. S. Kleshchev, F. M. Moskalenko, and V. A. Timchenko, “A two-level model of information units with complex structure that correspond to the questioning metaphor,” Autom. Doc. Math. Linguist. 49, 172–181 (2015). https://doi.org/10.3103/S0005105515050052
V. V. Gribova, A. S. Kleshchev, F. M. Moskalenko, and V. A. Timchenko, “A model for generation of directed graphs of information by the directed graph of metainformation for a two-level model of information units with a complex structure,” Autom. Doc. Math. Linguist. 49, 221–231 (2015). https://doi.org/10.3103/S0005105515060059
V. V. Gribova, A. S. Kleshchev, F. M. Moskalenko, and V. A. Timchenko, “Implementation of a model of a metainformation-controlled editor of information units with a complex structure,” Autom. Doc. Math. Linguist. 50, 14–25 (2016). https://doi.org/10.3103/S0005105516010052
A. S. Kleshchev, V. A. Timchenko, V. V. Gribova, L. A. Fedorishchev, F. M. Moskalenko, and E. A. Shalfeeva, “IACPaaS cloud platform for the development of intelligent service shells: Current state and future evolution,” Program. Prod. Sist., No. 3, 527–536 (2018). https://doi.org/10.15827/0236-235x.123.527-536
A. Kleppe, S. Warmer, and W. Bast, MDA Explained. The Model Driven Architecture: Practice and Promise (Addison-Wesley, 2003).
P.-А. Muller, F. Fleurey, and J.-М. Jézéquel, “Weaving executability into object-oriented meta-languages,” in Model Driven Engineering Languages and Systems, Ed. by L. Briand and C. Williams, Lecture Notes in Computer Science, Vol. 3713 (Springer, Berlin, 2005), pp. 264–278. https://doi.org/10.1007/11557432_19
M. A. Musen, “The Protégé project,” AI Matters 1 (4), 4–12 (2015). https://doi.org/10.1145/2757001.2757003
Object Management Group, “Model driven architecture,” http://www.omg.org/mda. Cited September 10, 2022.
T. Schandl and A. Blumauer, “PoolParty: SKOS thesaurus management utilizing linked data,” in The Semantic Web: Research and Applications. ESWC 2010, Ed. by L. Aroyo, G. Antoniou, E. Hyvönen, A. Teije, H. Stuckenschmidt, L. Cabral, and T. Tudorache, Lecture Notes in Computer Science, Vol. 6089 (Springer, Berlin, 2010), pp. 421–425. https://doi.org/10.1007/978-3-642-13489-0_36
D. Varró and A. Pataricza, “VPM: A visual, precise, and multilevel metamodeling framework for describing mathematical domains and UML (the mathematics of metamodeling is metamodeling mathematics),” Software Syst. Model. 2, 187–210 (2003). https://doi.org/10.1007/s10270-003-0028-8
ACKNOWLEDGMENTS
We thank our colleagues from the Intelligent Systems Lab (named after A.S. Kleshchev) for valuable comments and advice in conducting the study, as well as for recommendations given during the preparation of this article.
Funding
The work was carried out within the government tasks FZNS-2023-0010 (development of means and tools for creating ontological databases and knowledge bases on the IACPaaS platform) and 0202-2021-0004 (development of thematic knowledge bases in medicine). The sponsor representatives were not involved in the research and article preparation.
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Philip Mikhailovich Moskalenko, Cand. Sci. (Eng.) is a senior researcher at the Kleshchev Laboratory of Intelligent Systems, Institute for Automation and Control Processes, Far Eastern Branch, Russian Academy of Sciences. He received his Candidate’s degree in 2011 for his thesis on Methods for Solving Medical Diagnostics Problems Based on a Mathematical Model of the Subject Domain and is a participant in the development and implementation of the IACPaaS cloud computing platform. His scientific interests include the construction of knowledge-based systems and tools for the development of intelligent systems.
Vadim Andreevich Timchenko was born 1983. He graduated from the Institute of Mathematics and Computer Science, Far East State University (2005), Cand. Sci. (Eng.) (2011), and is a senior researcher at the Kleshchev Laboratory of Intelligent Systems, Institute for Automation and Control Processes, Far Eastern Branch, Russian Academy of Sciences. He has authored about 100 papers in the field of artificial intelligence, knowledge-based problem-oriented systems, and specialized software models and systems. AuthorID (RSCI): 180470; Author ID (Scopus): 57201774103; Researcher ID (WoS): Q-4380-2016.
Translated by D. Sventsitsky
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Moskalenko, P.M., Timchenko, V.A. Forming Knowledge Bases in Accordance with Ontological Agreements on an Intelligent Systems Development Platform. Pattern Recognit. Image Anal. 33, 432–445 (2023). https://doi.org/10.1134/S1054661823030331
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DOI: https://doi.org/10.1134/S1054661823030331