Artificial Intelligence and Decision Making
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Artificial Intelligence and Decision Making, 2022, Issue 3, Pages 36–50
DOI: https://doi.org/10.14357/20718594220303 (Mi iipr69) 		 
Decision support systems

Neuro-symbolic artificial intelligence in collaborative decision support systems

A. V. Smirnov, A. V. Ponomarev, N. G. Shilov, T. V. Levashova

St. Petersburg Federal Research Center of the Russian Academy of Sciences, St. Petersburg, Russia
Full-text PDF (593 kB)
DOI: https://doi.org/10.14357/20718594220303
Abstract: The paper discusses the requirements for collaborative human-machine decision support systems and the problems that arise during their creation. The methods of neuro-symbolic artificial intelligence can help to resolve some of these problems. The analysis of modern results in the field of ontology-oriented neuro-symbolic artificial intelligence is carried out, primarily aimed at explaining neural network models using ontologies and using symbolic knowledge to improve the efficiency of neural network models. A conceptual model of a collaborative human-machine decision support system based on ontology-oriented neuro-symbolic intelligence is proposed.
Keywords: decision support systems, neuro-symbolic intelligence, collaborative systems.
Funding agency Grant number
Russian Science Foundation 22-11-00214
English version:
Scientific and Technical Information Processing, 2023, Volume 50, Issue 6, Pages 635–645
DOI: https://doi.org/10.3103/S0147688223060151
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: A. V. Smirnov, A. V. Ponomarev, N. G. Shilov, T. V. Levashova, “Neuro-symbolic artificial intelligence in collaborative decision support systems”, Artificial Intelligence and Decision Making, 2022, no. 3, 36–50; Scientific and Technical Information Processing, 50:6 (2023), 635–645
Citation in format AMSBIB
\Bibitem{SmiPonShi22}
\by A.~V.~Smirnov, A.~V.~Ponomarev, N.~G.~Shilov, T.~V.~Levashova
\paper Neuro-symbolic artificial intelligence in collaborative decision support systems
\jour Artificial Intelligence and Decision Making
\yr 2022
\issue 3
\pages 36--50
\mathnet{http://mi.mathnet.ru/iipr69}
\crossref{https://doi.org/10.14357/20718594220303}
\elib{https://elibrary.ru/item.asp?id=49473934}
\transl
\jour Scientific and Technical Information Processing
\yr 2023
\vol 50
\issue 6
\pages 635--645
\crossref{https://doi.org/10.3103/S0147688223060151}
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