Decision support systems (DSS) are still of great use in the different domains of automatization, where artificial intelligence methods have no proper information base for learning or require a big efforts. Among them choosing of a training trajectory in the Intelligent Tutoring Systems, choosing of a plan of repairing or scientific research works in the high schools may be considered as the major. The subject of the paper is a modern information technology for DSS in the case of multi-criterial choice combined advantages of the methods based on the pairwise comparison with the simplicity of the methods based on the reducing several criteria to one. The methods utilized in the research are system analysis, sets theory, graphs theory and multi-criteria choice. The model based on the ELECTRE (Elimination Choix Traduisant la Relite—exception and choice reflecting reality) method was improved by using graphical interpretation of the concordance–discordance matrices values (ELECTRE GR). The method of weighted sums is proposed to use combining with the ELECTRE GR method for the guaranteed solution finding out. Experimental investigations of the proposed method on the randomly generated data have been showed that in comparison with the ELECTRE I it gives more limited set of the dominating alternatives and reduce by a factor of five ineffective answers in the case of the default values of the custom parameters. The information technology based on the proposed methods has been described as schema, which allow to develop universal or special DSS.
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Language:
English
Type
Refereed Journal Publications
Firstpage Number
295
Lastpage Number
304
Keywords
Decision support system, Decision making, Multi-criteria choice, Outranking relation graph, Weighted sum method
Shukla, S., Gao, XZ., Kureethara, J.V., Mishra, D. (eds) Data Science and Security. Lecture Notes in Networks and Systems
Volume
462
Year of publishing
2022
Citation
DSTU
Havrylenko O., Dergachov K., Pavlikov V., Zhyla S., Shmatko O., Ruzhentsev N., Popov A., Volosyuk V., Tserne E., Zaliskyi M., Solomentsev O., Ostroumov I.V., Sushchenko O., Averyanova Yu., Kuzmenko N.S., Nikitina T., Kuznetsov B.Decision Support System Based on the ELECTRE Method. Shukla, S., Gao, XZ., Kureethara, J.V., Mishra, D. (eds) Data Science and Security. Lecture Notes in Networks and Systems. . № 462. P. 295-304 DOI: 10.1007/978-981-19-2211-4_26.
IEEE
O. Havrylenko et al., "Decision Support System Based on the ELECTRE Method," in Shukla, S., Gao, XZ., Kureethara, J.V., Mishra, D. (eds) Data Science and Security. Lecture Notes in Networks and Systems, vol. 462, , pp. 295-304, doi:10.1007/978-981-19-2211-4_26.
Harvard
Havrylenko O., Dergachov K., Pavlikov V., Zhyla S., Shmatko O., Ruzhentsev N., Popov A., Volosyuk V., Tserne E., Zaliskyi M., Solomentsev O., Ostroumov I.V., Sushchenko O., Averyanova Yu., Kuzmenko N.S., Nikitina T., and Kuznetsov B., 2022. Decision Support System Based on the ELECTRE Method. In Shukla, S., Gao, XZ., Kureethara, J.V., Mishra, D. (eds) Data Science and Security. Lecture Notes in Networks and Systems, 462 (pp. 295-304).
Springer
Havrylenko, O., Dergachov, K., Pavlikov, V., Zhyla, S., Shmatko, O., Ruzhentsev, N., Popov, A., Volosyuk, V., Tserne, E., Zaliskyi, M., Solomentsev, O., Ostroumov, I.V., Sushchenko, O., Averyanova, Yu., Kuzmenko, N.S., Nikitina, T., Kuznetsov, B.: Decision Support System Based on the ELECTRE Method. Shukla, S., Gao, XZ., Kureethara, J.V., Mishra, D. (eds) Data Science and Security. Lecture Notes in Networks and Systems 462, 295-304 (2022). doi:10.1007/978-981-19-2211-4_26.
BibTex
@InProceedings{10.1007/978-981-19-2211-4_26,
author="Havrylenko, Olena
and Dergachov, Kostiantyn
and Pavlikov, Vladimir
and Zhyla, Simeon
and Shmatko, Oleksandr
and Ruzhentsev, Nikolay
and Popov, Anatoliy
and Volosyuk, Valerii
and Tserne, Eduard
and Zaliskyi, Maksym
and Solomentsev, Oleksandr
and Ostroumov, Ivan
and Sushchenko, Olha
and Averyanova, Yuliya
and Kuzmenko, Nataliia
and Nikitina, Tatyana
and Kuznetsov, Borys",
editor="Shukla, Samiksha
and Gao, Xiao-Zhi
and Kureethara, Joseph Varghese
and Mishra, Durgesh",
title="Decision Support System Based on the ELECTRE Method",
booktitle="Data Science and Security",
year="2022",
publisher="Springer Nature Singapore",
address="Singapore",
pages="295--304",
abstract="Decision support systems (DSS) are still of great use in the different domains of automatization, where artificial intelligence methods have no proper information base for learning or require a big efforts. Among them choosing of a training trajectory in the Intelligent Tutoring Systems, choosing of a plan of repairing or scientific research works in the high schools may be considered as the major. The subject of the paper is a modern information technology for DSS in the case of multi-criterial choice combined advantages of the methods based on the pairwise comparison with the simplicity of the methods based on the reducing several criteria to one. The methods utilized in the research are system analysis, sets theory, graphs theory and multi-criteria choice. The model based on the ELECTRE (Elimination Choix Traduisant la Relite---exception and choice reflecting reality) method was improved by using graphical interpretation of the concordance--discordance matrices values (ELECTRE GR). The method of weighted sums is proposed to use combining with the ELECTRE GR method for the guaranteed solution finding out. Experimental investigations of the proposed method on the randomly generated data have been showed that in comparison with the ELECTRE I it gives more limited set of the dominating alternatives and reduce by a factor of five ineffective answers in the case of the default values of the custom parameters. The information technology based on the proposed methods has been described as schema, which allow to develop universal or special DSS.",
isbn="978-981-19-2211-4"
}
Ivan OSTROUMOV, DSc and PhD