Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures
Intelligent analysis of dysfunctions of the institutional system of human capital development is an iterative process of extracting useful information and decision-making templates from organized or unorganized arrays of big data of different formats. However, existing algorithms and approaches to i...
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| Format: | Article |
| Language: | English |
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EDP Sciences
2025-01-01
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| Series: | EPJ Web of Conferences |
| Online Access: | https://www.epj-conferences.org/articles/epjconf/pdf/2025/06/epjconf_apitech-vii2025_03004.pdf |
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| author | Zhukov Aleksandr Pronichkin Sergey Mihaylov Yuri Kartsan Igor |
| author_facet | Zhukov Aleksandr Pronichkin Sergey Mihaylov Yuri Kartsan Igor |
| author_sort | Zhukov Aleksandr |
| collection | DOAJ |
| description | Intelligent analysis of dysfunctions of the institutional system of human capital development is an iterative process of extracting useful information and decision-making templates from organized or unorganized arrays of big data of different formats. However, existing algorithms and approaches to intelligent analysis of human capital development data cannot be applied to solving problems of effective implementation of innovation programs, since they have a specific goal aimed at creating the results of intellectual activity. As a methodological basis for the system analysis of human capital development in the digital economy, it is proposed to use ensembles of decision trees and models of the Markov decision-making process together. A software and analytical toolkit for forecasting time series based on neural structures has been developed. For the iterative analysis of dysfunctions of the national innovation system, a multi-step forecasting of the human capital development trend has been performed and forecasting horizons in the digital economy have been determined. |
| format | Article |
| id | doaj-art-eb3a957aed1b4db995c1e9ead527e9bc |
| institution | OA Journals |
| issn | 2100-014X |
| language | English |
| publishDate | 2025-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | EPJ Web of Conferences |
| spelling | doaj-art-eb3a957aed1b4db995c1e9ead527e9bc2025-08-20T01:51:58ZengEDP SciencesEPJ Web of Conferences2100-014X2025-01-013210300410.1051/epjconf/202532103004epjconf_apitech-vii2025_03004Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structuresZhukov Aleksandr0Pronichkin Sergey1Mihaylov Yuri2Kartsan Igor3Expert and Analytical CenterExpert and Analytical CenterNational University of Science & Technology MISiSMarine Hydrophysical Institute, Russian Academy of SciencesIntelligent analysis of dysfunctions of the institutional system of human capital development is an iterative process of extracting useful information and decision-making templates from organized or unorganized arrays of big data of different formats. However, existing algorithms and approaches to intelligent analysis of human capital development data cannot be applied to solving problems of effective implementation of innovation programs, since they have a specific goal aimed at creating the results of intellectual activity. As a methodological basis for the system analysis of human capital development in the digital economy, it is proposed to use ensembles of decision trees and models of the Markov decision-making process together. A software and analytical toolkit for forecasting time series based on neural structures has been developed. For the iterative analysis of dysfunctions of the national innovation system, a multi-step forecasting of the human capital development trend has been performed and forecasting horizons in the digital economy have been determined.https://www.epj-conferences.org/articles/epjconf/pdf/2025/06/epjconf_apitech-vii2025_03004.pdf |
| spellingShingle | Zhukov Aleksandr Pronichkin Sergey Mihaylov Yuri Kartsan Igor Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures EPJ Web of Conferences |
| title | Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures |
| title_full | Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures |
| title_fullStr | Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures |
| title_full_unstemmed | Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures |
| title_short | Intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures |
| title_sort | intelligent decision support system for iterative analysis of dysfunctions of the institutional system of human capital development based on neural structures |
| url | https://www.epj-conferences.org/articles/epjconf/pdf/2025/06/epjconf_apitech-vii2025_03004.pdf |
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