Узагальнена концепція технології збору і обробки знань для підтримки прийняття рішень в умовах невизначеності
DOI:
https://doi.org/10.35681/1560-9189.2025.27.3.354611Ключові слова:
: підтримка прийняття рішень, цільова ієрархічна декомпозиція, рейтинг, ранжирування, стратегічне планування, метод аналізу сценаріївАнотація
Проаналізовано кілька технологій і методик підтримки прийняття рішень в умовах невизначеності. Зокрема, інструментарій підтримки прийняття рішень розглянуто в контексті задач відбору проєктів, стратегічного планування (на різних рівнях), розподілу ресурсів, протидії негативним впливам в інформаційній боротьбі, побудови та аналізу прогнозованих сценаріїв розвитку подій. На основі проведеного аналізу розроблено умовну класифікацію наявних підходів і узагальнену концепцію технології збору і обробки знань, яка забезпечує прийняття поінформованих і компетентних рішень різного характеру в слабко структурованих предметних областях.
Посилання
Proceedings of the International Symposium for the Analytic Hierarchy Process. URL: https://www.isahp.org/proceedings/
Lande, D.V. OSINT u kiberbezpetsi : navchalny posibnyk - Kyiv: TOV “Engineering”, 2024. 522 p.
Tsyganok, V., Kadenko, S., and Andriichuk, O. Hybrid Decision Support Methodology Based on Objective and Expert Data. 2020 IEEE 11th International Conference on Dependable Systems, Services and Technologies (DESSERT). Kyiv, Ukraine, 2020. Р. 265–271. https://doi.org/10.1109/DESSERT50317.2020.9125022
Lande, D., and Kondratenko, Y. Features of construction systems of distributed content monitoring of global information networks. Information Technology and Security, vol. 5, issue 1, pp. 5-11, January-June 2017. https://doi.org/10.20535/2411-1031.2017.5.1.120550
Saaty, T. L. (1980). The analytic hierarchy process. McGraw Hill.
Tsyganok V.V., Kadenko S.V., Andriichuk O.V. Using Different Pair-wise Comparison Scales for Developing Industrial Strategies. Int. J. Management and Decision Making. 2015. Vol. 14. No 3. Р. 224–250. https://doi.org/10.1504/IJMDM.2015.070760
Tsyganok V.V., Kadenko S.V., Kachanov P.T., Andriichuk O.V., Roik P.D. Instrumentariy pidtrymky pryynyattya rishenʹ yak zasib stratehichnoho planuvannya. Ozbroyennya ta viysʹkova tekhnika, 2015, №3, pp. 59-66.
Tsyganok V., Kadenko S., Andriichuk O., Roik P. Usage of multicriteria decision-making support arsenal for strategic planning in environmental protection sphere. Journal of Multi-criteria Decision Analysis. 2017. 24(5–6). pp. 227–238. https://doi.org/10.1002/mcda.1616
Tsyganok, V., Beselovskyi, R., Minas, V., Holota, V., Hryhorenko, O. Scenario Development of Problem Situations Using Automated Solutions on the Knowledge Transfer Platform. Selected Papers of the XXIV International Scientific and Practical Conference "Information Technologies and Security" (ITS 2024). CEUR WS Proceedings, Vol. 4068, pp. 14-26.
Keeney R. L, Raiffa H. Decisions with Multiple Objectives: Preferences and Value Trade-Offs. Cambridge University Press; 1993. https://doi.org/10.1017/CBO9781139174084
Kadenko, S.V., Tsyganok, V.V.b Andriichuk, O.V., Karabchuk, A.V. Analiz instrumentariyu pidtrymky pryynyattya rishenʹ u konteksti vyrishennya zadach stratehichnoho planuvannya. Reyestratsiya, zberihannya i obrobka danykh. Vol. 22, #2 (2020), pp. 77-91. DOI: https://doi.org/10.35681/1560-9189.2020.22.2.211281
Roy, B. (1968) Classement et choix en présence de points de vue multiples (la méthode ELECTRE). La Revue d'Informatique et de Recherche Opérationelle (8): pp. 57–75. https://doi.org/10.1051/ro/196802V100571
Totsenko, V.H. Metody ta systemy pidtrymky pryynyattya rishen. Alhorytmichnyy aspekt. Kyyiv, «Naukova dumka», 2002 (in Russian).
Saaty T. L. Decision Making with Dependence and Feedback: The analytic Network Process. Pittsburgh, RWS Publicaitons, 1996.
Hwang, C.L. & Yoon, K. (1981). Multiple Attribute Decision Making: Methods and Applications. New York: Springer-Verlag. http://dx.doi.org/10.1007/978-3-642-48318-9
Mareschal B., Brans J.-P. «PROMETHEE Methods», Ch 5 in: Figueira, J., Greco, S., and Ehrgott, M., eds., Multiple Criteria Decision Analysis: State of the Art Surveys Series / New York: Springer, 2005. https://doi.org/10.1007/0-387-23081-5_5
Si, Sheng-Li & You, Xiao-Yue & Liu, Hu-Chen & Zhang, Ping. (2018). DEMATEL Technique: A Systematic Review of the State-of-the-Art Literature on Methodologies and Applications. Mathematical Problems in Engineering. 2018. pp. 1-33. https://doi.org/10.1155/2018/3696457
Tsyganok, V.V. Udoskonalennya metodu tsilʹovoho dynamichnoho otsinyuvannya alʹternatyv ta osoblyvosti yoho zastosuvannya. Reyestratsiya, zberihannya i obrobka danykh. Vol. 15, #1 (2013), pp. 90-99. https://doi.org/10.35681/1560-9189.2013.15.1.103369
Zakon Ukrayiny Pro zatverdzhennya Zahalnoderzhavnoyi tsilovoyi naukovo-tekhnichnoyi kosmichnoyi prohramy Ukrayiny na 2013-2017 roky URL: https://zakon.rada.gov.ua/laws/show/439-18#Text.
Kadenko, S.V., Vysotskyy V. O. Metod formalʹnoho opysu slabkostrukturovanykh predmetnykh oblastey z urakhuvannyam hromadskoyi dumky. Reyestratsiya, zberihannya i obrobka danykh. Vol. 20, # 3 (2018), pp. 49-66. https://doi.org/10.35681/1560-9189.2018.20.3.158510
Likert R. A Technique for the Measurement of Attitudes. Archives of Psychology. 1932. # 140, pp. 1–55.
Olenko, A., & Tsyganok, V. (2016). Double entropy inter-rater agreement indices. Applied Psychological Measurement, 40(1), pp. 37-55. http://dx.doi.org/10.1177/0146621615592718
Tsyganok, V., Kadenko, S. and Andriichuk, O. (2019) “Using data from open sources for decision-making under information warfare”, Collection "Information Technology and Security", 7(1), pp. 35–48. https://doi.org/10.20535/2411-1031.2019.7.1.184221
Dodonov A., Lande D., Tsyganok V., Andriichuk O., Kadenko S., Graivoronskaya A. Information Operations Recognition. From Nonlinear Analysis to Decision-Making. Lambert Academic Publishing, 2019.
R. J. Heuer Jr., Psychology of Intelligence Analysis, "Chapter 8: Analysis of Competing Hypotheses", Center for the Study of Intelligence, Central Intelligence Agency, 1999. URL: https://www.cia.gov/resources/csi/static/Pyschology-of-Intelligence-Analysis.pdf
Svidotstvo pro reyestratsiyu avtorsʹkoho prava na tvir №75023. Kompʺyuterna prohrama «Systema rozpodilenoho zboru ta obrobky ekspertnoyi informatsiyi dlya system pidtrymky pryynyattya rishenʹ – „Konsensus-2“» / Tsyganok V. V., Roik P. D., Andriichuk O. V., Kadenko S. V. // vid 27/11/2017.
Decision Lens Integrated Planning Software. URL: https://www.decisionlens.com/
Poudel, S.; Bhattarai, Sh. AI Integration Demonstration at the AHP Based Mobile App Decision Mentor. In Proceedings of the 18th International Symposium on the Analytic Hierarchy/Network Process (ISAHP 2024). Web Conference. Dec 13-15, 2024. URL: https://www.isahp.org/uploads/26_001.pdf https://doi.org/10.13033/isahp.y2024.009
Das, D., Paladugu, N., Nagalla, S. Automation and Remote Monitoring by using TOPSIS Method. Journal on Electronic and Automation Engineering, Vol: 3(3), 2024, pp. 16-24. https://doi.org/10.46632/jeae/3/3/3
Gigović, L., Pamučar, D., Bajić, Z., & Milićević, M. (2016). The Combination of Expert Judgment and GIS-MAIRCA Analysis for the Selection of Sites for Ammunition Depots. Sustainability, 8(4), 372. https://doi.org/10.3390/su8040372
Andriichuk, O., Kadenko, S., Tsyganok, O., Besklinska, O., Trubitsyna, O. (2023) Usage Artificial Intelligence Toolkit for Improving Translations to English. Selected Papers of the III International Scientific Symposium “Intelligent Solutions” (IntSol-2023), CEUR WS Proceedings, Vol. 3538, pp. 328-336.
Kesavan, E. (2024). A Review on Ethical and Legal Issues in Artificial Intelligence and Data Privacy. International Journal of Innovations in Science, Engineering and Management. 3, 4 (Dec. 2024), pp. 94–99. https://doi.org/10.69968/ijisem.2024v3i494-99
D. Lande, L. Alekseichuk, I. Svoboda, and L. Strashnoy (2024) Methodology of a Swarm of Virtual Experts for Evaluating the Weight of Connections in Network / Theoretical and Applied Cybersecurity, vol. 6, no. 2, pp. 25-33. https://doi.org/10.20535/tacs.2664-29132024.2.319946
Boyko, O. Suchasni metody shtuchnoho intelektu dlya vyyavlennya propahandy v teksti. Reyestratsiya, zberihannya i obrobka danykh. Vol. 27, # 1 (2025), pp. 120-131. https://doi.org/10.35681/1560-9189.2025.27.1.336147
Ivakhnenko, A. (1971). Polynomial theory of complex systems (PDF). IEEE Transactions on Systems, Man and Cybernetics. SMC-1 (4): pp. 364—378. https://doi.org/10.1109/TSMC.1971.4308320
Kadenko, S.V., Tsyganok, V.V. Pro odyn pidkhid do pryynyattya kadrovykh rishen. Reyestratsiya, zberihannya i obrobka danykh, Vol. 11, # 3 (2009), pp. 66-74.
Kadenko S.V. Defining the Relative Weights of the Alternatives Estimation Criteria Based on Clear and Fuzzy Rankings. Journal of Information and Automation Sciences – 2013 – vol. 45, i. 2 – pp. 41-49. https://doi.org/10.1615/JAutomatInfScien.v45.i2.50
Bozóki, S.; Tsyganok, V. The (logarithmic) least squares optimality of the arithmetic (geo-metric) mean of weight vectors calculated from all spanning trees for incomplete additive (multiplicative) pairwise comparison matrices. International Journal of General Systems 48(4), 2019, pp. 362-381. https://doi.org/0.1080/03081079.2019.1585432
Kadenko, S.; Tsyganok, V.; Szádoczki, Z.; Bozóki S. An update on combinatorial method for aggregation of expert judgments in AHP. Production, 2021, 31. https://doi.org/10.1590/0103-6513.20210045
Andriichuk, O.; Kadenko, S.; Tsyganok, V. Significance of the order of pair-wise comparisons in Analytic Hierarchy Process: an experimental study. Journal of Multi-Criteria Decision Analysis, 2024, 31(3-4), e1830. https://doi.org/10.1002/mcda.183
Kadenko, S., Andriichuk, O., Homeniuk, H. (2024) Simulation of Incomplete Ranking-dependent Expert Estimates. Selected Papers of the XXIV International Scientific and Practical Conference "Information Technologies and Security" (ITS 2024). CEUR WS Proceedings, Vol. 4068, pp. 43-55. URL: https://ceur-ws.org/Vol-4068/paper4.pdf
Szádoczki, Z.; Bozóki, S.; Tekile, H. Filling in pattern designs for incomplete pairwise comparison matrices: (quasi-)regular graphs with minimal diameter. Omega, 2022, 107. https://doi.org/10.1016/j.omega.2021.102557
Szádoczki, Z.; Bozóki, S.; Juhász, P. et al. Incomplete pairwise comparison matrices based on graphs with average degree approximately 3. Ann Oper Res, 2023, 326, pp. 783–807. https://doi.org/10.1007/s10479-022-04819-9
Hnatiyenko H.M., Snytyuk V.YE. Ekspertni tekhnolohiyi pryynyattya rishenʹ: Monohrafiya. - K.: TOV „Maklaut",. - 2008. - 444 p.
Tsyganok, V. V., Kadenko, S. V., & Andriichuk, O. V. (2012). Significance of expert competence consideration in group decision making using AHP. International Journal of Production Research, 50(17), pp. 4785–4792. https://doi.org/10.1080/00207543.2012.657967
Tsyganok, V., Olenko, A., Roik, P., Vlasenko, O. Determining Adequate Consistency Levels for Aggregation of Expert Estimates. Selected Papers of the XXIII International Scientific and Practical Conference "Information Technologies and Security" (ITS 2023). CEUR WS Proceedings, Vol. 3887, pp. 21-34.
Kadenko, S., Tsyganok, V. A Method for Improving the Consistency of Individual Expert Rankings during Their Aggregation. Journal of Automation and Information Sciences. 2012, v.44, issue 4, 23-31. https://doi.org/10.1615/JAutomatInfScien.v44.i4.30
Holland, J. (1975) Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor, USA.
Mitchell, M. (1996). An Introduction to Genetic Algorithms. Cambridge, MA: MIT Press. https://doi.org/10.7551/mitpress/3927.001.0001
