Abstract
The paper describes a new multi-method technology PAKS-M (Progressive Aggregation of the Classified Situations by many Methods) for multi-attribute expert evaluation of complex systems and processes. This technology provides reducing the dimension of the attribute space, constructing several hierarchical systems of composite criteria and an integral quality index, which aggregate initial attributes as well as the classification and/or ordering of multi-attribute objects using several decision making methods. The technology is based on knowledge of experts and/or preferences of decision maker. It significantly reduces the time and complexity of solution of multiple criteria tasks, and allows analyzing and explaining the results.
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Doumpos, M., Zopounidis, C.: Multicriteria Decision Aid Classification Methods. Kluwer Academic Publishers, Dordrecht (2002)
Hwang, C.L., Lin, M.J.: Group Decision Making under Multiple Criteria. Springer, Berlin (1987)
Hwang, C.L., Yoon, K.: Multiple Attribute Decision Making—Methods and Applications: A State of the Art Survey. Springer, New York (1981)
Keeney, R.L., Raiffa, H.: Decisions with Multiple Objectives: Preferences and Value Tradeoffs. Cambridge University Press, Cambridge (1993)
Larichev, O.I.: Verbal Decision Analysis. Nauka, Moscow (2006) (in Russian)
Larichev, O.I., Olson, D.L.: Multiple Criteria Analysis in Strategic Siting Problems. Kluwer Academic Publishers, Boston (2001)
Nogin, V.D.: Decision-Making in Multicriteria Environment: Quantitative Approach. Fizmatlit, Moscow (2005) (in Russian)
Petrovsky, A.B.: Decision Making Theory. Akademiya, Moscow (2009) (in Russian)
Petrovsky, A.B.: Spaces of Sets and Multisets. Editorial URSS, Moscow (2003). in Russian
Petrovsky, A.B.: Group Verbal Decision Analysis. In: Adam, F., Humphreys, P. (eds.) Encyclopedia of Decision Making and Decision Support Technologies, pp. 418–425. IGI Global, Hershey (2008)
Petrovsky, A.B.: Methods for the Group Classification of Multi-Attribute Objects. Art. Intel. and Decis. Mak. (Part 1) 3, 3–14 (2009), (Part 2) 4, 3–14 (2009). Translation: Sc. Tech. Inf. Proc. 37, 5, (Part 1) 346–356, (Part 2) 357–368 (2010) (in Russian)
Petrovsky, A.B.: Method Maska for Group Expert Classification of Multi-Attribute Objects. Dokl. Math. 81(2), 317–321 (2010)
Petrovsky, A.B.: Method for Group Ordering Multi-Attribute Objects. In: Engemann, K.J., Lasker, G.E. (eds.) Advances in Decision Technology and Intelligent Information Systems, XI, pp. 27–31. The International Institute for Advanced Studies in Systems Research and Cybernetics, Tecumseh (2010)
Petrovsky, A.B., Lobanov, V.N.: Selection of Complex System in the Reduced Multiple Criteria Space. World Appl. Sci. J. 29(10), 1315–1319 (2014)
Petrovsky, A.B., Lobanov, V.N.: Multi-Criteria choice in the attribute space of large dimension: multi-method technology PAKS-M. Art. Intel. Decis. Mak. 3, 92–104 (2014) in Russian, translation: Sc. and Tech. Inf. Proc. 42(6), 470–480 (2015)
Petrovsky, A.B., Royzenson, G.V., Tikhonov, I.P., Balyshev, A.V.: Group Ranking R&D Projects by Discordant Multiple Criteria Estimates. In: Engemann, K.J., Lasker, G.E. (eds.) Advances in Decision Technology and Intelligent Information Systems, XI, pp. 32–36. The International Institute for Advanced Studies in Systems Research and Cybernetics, Tecumseh (2010)
Roy, B., Bouyssou, D.: Aide Multicritère à la Décision: Méthodes et Cas. Economica, Paris (1993)
Saaty, T.: Multicriteria Decision Making: The Analytic Hierarchy Process. RWS Publications, Pittsburgh (1990)
Steuer, R.: Multiple Criteria Optimization: Theory, Computation, and Application. Wiley, New York (1986)
Vincke, P.: Multicriteria Decision Aid. Wiley, Chichester (1992)
Acknowledgments
This work was supported by the Research Program of the Russian Academy of Sciences “Intelligent Information Technologies and Systems”; the Russian Foundation for Basic Research (projects 14-07-00916, 14-29-05,025, 15-07-04760, 16-07-01125).
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Petrovsky, A.B. (2016). Multi-method Technology for Multi-attribute Expert Evaluation. In: Abraham, A., Kovalev, S., Tarassov, V., Snášel, V. (eds) Proceedings of the First International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’16). Advances in Intelligent Systems and Computing, vol 451. Springer, Cham. https://doi.org/10.1007/978-3-319-33816-3_20
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DOI: https://doi.org/10.1007/978-3-319-33816-3_20
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