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What is a decision problem?

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  • Colorni, Alberto
  • Tsoukiàs, Alexis

Abstract

This paper presents a general framework about what is a decision problem. Our motivation is related to the fact that decision analysis and operational research are structured (as disciplines) around classes of methods, while instead we should first characterise the decision problems our clients present us. For this purpose, we define a decision problem as a set partitioning problem and we introduce a new framework, independent from any existing method, based upon primitives provided by (or elicited from) the client and four fundamental problem statements. We show that constructing the set to partition is a decision problem itself and that the types of primitives are finite. The result is that the number of archetypal decision problems are finite and so the archetypal decision support methods.

Suggested Citation

  • Colorni, Alberto & Tsoukiàs, Alexis, 2024. "What is a decision problem?," European Journal of Operational Research, Elsevier, vol. 314(1), pages 255-267.
  • Handle: RePEc:eee:ejores:v:314:y:2024:i:1:p:255-267
    DOI: 10.1016/j.ejor.2023.10.025
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    1. Ferretti, Valentina & Pluchinotta, Irene & Tsoukiàs, Alexis, 2019. "Studying the generation of alternatives in public policy making processes," European Journal of Operational Research, Elsevier, vol. 273(1), pages 353-363.
    2. Robert Nau, 2001. "De Finetti was Right: Probability Does Not Exist," Theory and Decision, Springer, vol. 51(2), pages 89-124, December.
    3. Brailsford, Sally C. & Potts, Chris N. & Smith, Barbara M., 1999. "Constraint satisfaction problems: Algorithms and applications," European Journal of Operational Research, Elsevier, vol. 119(3), pages 557-581, December.
    4. Stefano Moretti & Meltem Öztürk & Alexis Tsoukiàs, 2016. "Preference Modelling," International Series in Operations Research & Management Science, in: Salvatore Greco & Matthias Ehrgott & José Rui Figueira (ed.), Multiple Criteria Decision Analysis, edition 2, chapter 0, pages 43-95, Springer.
    5. JosÉ Figueira & Salvatore Greco & Matthias Ehrogott, 2005. "Multiple Criteria Decision Analysis: State of the Art Surveys," International Series in Operations Research and Management Science, Springer, number 978-0-387-23081-8, December.
    6. Armand Hatchuel, 2001. "Towards Design Theory and Expandable Rationality: The Unfinished Program of Herbert Simon," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 5(3), pages 260-273, September.
    7. Michel Grabisch & Christophe Labreuche, 2016. "Fuzzy Measures and Integrals in MCDA," International Series in Operations Research & Management Science, in: Salvatore Greco & Matthias Ehrgott & José Rui Figueira (ed.), Multiple Criteria Decision Analysis, edition 2, chapter 0, pages 553-603, Springer.
    8. Irene Pluchinotta & Akin O. Kazakçi & Raffaele Giordano & Alexis Tsoukiàs, 2019. "Design Theory for Generating Alternatives in Public Decision Making Processes," Group Decision and Negotiation, Springer, vol. 28(2), pages 341-375, April.
    9. Vincke, Philippe, 1982. "Aggregation of preferences: a review," European Journal of Operational Research, Elsevier, vol. 9(1), pages 17-22, January.
    10. Bernard Roy & Roman Slowinski, 2013. "Questions guiding the choice of a multicriteria decision aiding method," Post-Print hal-00874292, HAL.
    11. Gerald F. Smith, 1989. "Defining Managerial Problems: A Framework for Prescriptive Theorizing," Management Science, INFORMS, vol. 35(8), pages 963-981, August.
    12. Marchant, Thierry, 2003. "Towards a theory of MCDM: stepping away from social choice theory," Mathematical Social Sciences, Elsevier, vol. 45(3), pages 343-363, July.
    13. Gerald F. Smith, 1988. "Towards a Heuristic Theory of Problem Structuring," Management Science, INFORMS, vol. 34(12), pages 1489-1506, December.
    14. Meinard, Y. & Tsoukiàs, A., 2019. "On the rationality of decision aiding processes," European Journal of Operational Research, Elsevier, vol. 273(3), pages 1074-1084.
    15. Smith, GF, 1989. "Managerial problem identification," Omega, Elsevier, vol. 17(1), pages 27-36.
    16. Denis Bouyssou & Thierry Marchant & Marc Pirlot & Alexis Tsoukiàs & Philippe Vincke, 2006. "Evaluation and Decision Models with Multiple Criteria," International Series in Operations Research and Management Science, Springer, number 978-0-387-31099-2, December.
    17. Meyer, Patrick & Olteanu, Alexandru-Liviu, 2013. "Formalizing and solving the problem of clustering in MCDA," European Journal of Operational Research, Elsevier, vol. 227(3), pages 494-502.
    18. Barthelemy, J. P. & Bisdorff, R. & Coppin, G., 2002. "Human centered processes and decision support systems," European Journal of Operational Research, Elsevier, vol. 136(2), pages 233-252, January.
    19. Guitouni, Adel & Martel, Jean-Marc, 1998. "Tentative guidelines to help choosing an appropriate MCDA method," European Journal of Operational Research, Elsevier, vol. 109(2), pages 501-521, September.
    20. Cinelli, Marco & Kadziński, Miłosz & Gonzalez, Michael & Słowiński, Roman, 2020. "How to support the application of multiple criteria decision analysis? Let us start with a comprehensive taxonomy," Omega, Elsevier, vol. 96(C).
    21. repec:hal:wpaper:hal-00874292 is not listed on IDEAS
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