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Robustness in Multi-criteria Decision Aiding

In: Trends in Multiple Criteria Decision Analysis

Author

Listed:
  • Hassene Aissi

    (Université Paris-Dauphine)

  • Bernard Roy

    (Université Paris-Dauphine)

Abstract

After bringing precisions to the meaning we give to several of the terms used in this chapter (e.g., robustness, result, procedure, method, etc.), we highlight the principal characteristics of most of the publications about robustness. Subsequently, we present several partial responses to the question, “Why is robustness a matter of interest in Multi-Criteria Decision Aiding (MCDA)?” (see Section 4.2). Only then do we provide an outline for this chapter. At this point, we introduce the concept of variable setting, which serves to connect what we define as the formal representation of the decision-aiding problem and the real-life decisional context. We then introduce five typical problems that will serve as reference problems in the rest of the chapter. Section 4.3 deals with recent approaches that involve a single robustness criterion completing (but not replacing) a preference system that has been defined previously, independently of the robustness concern. The following section deals with approaches in which the robustness concern is modelled using several criteria. Section 4.5 deals with the approaches in which robustness is considered other than by using one or several criteria to compare the solutions. These approaches generally involve using one or several properties destined to characterize the robust solution or to draw robust conclusions. In the last three sections, in addition to describing the appropriate literature, we suggest some avenues for new development and in some cases, we present some new approaches.

Suggested Citation

  • Hassene Aissi & Bernard Roy, 2010. "Robustness in Multi-criteria Decision Aiding," International Series in Operations Research & Management Science, in: Matthias Ehrgott & José Rui Figueira & Salvatore Greco (ed.), Trends in Multiple Criteria Decision Analysis, chapter 0, pages 87-121, Springer.
  • Handle: RePEc:spr:isochp:978-1-4419-5904-1_4
    DOI: 10.1007/978-1-4419-5904-1_4
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    Citations

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    Cited by:

    1. Fernández, Eduardo & Figueira, José Rui & Navarro, Jorge, 2019. "An interval extension of the outranking approach and its application to multiple-criteria ordinal classification," Omega, Elsevier, vol. 84(C), pages 189-198.
    2. Podinovski, Vladislav V., 2012. "Sensitivity analysis for choice problems with partial preference relations," European Journal of Operational Research, Elsevier, vol. 221(1), pages 198-204.
    3. Nikos Tsotsolas & Spiros Alexopoulos, 2019. "Towards a holistic strategic framework for applying robust facilitated approaches in political decision making," Operational Research, Springer, vol. 19(2), pages 501-541, June.
    4. Kalaı¨, Rim & Lamboray, Claude & Vanderpooten, Daniel, 2012. "Lexicographic α-robustness: An alternative to min–max criteria," European Journal of Operational Research, Elsevier, vol. 220(3), pages 722-728.

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