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Multi-dimensional stability analysis for Analytic Network Process models

Author

Listed:
  • M. Gabriela Sava

    (Clemson University)

  • Luis G. Vargas

    (University of Pittsburgh)

  • Jerrold H. May

    (University of Pittsburgh)

  • James G. Dolan

    (University of Rochester Medical Center)

Abstract

The decision-making process involves, most of the time, working with limited and/or incomplete information to obtain a one-time synthesis of one’s preferences. However, additional information might be acquired by the decision-maker at a later time. To identify the impact that the additional information could have on the initial result, we developed a new multi-dimensional stability analysis that provides a comprehensive image of how preferences change or evolve, as perturbations are applied to the criteria weights, without reiterating the preference elicitation process. The insights provided by the new method helped define a set of stability measures useful in a practical setting. To show the direct implementation of the findings of the multi-dimensional stability analysis, we applied the method developed to a randomly generated ANP model.

Suggested Citation

  • M. Gabriela Sava & Luis G. Vargas & Jerrold H. May & James G. Dolan, 2022. "Multi-dimensional stability analysis for Analytic Network Process models," Annals of Operations Research, Springer, vol. 316(2), pages 1401-1424, September.
    • Handle: RePEc:spr:annopr:v:316:y:2022:i:2:d:10.1007_s10479-020-03553-4
    DOI: 10.1007/s10479-020-03553-4
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    References listed on IDEAS

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