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A visualization approach for robustness analysis in multicriteria disaggregation–aggregation approaches

Author

Listed:
  • A. Spyridakos

    (Piraeus University of Applied Sciences)

  • N. Tsotsolas

    (Piraeus University of Applied Sciences)

  • Y. Siskos

    (University of Piraeus)

  • D. Yannakopoulos

    (Piraeus University of Applied Sciences)

  • I. Vryzidis

    (Piraeus University of Applied Sciences)

Abstract

The assessment of criteria weights in multicriteria decision aid methods of value system approaches, often leads to the assessment of preference models with a low degree of robustness due to the assessment of several compatible value functions. This research work presents a methodological frame, which aims to three issues: (a) to explain the nature of low robustness of the estimated preference models, utilising tomographical techniques, visual tools, and specific indices for the robustness measurement, (b) to support the Decision Makers (DMs) towards a deeper understanding of his/her value system, and (c) to acquire additional preference information by the DM estimating a value functions of higher robustness through focused interactive feedbacks. The main scope of this research work is to exploit and enrich the interactive nature of the multicriteria disaggregation–aggregation approach. The proposed methodology is applied on a real world case study along with the utilisation of the RAVI (Robustness Analysis with Visual and Interactive approaches) software developed to support the above mentioned methodological approach.

Suggested Citation

  • A. Spyridakos & N. Tsotsolas & Y. Siskos & D. Yannakopoulos & I. Vryzidis, 2020. "A visualization approach for robustness analysis in multicriteria disaggregation–aggregation approaches," Operational Research, Springer, vol. 20(3), pages 1841-1861, September.
  • Handle: RePEc:spr:operea:v:20:y:2020:i:3:d:10.1007_s12351-018-0394-1
    DOI: 10.1007/s12351-018-0394-1
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    References listed on IDEAS

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    1. Athanasios Spyridakos & Yannis Psaromiligkos & Lazaros Vryzidis & Maria Litsardaki & Ioannis Salmon, 2012. "Survey forest fire detection systems via multicriteria disaggregation-aggregation approach: the case of Lycabettus Hill," International Journal of Multicriteria Decision Making, Inderscience Enterprises Ltd, vol. 2(1), pages 29-46.
    2. Greco, Salvatore & Mousseau, Vincent & Slowinski, Roman, 2008. "Ordinal regression revisited: Multiple criteria ranking using a set of additive value functions," European Journal of Operational Research, Elsevier, vol. 191(2), pages 416-436, December.
    3. Michael Doumpos & Constantin Zopounidis & Emilios C. C Galariotis, 2014. "Inferring robust decision models in multicriteria classification problems: An experimental analysis," Post-Print hal-00961323, HAL.
    4. Michael Doumpos & Constantin Zopounidis, 2016. "Data-Driven Robustness Analysis for Multicriteria Classification Problems Using Preference Disaggregation Approaches," International Series in Operations Research & Management Science, in: Michael Doumpos & Constantin Zopounidis & Evangelos Grigoroudis (ed.), Robustness Analysis in Decision Aiding, Optimization, and Analytics, chapter 0, pages 21-37, Springer.
    5. Evangelos Grigoroudis & Yannis Siskos, 2010. "Customer Satisfaction Evaluation," International Series in Operations Research and Management Science, Springer, number 978-1-4419-1640-2, September.
    6. Hurson, Christian & Siskos, Yannis, 2014. "A synergy of multicriteria techniques to assess additive value models," European Journal of Operational Research, Elsevier, vol. 238(2), pages 540-551.
    7. Beuthe, Michel & Scannella, Giuseppe, 2001. "Comparative analysis of UTA multicriteria methods," European Journal of Operational Research, Elsevier, vol. 130(2), pages 246-262, April.
    8. Siskos, Eleftherios & Tsotsolas, Nikos, 2015. "Elicitation of criteria importance weights through the Simos method: A robustness concern," European Journal of Operational Research, Elsevier, vol. 246(2), pages 543-553.
    9. Figueira, Jose & Roy, Bernard, 2002. "Determining the weights of criteria in the ELECTRE type methods with a revised Simos' procedure," European Journal of Operational Research, Elsevier, vol. 139(2), pages 317-326, June.
    10. Doumpos, Michael & Zopounidis, Constantin & Galariotis, Emilios, 2014. "Inferring robust decision models in multicriteria classification problems: An experimental analysis," European Journal of Operational Research, Elsevier, vol. 236(2), pages 601-611.
    11. Roy, Bernard, 2010. "Robustness in operational research and decision aiding: A multi-faceted issue," European Journal of Operational Research, Elsevier, vol. 200(3), pages 629-638, February.
    12. Siskos, Y. & Spyridakos, A. & Yannacopoulos, D., 1999. "Using artificial intelligence and visual techniques into preference disaggregation analysis: The MIIDAS system," European Journal of Operational Research, Elsevier, vol. 113(2), pages 281-299, March.
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