Skip to main content

Constructing an Outranking Relation with Weighted OWA for Multi-criteria Decision Analysis

  • Conference paper
  • First Online:
Book cover Modeling Decisions for Artificial Intelligence (MDAI 2018)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 11144))

  • 645 Accesses

Abstract

Some decision aiding methods are based on constructing and exploiting outranking relations. An alternative a outranks another b if a is at least as good as b (aSb). One well known method in this field is ELECTRE. The outranking relation is usually built by means of a weighted average (WA) of the votes given by a set of criterion with respect to the fulfilment of aSb. The value obtained represent the strength of the majority opinion. The WA operator can be observed to have sometimes an undesired compensative effect. In this paper we propose the use of other aggregation operators with different mathematical properties. In particular, we substitute the WA by three operators from the Ordered Weighted Average (OWA) family of operators because it permits to decide the degree of andness/orness that is used during the aggregation. The OWAWA (Ordered Weighted Average Weighted Average), WOWA (Weighted Ordered Weighted Average) and IOWA (Induced Ordered Weighted Average) operators are studied. They are capable to combine the importance given to each criterion with the conjunctive/disjunctive requirement applied in the definition of the outranking relation.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Figueira, J.R., Greco, S., Ehrgott, M.: Multiple Criteria Decision Analysis: State of the Art Surveys. Springer, Boston (2005). https://doi.org/10.1007/b100605

    Book  MATH  Google Scholar 

  2. Figueira, J.R., Greco, S., Roy, B.: Electre methods with interaction between criteria: an extension of the concordance index. Eur. J. Oper. Res. 119, 479–495 (2014)

    MATH  Google Scholar 

  3. Dong, Y., Liu, Y., Liang, H., Chiclana, F., Herrera-Viedma, E.: Strategic weight manipulation in multiple attribute decision making. Omega 75, 154–164 (2018)

    Article  Google Scholar 

  4. Govindan, K., Jepsen, M.B.: ELECTRE: a comprehensive literature review on methodologies and applications. Eur. J. Oper. Res. 250, 1–29 (2015)

    Article  MathSciNet  Google Scholar 

  5. Ishizaka, A., Giannoulis, C.: A web-based decision support system with ELECTRE III for a personalised ranking of British universities. Decis. Support Syst. 48, 488–497 (2010)

    Article  Google Scholar 

  6. Merigo, J.M.: On the use of the OWA operator in the weighted average and its application in decision making, In: Proceedings of the World Congress on Engineering. WCE, London (2009)

    Google Scholar 

  7. Roy, B., Słowiński, R.: Handling effects of reinforced preference and counter-veto in credibility of outranking. Eur. J. Oper. Res. 188(1), 185–190 (2008)

    Article  Google Scholar 

  8. Torra, V.: The weighted OWA operator. Int. J. Intell. Syst. 12, 153–166 (1997)

    Article  Google Scholar 

  9. Torra, V., Narukawa, Y.: Modeling Decisions: Information Fusion and Aggregation Operators. Springer, Heidelberg (2007). https://doi.org/10.1007/978-3-540-68791-7. https://www.springer.com/gp/book/9783540687894

    Book  MATH  Google Scholar 

  10. Yager, R.R.: On ordered weighted averaging aggregation operators in multi-criteria decision making. IEEE Trans. Syst. Man Cybern. 18, 183–190 (1988)

    Article  Google Scholar 

  11. Yager, R.R.: Induced ordered weighted averaging operators. IEEE Trans. Syst. Man Cybern. Part B Cybern. 29, 141–150 (1999)

    Article  Google Scholar 

Download references

Acknowledgements

This work is supported by URV grant 2017PFR-URV-B2-60.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Aida Valls .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Orama, J.A., Valls, A. (2018). Constructing an Outranking Relation with Weighted OWA for Multi-criteria Decision Analysis. In: Torra, V., Narukawa, Y., Aguiló, I., González-Hidalgo, M. (eds) Modeling Decisions for Artificial Intelligence. MDAI 2018. Lecture Notes in Computer Science(), vol 11144. Springer, Cham. https://doi.org/10.1007/978-3-030-00202-2_4

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-00202-2_4

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-00201-5

  • Online ISBN: 978-3-030-00202-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics