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An interactive algorithm for multiple criteria constrained sorting problem

  • Multiple Objective Optimization
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Abstract

In this study, we consider the multiple criteria constrained sorting problem and propose an interactive algorithm. The problem is to assign alternatives evaluated on multiple criteria to sorted categories where categories may have size restrictions. The proposed interactive algorithm determines the eligible categories for each alternative and the alternatives with a single eligible category are assigned to the corresponding categories. In case of no such alternative exists, the algorithm asks the DM to assign an alternative to a category and proceeds. The algorithm has the capability to detect and resolve any inconsistencies that may arise during the iterations. We implement the algorithm on two different real life problems considering two underlying sorting methods, MR-Sort and UTADIS and present the computational results.

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References

  • Alves, M., & Clímaco, J. (2007). A review of interactive methods for multiobjective integer and mixed-integer programming. European Journal of Operational Research, 180(1), 99–115.

    Article  Google Scholar 

  • Belacel, N. (2000). Multicriteria assignment method PROAFTN: Methodology and medical application. European Journal of Operational Research, 125(1), 175–183.

    Article  Google Scholar 

  • Bouyssou, D., & Marchant, T. (2007a). An axiomatic approach to noncompensatory sorting methods in MCDM, I: The case of two categories. European Journal of Operational Research, 178, 217–245.

    Article  Google Scholar 

  • Bouyssou, D., & Marchant, T. (2007b). An axiomatic approach to noncompensatory sorting methods in MCDM, II: More than two categories. European Journal of Operational Research, 178, 246–276.

    Article  Google Scholar 

  • Buğdacı, A., Köksalan, M., Özpeynirci, S., & Serin, Y. (2013). An interactive probabilistic approach to multi-criteria sorting. IIE Transactions, 45, 1048–1058.

    Article  Google Scholar 

  • Deb, K., Sinha, A., Korhonen, P. J., & Wallenius, J. (2010). An interactive evolutionary multiobjective optimization method based on progressively approximated value functions. IEEE Transactions on Evolutionary Computation, 14(5), 723–739.

    Article  Google Scholar 

  • Doumpos, M., & Zopounidis, C. (2004). Developing sorting models using preference disaggregation analysis: An experimental investigation. European Journal of Operational Research, 154(3), 585–598.

    Article  Google Scholar 

  • Greco, S., Matarazzo, B., & Słowiński, R. (2002). Rough sets methodology for sorting problems in presence of multiple attributes and criteria. European Journal of Operational Research, 138, 247–259.

    Article  Google Scholar 

  • Greco, S., Mousseau, V., & Słowiński, R. (2010). Multiple criteria sorting with a set of additive value functions. European Journal of Operational Research, 207, 1455–1470.

    Article  Google Scholar 

  • Greco, S., Kadziński, M., Mousseau, V., & Słowiński, R. (2012). Robust ordinal regression for multiple criteria group decision: UTAGMS-GROUP and UTADISGMS-GROUP. Decision Support Systems, 52, 549–561.

    Article  Google Scholar 

  • Jacquet-Lagrèze, E. (1995). An application of the UTA discriminant model for the evaluation of R & D projects. In P. M. Pardalos, Y. Siskos, & C. Zopounidis (Eds.), Advances in multicriteria analysis (pp. 203–211). Dordrecht: Kluwer.

    Chapter  Google Scholar 

  • Jacquet-Lagrèze, E., & Siskos, Y. (1982). Assessing a set of additive utility functions for multicriteria decision making: The UTA method. European Journal of Operational Research, 10, 151–164.

    Article  Google Scholar 

  • Janssen, P., & Nemery, P. (2013). An extension of the FlowSort sorting method to deal with imprecision. 4OR-A Quarterly Journal of Operations Research, 11, 171–193.

    Article  Google Scholar 

  • Kadziński, M., & Słowiński, R. (2013). DIS-CARD: A new method of multiple criteria sorting to classes with desired cardinality. Journal of Global Optimization, 56(3), 1143–1166.

    Article  Google Scholar 

  • Kadziński, M., Ciomek, K., & Słowiński, R. (2015). Modeling assignment-based pairwise comparisons within integrated framework for value-driven multiple criteria sorting. European Journal of Operational Research, 241(3), 830–841.

    Article  Google Scholar 

  • Köksalan, M., & Özpeynirci, S. (2009). An interactive sorting method for additive utility functions. Computers and Operations Research, 36(9), 2565–2572.

    Article  Google Scholar 

  • Köksalan, M., & Ulu, C. (2003). An interactive approach for placing alternatives in preference classes. European Journal of Operational Research, 144(2), 429–439.

    Article  Google Scholar 

  • Köksalan, M., Mousseau, V., Özpeynirci, Ö., & Bilgin Özpeynirci, S. (2009). A new outranking-based approach for assigning alternatives to ordered classes. Naval Research Logistics, 56, 74–85.

    Article  Google Scholar 

  • Köksalan, M., Mousseau, V., & Özpeynirci, S. (2017). Multi-criteria sorting with category size restrictions. International Journal of Information Technology and Decision Making, 16(1), 5–23.

    Article  Google Scholar 

  • Leroy, A., Mousseau, V., & Pirlot, M. (2011). Learning the parameters of a multiple criteria sorting method. Algorithmic Decision Theory, Lecture Notes in Computer Science, 6992, 219–233.

  • Mousseau, V., Słowiński, R., & Zielniewicz, P. (2000). A user-oriented implementation of the ELECTRE TRI method integrating preference elicitation support. Computers and Operations Research, 27, 757–777.

    Article  Google Scholar 

  • Mousseau V, Dias LC, Figueira JR (2003a) On the notion of category size in multiple criteria sorting models. DIMACS Technical Report (2003-02)

  • Mousseau, V., Figueira, J., Dias, L. C., da Silva, C. G., & Climaco, J. (2003b). Resolving inconsistencies among constraints on the parameters of an MCDA model. European Journal of Operational Research, 147(1), 72–93.

    Article  Google Scholar 

  • Mousseau, V., Dias, L. C., & Figueira, J. R. (2006). Dealing with inconsistent judgments in multiple criteria sorting models. 4OR-A Quarterly Journal of Operations Research, 4(2), 145–158.

    Article  Google Scholar 

  • Nemery, P., & Lamboray, C. (2008). FlowSort: A flow-based sorting method with limiting or central profiles. Top, 16, 90–113.

    Article  Google Scholar 

  • Stal-Le Cardinal J, Mousseau, V., Zheng, J. (2011). Chapter 10 an application of constrained multicriteria sorting to student selection. In: Salo, A., Keisler, J., Morton, A. (Eds.), Portfolio Decision Analysis , International Series in Operations Research and Management Science 162:213–240

  • Ulu, C., & Köksalan, M. (2001). An interactive procedure for selecting acceptable alternatives in the presence of multiple criteria. Naval Research Logistics, 48(7), 592–606.

    Article  Google Scholar 

  • Ulu, C., & Köksalan, M. (2014). An interactive approach to multicriteria sorting for quasiconcave value functions. Naval Research Logistics, 61(6), 447–457.

    Article  Google Scholar 

  • Yu W (1992) Aide multicritére á la décision dans le cadre de la problématique du tri: méthodes et applications. PhD thesis, LAMSADE, Université Paris Dauphine

  • Zheng, J., Cailloux, O., Mousseau, V. (2011). Constrained multicriteria sorting method applied to portfolio selection. In: Proceedings of the Second international conference on algorithmic decision theory, pp. 331–343.

  • Zionts, S., & Wallenius, J. (1983). An interactive multiple objective linear programming method for a class of underlying nonlinear utility functions. Management Science, 29(5), 519–529.

    Article  Google Scholar 

  • Zopounidis, C., & Doumpos, M. (2002). Multicriteria classification and sorting methods: A literature review. European Journal of Operational Research, 138, 229–246.

    Article  Google Scholar 

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Correspondence to Selin Özpeynirci.

Additional information

During this study, Selin Özpeynirci and Özgür Özpeynirci were visiting researchers in Laboratoire Genie Industriel, Ecole Centrale Paris. These authors acknowledge the support of the Scientific and Technological Research Council of Turkey (TÜBİTAK-2219 programme), İzmir University of Economics and Ecole Centrale Paris.

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Özpeynirci, S., Özpeynirci, Ö. & Mousseau, V. An interactive algorithm for multiple criteria constrained sorting problem. Ann Oper Res 267, 447–466 (2018). https://doi.org/10.1007/s10479-017-2418-2

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  • DOI: https://doi.org/10.1007/s10479-017-2418-2

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