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Subjectively biased objective functions

Author

Listed:
  • Marc Le Menestrel

    (Universitat Pompeu Fabra)

  • Luk N. Wassenhove

    (INSEAD. Bvd de Constance)

Abstract

The maximization of an objective function is a cornerstone of OR/MS modeling. How can we integrate subjective values within these models without weakening their scientific objectivity? This paper proposes a methodological answer that maintains the objective function and relaxes the maximization principle. We introduce a class of biased models that combine an objective function with a “subjective” factor that biases the maximization of such a function. We present the main properties of these models as well as the axiomatic foundations that allow for the rigorous measurement of biasing factors. We invite OR/MS scholars to participate in the development of practical applications integrating ethical and sustainability values.

Suggested Citation

  • Marc Le Menestrel & Luk N. Wassenhove, 2016. "Subjectively biased objective functions," EURO Journal on Decision Processes, Springer;EURO - The Association of European Operational Research Societies, vol. 4(1), pages 73-83, June.
  • Handle: RePEc:spr:eurjdp:v:4:y:2016:i:1:d:10.1007_s40070-014-0038-5
    DOI: 10.1007/s40070-014-0038-5
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    References listed on IDEAS

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    1. Bertrand Lemaire & Marc Le Menestrel, 2004. "Homothetic interval orders," Economics Working Papers 793, Department of Economics and Business, Universitat Pompeu Fabra.
    2. Le Menestrel, Marc & Van Wassenhove, Luk N., 2004. "Ethics outside, within, or beyond OR models?," European Journal of Operational Research, Elsevier, vol. 153(2), pages 477-484, March.
    3. Ek, Kristina & Söderholm, Patrik, 2008. "Norms and economic motivation in the Swedish green electricity market," Ecological Economics, Elsevier, vol. 68(1-2), pages 169-182, December.
    4. Russell L. Ackoff, 1956. "The Development of Operations Research as a Science," Operations Research, INFORMS, vol. 4(3), pages 265-295, June.
    5. Springborn, Michael & Yeo, Boon-Ling & Lee, Juhwan & Six, Johan, 2013. "Crediting uncertain ecosystem services in a market," Journal of Environmental Economics and Management, Elsevier, vol. 66(3), pages 554-572.
    6. Awi Federgruen & Joern Meissner & Michal Tzur, 2007. "Progressive Interval Heuristics for Multi-Item Capacitated Lot-Sizing Problems," Operations Research, INFORMS, vol. 55(3), pages 490-502, June.
    7. David Kronus, 2011. "Relations between threshold and k-interval Boolean functions," Annals of Operations Research, Springer, vol. 188(1), pages 263-278, August.
    8. Amartya Sen, 1997. "Maximization and the Act of Choice," Econometrica, Econometric Society, vol. 65(4), pages 745-780, July.
    9. Marc Le Menestrel & Luk Van Wassenhove, 2001. "The Domain and Interpretation of Utility Functions: An Exploration," Theory and Decision, Springer, vol. 51(2), pages 329-349, December.
    10. Marc Menestrel & Bertrand Lemaire, 2006. "Ratio-Scale Measurement with Intransitivity or Incompleteness: The Homogeneous Case," Theory and Decision, Springer, vol. 60(2), pages 207-217, May.
    11. Ormerod, Richard J. & Ulrich, Werner, 2013. "Operational research and ethics: A literature review," European Journal of Operational Research, Elsevier, vol. 228(2), pages 291-307.
    12. Rauschmayer, F. & Kavathatzopoulos, I. & Kunsch, P.L. & Le Menestrel, M., 2009. "Why good practice of OR is not enough--Ethical challenges for the OR practitioner," Omega, Elsevier, vol. 37(6), pages 1089-1099, December.
    13. Jean-Pierre Brans & Giorgio Gallo, 2007. "Ethics in OR/MS: past, present and future," Annals of Operations Research, Springer, vol. 153(1), pages 165-178, September.
    14. Damian R. Beil & Lawrence M. Wein, 2003. "An Inverse-Optimization-Based Auction Mechanism to Support a Multiattribute RFQ Process," Management Science, INFORMS, vol. 49(11), pages 1529-1545, November.
    15. C. West Churchman, 1970. "Operations Research as a Profession," Management Science, INFORMS, vol. 17(2), pages 37-53, October.
    16. van den Bergh, Jeroen C.J.M., 2008. "Environmental regulation of households: An empirical review of economic and psychological factors," Ecological Economics, Elsevier, vol. 66(4), pages 559-574, July.
    17. Fernando Branco, 1997. "The Design of Multidimensional Auctions," RAND Journal of Economics, The RAND Corporation, vol. 28(1), pages 63-81, Spring.
    18. Fishburn, Peter C, 1991. "Nontransitive Preferences in Decision Theory," Journal of Risk and Uncertainty, Springer, vol. 4(2), pages 113-134, April.
    19. Le Menestrel, Marc & Van Wassenhove, Luk N., 2009. "Ethics in Operations Research and Management Sciences: A never-ending effort to combine rigor and passion," Omega, Elsevier, vol. 37(6), pages 1039-1043, December.
    20. Brans, J. Pierre, 2002. "OR, Ethics and Decisions: the OATH of PROMETHEUS," European Journal of Operational Research, Elsevier, vol. 140(2), pages 191-196, July.
    21. Brans, J. Pierre, 2002. "Ethics and decision," European Journal of Operational Research, Elsevier, vol. 136(2), pages 340-352, January.
    22. Andy Stirling, 2010. "Keep it complex," Nature, Nature, vol. 468(7327), pages 1029-1031, December.
    23. Kotchen, Matthew J. & Moore, Michael R., 2007. "Private provision of environmental public goods: Household participation in green-electricity programs," Journal of Environmental Economics and Management, Elsevier, vol. 53(1), pages 1-16, January.
    24. Roy, Bernard, 1993. "Decision science or decision-aid science?," European Journal of Operational Research, Elsevier, vol. 66(2), pages 184-203, April.
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