Abstract
This chapter aims at a unified presentation of various methods of MCDA based on fuzzy measures (capacity) and fuzzy integrals, essentially the Choquet and Sugeno integral. A first section sets the position of the problem of multicriteria decision making, and describes the various possible scales of measurement (cardinal unipolar and bipolar, and ordinal). Then a whole section is devoted to each case in detail: after introducing necessary concepts, the methodology is described, and the problem of the practical identification of fuzzy measures is given. The important concept of interaction between criteria, central in this chapter, is explained in detail. It is shown how it leads to fuzzy measures. The case of bipolar scales leads to the general model based on bi-capacities, encompassing usual models based on capacities. A general definition of interaction for bipolar scales is introduced. The case of ordinal scales leads to the use of Sugeno integral, and its symmetrized version when one considers symmetric ordinal scales. A practical methodology for the identification of fuzzy measures in this context is given.
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References
C.A. Bana e Costa and J.C. Vansnick. Applications of the MACBETH approach in the framework of an additive aggregation model. Journal of Multi-Criteria Decision Analysis, 6:107–114, 1997.
C.A. Bana e Costa and J.C. Vansnick. A theoretical framework for Measuring Attractiveness by a Categorical Based Evaluation TecHnique (MACBETH). In J. Climaco, editor, Multicriteria Analysis. Proceedings of the XIth International Conference on MCDM, pages 15–24. Springer Verlag, Berlin, 1997.
C.A. Bana e Costa and J.C. Vansnick. The MACBETH approach: Basic ideas, software and an application. In N. Meskens and M. Roubens, editors, Advances in Decision Analysis, pages 131–157. Kluwer Academic Publishers, Dordrecht, 1999.
J.M. Bilbao, J.R. Fernandez, A. Jiménez Losada, and E. Lebrén. Bicooperative games. In J.M. Bilbao, editor, Cooperative games on combinatorial structures, pages 23–26. Kluwer Academic Publishers, Dordrecht, 2000.
G. Choquet. Theory of capacities. Annales de l’Institut Fourier, 5:131–295, 1953.
D. Denneberg. Non-Additive Measure and Integral. Kluwer Academic Publishers, Dordrecht, 1994.
D. Denneberg. Non-additive measure and integral, basic concepts and their role for applications. In M. Grabisch, T. Murofushi, and M. Sugeno, editors, Fuzzy Measures and Integrals — Theory and Applications, pages 42–69. Physica Verlag, Heidelberg, 2000.
D. Denneberg and M. Grabisch. Interaction transform of set functions over a finite set. Information Sciences, 121:149–170, 1999.
D. Denneberg and M. Grabisch. Measure and integral with purely ordinal scales. Journal of Mathematical Psychology, to appear.
D. Dubois, J.-L. Marichal, H. Prade, M. Roubens, and R. Sabbadin. The use of the discrete Sugeno integral in decision making: A survey. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 9(5):539–561, 2001.
D. Dubois and H. Prade. A class of fuzzy measures based on triangular norms. International Journal of General Systems, 8:43–61, 1982.
D. Dubois, H. Prade, and R. Sabbadin. Qualitative decision theory with Sugeno integrals. In M. Grabisch, T. Murofushi, and M. Sugeno, editors, Fuzzy Measures and Integrals — Theory and Applications, pages 314–332. Physica Verlag, Heidelberg, 2000.
D. Dubois, H. Prade, and R. Sabbadin. Decision-theoretic foundations of qualitative possibility theory. European Journal of Operational Research, 128:459–478, 2001.
D. Felsenthal and M. Machover. Ternary voting games. International Journal of Game Theory, 26:335–351, 1997.
J.C. Fodor and M. Roubens. Fuzzy Preference Modelling and Multi-Criteria Decision Aid. Kluwer Academic Publishers, Dordrecht, 1994.
M. Grabisch. A new algorithm for identifying fuzzy measures and its application to pattern recognition. In International Joint Conference of the 4th IEEE International Conference on Fuzzy Systems and the 2nd International Fuzzy Engineering Symposium, pages 145–150, Yokohama, Japan, March 1995.
M. Grabisch. The application of fuzzy integrals in multicriteria decision making. European Journal of Operational Research, 89:445–456, 1996.
M. Grabisch. Alternative representations of discrete fuzzy measures for decision making. International Journal of Uncertainty, Fuzziness, and Knowledge Based Systems, 5:587–607, 1997.
M. Grabisch. κ-order additive discrete fuzzy measures and their representation. Fuzzy Sets and Systems, 92:167–189, 1997.
M. Grabisch. On the representation of κ-decomposable measures. In 7th International Fuzzy Systems Association World Congress (IFSA’97), Vol. I, pages 478–483, Prague, Czech Republic, June 1997.
M. Grabisch. A graphical interpretation of the Choquet integral. IEEE Transactions on Fuzzy Systems, 8:627–631, 2000.
M. Grabisch. The Möbius function on symmetric ordered structures and its application to capacities and integrals. In 9th Internationl Conference on Information Processing and Management of Uncertainty in Knowledge-Based systems (IPMU’2002), pages 755–762, Annecy, France, July 2002. ESIA, Université de Savoie.
M. Grabisch. Modelling data by the Choquet integral. In V. Torra, editor, Information Fusion in Data Mining, pages 135–148. Physica Verlag, Heidelberg, 2003.
M. Grabisch. The symmetric Sugeno integral. Fuzzy Sets and Systems, 139:473–490, 2003.
M. Grabisch. The Möbius function on symmetric ordered structures and its application to capacities on finite sets. Discrete Mathematics, submitted.
M. Grabisch, S. Dia, and Ch. Labreuche. A multicriteria decision making framework in ordinal context based on Sugeno integral. In Joint 9th International Fuzzy Systems Association World Congress and 20th North American Fuzzy Information Processing Society International Conference (IFSA/NAFIPS’2001), Vancouver, Canada, July 2001.
M. Grabisch, J. Duchêne, F. Lino, and P. Perny. Subjective evaluation of discomfort in sitting position. Fuzzy Optimization and Decision Making, 1(3):287–312, 2002.
M. Grabisch and Ch. Labreuche. Bi-capacities. In Joint International Conference on Soft Computing and Intelligent Systems and 3d International Symposium on Advanced Intelligent Systems, Tsukuba, Japan, October 2002.
M. Grabisch and Ch. Labreuche. Bi-capacities for decision making on bipolar scales. In B. De Baets, J. Fodor, and G. Pasi, editors, EURO Working Group on Fussy Sets Workshop on Informations Systems (EUROFUSE’2002), pages 185–190, Varenna, Italy, September 2002.
M. Grabisch and Ch. Labreuche. The symmetric and asymmetric Choquet integrals on finite spaces for decision making. Statistical Papers, 43:37–52, 2002.
M. Grabisch and Ch. Labreuche. Bi-capacities. Technical Report 2003/002, Laboratoire d’Informatique de Paris 6, Université Pierre et Marie Curie, http://www.lip6.fr/reports/lip6.2003.002.html, 2003.
M. Grabisch and Ch. Labreuche. The Choquet integral for 2-additive bi-capacities. In M. Wagenknecht and R. Hampel, editors, 3rd International Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT 2003), pages 300–303, Zittau, Germany, September 2003.
M. Grabisch, Ch. Labreuche, and J.C. Vansnick. On the extension of pseudo-Boolean functions for the aggregation of interacting bipolar criteria. European Journal of Operational Research, 148:28–47, 2003.
M. Grabisch, J.L. Marichal, and M. Roubens. Equivalent representations of a set function with applications to game theory and multicriteria decision making. Mathematics of Operations Research, 25(2):157–178, 2000.
M. Grabisch, T. Murofushi, and M. Sugeno, editors. Fuzzy Measures and Integrals. Theory and Applications. Studies in Fuzziness and Soft Computing. Physica Verlag, Heidelberg, 2000.
M. Grabisch, H.T. Nguyen, and E.A. Walker. Fundamentals of Uncertainty Calculi, with Applications to Fuzzy Inference. Kluwer Academic Publishers, Dordrecht, 1995.
M. Grabisch and M. Roubens. An axiomatic approach to the concept of interaction among players in cooperative games. International Journal of Game Theory, 28:547–565, 1999.
S. Greco, B. Matarazzo, and R. Slowinski. Conjoint measurement and rough set approach for multicriteria sorting problems in presence of ordinal criteria. In A. Colorni, M. Paniccini, and B. Roy, editors, A-MCD-A Aide Multicritère à la Décision — Multiple Criteria Decision Aiding, pages 117–144. The European Commission Joint Reserch Center, Ispra, 2001.
S. Greco, B. Matarazzo, and R. Slowinski. Bipolar Sugeno and Choquet integrals. In B. De Baets, J. Fodor, and G. Pasi, editors, EURO Working Group on Fuzzy Sets Workshop on Informations Systems (EUROFUSE’2002), pages 191–196, Varenna, Italy, September 2002.
S. Greco, B. Matarazzo, and R. Stowinski. The axiomatic basis of Sugeno integral and associative aggregation operator. In 4th International Workshop on Preferences and Decisions, pages 33–38, Trento, Italy, September 2003.
K. Ishii and M. Sugeno. A model of human evaluation process using fuzzy measure. International Journal of Man-Machine Studies, 22:19–38, 1985.
R.L. Keeney and H. Raiffa. Decision with Multiple Objectives. John Wiley & Sons, New York, 1976.
D.H. Krantz, R.D. Luce, P. Suppes, and A. Tversky. Foundations of Measurement. Volume 1: Additive and Polynomial Representations. Academic Press, New York, 1971.
S.H. Kwon and M. Sugeno. A hierarchical subjective evaluation model using nonmonotonic fuzzy measures and the Choquet integral. In M. Grabisch, T. Murofushi, and M. Sugeno, editors, Fuzzy Measures and Integrals — Theory and Applications, pages 375–391. Physica Verlag, Heidelberg, 2000.
Ch. Labreuche and M. Grabisch. Bi-cooperative games and their importance and interaction indices. In R. Bisdorff, editor, I4th Mini-EURO Conference on Human Centered Processes (HCP’2003), pages 287–291, Luxembourg, May 2003.
Ch. Labreuche and M. Grabisch. The Choquet integral for the aggregation of interval scales in multicriteria decision making. Fuzzy Sets and Systems, 137:11–26, 2003.
Ch. Labreuche and M. Grabisch. The Shapley value and the interaction indices for bi-cooperative games. Technical Report 2003/001, Laboratoire d’Informatique de Paris 6, Université Pierre et Marie Curie, http://www.lip6.fr/reports/lip6.2003.001.html, 2003.
Ch. Labreuche and M. Grabisch. Generalized Choquet-like aggregation functions for handling ratio scales. European Journal of Operational Research, submitted.
J.L. Marichal. An axiomatic approach of the discrete Choquet integral as a tool to aggregate interacting criteria. IEEE Transactions on Fuzzy Systems, 8(6):800–807, 2000.
J.L. Marichal. On Sugeno integral as an aggregation function. Fuzzy Sets and Systems, 114:347–365, 2000.
J.L. Marichal. An axiomatic approach of the discrete Sugeno integral as a tool to aggregate interacting criteria in a qualitative framework. IEEE Transactions on Fuzzy Systems, 9(1):164–172, 2001.
J.L. Marichal and M. Roubens. Dependence between criteria and multiple criteria decision aid. In 2nd International Workshop on Preferences and Decisions, pages 69–75, Trento, Italy, 1998.
P. Miranda and M. Grabisch. Optimization issues for fuzzy measures. In 7th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’98), pages 1204–1211, Paris, France, July 1998. Editions EDK, Paris.
P. Miranda and M. Grabisch. p-symmetric bi-capacities. In International Summer School on Aggregation Operators and their Applications, pages 123–129, Alcala, Spain, July 2003.
P. Miranda, M. Grabisch, and P. Gil. p-symmetric fuzzy measures. International Journal of Uncertainty, Fuzziness, and Knowledge-Based Systems, 10 (Suppl.):105–123, 2002.
F. Modave and M. Grabisch. Preference representation by a Choquet integral: Commensurability hypothesis. In 7th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU’98), pages 164–171, Paris, France, July 1998. Editions EDK, Paris.
J. Montmain, A. Akharraz, and G. Mauris. Knowledge management as a support for collective decision-making and argumentation processes. In 9th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based systems (IPMU’2002), pages 91–98, Annecy, France, July 2002. ESIA, Université de Savoie.
T. Mori and T. Murofushi. An analysis of evaluation model using fuzzy measure and the Choquet integral. In 5th Fuzzy System Symposium, pages 207–212, Kobe, Japan, 1989. Japan Society for Fuzzy Sets and Systems. In Japanese.
T. Murofushi. Lexicographic use of Sugeno integrals and monotonicity conditions. IEEE Transactions on Fuzzy Systems, 9(6):783–794, 2001.
T. Murofushi and S. Soneda. Techniques for reading fuzzy measures (III): Interaction index. In Japan Society for Fuzzy Sets and Systems, editors, 9th Fuzzy System Symposium, pages 693–696, Sapporo, Japan, May 1993. In Japanese.
T. Murofushi and M. Sugeno. Fuzzy measures and fuzzy integrals. In M. Grabisch, T. Murofushi, and M. Sugeno, editors, Fuzzy Measures and Integrals — Theory and Applications, pages 3–41. Physica Verlag, Heidelberg, 2000.
T. Onisawa, M. Sugeno, Y. Nishiwaki, H. Kawai, and Y. Harima. Fuzzy measure analysis of public attitude towards the use of nuclear energy. Fuzzy Sets & Systems, 20:259–289, 1986.
A. Rico, M. Grabisch, Ch. Labreuche, and A. Chateauneuf. Preference modelling on totally ordered sets by the Sugeno integral. Discrete Applied Mathematics, to appear.
F.S. Roberts. Measurement Theory. Addison-Wesley, Reading MA, 1979.
M. Roubens. Ordinal multiattribute sorting and ordering in the presence of interacting points of view. In D. Bouyssou, E. Jacquet-Lagrèze, P. Perny, R. Slowinsky, D. Vanderpooten, and Ph. Vincke, editors, Aiding Decisions with Multiple Criteria: Essays in Honor of Bernard Roy, pages 229–246. Kluwer Academic Publishers, Dordrecht, 2001.
D. Schmeidler. Integral representation without additivity. Proceedings of the American Mathematical Society, 97(2):255–261, 1986.
L.S. Shapley. A value for n-person games. In H.W. Kuhn and A.W. Tucker, editors, Contributions to the Theory of Games, Vol. II, volume 28 of Annals of Mathematics Studies, pages 307–317. Princeton University Press, Princeton, 1953.
L.S. Shapley. Simple games: An outline of the descriptive theory. Behavioral Science, 7:59–66, 1962.
H. Simon. Rational choice and the structure of the environment. Psychological Review, 63(2):129–138, 1956.
M. Sugeno. Theory of Fuzzy Integrals and its Applications. PhD thesis, Tokyo Institute of Technology, 1974.
A. Tversky and D. Kahneman. Advances in prospect theory: Cumulative representation of uncertainty. Journal of Risk and Uncertainty, 5:297–323, 1992.
J. Šipoš. Integral with respect to a pre-measure. Mathematica Slovaca, 29:141–155, 1979.
P. Wakker. Additive Representations of Preferences. Kluwer Academic Publishers, Dordrecht, 1989.
Z. Wang, K.S. Leung, and J. Wang. A genetic algorithm for determining nonadditive set functions in information fusion. Fuzzy Sets and Systems, 102:462–469, 1999.
S. Weber. ⊥-decomposable measures and integrals for archimedean t-conorms⊥. Journal of Mathematical Analysis and Applications, 101:114–138, 1984.
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Grabisch, M., Labreuche, C. (2005). Fuzzy Measures and Integrals in MCDA. In: Multiple Criteria Decision Analysis: State of the Art Surveys. International Series in Operations Research & Management Science, vol 78. Springer, New York, NY. https://doi.org/10.1007/0-387-23081-5_14
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DOI: https://doi.org/10.1007/0-387-23081-5_14
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