Abstract
Aggregation operators are broadly used in decision making problems. These operators are often characterized by indicators. Numerous of these aggregation operators may be represented by means of the Choquet integral. In this article four different indicators usually associated to the ordered weighted averaging (OWA) operator are extended to the Choquet integral. In particular, we propose the extensions of the degree of balance, the divergence, the variance indicator and Rényi entropies. Indicators for the weighted ordered weighted averaging (WOWA) operator are derived to illustrate the application of results. Finally, an example is provided to show main contributions.
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References
Beliakov, G., Pradera, A., Calvo, T.: Aggregation Functions: A Guide to Practitioners. STUDFUZZ, vol. 221. Springer, Heidelberg (2007)
Belles-Sampera, J., Merigó, J.M., Santolino, M.: Indicators for the characterization of discrete Choquet integrals. IREA Working Papers, University of Barcelona, Research Institute of Applied Economics (2013)
Choquet, G.: Theory of Capacities. Annales de l’Institute Fourier 5, 131–295 (1954)
Fullér, R., Majlender, P.: On obtaining minimal variability OWA operator weights. Fuzzy Sets and Systems 136(2), 203–215 (2003)
Grabisch, M.: On equivalence classes of fuzzy-connectives: The case of fuzzy integrals. IEEE Transactions on Fuzzy Systems 3(1), 96–109 (1995)
Grabisch, M., Marichal, J.L., Mesiar, R., Pap, E.: Aggregation functions. In: Encyclopedia of Mathematics and its Applications, vol. 127. Cambridge University Press (2009)
Grabisch, M., Marichal, J.L., Mesiar, R., Pap, E.: Aggregation functions: Means. Information Sciences 181(1), 1–22 (2011)
Kojadinovic, I., Marichal, J.L., Roubens, M.: An axiomatic approach to the definition of the entropy of a discrete Choquet capacity. Information Sciences 172(1-2), 131–153 (2005)
Majlender, P.: OWA operators with maximal Rényi entropy. Fuzzy Sets and Systems 155(3), 340–360 (2005)
Marichal, J.L.: Entropy of discrete Choquet capacities. European Journal of Operational Research 137(3), 612–624 (2002)
Marichal, J.L.: Tolerant or intolerant character of interacting criteria in aggregation by the Choquet integral. European Journal of Operational Research 155(3), 771–791 (2004)
Mesiar, R., Mesiarová-Zemánková, A., Ahmad, K.: Discrete Choquet integral and some of its symmetric extensions. Fuzzy Sets and Systems 184(1), 148–155 (2011)
Rényi, A.: On measures of entropy and information. In: Proceedings of the 4th Berkeley Symposium on Mathematical Statistics and Probability, pp. 547–561 (1961)
Shannon, C.E.: A mathematical theory of communication. Bell System Technical Journal 27(3), 379–423 (1948)
Torra, V.: The weighted OWA operator. International Journal of Intelligent Systems 12(2), 153–166 (1997)
Torra, V.: On some relationships between the WOWA operator and the Choquet integral. In: Proceedings of the IPMU 1998 Conference, Paris, France, pp. 818–824 (1998)
Torra, V., Lv, Z.: On the WOWA operator and its interpolation function. International Journal of Intelligent Systems 24(10), 1039–1056 (2009)
Torra, V., Narukawa, Y.: Modeling Decisions: Information Fusion and Aggregation Operators. Springer, Berlin (2007)
Yager, R.R.: On ordered weighted averaging operators in multicriteria decision-making. IEEE Transactions on Systems, Man and Cybernetics 18(1), 183–190 (1988)
Yager, R.R.: Constrained OWA aggregation. Fuzzy Sets and Systems 81(1), 89–101 (1996)
Yager, R.R.: On the entropy of fuzzy measures. IEEE Transactions on Fuzzy Systems 8(4), 453–461 (2000)
Yager, R.R.: Heavy OWA operators. Fuzzy Optimization and Decision Making 1, 379–397 (2002)
Yager, R.R., Kacprzyk, J., Beliakov, G.: Recent Developments in the Ordered Weighted Averaging Operators: Theory and Practice. STUDFUZZ, vol. 265. Springer, Heidelberg (2011)
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Belles-Sampera, J., Merigó, J.M., Santolino, M. (2013). Some New Definitions of Indicators for the Choquet Integral. In: Bustince, H., Fernandez, J., Mesiar, R., Calvo, T. (eds) Aggregation Functions in Theory and in Practise. Advances in Intelligent Systems and Computing, vol 228. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-39165-1_44
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DOI: https://doi.org/10.1007/978-3-642-39165-1_44
Publisher Name: Springer, Berlin, Heidelberg
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