Abstract
Integrals generalizing the expected value of random variables play an essential role in multi-criteria decision problems, where they are considered as utility functions. In this chapter, we focus on the recently introduced collection and decomposition integrals, covering, among others, the Choquet, the Shilkret and the PAN integrals. We discuss some properties and give several examples of these integrals, in particular those extending the Lebesgue integral. Later, we discuss this type of integral for interval-valued functions. Finally, possible applications in multi-criteria-decision support and imprecise probability domains are shown.
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References
Choquet, G.: Theory of capacities. Annales de l’institut Fourier 5, 131–295 (1954)
Doria, S., Mesiar, R., Šeliga, A.: Construction method of coherent lower and upper previsions based on collection integrals. Bollettino dell’Unione Mathematica Italiana, available online
Even, Y., Lehrer, E.: Decomposition-integral: unifying Choquet and the concave integrals. Econ. Theory 56, 33–58 (2014)
Grabisch, M., Labreuche, Ch.: A decade of application of the Choquet and Sugeno integrals in multi-criteria decision aid. Ann. Oper. Res. 175, 247–286 (2010)
Lebesgue, H.: Intégrale, longueur, aire. Annali di Matematica Pura ed Applicata 7(1), 231–359 (1902)
Lehrer, E.: A new integral for capacities. Econ. Theory 39, 157–176 (2009)
Mesiar, R., Li, J., Pap, E.: Superdecomposition integrals. Fuzzy Sets Syst. 259, 3–11 (2015)
Mesiar, R., Stupňanová, A.: Decomposition integrals. Int. J. Approx. Reason. 54, 1252–1259 (2013)
Šeliga, A.: Decomposition integral without alternatives, its equivalence to Lebesgue integral, and computational algorithms. J. Autom. Mobile Robot. & Intell. Syst. 13, 41–48 (2019)
Šeliga, A., Smrek, P.: Collection integral vs. Choquet integral. Fuzzy Sets Syst., available online
Shilkret, N.: Maxitive measure and integration. Indagationes Mathematicae 33, 109–116 (1971)
Stupňanová, A.: A note on decomposition integrals. In: IPMU 2012, Communications in Computer and Information Science, vol. 300, pp. 542–548 (2012)
Wang, Z., Klir, G.J.: Generalized Measure Theory. Springer, Berlin (2009)
Wang, Z., Leung, K.S., Wong, M.L., Fang, J.: A new type of nonlinear integrals and the computational algorithm. Fuzzy Sets Syst. 112, 223–231 (2000)
Yang, Q.: The PAN-integral on the fuzzy measure space. Fuzzy Math. 3, 107–114 (1985). in Chinese
Acknowledgements
Both authors were supported by the Slovak Research and Development Agency under the contracts no. APVV-17-0066 and no. APVV-18-0052. Also the support of the grant VEGA 1/0006/19 is kindly announced.
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Mesiar, R., Šeliga, A. (2021). Collection and Decomposition Integrals in Multicriteria-Decision Support. In: Pap, E. (eds) Artificial Intelligence: Theory and Applications. Studies in Computational Intelligence, vol 973. Springer, Cham. https://doi.org/10.1007/978-3-030-72711-6_2
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DOI: https://doi.org/10.1007/978-3-030-72711-6_2
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