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Final solution to the problem of relating a true copula to an imprecise copula. (English) Zbl 1452.62353

Summary: In this paper we solve in the negative the problem proposed in this journal [I. Montes et al., ibid. 278, 48–66 (2014; Zbl 1377.60033)] whether an order interval defined by an imprecise copula contains a copula. Namely, if \(\mathcal{C}\) is a nonempty set of copulas, then \(\underline{\mathcal{C}} = \inf \{ C \}_{C \in \mathcal{C}}\) and \(\overline{\mathcal{C}} = \sup \{ C \}_{C \in \mathcal{C}}\) are quasi-copulas and the pair \(( \underline{\mathcal{C}}, \overline{\mathcal{C}})\) is an imprecise copula according to the definition introduced in the cited paper, following the ideas of \(p\)-boxes. We show that there is an imprecise copula \((A, B)\) in this sense such that there is no copula \(C\) whatsoever satisfying \(A \leqslant C \leqslant B\). So, it is questionable whether the proposed definition of the imprecise copula is in accordance with the intentions of the initiators. Our methods may be of independent interest: We upgrade the ideas of M. Dibala et al. [Kybernetika 52, No. 6, 848–865 (2016; Zbl 1389.60005)] where possibly negative volumes of quasi-copulas as defects from being copulas were studied.

MSC:

62H05 Characterization and structure theory for multivariate probability distributions; copulas

References:

[1] Alsina, C.; Frank, M. J.; Schweizer, B., Associative Functions: Triangular Norms and Copulas (2006), World Scientific: World Scientific Singapore · Zbl 1100.39023
[2] Alsina, C.; Nelsen, R. B.; Schweizer, B., On the characterization of a class of binary operations on distribution functions, Stat. Probab. Lett., 17, 85-89 (1993) · Zbl 0798.60023
[3] De Baets, B., Quasi-copulas: a bridge between fuzzy set theory and probability theory, (Huynh, V.-N.; Nakamori, Y.; Lawry, J.; Inuiguchi, M., Integrated Uncertainty Management and Applications. Selected Papers Based on the Presentations at the 2010 International Symposium on Integrated Uncertainty Managment and Applications (IUM 2010). Integrated Uncertainty Management and Applications. Selected Papers Based on the Presentations at the 2010 International Symposium on Integrated Uncertainty Managment and Applications (IUM 2010), Ishikawa 2010 (2010), Springer: Springer Berlin), 55
[4] De Baets, B.; Janssens, S.; De Meyer, H., On the transitivity of a parametric family of cardinality-based similarity measures, Int. J. Approx. Reason., 50, 104-116 (2009) · Zbl 1191.68706
[5] De Schuymer, B.; De Meyer, H.; De Baets, B., Cycle-transitive comparison of independent random variables, J. Multivar. Anal., 96, 352-373 (2005) · Zbl 1087.60018
[6] Díaz, S.; Montes, S.; De Baets, B., Transitivity bounds in additive fuzzy preference structures, IEEE Trans. Fuzzy Syst., 15, 275-286 (2007)
[7] Dibala, M.; Saminger-Platz, S.; Mesiar, R.; Klement, E. P., Defects and transformations of quasi-copulas, Kybernetika, 52, 848-865 (2016) · Zbl 1389.60005
[8] Durante, F.; Sempi, C., Principles of Copula Theory (2015), CRC/Chapman & Hall: CRC/Chapman & Hall Boca Raton
[9] Genest, C.; Quesada-Molina, J. J.; Rodríguez-Lallena, J. A.; Sempi, C., A characterization of quasi-copulas, J. Multivar. Anal., 69, 193-205 (1999) · Zbl 0935.62059
[10] Hájek, P.; Mesiar, R., On copulas, quasicopulas and fuzzy logic, Soft Comput., 12, 1239-1243 (2008) · Zbl 1152.03018
[11] Janssens, S.; De Baets, B.; De Meyer, H., Bell-type inequalities for commutative quasi-copulas, Fuzzy Sets Syst., 148, 263-278 (2004) · Zbl 1057.81011
[12] Montes, I.; Miranda, E.; Montes, S., Decision making with imprecise probabilities and utilities by means of statistical preference and stochastic dominance, Eur. J. Oper. Res., 2342, 209-220 (2014) · Zbl 1305.91106
[13] Montes, I.; Miranda, E.; Pelessoni, R.; Vicig, P., Sklar’s theorem in an imprecise setting, Fuzzy Sets Syst., 278, 48-66 (2015) · Zbl 1377.60033
[14] Nelsen, R. B., An Introduction to Copulas (2006), Springer-Verlag: Springer-Verlag New York · Zbl 1152.62030
[15] Nelsen, R. B.; Quesada-Molina, J. J.; Rodríguez-Lallena, J. A.; Úbeda-Flores, M., Some new properties of quasi-copulas, (Cuadras, C. M.; Fortiana, J.; Rodríguez-Lallena edis, J. A., Distributions with Given Marginals and Statistical Modelling (2002), Kluwer Academic Publishers: Kluwer Academic Publishers Dordrecht), 187-194 · Zbl 1135.62339
[16] M. Omladič, Damjan Škulj, Constructing copulas from shock models with imprecise distributions, preprint. · Zbl 1471.62360
[17] Pelessoni, R.; Vicig, P.; Montes, I.; Miranda, E., Imprecise copulas and bivariate stochastic orders, (Proc. EUROFUSE 2013. Proc. EUROFUSE 2013, Oviedo (2013)), 217-224
[18] Pelessoni, R.; Vicig, P.; Montes, I.; Miranda, E., Bivariate p-boxes, Int. J. Uncertain. Fuzziness Knowl.-Based Syst., 24, 229-263 (2016) · Zbl 1384.60015
[19] Quesada Molina, J. J.; Sempi, C., Discrete quasi-copulas, Insur. Math. Econ., 37, 27-41 (2005) · Zbl 1077.60014
[20] Sainio, E.; Turunen, E.; Mesiar, R., A characterization of fuzzy implications generated by generalized quantifiers, Fuzzy Sets Syst., 159, 491-499 (2008) · Zbl 1176.03013
[21] Sklar, A., Fonctions de répartition à n dimensions et leurs marges, Publ. Inst. Stat. Univ. Paris, 8, 229-231 (1959) · Zbl 0100.14202
[22] Walley, P., Statistical Reasoning with Imprecise Probabilities (1991), Chapman and Hall: Chapman and Hall London · Zbl 0732.62004
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