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On two construction methods of copulas from fuzzy implication functions

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Abstract

Copulas have been deeply investigated because of their applications in many fields. From the theoretical point of view, a key point in this research lies in the search of new construction methods of parametrized families of copulas. This paper presents some construction methods based on fuzzy implication functions by reversing the construction methods of fuzzy implication functions from copulas presented by P. Grzegorzewski in some recent papers. Specifically, the PSI and SSI-construction methods of copulas are proposed which provide copulas from a given fuzzy implication function. In addition, the analysis of these construction methods of copulas lead to the characterization of the intersection of the probabilistic S and survival S-implications with (SN) and R-implications.

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References

  1. Aguiló, I., Suñer, J., Torrens, J.: A characterization of residual implications derived from left-continuous uninorms. Inf. Sci. 180(20), 3992–4005 (2010)

    Article  MATH  Google Scholar 

  2. Baczyński, M., Grzegorzewski, P., Helbin, P., Niemyska, W.: Properties of the probabilistic implications and S-implications. Inf. Sci. 331, 2–14 (2016)

    Article  Google Scholar 

  3. Baczyński, M., Grzegorzewski, P., Niemyska, W.: Laws of contraposition and law of importation for probabilistic implications and probabilistic S-implications. In: Laurent, A., et al. (eds.) Proceedings of IPMU-2014, Communications in Computer and Information Science, vol. 442, pp. 158–167. Springer, Berlin (2014)

    Google Scholar 

  4. Baczyński, M., Jayaram, B.: Fuzzy Implications, Studies in Fuzziness and Soft Computing, vol. 231. Springer, Berlin (2008)

    Google Scholar 

  5. Baczyński, M., Jayaram, B.: (S, N)- and R-implications: a state-of-the-art survey. Fuzzy Sets Syst. 159, 1836–1859 (2008)

    Article  MATH  Google Scholar 

  6. Baczyński, M., Jayaram, B.: (U, N)-implications and their characterizations. Fuzzy Sets Syst. 160, 2049–2062 (2009)

    Article  MATH  Google Scholar 

  7. Baczyński, M., Jayaram, B., Massanet, S., Torrens, J.: Fuzzy implications: Past, present, and future. In: Kacprzyk, J., Pedrycz, W. (eds.) Springer Handbook of Computational Intelligence, pp. 183–202. Springer, Berlin (2015)

    Chapter  Google Scholar 

  8. Beliakov, G., Pradera, A., Calvo, T.: Aggregation Functions: A Guide for Practitioners, Studies in Fuzziness and Soft Computing, vol. 221. Springer, Berlin (2007)

    Google Scholar 

  9. Bustince, H., Mohedano, V., Barrenechea, E., Pagola, M.: Definition and construction of fuzzy DI-subsethood measures. Inf. Sci. 176, 3190–3231 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  10. Bustince, H., Pagola, M., Barrenechea, E.: Construction of fuzzy indices from fuzzy DI-subsethood measures: application to the global comparison of images. Inf. Sci. 177, 906–929 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  11. De Baets, B., De Meyer, H.: Orthogonal grid constructions of copulas. IEEE Trans. Fuzzy Syst. 15(6), 1053–1062 (2007)

    Article  Google Scholar 

  12. De Baets, B., Fodor, J.C.: Residual operators of uninorms. Soft Comput. 3, 89–100 (1999)

    Article  Google Scholar 

  13. Dolati, A., Sánchez, J.F., Úbeda-Flores, M.: A copula-based family of fuzzy implication operators. Fuzzy Sets Syst. 211, 55–61 (2013)

    Article  MATH  Google Scholar 

  14. Durante, F., Klement, E., Mesiar, R., Sempi, C.: Conjunctors and their residual implicators: Characterizations and construction methods. Mediterr. J. Math. 4, 343–356 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  15. Fodor, J.C., Roubens, M.: Fuzzy Preference Modelling and Multicriteria Decision Support. Kluwer Academic Publishers, Dordrecht (1994)

    Book  MATH  Google Scholar 

  16. González-Hidalgo, M., Massanet, S., Mir, A., Ruiz-Aguilera, D.: On the choice of the pair conjunction-implication into the fuzzy morphological edge detector. IEEE Trans Fuzzy Syst 23(4), 872–884 (2015)

    Article  Google Scholar 

  17. Gottwald, S.: A Treatise on Many-Valued Logic. Research Studies Press, Baldock (2001)

    Google Scholar 

  18. Grzegorzewski, P.: Probabilistic implications. In: Galichet, S., et al. (eds.) Proceedings of the 7th conference of the European Society for fuzzy logic and technology, EUSFLAT 2011, pp. 254–258. Aix-Les-Bains, Atlantis Press, France (2011)

    Google Scholar 

  19. Grzegorzewski, P.: On the properties of probabilistic implications. In: Melo-Pinto, P., et al. (eds.) Eurofuse 2011, Advances in Intelligent and Soft Computing, vol. 107, pp. 67–78. Springer, Berlin (2012)

    Google Scholar 

  20. Grzegorzewski, P.: Survival implications. In: S. Greco et al. (ed.) Advances on Computational Intelligence—14th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems, IPMU 2012. Proceedings, Part II, Communications in Computer and Information Science, vol. 298, pp. 335–344, Springer (2012)

  21. Grzegorzewski, P.: Probabilistic implications. Fuzzy Sets Syst. 226, 53–66 (2013)

    Article  MATH  MathSciNet  Google Scholar 

  22. Kerre, E., Huang, C., Ruan, D.: Fuzzy Set Theory and Approximate Reasoning. Wu Han University Press, Wu Chang (2004)

    Google Scholar 

  23. Klement, E., Mesiar, R., Pap, E.: Triangular norms. Kluwer Academic Publishers, Dordrecht (2000)

    Book  MATH  Google Scholar 

  24. Klement, E., Mesiar, R., Pap, E.: Invariant copulas. Kybernetika 38, 275–286 (2002)

    MATH  MathSciNet  Google Scholar 

  25. Mas, M., Monserrat, M., Torrens, J., Trillas, E.: A survey on fuzzy implication functions. IEEE Trans Fuzzy Syst. 15(6), 1107–1121 (2007)

    Article  Google Scholar 

  26. Massanet, S., Torrens, J.: An overview of construction methods of fuzzy implications. In: Baczyński, M., et al. (eds.) Advances in Fuzzy Implication Functions, Studies in Fuzziness and Soft Computing, vol. 300, pp. 1–30. Springer, Berlin (2013)

    Chapter  Google Scholar 

  27. Nelsen, R.: An introduction to copulas. Springer, New York (2006)

    MATH  Google Scholar 

  28. Pradera, A., Beliakov, G., Bustince, H., De Baets, B.: A review of the relationships between implication, negation and aggregation functions from the point of view of material implication. Inf. Sci. 329, 357–380 (2016). (Special issue on Discovery Science)

    Article  Google Scholar 

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Acknowledgments

This paper has been partially supported by the Spanish Grant TIN2013-42795-P.

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Correspondence to Sebastia Massanet.

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Massanet, S., Ruiz-Aguilera, D. & Torrens, J. On two construction methods of copulas from fuzzy implication functions. Prog Artif Intell 5, 1–14 (2016). https://doi.org/10.1007/s13748-015-0069-6

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  • DOI: https://doi.org/10.1007/s13748-015-0069-6

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